commit 102fdbaf4719d1ed6b8d667258f27832f1a302c6 Author: BNDSer Date: Mon Nov 2 17:10:39 2026 +0800 Initial commit diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..2873a3b --- /dev/null +++ b/.gitignore @@ -0,0 +1,42 @@ +# Python +__pycache__/ +*.py[cod] +*.egg-info/ +.eggs/ +build/ +dist/ +.pytest_cache/ +.mypy_cache/ +.ruff_cache/ +.coverage +htmlcov/ + +# Environments +.conda/ +.venv/ +venv/ + +# Editors / OS +.idea/ +.vscode/ +.DS_Store +*.swp +*.swo + +# Training outputs: publish only the final 50k artifacts of the two released runs. +checkpoints/ +logs/* +!logs/s10_terrain_v4_50k_full/ +!logs/s10_terrain_v7_50k_20261101_225518/ +logs/s10_terrain_v4_50k_full/* +logs/s10_terrain_v7_50k_20261101_225518/* +!logs/s10_terrain_v4_50k_full/model_50000.pt +!logs/s10_terrain_v4_50k_full/model_50000.onnx +!logs/s10_terrain_v4_50k_full/model_50000.json +!logs/s10_terrain_v4_50k_full/train.log +!logs/s10_terrain_v4_50k_full/metrics.jsonl +!logs/s10_terrain_v7_50k_20261101_225518/model_50000.pt +!logs/s10_terrain_v7_50k_20261101_225518/model_50000.onnx +!logs/s10_terrain_v7_50k_20261101_225518/model_50000.json +!logs/s10_terrain_v7_50k_20261101_225518/train.log +!logs/s10_terrain_v7_50k_20261101_225518/metrics.jsonl diff --git a/README.md b/README.md new file mode 100644 index 0000000..daed4e7 --- /dev/null +++ b/README.md @@ -0,0 +1,109 @@ +# S10 SuperMimic + +基于 mjlab 和 MuJoCo Warp 的 S10 轮足机器人强化学习项目。通过仿真数据训练世界模型,再利用世界模型生成想象轨迹来优化速度控制策略,支持平地、楼梯、平台、斜坡和碎石地形。 + +演示使用v7_50k策略,在仓库中附带提交权重和模型 + + + + + +## Requirements + +Python 3.10–3.13、PyTorch ≥ 2.7、mjlab 1.6.0、MuJoCo Warp;参考配置需要 16 GB 显存,如果使用更高显存训练,可以提高 `--imag-batch`。依赖安装:`pip install -r requirements.txt`。 + +## Tasks + +- `s10-v4`:平地激进策略。 +- `s10-v7`:平地/台阶保守策略,可上 20 cm 台阶。 +- `s10-v4-upward`:倒地起身训练,开发中。 + +## Train + +```bash +export PYTHONPATH="$PWD" +python scripts/train.py --task s10-v4 --output logs/s10_v4 +python scripts/train.py --task s10-v7 --output logs/s10_v7 +python scripts/train.py --task s10-v4-upward --output logs/s10_v4_upward +``` + +`--task` 加载任务默认配置,命令行参数可覆盖。训练输出 `model_.pt` 和 `metrics.jsonl`;`logs/` 保留 v4、v7 的 50k 最终权重。 + +## Play and Export + +```bash +python scripts/export_onnx.py --checkpoint --output +``` + +ONNX 只包含确定性 actor。`./scripts/play_gui.sh --checkpoint ` 提供 GUI 交互演示,可可视化世界模型的未来预测,但不能替代 sim2sim;sim2sim 建议使用导出的 ONNX。 + +## World model + +世界模型是带残差预测的前馈多层感知机(MLP),默认使用三层 512 维隐藏层和 SiLU 激活函数。它根据当前状态和动作预测下一时刻的状态变化,以及机身平面位移和偏航角变化。输入和输出使用运行统计量进行归一化。 + +| 输入 | 维度 | 内容 | +| --- | ---: | --- | +| 机器人状态 | 38 | 高度 1、投影重力 3、机身线速度 3、角速度 3、腿关节位置 12、腿关节速度 12、轮速 4 | +| 当前动作 | 16 | 12 维腿部位置控制和 4 维轮速控制 | +| 上一动作 | 16 | 上一控制周期的动作 | +| 物理参数 | 7 | 四个轮子的摩擦系数和机身质心偏移 | +| 地形扫描 | 273 | 复杂地形模型使用的 21 × 13 高度采样网格 | + +平地世界模型输入为 **77 维**;复杂地形世界模型加入高度扫描后为 **350 维**。两者的动力学输出均为 **41 维**:38 维状态变化和 3 维平面位姿变化。复杂地形模型(revision ≥ 4)带有接触概率与接触力预测头,地形 v7 还带有非轮部位碰撞预测头。世界模型仍使用真实轮速作为训练时的特权状态,这与策略观测不同。 + +训练时从仿真回放中采样连续片段,世界模型按时间自回归预测并拟合实际轨迹;默认训练窗口为 8 步。随后使用世界模型展开想象轨迹,并结合奖励和 critic 更新策略。 + +## Actor + +Actor 根据机器人自身观测和速度指令输出控制动作。当前 S10 Actor(v4 / v4-upward / v7)每帧接收 **53 维**观测: + +| 观测 | 每帧维度 | +| --- | ---: | +| 机身角速度 | 3 | +| 投影重力 | 3 | +| 腿关节位置 | 12 | +| 腿关节速度 | 12 | +| 轮速 | 4 | +| 上一动作 | 16 | +| 速度指令(前后、横移、转向) | 3 | + +默认保留 **5 帧**历史,因此 Actor 输入为 **265 维**;各观测项分别按时间从旧到新排列。控制周期为 0.02 秒,5 帧覆盖 5 个控制时刻。 + +Actor 是默认隐藏层为 **256 → 128 → 64** 的 MLP,使用输入归一化和 ELU 激活,最后通过 tanh 输出 **16 维动作**:12 维腿部位置控制和 4 维轮速控制。Actor 不接收地形扫描,实现盲走控制;演示时使用 Actor 生成动作。 + +## Critic + +Critic 在训练中估计当前状态的未来回报,输出一个标量价值。它使用训练时可获得的特权信息,输入不需要堆叠 Actor 的历史帧: + +| 输入 | 维度 | 内容 | +| --- | ---: | --- | +| 机器人状态 | 38 | 包含机身高度、线速度、角速度、关节状态和轮速 | +| 速度指令 | 3 | 前后、横移和转向指令 | +| 物理参数 | 7 | 四个轮子摩擦系数和机身质心偏移 | +| 上一动作 | 16 | 上一控制周期的动作 | +| 地形扫描 | 273 | 复杂地形的 21 × 13 高度采样网格 | + +平地 Critic 输入为 **64 维**,复杂地形 Critic 输入为 **337 维**。Critic 默认同样使用 **256 → 128 → 64** 的 MLP、输入归一化和 ELU 激活,输出 **1 维**价值估计。Critic 和地形扫描只用于训练;运行策略时不需要 Critic。 + +训练时,世界模型生成想象轨迹,Actor 通过轨迹中的奖励和目标 Critic 的末端价值优化动作;Critic 使用想象轨迹计算的 TD(λ) 回报作为目标进行拟合。Actor 的 5 帧历史与世界模型默认的 8 步训练窗口是不同的参数,分别由 `--history` 和 `--wm-window` 设置。 + +## Structure + +```text +s10_supermimic/ +├── core/ # 世界模型、策略、想象训练、经验回放与演示界面 +├── env/ # 平地及复杂地形环境 +├── tasks/ # 任务注册与默认参数 +└── robot/ # S10 机器人配置与模型资产 +scripts/ # 训练、导出与演示入口 +docs/ # 演示素材 +tests/ # 模型、任务与奖励检查 +logs/ # 保留的最终权重与训练日志 +``` + +## References + +- 仿真基于:https://github.com/mujocolab/mjlab +- 算法基于: + - https://github.com/zita-ch/supermimic_vibed + - https://github.com/uwvwko-zzz/go2w-supermimic diff --git a/docs/Mujoco_demo2.mp4 b/docs/Mujoco_demo2.mp4 new file mode 100644 index 0000000..7acaba0 Binary files /dev/null and b/docs/Mujoco_demo2.mp4 differ diff --git a/docs/WorldModel_demo1.mp4 b/docs/WorldModel_demo1.mp4 new file mode 100644 index 0000000..e80b5fc Binary files /dev/null and b/docs/WorldModel_demo1.mp4 differ diff --git a/logs/s10_terrain_v4_50k_full/metrics.jsonl b/logs/s10_terrain_v4_50k_full/metrics.jsonl new file mode 100644 index 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0.3964875340461731, "actor_loss": -8.712970733642578, "critic_loss": 0.023709772154688835, "reward": 0.07063455134630203, "falls": 7, "interval_steps": 10, "velocity_mae": [0.2501400411128998, 0.15224096179008484, 0.2536126673221588], "policy_updates": 49900, "skipped_updates": 0, "invalid_env_resets": 120, "elapsed_s": 11141.232798002, "contact_bce": 0.30595290660858154, "contact_force_loss": 0.03146994113922119, "terrain_level_mean": 3.259521484375, "terrain_level_max": 5, "command_stage": 4, "command_ranges": [[-2.0, 2.0], [-1.0, 1.0], [-3.0, 3.0]], "command_negative_vx_fraction": 0.34765625, "command_abs_max": [1.9989352226257324, 0.9978711605072021, 2.9992828369140625]} diff --git a/logs/s10_terrain_v4_50k_full/model_50000.json b/logs/s10_terrain_v4_50k_full/model_50000.json new file mode 100644 index 0000000..cf948ff --- /dev/null +++ b/logs/s10_terrain_v4_50k_full/model_50000.json @@ -0,0 +1,131 @@ +{ + "format": "s10-terrain-policy-v1", + "step": 50000, + "history": 5, + "frame_dim": 53, + "observation_dim": 265, + "action_dim": 16, + "dt": 0.02, + "actor_hidden": [ + 256, + 128, + 64 + ], + "actor_params": 110288, + "frame_terms": [ + { + "name": "base_ang_vel", + "dim": 3, + "scale": 1.0 + }, + { + "name": "projected_gravity", + "dim": 3, + "scale": 1.0 + }, + { + "name": "joint_pos_rel", + "dim": 12, + "scale": 1.0 + }, + { + "name": "joint_vel_rel", + "dim": 12, + "scale": 0.05 + }, + { + "name": "wheel_vel_rel", + "dim": 4, + "scale": 0.05 + }, + { + "name": "last_action", + "dim": 16, + "scale": 1.0 + }, + { + "name": "command", + "dim": 3, + "scale": 1.0 + } + ], + "history_layout": "term-wise blocks, oldest to newest (mjlab flattening)", + "env_action_order": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15 + ], + "leg_scale": [ + 0.25, + 0.6, + 0.8, + 0.25, + 0.6, + 0.8, + 0.25, + 0.6, + 0.8, + 0.25, + 0.6, + 0.8 + ], + "wheel_scale": 35.0, + "wheel_clip": 35.0, + "default_joint_pos": [ + 0.1, + -0.35, + 0.65, + -0.1, + -0.35, + 0.65, + 0.1, + 0.35, + -0.65, + -0.1, + 0.35, + -0.65, + 0.0, + 0.0, + 0.0, + 0.0 + ], + "leg_joint_names": [ + "fl_hipx_joint", + "fl_hipy_joint", + "fl_knee_joint", + "fr_hipx_joint", + "fr_hipy_joint", + "fr_knee_joint", + "hl_hipx_joint", + "hl_hipy_joint", + "hl_knee_joint", + "hr_hipx_joint", + "hr_hipy_joint", + "hr_knee_joint" + ], + "wheel_joint_names": [ + "fl_wheel_joint", + "fr_wheel_joint", + "hl_wheel_joint", + "hr_wheel_joint" + ], + "onnx": { + "input": "obs", + "output": "actions", + "opset": 17, + "max_abs_error_vs_torch": 7.487833499908447e-07 + } +} diff --git a/logs/s10_terrain_v4_50k_full/model_50000.onnx b/logs/s10_terrain_v4_50k_full/model_50000.onnx new file mode 100644 index 0000000..2ac25ca Binary files /dev/null and b/logs/s10_terrain_v4_50k_full/model_50000.onnx differ diff --git a/logs/s10_terrain_v4_50k_full/train.log b/logs/s10_terrain_v4_50k_full/train.log new file mode 100644 index 0000000..fe7067c --- /dev/null +++ b/logs/s10_terrain_v4_50k_full/train.log @@ -0,0 +1,4374 @@ +/lib/python3.11/site-packages/torch/jit/_script.py:1491: FutureWarning: `torch.jit.script` is deprecated. Please switch to `torch.compile` or `torch.export`. + warnings.warn( +/lib/python3.11/site-packages/mujoco_warp/_src/io.py:713: UserWarning: MULTICCD is enabled, but the scene contains CCD pairs without multicontact support: [('CYLINDER', 'CYLINDER'), ('CYLINDER', 'BOX')]. At most 1 contact will be generated for these pairs. + warnings.warn( +Setting seed: 0 +Warp 1.14.0 initialized: + CUDA Toolkit 12.9, Driver 13.0 + Devices: + "cpu" : "x86_64" + "cuda:0" : "NVIDIA GeForce RTX 5070 Ti" (15 GiB, sm_120, mempool enabled) + Kernel cache: + /1.14.0 +Module mujoco_warp._src.smooth e597d07 load on device 'cuda:0' took 4.41 ms (cached) +Module _nxn_broadphase__locals__kernel_df6640ed df6640e load on device 'cuda:0' took 0.98 ms (cached) +Module ccd_kernel_builder__locals__ccd_kernel_f3c975b7 f3c975b load on device 'cuda:0' took 2.00 ms (cached) +Module ccd_kernel_builder__locals__ccd_kernel_f3c975b7 fa59860 load on device 'cuda:0' took 2.13 ms (cached) +Module ccd_kernel_builder__locals__ccd_kernel_82ff21e7 82ff21e load on device 'cuda:0' took 1.87 ms (cached) +Module ccd_kernel_builder__locals__ccd_kernel_82ff21e7 fa618bd load on device 'cuda:0' took 1.87 ms (cached) +Module ccd_kernel_builder__locals__ccd_kernel_240d51e8 240d51e load on device 'cuda:0' took 2.54 ms (cached) +Module ccd_kernel_builder__locals__ccd_kernel_240d51e8 a5c9e1e load on device 'cuda:0' took 2.35 ms (cached) +Module _primitive_narrowphase__locals__primitive_narrowphase_9aaa7d98 9aaa7d9 load on device 'cuda:0' took 0.91 ms (cached) +Module mujoco_warp._src.constraint 880bd7f load on device 'cuda:0' took 0.70 ms (cached) +Module _friction_dof__locals__kernel_3c14efda 3c14efd load on device 'cuda:0' took 2.07 ms (cached) +Module _limit_slide_hinge__locals__kernel_4d6c55ab 4d6c55a load on device 'cuda:0' took 1.11 ms (cached) +Module _efc_contact_init__locals__kernel_744a1fda 744a1fd load on device 'cuda:0' took 0.84 ms (cached) +Module _efc_contact_jac_dense__locals__kernel_760e2e1a d6aba00 load on device 'cuda:0' took 0.80 ms (cached) +Module _efc_contact_update__locals__kernel_c40b0799 c40b079 load on device 'cuda:0' took 1.10 ms (cached) +Module mujoco_warp._src.forward 687ddb7 load on device 'cuda:0' took 1.62 ms (cached) +Module mujoco_warp._src.passive 8ff6993 load on device 'cuda:0' took 1.62 ms (cached) +Module mujoco_warp._src.forward 2190340 load on device 'cuda:0' took 1.60 ms (cached) +Module _qfrc_smooth__locals__kernel_6eb3d958 6eb3d95 load on device 'cuda:0' took 0.76 ms (cached) +Module mujoco_warp._src.support d1e71d9 load on device 'cuda:0' took 0.88 ms (cached) +Module _tile_cholesky_factorize_solve_block__locals__kernel_b44bd18c 0966f64 load on device 'cuda:0' took 19.14 ms (cached) +Module _solve_init_dof__locals__kernel_99a497d1 99a497d load on device 'cuda:0' took 0.81 ms (cached) +Module mujoco_warp._src.solver 245b5b3 load on device 'cuda:0' took 2.01 ms (cached) +Module _solve_init_jaref_kernel__locals__kernel_d620bcf9 d620bcf load on device 'cuda:0' took 0.74 ms (cached) +Module mul_m_kernel__locals___mul_m_fd2186c4 fd2186c load on device 'cuda:0' took 0.90 ms (cached) +Module _update_constraint_efc__locals__kernel_4af8f110 4af8f11 load on device 'cuda:0' took 0.74 ms (cached) +Module _update_constraint_init_qfrc_constraint_dense__locals__kernel_391cb5b4 391cb5b load on device 'cuda:0' took 0.80 ms (cached) +Module _update_gradient_zero_grad_dot__locals__kernel_cb780630 cb78063 load on device 'cuda:0' took 0.78 ms (cached) +Module _update_gradient_grad__locals__kernel_0cbf4927 0cbf492 load on device 'cuda:0' took 0.69 ms (cached) +Module _update_gradient_JTDAJ_dense_tiled__locals__kernel_5d6c5d76 c826079 load on device 'cuda:0' took 1.27 ms (cached) +Module _update_gradient_cholesky__locals__kernel_b27fc0c0 f9b150c load on device 'cuda:0' took 19.42 ms (cached) +Module _linesearch_iterative_kernel__locals__kernel_d3ea36af e1537a9 load on device 'cuda:0' took 1.25 ms (cached) +Module mujoco_warp._src.sensor 42e0a24 load on device 'cuda:0' took 2.53 ms (cached) +Module _contact_sort__locals__contact_sort_321f5f3e 33ea4e1 load on device 'cuda:0' took 0.99 ms (cached) +Module mujoco_warp._src.derivative e770e28 load on device 'cuda:0' took 1.36 ms (cached) +Module _next_time_builder__locals___next_time_95ad6d7a 95ad6d7 load on device 'cuda:0' took 0.98 ms (cached) +Module reset_data__locals__reset_xfrc_applied_03030511 0303051 load on device 'cuda:0' took 0.69 ms (cached) +Module reset_data__locals__reset_M_631075dd 631075d load on device 'cuda:0' took 0.90 ms (cached) +Module reset_data__locals__reset_mocap_6513201c 6513201 load on device 'cuda:0' took 0.69 ms (cached) +Module reset_data__locals__reset_contact_5c08f689 5c08f68 load on device 'cuda:0' took 0.78 ms (cached) +Module reset_data__locals__reset_sleep_50b990da 50b990d load on device 'cuda:0' took 0.70 ms (cached) +Module reset_data__locals__reset_nworld_69a10925 69a1092 load on device 'cuda:0' took 0.81 ms (cached) + ++---------------------------------+ +| Base Environment | ++------------------------+--------+ +| Property | Value | ++------------------------+--------+ +| Number of environments | 4096 | +| Environment device | cuda:0 | +| Environment seed | 0 | +| Physics step-size | 0.005 | +| Environment step-size | 0.02 | ++------------------------+--------+ + +[INFO] contains 2 active terms. ++-------------------------------------+ +| Active Event Terms in Mode: 'reset' | ++--------+----------------------------+ +| Index | Name | ++--------+----------------------------+ +| 0 | reset_base | +| 1 | reset_robot_joints | ++--------+----------------------------+ ++---------------------------------------+ +| Active Event Terms in Mode: 'startup' | ++-----------+---------------------------+ +| Index | Name | ++-----------+---------------------------+ +| 0 | foot_friction | +| 1 | encoder_bias | +| 2 | base_com | ++-----------+---------------------------+ ++-----------------------------+ +| Domain Randomization Fields | ++-------+---------------------+ +| Index | Field Name | ++-------+---------------------+ +| 0 | geom_friction | +| 1 | body_ipos | +| 2 | body_subtreemass | +| 3 | dof_invweight0 | +| 4 | body_invweight0 | +| 5 | tendon_length0 | +| 6 | tendon_invweight0 | +| 7 | actuator_acc0 | ++-------+---------------------+ + +Module repeat_array_kernel_4f67a4c3 711f54c load on device 'cuda:0' took 0.87 ms (cached) +Module repeat_array_kernel_4f67a4c3 7224d07 load on device 'cuda:0' took 0.81 ms (cached) +Module repeat_array_kernel_4f67a4c3 b2885b0 load on device 'cuda:0' took 0.73 ms (cached) +[INFO] contains 1 active terms. ++--------------------------------------+ +| Active Command Terms | ++-------+-------+----------------------+ +| Index | Name | Type | ++-------+-------+----------------------+ +| 0 | twist | MixedVelocityCommand | ++-------+-------+----------------------+ + +[INFO] contains 2 active terms. ++---------------------------------+ +| Active Action Terms (shape: 16) | ++-------+-----------+-------------+ +| Index | Name | Dimension | ++-------+-----------+-------------+ +| 0 | joint_pos | 12 | +| 1 | wheel_vel | 4 | ++-------+-----------+-------------+ + +[INFO] contains 2 groups. ++------------------------------------------------------------+ +| Active Observation Terms in Group: 'actor' (shape: (265,)) | ++--------+-------------------------+-------------------------+ +| Index | Name | Shape | ++--------+-------------------------+-------------------------+ +| 0 | base_ang_vel | (15,) ← 5×(3,) | +| 1 | projected_gravity | (15,) ← 5×(3,) | +| 2 | joint_pos | (60,) ← 5×(12,) | +| 3 | joint_vel | (60,) ← 5×(12,) | +| 4 | wheel_vel | (20,) ← 5×(4,) | +| 5 | actions | (80,) ← 5×(16,) | +| 6 | command | (15,) ← 5×(3,) | ++--------+-------------------------+-------------------------+ ++------------------------------------------------------------+ +| Active Observation Terms in Group: 'critic' (shape: (56,)) | ++-----------+----------------------------------+-------------+ +| Index | Name | Shape | ++-----------+----------------------------------+-------------+ +| 0 | base_ang_vel | (3,) | +| 1 | projected_gravity | (3,) | +| 2 | joint_pos | (12,) | +| 3 | joint_vel | (12,) | +| 4 | wheel_vel | (4,) | +| 5 | actions | (16,) | +| 6 | command | (3,) | +| 7 | base_lin_vel | (3,) | ++-----------+----------------------------------+-------------+ + +[INFO] contains 3 active terms. ++--------------------------------+ +| Active Termination Terms | ++-------+-------------+----------+ +| Index | Name | Time Out | ++-------+-------------+----------+ +| 0 | time_out | True | +| 1 | fell_over | False | +| 2 | course_exit | True | ++-------+-------------+----------+ + +[INFO] contains 11 active terms. ++-----------------------------------------+ +| Active Reward Terms | ++-------+------------------------+--------+ +| Index | Name | Weight | ++-------+------------------------+--------+ +| 0 | track_linear_velocity | 2.0 | +| 1 | track_angular_velocity | 2.0 | +| 2 | upright | 1.0 | +| 3 | leg_posture | -0.4 | +| 4 | standstill | -2.0 | +| 5 | action_rate_l2 | -0.05 | +| 6 | joint_torques_l2 | -2e-05 | +| 7 | dof_pos_limits | -1.0 | +| 8 | terminated | -20.0 | +| 9 | unnecessary_wheel_lift | -0.2 | +| 10 | rolling_leg_motion | -0.12 | ++-------+------------------------+--------+ + +[INFO] contains 1 active terms. ++-------------------------+ +| Active Curriculum Terms | ++-----------+-------------+ +| Index | Name | ++-----------+-------------+ +| 0 | course | ++-----------+-------------+ + +[INFO] contains 1 active terms. ++-------------------------+ +| Active Metrics Terms | ++-------+-----------------+ +| Index | Name | ++-------+-----------------+ +| 0 | mean_action_acc | ++-------+-----------------+ + +[INFO] (inactive) +Module mujoco_warp._src.io 19274fb load on device 'cuda:0' took 1.88 ms (cached) +Module _tile_cholesky_factorize_block__locals__kernel_ccbdb7fb c86e457 load on device 'cuda:0' took 15.09 ms (cached) +Module _tile_cholesky_solve_block__locals__kernel_320f9d39 639ca7f load on device 'cuda:0' took 15.19 ms (cached) +Shared terrain atlas: 21.6 MiB +S10 replay storage: 3344.0 MiB + ++---------------------------------+ +| Base Environment | ++------------------------+--------+ +| Property | Value | ++------------------------+--------+ +| Number of environments | 1 | +| Environment device | cuda:0 | +| Environment seed | None | +| Physics step-size | 0.005 | +| Environment step-size | 0.02 | ++------------------------+--------+ + +[INFO] contains 1 active terms. ++-------------------------------------+ +| Active Event Terms in Mode: 'reset' | ++--------+----------------------------+ +| Index | Name | ++--------+----------------------------+ +| 0 | reset_base | +| 1 | reset_robot_joints | ++--------+----------------------------+ + +[INFO] contains 1 active terms. ++----------------------------------------+ +| Active Command Terms | ++-------+-------+------------------------+ +| Index | Name | Type | ++-------+-------+------------------------+ +| 0 | twist | UniformVelocityCommand | ++-------+-------+------------------------+ + +[INFO] contains 2 active terms. ++---------------------------------+ +| Active Action Terms (shape: 16) | ++-------+-----------+-------------+ +| Index | Name | Dimension | ++-------+-----------+-------------+ +| 0 | joint_pos | 12 | +| 1 | wheel_vel | 4 | ++-------+-----------+-------------+ + +[INFO] contains 1 groups. ++------------------------------------------------------------+ +| Active Observation Terms in Group: 'actor' (shape: (265,)) | ++--------+-------------------------+-------------------------+ +| Index | Name | Shape | ++--------+-------------------------+-------------------------+ +| 0 | base_ang_vel | (15,) ← 5×(3,) | +| 1 | projected_gravity | (15,) ← 5×(3,) | +| 2 | joint_pos | (60,) ← 5×(12,) | +| 3 | joint_vel | (60,) ← 5×(12,) | +| 4 | wheel_vel | (20,) ← 5×(4,) | +| 5 | actions | (80,) ← 5×(16,) | +| 6 | command | (15,) ← 5×(3,) | ++--------+-------------------------+-------------------------+ + +[INFO] contains 3 active terms. ++--------------------------------+ +| Active Termination Terms | ++-------+-------------+----------+ +| Index | Name | Time Out | ++-------+-------------+----------+ +| 0 | time_out | True | +| 1 | fell_over | False | +| 2 | course_exit | True | ++-------+-------------+----------+ + +[INFO] contains 0 active terms. ++-----------------------+ +| Active Reward Terms | ++-------+------+--------+ +| Index | Name | Weight | ++-------+------+--------+ ++-------+------+--------+ + +[INFO] (inactive) +[INFO] (inactive) +[INFO] (inactive) +S10 video saved: logs/s10_terrain_v4_50k_full/videos/iteration_020000.mp4 +{"step": 20010, "actor_lr": 1.6326254762964657e-05, "archive_windows": 521, "env_steps": 20010, "total_transitions": 81960960, "num_steps_per_env": 1, "wm_loss": 0.21316659450531006, "actor_loss": null, "critic_loss": null, "reward": 0.06422033160924911, "falls": 0, "interval_steps": 10, "velocity_mae": [0.417668879032135, 0.1449698805809021, 0.3302408456802368], "policy_updates": 19950, "skipped_updates": 0, "invalid_env_resets": 0, "elapsed_s": 6.111450314999985, "contact_bce": 0.22499379515647888, "contact_force_loss": 0.030082207173109055, "terrain_level_mean": 2.728759765625, "terrain_level_max": 5, "command_stage": 4, "command_ranges": [[-2.0, 2.0], [-1.0, 1.0], [-3.0, 3.0]], "command_negative_vx_fraction": 0.348876953125, "command_abs_max": [1.9988961219787598, 0.9982041120529175, 2.999654769897461]} +{"step": 20020, "actor_lr": 1.6299886349978423e-05, "archive_windows": 1735, "env_steps": 20020, "total_transitions": 82001920, "num_steps_per_env": 1, "wm_loss": 0.19536051154136658, "actor_loss": null, "critic_loss": null, "reward": 0.0753982737660408, "falls": 0, "interval_steps": 10, "velocity_mae": [0.22319285571575165, 0.1280742585659027, 0.22749905288219452], "policy_updates": 19950, "skipped_updates": 0, "invalid_env_resets": 0, "elapsed_s": 7.782994487999986, "contact_bce": 0.225437194108963, "contact_force_loss": 0.02602911740541458, "terrain_level_mean": 2.728759765625, "terrain_level_max": 5, "command_stage": 4, "command_ranges": [[-2.0, 2.0], 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++--------+----------------------------+ +| 0 | reset_base | +| 1 | reset_robot_joints | ++--------+----------------------------+ + +[INFO] contains 1 active terms. ++----------------------------------------+ +| Active Command Terms | ++-------+-------+------------------------+ +| Index | Name | Type | ++-------+-------+------------------------+ +| 0 | twist | UniformVelocityCommand | ++-------+-------+------------------------+ + +[INFO] contains 2 active terms. ++---------------------------------+ +| Active Action Terms (shape: 16) | ++-------+-----------+-------------+ +| Index | Name | Dimension | ++-------+-----------+-------------+ +| 0 | joint_pos | 12 | +| 1 | wheel_vel | 4 | ++-------+-----------+-------------+ + +[INFO] contains 1 groups. ++------------------------------------------------------------+ +| Active Observation Terms in Group: 'actor' (shape: (265,)) | ++--------+-------------------------+-------------------------+ +| Index | Name | Shape | 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Name | ++--------+----------------------------+ +| 0 | reset_base | +| 1 | reset_robot_joints | ++--------+----------------------------+ + +[INFO] contains 1 active terms. ++----------------------------------------+ +| Active Command Terms | ++-------+-------+------------------------+ +| Index | Name | Type | ++-------+-------+------------------------+ +| 0 | twist | UniformVelocityCommand | ++-------+-------+------------------------+ + +[INFO] contains 2 active terms. ++---------------------------------+ +| Active Action Terms (shape: 16) | ++-------+-----------+-------------+ +| Index | Name | Dimension | ++-------+-----------+-------------+ +| 0 | joint_pos | 12 | +| 1 | wheel_vel | 4 | ++-------+-----------+-------------+ + +[INFO] contains 1 groups. ++------------------------------------------------------------+ +| Active Observation Terms in Group: 'actor' (shape: (265,)) | ++--------+-------------------------+-------------------------+ +| Index | Name | Shape | ++--------+-------------------------+-------------------------+ +| 0 | base_ang_vel | (15,) ← 5×(3,) | +| 1 | projected_gravity | (15,) ← 5×(3,) | +| 2 | joint_pos | (60,) ← 5×(12,) | +| 3 | joint_vel | (60,) ← 5×(12,) | +| 4 | wheel_vel | (20,) ← 5×(4,) | +| 5 | actions | (80,) ← 5×(16,) | +| 6 | command | (15,) ← 5×(3,) | ++--------+-------------------------+-------------------------+ + +[INFO] contains 3 active terms. ++--------------------------------+ +| Active Termination Terms | ++-------+-------------+----------+ +| Index | Name | Time Out | ++-------+-------------+----------+ +| 0 | time_out | True | +| 1 | fell_over | False | +| 2 | course_exit | True | ++-------+-------------+----------+ + +[INFO] contains 0 active terms. ++-----------------------+ +| Active Reward Terms | ++-------+------+--------+ +| Index | Name | Weight | ++-------+------+--------+ ++-------+------+--------+ + +[INFO] (inactive) +[INFO] (inactive) +[INFO] (inactive) +S10 video saved: 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Index | Name | Type | ++-------+-------+------------------------+ +| 0 | twist | UniformVelocityCommand | ++-------+-------+------------------------+ + +[INFO] contains 2 active terms. ++---------------------------------+ +| Active Action Terms (shape: 16) | ++-------+-----------+-------------+ +| Index | Name | Dimension | ++-------+-----------+-------------+ +| 0 | joint_pos | 12 | +| 1 | wheel_vel | 4 | ++-------+-----------+-------------+ + +[INFO] contains 1 groups. ++------------------------------------------------------------+ +| Active Observation Terms in Group: 'actor' (shape: (265,)) | ++--------+-------------------------+-------------------------+ +| Index | Name | Shape | ++--------+-------------------------+-------------------------+ +| 0 | base_ang_vel | (15,) ← 5×(3,) | +| 1 | projected_gravity | (15,) ← 5×(3,) | +| 2 | joint_pos | (60,) ← 5×(12,) | +| 3 | joint_vel | (60,) ← 5×(12,) | +| 4 | wheel_vel | (20,) ← 5×(4,) | +| 5 | actions | (80,) ← 5×(16,) | +| 6 | command 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++-------+-------+------------------------+ +| 0 | twist | UniformVelocityCommand | ++-------+-------+------------------------+ + +[INFO] contains 2 active terms. ++---------------------------------+ +| Active Action Terms (shape: 16) | ++-------+-----------+-------------+ +| Index | Name | Dimension | ++-------+-----------+-------------+ +| 0 | joint_pos | 12 | +| 1 | wheel_vel | 4 | ++-------+-----------+-------------+ + +[INFO] contains 1 groups. ++------------------------------------------------------------+ +| Active Observation Terms in Group: 'actor' (shape: (265,)) | ++--------+-------------------------+-------------------------+ +| Index | Name | Shape | ++--------+-------------------------+-------------------------+ +| 0 | base_ang_vel | (15,) ← 5×(3,) | +| 1 | projected_gravity | (15,) ← 5×(3,) | +| 2 | joint_pos | (60,) ← 5×(12,) | +| 3 | joint_vel | (60,) ← 5×(12,) | +| 4 | wheel_vel | (20,) ← 5×(4,) | +| 5 | actions | (80,) ← 5×(16,) | +| 6 | command | (15,) ← 5×(3,) | 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[0.24348482489585876, 0.15824341773986816, 0.25227823853492737], "policy_updates": 35000, "skipped_updates": 0, "invalid_env_resets": 55, "elapsed_s": 5861.2337149019995, "contact_bce": 0.3169389069080353, "contact_force_loss": 0.0324442982673645, "terrain_level_mean": 3.1474609375, "terrain_level_max": 5, "command_stage": 4, "command_ranges": [[-2.0, 2.0], [-1.0, 1.0], [-3.0, 3.0]], "command_negative_vx_fraction": 0.35302734375, "command_abs_max": [1.9985475540161133, 0.9988827109336853, 2.9955201148986816]} + ++---------------------------------+ +| Base Environment | ++------------------------+--------+ +| Property | Value | ++------------------------+--------+ +| Number of environments | 1 | +| Environment device | cuda:0 | +| Environment seed | None | +| Physics step-size | 0.005 | +| Environment step-size | 0.02 | ++------------------------+--------+ + +[INFO] contains 1 active terms. ++-------------------------------------+ +| Active Event Terms in Mode: 'reset' | ++--------+----------------------------+ +| Index | Name | ++--------+----------------------------+ +| 0 | reset_base | +| 1 | reset_robot_joints | ++--------+----------------------------+ + +[INFO] contains 1 active terms. ++----------------------------------------+ +| Active Command Terms | ++-------+-------+------------------------+ +| Index | Name | Type | ++-------+-------+------------------------+ +| 0 | twist | UniformVelocityCommand | ++-------+-------+------------------------+ + +[INFO] contains 2 active terms. ++---------------------------------+ +| Active Action Terms (shape: 16) | ++-------+-----------+-------------+ +| Index | Name | Dimension | ++-------+-----------+-------------+ +| 0 | joint_pos | 12 | +| 1 | wheel_vel | 4 | ++-------+-----------+-------------+ + +[INFO] contains 1 groups. ++------------------------------------------------------------+ +| Active Observation Terms in Group: 'actor' (shape: (265,)) | ++--------+-------------------------+-------------------------+ +| Index | Name | Shape | ++--------+-------------------------+-------------------------+ +| 0 | base_ang_vel | (15,) ← 5×(3,) | +| 1 | projected_gravity | (15,) ← 5×(3,) | +| 2 | joint_pos | (60,) ← 5×(12,) | +| 3 | joint_vel | (60,) ← 5×(12,) | +| 4 | wheel_vel | (20,) ← 5×(4,) | +| 5 | actions | (80,) ← 5×(16,) | +| 6 | command | (15,) ← 5×(3,) | ++--------+-------------------------+-------------------------+ + +[INFO] contains 3 active terms. ++--------------------------------+ +| Active Termination Terms | ++-------+-------------+----------+ +| Index | Name | Time Out | ++-------+-------------+----------+ +| 0 | time_out | True | +| 1 | fell_over | False | +| 2 | course_exit | True | ++-------+-------------+----------+ + +[INFO] contains 0 active terms. ++-----------------------+ +| Active Reward Terms | ++-------+------+--------+ +| Index | Name | Weight | ++-------+------+--------+ ++-------+------+--------+ + 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| +| Physics step-size | 0.005 | +| Environment step-size | 0.02 | ++------------------------+--------+ + +[INFO] contains 1 active terms. ++-------------------------------------+ +| Active Event Terms in Mode: 'reset' | ++--------+----------------------------+ +| Index | Name | ++--------+----------------------------+ +| 0 | reset_base | +| 1 | reset_robot_joints | ++--------+----------------------------+ + +[INFO] contains 1 active terms. ++----------------------------------------+ +| Active Command Terms | ++-------+-------+------------------------+ +| Index | Name | Type | ++-------+-------+------------------------+ +| 0 | twist | UniformVelocityCommand | ++-------+-------+------------------------+ + +[INFO] contains 2 active terms. ++---------------------------------+ +| Active Action Terms (shape: 16) | ++-------+-----------+-------------+ +| Index | Name | Dimension | ++-------+-----------+-------------+ +| 0 | joint_pos | 12 | +| 1 | wheel_vel | 4 | ++-------+-----------+-------------+ + +[INFO] contains 1 groups. ++------------------------------------------------------------+ +| Active Observation Terms in Group: 'actor' (shape: (265,)) | ++--------+-------------------------+-------------------------+ +| Index | Name | Shape | ++--------+-------------------------+-------------------------+ +| 0 | base_ang_vel | (15,) ← 5×(3,) | +| 1 | projected_gravity | (15,) ← 5×(3,) | +| 2 | joint_pos | (60,) ← 5×(12,) | +| 3 | joint_vel | (60,) ← 5×(12,) | +| 4 | wheel_vel | (20,) ← 5×(4,) | +| 5 | actions | (80,) ← 5×(16,) | +| 6 | command | (15,) ← 5×(3,) | ++--------+-------------------------+-------------------------+ + +[INFO] contains 3 active terms. ++--------------------------------+ +| Active Termination Terms | ++-------+-------------+----------+ +| Index | Name | Time Out | ++-------+-------------+----------+ +| 0 | time_out | True | +| 1 | fell_over | False | +| 2 | course_exit | True | ++-------+-------------+----------+ + +[INFO] contains 0 active terms. ++-----------------------+ +| Active Reward Terms | ++-------+------+--------+ +| Index | Name | Weight | ++-------+------+--------+ ++-------+------+--------+ + +[INFO] (inactive) +[INFO] (inactive) +[INFO] (inactive) +S10 video saved: logs/s10_terrain_v4_50k_full/videos/iteration_037800.mp4 +{"step": 37810, "actor_lr": 1.8e-06, "archive_windows": 100000, "env_steps": 37810, "total_transitions": 154869760, "num_steps_per_env": 1, "wm_loss": 0.4507620632648468, "actor_loss": -8.753467559814453, "critic_loss": 0.026494408026337624, "reward": 0.07040505111217499, "falls": 6, "interval_steps": 10, "velocity_mae": [0.2431001365184784, 0.1625271439552307, 0.25587978959083557], "policy_updates": 37710, "skipped_updates": 0, "invalid_env_resets": 59, "elapsed_s": 6826.5016596, "contact_bce": 0.3134492337703705, "contact_force_loss": 0.03216907009482384, "terrain_level_mean": 3.16748046875, "terrain_level_max": 5, "command_stage": 4, "command_ranges": [[-2.0, 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++--------+----------------------------+ +| Index | Name | ++--------+----------------------------+ +| 0 | reset_base | +| 1 | reset_robot_joints | ++--------+----------------------------+ + +[INFO] contains 1 active terms. ++----------------------------------------+ +| Active Command Terms | ++-------+-------+------------------------+ +| Index | Name | Type | ++-------+-------+------------------------+ +| 0 | twist | UniformVelocityCommand | ++-------+-------+------------------------+ + +[INFO] contains 2 active terms. ++---------------------------------+ +| Active Action Terms (shape: 16) | ++-------+-----------+-------------+ +| Index | Name | Dimension | ++-------+-----------+-------------+ +| 0 | joint_pos | 12 | +| 1 | wheel_vel | 4 | ++-------+-----------+-------------+ + +[INFO] contains 1 groups. ++------------------------------------------------------------+ +| Active Observation Terms in Group: 'actor' (shape: (265,)) | ++--------+-------------------------+-------------------------+ +| Index | Name | Shape | ++--------+-------------------------+-------------------------+ +| 0 | base_ang_vel | (15,) ← 5×(3,) | +| 1 | projected_gravity | (15,) ← 5×(3,) | +| 2 | joint_pos | (60,) ← 5×(12,) | +| 3 | joint_vel | (60,) ← 5×(12,) | +| 4 | wheel_vel | (20,) ← 5×(4,) | +| 5 | actions | (80,) ← 5×(16,) | +| 6 | command | (15,) ← 5×(3,) | ++--------+-------------------------+-------------------------+ + +[INFO] contains 3 active terms. ++--------------------------------+ +| Active Termination Terms | ++-------+-------------+----------+ +| Index | Name | Time Out | ++-------+-------------+----------+ +| 0 | time_out | True | +| 1 | fell_over | False | +| 2 | course_exit | True | ++-------+-------------+----------+ + +[INFO] contains 0 active terms. ++-----------------------+ +| Active Reward Terms | ++-------+------+--------+ +| Index | Name | Weight | ++-------+------+--------+ ++-------+------+--------+ + 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++---------------------------------+ +| Base Environment | ++------------------------+--------+ +| Property | Value | ++------------------------+--------+ +| Number of environments | 1 | +| Environment device | cuda:0 | +| Environment seed | None | +| Physics step-size | 0.005 | +| Environment step-size | 0.02 | ++------------------------+--------+ + +[INFO] contains 1 active terms. ++-------------------------------------+ +| Active Event Terms in Mode: 'reset' | ++--------+----------------------------+ +| Index | Name | ++--------+----------------------------+ +| 0 | reset_base | +| 1 | reset_robot_joints | ++--------+----------------------------+ + +[INFO] contains 1 active terms. ++----------------------------------------+ +| Active Command Terms | ++-------+-------+------------------------+ +| Index | Name | Type | ++-------+-------+------------------------+ +| 0 | twist | UniformVelocityCommand | ++-------+-------+------------------------+ + +[INFO] contains 2 active terms. ++---------------------------------+ +| Active Action Terms (shape: 16) | ++-------+-----------+-------------+ +| Index | Name | Dimension | ++-------+-----------+-------------+ +| 0 | joint_pos | 12 | +| 1 | wheel_vel | 4 | ++-------+-----------+-------------+ + +[INFO] contains 1 groups. ++------------------------------------------------------------+ +| Active Observation Terms in Group: 'actor' (shape: (265,)) | ++--------+-------------------------+-------------------------+ +| Index | Name | Shape | ++--------+-------------------------+-------------------------+ +| 0 | base_ang_vel | (15,) ← 5×(3,) | +| 1 | projected_gravity | (15,) ← 5×(3,) | +| 2 | joint_pos | (60,) ← 5×(12,) | +| 3 | joint_vel | (60,) ← 5×(12,) | +| 4 | wheel_vel | (20,) ← 5×(4,) | +| 5 | actions | (80,) ← 5×(16,) | +| 6 | command | (15,) ← 5×(3,) | ++--------+-------------------------+-------------------------+ + +[INFO] contains 3 active terms. ++--------------------------------+ +| Active Termination Terms | 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++-------------------------------------+ +| Active Event Terms in Mode: 'reset' | ++--------+----------------------------+ +| Index | Name | ++--------+----------------------------+ +| 0 | reset_base | +| 1 | reset_robot_joints | ++--------+----------------------------+ + +[INFO] contains 1 active terms. ++----------------------------------------+ +| Active Command Terms | ++-------+-------+------------------------+ +| Index | Name | Type | ++-------+-------+------------------------+ +| 0 | twist | UniformVelocityCommand | ++-------+-------+------------------------+ + +[INFO] contains 2 active terms. ++---------------------------------+ +| Active Action Terms (shape: 16) | ++-------+-----------+-------------+ +| Index | Name | Dimension | ++-------+-----------+-------------+ +| 0 | joint_pos | 12 | +| 1 | wheel_vel | 4 | ++-------+-----------+-------------+ + +[INFO] contains 1 groups. ++------------------------------------------------------------+ +| Active Observation Terms in Group: 'actor' (shape: (265,)) | ++--------+-------------------------+-------------------------+ +| Index | Name | Shape | ++--------+-------------------------+-------------------------+ +| 0 | base_ang_vel | (15,) ← 5×(3,) | +| 1 | projected_gravity | (15,) ← 5×(3,) | +| 2 | joint_pos | (60,) ← 5×(12,) | +| 3 | joint_vel | (60,) ← 5×(12,) | +| 4 | wheel_vel | (20,) ← 5×(4,) | +| 5 | actions | (80,) ← 5×(16,) | +| 6 | command | (15,) ← 5×(3,) | ++--------+-------------------------+-------------------------+ + +[INFO] contains 3 active terms. ++--------------------------------+ +| Active Termination Terms | ++-------+-------------+----------+ +| Index | Name | Time Out | ++-------+-------------+----------+ +| 0 | time_out | True | +| 1 | fell_over | False | +| 2 | course_exit | True | ++-------+-------------+----------+ + +[INFO] contains 0 active terms. ++-----------------------+ +| Active Reward Terms | ++-------+------+--------+ +| Index | Name | Weight | ++-------+------+--------+ 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"command_negative_vx_fraction": 0.322998046875, "command_abs_max": [1.9985499382019043, 0.9998463988304138, 2.999605178833008]} + ++---------------------------------+ +| Base Environment | ++------------------------+--------+ +| Property | Value | ++------------------------+--------+ +| Number of environments | 1 | +| Environment device | cuda:0 | +| Environment seed | None | +| Physics step-size | 0.005 | +| Environment step-size | 0.02 | ++------------------------+--------+ + +[INFO] contains 1 active terms. ++-------------------------------------+ +| Active Event Terms in Mode: 'reset' | ++--------+----------------------------+ +| Index | Name | ++--------+----------------------------+ +| 0 | reset_base | +| 1 | reset_robot_joints | ++--------+----------------------------+ + +[INFO] contains 1 active terms. ++----------------------------------------+ +| Active Command Terms | ++-------+-------+------------------------+ +| Index | Name | Type | ++-------+-------+------------------------+ +| 0 | twist | UniformVelocityCommand | ++-------+-------+------------------------+ + +[INFO] contains 2 active terms. ++---------------------------------+ +| Active Action Terms (shape: 16) | ++-------+-----------+-------------+ +| Index | Name | Dimension | ++-------+-----------+-------------+ +| 0 | joint_pos | 12 | +| 1 | wheel_vel | 4 | ++-------+-----------+-------------+ + +[INFO] contains 1 groups. ++------------------------------------------------------------+ +| Active Observation Terms in Group: 'actor' (shape: (265,)) | ++--------+-------------------------+-------------------------+ +| Index | Name | Shape | ++--------+-------------------------+-------------------------+ +| 0 | base_ang_vel | (15,) ← 5×(3,) | +| 1 | projected_gravity | (15,) ← 5×(3,) | +| 2 | joint_pos | (60,) ← 5×(12,) | +| 3 | joint_vel | (60,) ← 5×(12,) | +| 4 | wheel_vel | (20,) ← 5×(4,) | +| 5 | actions | (80,) ← 5×(16,) | +| 6 | command | (15,) ← 5×(3,) | ++--------+-------------------------+-------------------------+ + +[INFO] contains 3 active terms. ++--------------------------------+ +| Active Termination Terms | ++-------+-------------+----------+ +| Index | Name | Time Out | ++-------+-------------+----------+ +| 0 | time_out | True | +| 1 | fell_over | False | +| 2 | course_exit | True | ++-------+-------------+----------+ + +[INFO] contains 0 active terms. ++-----------------------+ +| Active Reward Terms | ++-------+------+--------+ +| Index | Name | Weight | ++-------+------+--------+ ++-------+------+--------+ + +[INFO] (inactive) +[INFO] (inactive) +[INFO] (inactive) +S10 video saved: logs/s10_terrain_v4_50k_full/videos/iteration_048600.mp4 +{"step": 48610, "actor_lr": 1.8e-06, "archive_windows": 100000, "env_steps": 48610, "total_transitions": 199106560, "num_steps_per_env": 1, "wm_loss": 0.379018634557724, "actor_loss": -8.733441352844238, "critic_loss": 0.026840800419449806, "reward": 0.07150942087173462, "falls": 3, 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++-------+-------+------------------------+ +| Index | Name | Type | ++-------+-------+------------------------+ +| 0 | twist | UniformVelocityCommand | ++-------+-------+------------------------+ + +[INFO] contains 2 active terms. ++---------------------------------+ +| Active Action Terms (shape: 16) | ++-------+-----------+-------------+ +| Index | Name | Dimension | ++-------+-----------+-------------+ +| 0 | joint_pos | 12 | +| 1 | wheel_vel | 4 | ++-------+-----------+-------------+ + +[INFO] contains 1 groups. ++------------------------------------------------------------+ +| Active Observation Terms in Group: 'actor' (shape: (265,)) | ++--------+-------------------------+-------------------------+ +| Index | Name | Shape | ++--------+-------------------------+-------------------------+ +| 0 | base_ang_vel | (15,) ← 5×(3,) | +| 1 | projected_gravity | (15,) ← 5×(3,) | +| 2 | joint_pos | (60,) ← 5×(12,) | +| 3 | joint_vel | (60,) ← 5×(12,) | +| 4 | wheel_vel | (20,) ← 5×(4,) | +| 5 | actions | (80,) ← 5×(16,) | +| 6 | command | (15,) ← 5×(3,) | ++--------+-------------------------+-------------------------+ + +[INFO] contains 3 active terms. ++--------------------------------+ +| Active Termination Terms | ++-------+-------------+----------+ +| Index | Name | Time Out | ++-------+-------------+----------+ +| 0 | time_out | True | +| 1 | fell_over | False | +| 2 | course_exit | True | ++-------+-------------+----------+ + +[INFO] contains 0 active terms. ++-----------------------+ +| Active Reward Terms | ++-------+------+--------+ +| Index | Name | Weight | ++-------+------+--------+ ++-------+------+--------+ + +[INFO] (inactive) +[INFO] (inactive) +[INFO] (inactive) +S10 video saved: logs/s10_terrain_v4_50k_full/videos/iteration_050000.mp4 +S10 training complete: logs/s10_terrain_v4_50k_full diff --git a/logs/s10_terrain_v7_50k_20261101_225518/metrics.jsonl b/logs/s10_terrain_v7_50k_20261101_225518/metrics.jsonl new file mode 100644 index 0000000..ccc2a06 --- 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0.6998956203460693]} diff --git a/logs/s10_terrain_v7_50k_20261101_225518/model_50000.json b/logs/s10_terrain_v7_50k_20261101_225518/model_50000.json new file mode 100644 index 0000000..c6b69ec --- /dev/null +++ b/logs/s10_terrain_v7_50k_20261101_225518/model_50000.json @@ -0,0 +1,133 @@ +{ + "format": "s10-terrain-policy-v1", + "step": 50000, + "history": 5, + "actor_schema": "s10-v7-53", + "actor_wheel_vel": true, + "frame_dim": 53, + "observation_dim": 265, + "action_dim": 16, + "dt": 0.02, + "actor_hidden": [ + 256, + 128, + 64 + ], + "actor_params": 110288, + "frame_terms": [ + { + "name": "base_ang_vel", + "dim": 3, + "scale": 1.0 + }, + { + "name": "projected_gravity", + "dim": 3, + "scale": 1.0 + }, + { + "name": "joint_pos_rel", + "dim": 12, + "scale": 1.0 + }, + { + "name": "joint_vel_rel", + "dim": 12, + "scale": 0.05 + }, + { + "name": "wheel_vel_rel", + "dim": 4, + "scale": 0.05 + }, + { + "name": "last_action", + "dim": 16, + "scale": 1.0 + }, + { + "name": "command", + "dim": 3, + "scale": 1.0 + } + ], + "history_layout": "term-wise blocks, oldest to newest (mjlab flattening)", + "env_action_order": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15 + ], + "leg_scale": [ + 0.25, + 0.6, + 0.8, + 0.25, + 0.6, + 0.8, + 0.25, + 0.6, + 0.8, + 0.25, + 0.6, + 0.8 + ], + "wheel_scale": 35.0, + "wheel_clip": 35.0, + "default_joint_pos": [ + 0.05, + -0.4363323129985824, + 1.0, + -0.05, + -0.4363323129985824, + 1.0, + 0.05, + 0.4363323129985824, + -1.0, + -0.05, + 0.4363323129985824, + -1.0, + 0.0, + 0.0, + 0.0, + 0.0 + ], + "leg_joint_names": [ + "fl_hipx_joint", + "fl_hipy_joint", + "fl_knee_joint", + "fr_hipx_joint", + "fr_hipy_joint", + "fr_knee_joint", + "hl_hipx_joint", + "hl_hipy_joint", + "hl_knee_joint", + "hr_hipx_joint", + "hr_hipy_joint", + "hr_knee_joint" + ], + "wheel_joint_names": [ + "fl_wheel_joint", + "fr_wheel_joint", + "hl_wheel_joint", + "hr_wheel_joint" + ], + "onnx": { + "input": "obs", + "output": "actions", + "opset": 17, + "max_abs_error_vs_torch": 7.897615432739258e-07 + } +} diff --git a/logs/s10_terrain_v7_50k_20261101_225518/model_50000.onnx b/logs/s10_terrain_v7_50k_20261101_225518/model_50000.onnx new file mode 100644 index 0000000..8a68c00 Binary files /dev/null and b/logs/s10_terrain_v7_50k_20261101_225518/model_50000.onnx differ diff --git a/logs/s10_terrain_v7_50k_20261101_225518/train.log b/logs/s10_terrain_v7_50k_20261101_225518/train.log new file mode 100644 index 0000000..0aae250 --- /dev/null +++ b/logs/s10_terrain_v7_50k_20261101_225518/train.log @@ -0,0 +1,42127 @@ +/lib/python3.11/site-packages/torch/jit/_script.py:1491: FutureWarning: `torch.jit.script` is deprecated. Please switch to `torch.compile` or `torch.export`. + warnings.warn( +/lib/python3.11/site-packages/mujoco_warp/_src/io.py:713: UserWarning: MULTICCD is enabled, but the scene contains CCD pairs without multicontact support: [('CYLINDER', 'CYLINDER'), ('CYLINDER', 'BOX')]. At most 1 contact will be generated for these pairs. + warnings.warn( +Setting seed: 0 +Warp 1.14.0 initialized: + CUDA Toolkit 12.9, Driver 13.0 + Devices: + "cpu" : "x86_64" + "cuda:0" : "NVIDIA GeForce RTX 5070 Ti" (15 GiB, sm_120, mempool enabled) + Kernel cache: + /1.14.0 +Module mujoco_warp._src.smooth e597d07 load on device 'cuda:0' took 1.97 ms (cached) +Module _nxn_broadphase__locals__kernel_df6640ed df6640e load on device 'cuda:0' took 1.01 ms (cached) +Module ccd_kernel_builder__locals__ccd_kernel_f3c975b7 f3c975b load on device 'cuda:0' took 1.14 ms (cached) +Module ccd_kernel_builder__locals__ccd_kernel_f3c975b7 fa59860 load on device 'cuda:0' took 0.98 ms (cached) +Module ccd_kernel_builder__locals__ccd_kernel_82ff21e7 82ff21e load on device 'cuda:0' took 0.85 ms (cached) +Module ccd_kernel_builder__locals__ccd_kernel_82ff21e7 fa618bd load on device 'cuda:0' took 0.95 ms (cached) +Module ccd_kernel_builder__locals__ccd_kernel_240d51e8 240d51e load on device 'cuda:0' took 1.22 ms (cached) +Module ccd_kernel_builder__locals__ccd_kernel_240d51e8 a5c9e1e load on device 'cuda:0' took 1.08 ms (cached) +Module _primitive_narrowphase__locals__primitive_narrowphase_9aaa7d98 9aaa7d9 load on device 'cuda:0' took 0.44 ms (cached) +Module mujoco_warp._src.constraint 880bd7f load on device 'cuda:0' took 0.39 ms (cached) +Module _friction_dof__locals__kernel_3c14efda 3c14efd load on device 'cuda:0' took 0.28 ms (cached) +Module _limit_slide_hinge__locals__kernel_4d6c55ab 4d6c55a load on device 'cuda:0' took 0.47 ms (cached) +Module _efc_contact_init__locals__kernel_744a1fda 744a1fd load on device 'cuda:0' took 0.44 ms (cached) +Module _efc_contact_jac_dense__locals__kernel_760e2e1a d6aba00 load on device 'cuda:0' took 0.45 ms (cached) +Module _efc_contact_update__locals__kernel_c40b0799 c40b079 load on device 'cuda:0' took 0.44 ms (cached) +Module mujoco_warp._src.forward 687ddb7 load on device 'cuda:0' took 0.80 ms (cached) +Module mujoco_warp._src.passive 8ff6993 load on device 'cuda:0' took 0.89 ms (cached) +Module mujoco_warp._src.forward 2190340 load on device 'cuda:0' took 1.03 ms (cached) +Module _qfrc_smooth__locals__kernel_6eb3d958 6eb3d95 load on device 'cuda:0' took 0.34 ms (cached) +Module mujoco_warp._src.support d1e71d9 load on device 'cuda:0' took 0.24 ms (cached) +Module _tile_cholesky_factorize_solve_block__locals__kernel_b44bd18c 0966f64 load on device 'cuda:0' took 16.74 ms (cached) +Module _solve_init_dof__locals__kernel_99a497d1 99a497d load on device 'cuda:0' took 0.27 ms (cached) +Module mujoco_warp._src.solver 245b5b3 load on device 'cuda:0' took 1.12 ms (cached) +Module _solve_init_jaref_kernel__locals__kernel_d620bcf9 d620bcf load on device 'cuda:0' took 0.37 ms (cached) +Module mul_m_kernel__locals___mul_m_fd2186c4 fd2186c load on device 'cuda:0' took 0.41 ms (cached) +Module _update_constraint_efc__locals__kernel_4af8f110 4af8f11 load on device 'cuda:0' took 0.33 ms (cached) +Module _update_constraint_init_qfrc_constraint_dense__locals__kernel_391cb5b4 391cb5b load on device 'cuda:0' took 0.40 ms (cached) +Module _update_gradient_zero_grad_dot__locals__kernel_cb780630 cb78063 load on device 'cuda:0' took 0.40 ms (cached) +Module _update_gradient_grad__locals__kernel_0cbf4927 0cbf492 load on device 'cuda:0' took 0.30 ms (cached) +Module _update_gradient_JTDAJ_dense_tiled__locals__kernel_5d6c5d76 c826079 load on device 'cuda:0' took 0.52 ms (cached) +Module _update_gradient_cholesky__locals__kernel_b27fc0c0 f9b150c load on device 'cuda:0' took 17.63 ms (cached) +Module _linesearch_iterative_kernel__locals__kernel_d3ea36af e1537a9 load on device 'cuda:0' took 0.59 ms (cached) +Module mujoco_warp._src.sensor 42e0a24 load on device 'cuda:0' took 1.33 ms (cached) +Module _contact_sort__locals__contact_sort_321f5f3e 33ea4e1 load on device 'cuda:0' took 0.51 ms (cached) +Module mujoco_warp._src.derivative e770e28 load on device 'cuda:0' took 0.72 ms (cached) +Module _next_time_builder__locals___next_time_95ad6d7a 95ad6d7 load on device 'cuda:0' took 0.36 ms (cached) +Module reset_data__locals__reset_xfrc_applied_03030511 0303051 load on device 'cuda:0' took 0.44 ms (cached) +Module reset_data__locals__reset_M_631075dd 631075d load on device 'cuda:0' took 0.28 ms (cached) +Module reset_data__locals__reset_mocap_6513201c 6513201 load on device 'cuda:0' took 0.31 ms (cached) +Module reset_data__locals__reset_contact_5c08f689 5c08f68 load on device 'cuda:0' took 0.41 ms (cached) +Module reset_data__locals__reset_sleep_50b990da 50b990d load on device 'cuda:0' took 0.54 ms (cached) +Module reset_data__locals__reset_nworld_69a10925 69a1092 load on device 'cuda:0' took 0.42 ms (cached) + ++---------------------------------+ +| Base Environment | ++------------------------+--------+ +| Property | Value | ++------------------------+--------+ +| Number of environments | 4096 | +| Environment device | cuda:0 | +| Environment seed | 0 | +| Physics step-size | 0.005 | +| Environment step-size | 0.02 | ++------------------------+--------+ + +[INFO] contains 2 active terms. ++-------------------------------------+ +| Active Event Terms in Mode: 'reset' | ++--------+----------------------------+ +| Index | Name | ++--------+----------------------------+ +| 0 | reset_base | +| 1 | reset_robot_joints | ++--------+----------------------------+ ++---------------------------------------+ +| Active Event Terms in Mode: 'startup' | ++-----------+---------------------------+ +| Index | Name | ++-----------+---------------------------+ +| 0 | foot_friction | +| 1 | encoder_bias | +| 2 | base_com | ++-----------+---------------------------+ ++-----------------------------+ +| Domain Randomization Fields | ++-------+---------------------+ +| Index | Field Name | ++-------+---------------------+ +| 0 | geom_friction | +| 1 | body_ipos | +| 2 | body_subtreemass | +| 3 | dof_invweight0 | +| 4 | body_invweight0 | +| 5 | tendon_length0 | +| 6 | tendon_invweight0 | +| 7 | actuator_acc0 | ++-------+---------------------+ + +Module repeat_array_kernel_4f67a4c3 711f54c load on device 'cuda:0' took 0.34 ms (cached) +Module repeat_array_kernel_4f67a4c3 7224d07 load on device 'cuda:0' took 0.42 ms (cached) +Module repeat_array_kernel_4f67a4c3 b2885b0 load on device 'cuda:0' took 0.44 ms (cached) +[INFO] contains 1 active terms. ++--------------------------------------+ +| Active Command Terms | ++-------+-------+----------------------+ +| Index | Name | Type | ++-------+-------+----------------------+ +| 0 | twist | MixedVelocityCommand | ++-------+-------+----------------------+ + +[INFO] contains 2 active terms. ++---------------------------------+ +| Active Action Terms (shape: 16) | ++-------+-----------+-------------+ +| Index | Name | Dimension | ++-------+-----------+-------------+ +| 0 | joint_pos | 12 | +| 1 | wheel_vel | 4 | ++-------+-----------+-------------+ + +[INFO] contains 2 groups. ++------------------------------------------------------------+ +| Active Observation Terms in Group: 'actor' (shape: (265,)) | ++--------+-------------------------+-------------------------+ +| Index | Name | Shape | ++--------+-------------------------+-------------------------+ +| 0 | base_ang_vel | (15,) ← 5×(3,) | +| 1 | projected_gravity | (15,) ← 5×(3,) | +| 2 | joint_pos | (60,) ← 5×(12,) | +| 3 | joint_vel | (60,) ← 5×(12,) | +| 4 | wheel_vel | (20,) ← 5×(4,) | +| 5 | actions | (80,) ← 5×(16,) | +| 6 | command | (15,) ← 5×(3,) | ++--------+-------------------------+-------------------------+ ++------------------------------------------------------------+ +| Active Observation Terms in Group: 'critic' (shape: (56,)) | ++-----------+----------------------------------+-------------+ +| Index | Name | Shape | ++-----------+----------------------------------+-------------+ +| 0 | base_ang_vel | (3,) | +| 1 | projected_gravity | (3,) | +| 2 | joint_pos | (12,) | +| 3 | joint_vel | (12,) | +| 4 | wheel_vel | (4,) | +| 5 | actions | (16,) | +| 6 | command | (3,) | +| 7 | base_lin_vel | (3,) | ++-----------+----------------------------------+-------------+ + +[INFO] contains 4 active terms. ++---------------------------------------------+ +| Active Termination Terms | ++-------+--------------------------+----------+ +| Index | Name | Time Out | ++-------+--------------------------+----------+ +| 0 | time_out | True | +| 1 | fell_over | False | +| 2 | course_exit | True | +| 3 | illegal_nonwheel_contact | False | ++-------+--------------------------+----------+ + +[INFO] contains 14 active terms. ++-----------------------------------------+ +| Active Reward Terms | ++-------+------------------------+--------+ +| Index | Name | Weight | ++-------+------------------------+--------+ +| 0 | track_linear_velocity | 2.0 | +| 1 | track_angular_velocity | 2.0 | +| 2 | upright | 1.0 | +| 3 | leg_posture | -0.4 | +| 4 | standstill | -2.0 | +| 5 | action_rate_l2 | -0.05 | +| 6 | joint_torques_l2 | -2e-05 | +| 7 | dof_pos_limits | -1.0 | +| 8 | terminated | -20.0 | +| 9 | unnecessary_wheel_lift | -0.2 | +| 10 | rolling_leg_motion | -0.12 | +| 11 | obstacle_progress | 0.5 | +| 12 | wheel_body_intrusion | -1.0 | +| 13 | pair_body_intrusion | -1.0 | ++-------+------------------------+--------+ + +[INFO] contains 1 active terms. ++-------------------------+ +| Active Curriculum Terms | ++-----------+-------------+ +| Index | Name | ++-----------+-------------+ +| 0 | course | ++-----------+-------------+ + +[INFO] contains 1 active terms. ++-------------------------+ +| Active Metrics Terms | ++-------+-----------------+ +| Index | Name | ++-------+-----------------+ +| 0 | mean_action_acc | ++-------+-----------------+ + +[INFO] (inactive) +Module mujoco_warp._src.io 19274fb load on device 'cuda:0' took 1.04 ms (cached) +Module _tile_cholesky_factorize_block__locals__kernel_ccbdb7fb c86e457 load on device 'cuda:0' took 13.62 ms (cached) +Module _tile_cholesky_solve_block__locals__kernel_320f9d39 639ca7f load on device 'cuda:0' took 13.33 ms (cached) +Shared terrain atlas: 21.6 MiB +S10 replay storage: 3424.0 MiB + ++---------------------------------+ +| Base Environment | ++------------------------+--------+ +| Property | Value | ++------------------------+--------+ +| Number of environments | 1 | +| Environment device | cuda:0 | +| Environment seed | None | +| Physics step-size | 0.005 | +| Environment step-size | 0.02 | ++------------------------+--------+ + +[INFO] contains 1 active terms. ++-------------------------------------+ +| Active Event Terms in Mode: 'reset' | ++--------+----------------------------+ +| Index | Name | ++--------+----------------------------+ +| 0 | reset_base | +| 1 | reset_robot_joints | ++--------+----------------------------+ + +[INFO] contains 1 active terms. ++--------------------------------------+ +| Active Command Terms | ++-------+-------+----------------------+ +| Index | Name | Type | ++-------+-------+----------------------+ +| 0 | twist | MixedVelocityCommand | ++-------+-------+----------------------+ + +[INFO] contains 2 active terms. ++---------------------------------+ +| Active Action Terms (shape: 16) | ++-------+-----------+-------------+ +| Index | Name | Dimension | ++-------+-----------+-------------+ +| 0 | joint_pos | 12 | +| 1 | wheel_vel | 4 | ++-------+-----------+-------------+ + +[INFO] contains 1 groups. ++------------------------------------------------------------+ +| Active Observation Terms in Group: 'actor' (shape: (265,)) | ++--------+-------------------------+-------------------------+ +| Index | Name | Shape | ++--------+-------------------------+-------------------------+ +| 0 | base_ang_vel | (15,) ← 5×(3,) | +| 1 | projected_gravity | (15,) ← 5×(3,) | +| 2 | joint_pos | (60,) ← 5×(12,) | +| 3 | joint_vel | (60,) ← 5×(12,) | +| 4 | wheel_vel | (20,) ← 5×(4,) | +| 5 | actions | (80,) ← 5×(16,) | +| 6 | command | (15,) ← 5×(3,) | ++--------+-------------------------+-------------------------+ + +[INFO] contains 4 active terms. ++---------------------------------------------+ +| Active Termination Terms | ++-------+--------------------------+----------+ +| Index | Name | Time Out | ++-------+--------------------------+----------+ +| 0 | time_out | True | +| 1 | fell_over | False | +| 2 | course_exit | True | +| 3 | illegal_nonwheel_contact | False | ++-------+--------------------------+----------+ + +[INFO] contains 0 active terms. ++-----------------------+ +| Active Reward Terms | ++-------+------+--------+ +| Index | Name | Weight | ++-------+------+--------+ ++-------+------+--------+ + +[INFO] (inactive) +[INFO] (inactive) +[INFO] (inactive) +S10 video saved: logs/s10_terrain_v7_50k_20261101_225518/videos/iteration_000000.mp4 + +============================================================================== +Learning iteration 50/50000 + Total steps: 204,800 + Steps per second: 7,596 + Iteration time: 0.539s + Collection time: 0.104s + Learning time: 0.307s + Mean reward: +0.0671 + Mean episode length: 46.3 + Actor loss: n/a + Critic loss: n/a + World model loss: +3.3125 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +1.1947 + Episode_Reward/track_angular_velocity: +1.5756 + Episode_Reward/upright: +0.8977 + Episode_Reward/leg_posture: -0.1223 + Episode_Reward/standstill: -0.3052 + Episode_Reward/action_rate_l2: -0.0017 + Episode_Reward/joint_torques_l2: -0.0031 + Episode_Reward/dof_pos_limits: -0.0000 + Episode_Reward/terminated: -0.0010 + Episode_Reward/unnecessary_wheel_lift: -0.0605 + Episode_Reward/rolling_leg_motion: -0.0584 + Episode_Reward/obstacle_progress: +0.0000 + Episode_Reward/wheel_body_intrusion: -0.0108 + Episode_Reward/pair_body_intrusion: -0.0019 + Curriculum/terrain_level_mean: 0.000e+00 + Command/command_stage: 0 + Command/command_ranges: [[-0.3000, +0.8000], [-0.2000, +0.2000], [-0.5000, +0.5000]] + Metrics/base_velocity/error_vel_xy: 0.1936 + Metrics/base_velocity/error_vel_yaw: 0.2417 + Episode_Termination/time_out: 0.0000 + Episode_Termination/fell_over: 0.0909 + Episode_Termination/course_exit: 0.0000 +Episode_Termination/illegal_nonwheel_contact: 0.9091 +============================================================================== + +============================================================================== +Learning iteration 100/50000 + Total steps: 409,600 + Steps per second: 8,140 + Iteration time: 0.503s + Collection time: 0.108s + Learning time: 0.358s + Mean reward: +0.0493 + Mean episode length: 80.0 + Actor loss: n/a + Critic loss: n/a + World model loss: +3.7498 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +1.8374 + Episode_Reward/track_angular_velocity: +2.5339 + Episode_Reward/upright: +1.3571 + Episode_Reward/leg_posture: -0.5664 + Episode_Reward/standstill: -0.7668 + Episode_Reward/action_rate_l2: -0.0029 + Episode_Reward/joint_torques_l2: -0.0109 + Episode_Reward/dof_pos_limits: -0.0033 + Episode_Reward/terminated: -0.1579 + Episode_Reward/unnecessary_wheel_lift: -0.0535 + Episode_Reward/rolling_leg_motion: -0.0484 + Episode_Reward/obstacle_progress: -0.0000 + Episode_Reward/wheel_body_intrusion: -0.1348 + Episode_Reward/pair_body_intrusion: -0.0420 + Curriculum/terrain_level_mean: 0.000e+00 + Command/command_stage: 0 + Command/command_ranges: [[-0.3000, +0.8000], [-0.2000, +0.2000], [-0.5000, +0.5000]] + Metrics/base_velocity/error_vel_xy: 0.2380 + Metrics/base_velocity/error_vel_yaw: 0.3078 + Episode_Termination/time_out: 0.0000 + Episode_Termination/fell_over: 0.2990 + Episode_Termination/course_exit: 0.0000 +Episode_Termination/illegal_nonwheel_contact: 0.8010 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1966] + +============================================================================== +Learning iteration 150/50000 + Total steps: 614,400 + Steps per second: 8,360 + Iteration time: 0.490s + Collection time: 0.109s + Learning time: 0.355s + Mean reward: +0.0493 + Mean episode length: 119.8 + Actor loss: n/a + Critic loss: n/a + World model loss: +3.0211 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +2.8006 + Episode_Reward/track_angular_velocity: +3.8681 + Episode_Reward/upright: +2.0143 + Episode_Reward/leg_posture: -0.8256 + Episode_Reward/standstill: -1.2031 + Episode_Reward/action_rate_l2: -0.0043 + Episode_Reward/joint_torques_l2: -0.0158 + Episode_Reward/dof_pos_limits: -0.0089 + Episode_Reward/terminated: -0.2957 + Episode_Reward/unnecessary_wheel_lift: -0.1188 + Episode_Reward/rolling_leg_motion: -0.0822 + Episode_Reward/obstacle_progress: -0.0001 + Episode_Reward/wheel_body_intrusion: -0.1721 + Episode_Reward/pair_body_intrusion: -0.0482 + Curriculum/terrain_level_mean: 0.000e+00 + Command/command_stage: 0 + Command/command_ranges: [[-0.3000, +0.8000], [-0.2000, +0.2000], [-0.5000, +0.5000]] + Metrics/base_velocity/error_vel_xy: 0.2314 + Metrics/base_velocity/error_vel_yaw: 0.2903 + Episode_Termination/time_out: 0.0000 + Episode_Termination/fell_over: 0.4106 + Episode_Termination/course_exit: 0.0000 +Episode_Termination/illegal_nonwheel_contact: 0.7674 +============================================================================== + +============================================================================== +Learning iteration 200/50000 + Total steps: 819,200 + Steps per second: 8,461 + Iteration time: 0.484s + Collection time: 0.110s + Learning time: 0.356s + Mean reward: +0.0500 + Mean episode length: 139.9 + Actor loss: n/a + Critic loss: n/a + World model loss: +2.5222 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +3.2475 + Episode_Reward/track_angular_velocity: +4.5193 + Episode_Reward/upright: +2.3730 + Episode_Reward/leg_posture: -0.9561 + Episode_Reward/standstill: -1.3552 + Episode_Reward/action_rate_l2: -0.0051 + Episode_Reward/joint_torques_l2: -0.0183 + Episode_Reward/dof_pos_limits: -0.0095 + Episode_Reward/terminated: -0.3176 + Episode_Reward/unnecessary_wheel_lift: -0.1258 + Episode_Reward/rolling_leg_motion: -0.0944 + Episode_Reward/obstacle_progress: +0.0002 + Episode_Reward/wheel_body_intrusion: -0.2021 + Episode_Reward/pair_body_intrusion: -0.0529 + Curriculum/terrain_level_mean: 0.000e+00 + Command/command_stage: 0 + Command/command_ranges: [[-0.3000, +0.8000], [-0.2000, +0.2000], [-0.5000, +0.5000]] + Metrics/base_velocity/error_vel_xy: 0.2339 + Metrics/base_velocity/error_vel_yaw: 0.2904 + Episode_Termination/time_out: 0.0000 + Episode_Termination/fell_over: 0.3916 + Episode_Termination/course_exit: 0.0000 +Episode_Termination/illegal_nonwheel_contact: 0.7814 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2386] + +============================================================================== +Learning iteration 250/50000 + Total steps: 1,024,000 + Steps per second: 8,568 + Iteration time: 0.478s + Collection time: 0.110s + Learning time: 0.344s + Mean reward: +0.0505 + Mean episode length: 148.2 + Actor loss: n/a + Critic loss: n/a + World model loss: +2.1572 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +3.4519 + Episode_Reward/track_angular_velocity: +4.7714 + Episode_Reward/upright: +2.5070 + Episode_Reward/leg_posture: -1.0174 + Episode_Reward/standstill: -1.3489 + Episode_Reward/action_rate_l2: -0.0054 + Episode_Reward/joint_torques_l2: -0.0194 + Episode_Reward/dof_pos_limits: -0.0098 + Episode_Reward/terminated: -0.3486 + Episode_Reward/unnecessary_wheel_lift: -0.1346 + Episode_Reward/rolling_leg_motion: -0.0987 + Episode_Reward/obstacle_progress: -0.0000 + Episode_Reward/wheel_body_intrusion: -0.2058 + Episode_Reward/pair_body_intrusion: -0.0601 + Curriculum/terrain_level_mean: 0.000e+00 + Command/command_stage: 0 + Command/command_ranges: [[-0.3000, +0.8000], [-0.2000, +0.2000], [-0.5000, +0.5000]] + Metrics/base_velocity/error_vel_xy: 0.2333 + Metrics/base_velocity/error_vel_yaw: 0.2940 + Episode_Termination/time_out: 0.0000 + Episode_Termination/fell_over: 0.4120 + Episode_Termination/course_exit: 0.0000 +Episode_Termination/illegal_nonwheel_contact: 0.7542 +============================================================================== + +============================================================================== +Learning iteration 300/50000 + Total steps: 1,228,800 + Steps per second: 8,608 + Iteration time: 0.476s + Collection time: 0.110s + Learning time: 0.355s + Mean reward: +0.0507 + Mean episode length: 155.8 + Actor loss: n/a + Critic loss: n/a + World model loss: +1.8894 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +3.6528 + Episode_Reward/track_angular_velocity: +5.0241 + Episode_Reward/upright: +2.6621 + Episode_Reward/leg_posture: -1.0477 + Episode_Reward/standstill: -1.4823 + Episode_Reward/action_rate_l2: -0.0056 + Episode_Reward/joint_torques_l2: -0.0201 + Episode_Reward/dof_pos_limits: -0.0092 + Episode_Reward/terminated: -0.3467 + Episode_Reward/unnecessary_wheel_lift: -0.1335 + Episode_Reward/rolling_leg_motion: -0.1051 + Episode_Reward/obstacle_progress: +0.0002 + Episode_Reward/wheel_body_intrusion: -0.2214 + Episode_Reward/pair_body_intrusion: -0.0612 + Curriculum/terrain_level_mean: 0.000e+00 + Command/command_stage: 0 + Command/command_ranges: [[-0.3000, +0.8000], [-0.2000, +0.2000], [-0.5000, +0.5000]] + Metrics/base_velocity/error_vel_xy: 0.2312 + Metrics/base_velocity/error_vel_yaw: 0.2926 + Episode_Termination/time_out: 0.0000 + Episode_Termination/fell_over: 0.3591 + Episode_Termination/course_exit: 0.0000 +Episode_Termination/illegal_nonwheel_contact: 0.8051 +============================================================================== +/lib/python3.11/site-packages/triton/knobs.py:504: UserWarning: TRITON_DEFAULT_FP_FUSION is unset: defaulting to FP fusion ENABLED for backward compatibility in Triton 3.9. The default will change to DISABLED in Triton 3.10; set TRITON_DEFAULT_FP_FUSION=1 to keep fusion enabled or =0 to adopt the new default early and silence this warning. + warn_once(FP_FUSION_DEFAULT_WARNING) + +============================================================================== +Learning iteration 350/50000 + Total steps: 1,433,600 + Steps per second: 7,614 + Iteration time: 0.538s + Collection time: 0.110s + Learning time: 0.800s + Mean reward: +0.0507 + Mean episode length: 160.9 + Actor loss: -1.9025 + Critic loss: +0.0733 + World model loss: +1.7612 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +3.7773 + Episode_Reward/track_angular_velocity: +5.2195 + Episode_Reward/upright: +2.7272 + Episode_Reward/leg_posture: -1.0968 + Episode_Reward/standstill: -1.5107 + Episode_Reward/action_rate_l2: -0.0058 + Episode_Reward/joint_torques_l2: -0.0210 + Episode_Reward/dof_pos_limits: -0.0111 + Episode_Reward/terminated: -0.3742 + Episode_Reward/unnecessary_wheel_lift: -0.1427 + Episode_Reward/rolling_leg_motion: -0.1065 + Episode_Reward/obstacle_progress: -0.0002 + Episode_Reward/wheel_body_intrusion: -0.2237 + Episode_Reward/pair_body_intrusion: -0.0676 + Curriculum/terrain_level_mean: 0.000e+00 + Command/command_stage: 0 + Command/command_ranges: [[-0.3000, +0.8000], [-0.2000, +0.2000], [-0.5000, +0.5000]] + Metrics/base_velocity/error_vel_xy: 0.2308 + Metrics/base_velocity/error_vel_yaw: 0.2862 + Episode_Termination/time_out: 0.0000 + Episode_Termination/fell_over: 0.3720 + Episode_Termination/course_exit: 0.0000 +Episode_Termination/illegal_nonwheel_contact: 0.7851 +============================================================================== + +============================================================================== +Learning iteration 400/50000 + Total steps: 1,638,400 + Steps per second: 7,610 + Iteration time: 0.538s + Collection time: 0.110s + Learning time: 0.430s + Mean reward: +0.0531 + Mean episode length: 169.3 + Actor loss: -2.2357 + Critic loss: +0.0583 + World model loss: +1.5993 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +4.0490 + Episode_Reward/track_angular_velocity: +5.5182 + Episode_Reward/upright: +2.9128 + Episode_Reward/leg_posture: -1.1052 + Episode_Reward/standstill: -1.4661 + Episode_Reward/action_rate_l2: -0.0061 + Episode_Reward/joint_torques_l2: -0.0212 + Episode_Reward/dof_pos_limits: -0.0098 + Episode_Reward/terminated: -0.3455 + Episode_Reward/unnecessary_wheel_lift: -0.1389 + Episode_Reward/rolling_leg_motion: -0.1105 + Episode_Reward/obstacle_progress: +0.0003 + Episode_Reward/wheel_body_intrusion: -0.2217 + Episode_Reward/pair_body_intrusion: -0.0662 + Curriculum/terrain_level_mean: 0.000e+00 + Command/command_stage: 0 + Command/command_ranges: [[-0.3000, +0.8000], [-0.2000, +0.2000], [-0.5000, +0.5000]] + Metrics/base_velocity/error_vel_xy: 0.2250 + Metrics/base_velocity/error_vel_yaw: 0.2821 + Episode_Termination/time_out: 0.0000 + Episode_Termination/fell_over: 0.3722 + Episode_Termination/course_exit: 0.0000 +Episode_Termination/illegal_nonwheel_contact: 0.7990 +============================================================================== + +============================================================================== +Learning iteration 450/50000 + Total steps: 1,843,200 + Steps per second: 7,601 + Iteration time: 0.539s + Collection time: 0.110s + Learning time: 0.434s + Mean reward: +0.0545 + Mean episode length: 173.3 + Actor loss: -2.6894 + Critic loss: +0.0542 + World model loss: +1.4312 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +4.2831 + Episode_Reward/track_angular_velocity: +5.7092 + Episode_Reward/upright: +3.0359 + Episode_Reward/leg_posture: -1.0592 + Episode_Reward/standstill: -1.6052 + Episode_Reward/action_rate_l2: -0.0063 + Episode_Reward/joint_torques_l2: -0.0203 + Episode_Reward/dof_pos_limits: -0.0087 + Episode_Reward/terminated: -0.3341 + Episode_Reward/unnecessary_wheel_lift: -0.1361 + Episode_Reward/rolling_leg_motion: -0.1142 + Episode_Reward/obstacle_progress: +0.0011 + Episode_Reward/wheel_body_intrusion: -0.2350 + Episode_Reward/pair_body_intrusion: -0.0737 + Curriculum/terrain_level_mean: 0.000e+00 + Command/command_stage: 0 + Command/command_ranges: [[-0.3000, +0.8000], [-0.2000, +0.2000], [-0.5000, +0.5000]] + Metrics/base_velocity/error_vel_xy: 0.2161 + Metrics/base_velocity/error_vel_yaw: 0.2723 + Episode_Termination/time_out: 0.0000 + Episode_Termination/fell_over: 0.3313 + Episode_Termination/course_exit: 0.0000 +Episode_Termination/illegal_nonwheel_contact: 0.8430 +============================================================================== + +============================================================================== +Learning iteration 500/50000 + Total steps: 2,048,000 + Steps per second: 7,596 + Iteration time: 0.539s + Collection time: 0.110s + Learning time: 0.432s + Mean reward: +0.0522 + Mean episode length: 184.2 + Actor loss: -3.2402 + Critic loss: +0.0538 + World model loss: +1.2875 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +4.4792 + Episode_Reward/track_angular_velocity: +6.0436 + Episode_Reward/upright: +3.3031 + Episode_Reward/leg_posture: -1.0328 + Episode_Reward/standstill: -2.2935 + Episode_Reward/action_rate_l2: -0.0069 + Episode_Reward/joint_torques_l2: -0.0203 + Episode_Reward/dof_pos_limits: -0.0073 + Episode_Reward/terminated: -0.2965 + Episode_Reward/unnecessary_wheel_lift: -0.1323 + Episode_Reward/rolling_leg_motion: -0.1271 + Episode_Reward/obstacle_progress: +0.0105 + Episode_Reward/wheel_body_intrusion: -0.2197 + Episode_Reward/pair_body_intrusion: -0.0897 + Curriculum/terrain_level_mean: 0.000e+00 + Command/command_stage: 0 + Command/command_ranges: [[-0.3000, +0.8000], [-0.2000, +0.2000], [-0.5000, +0.5000]] + Metrics/base_velocity/error_vel_xy: 0.2215 + Metrics/base_velocity/error_vel_yaw: 0.2768 + Episode_Termination/time_out: 0.0000 + Episode_Termination/fell_over: 0.2682 + Episode_Termination/course_exit: 0.0000 +Episode_Termination/illegal_nonwheel_contact: 0.8859 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2239] + +============================================================================== +Learning iteration 550/50000 + Total steps: 2,252,800 + Steps per second: 7,587 + Iteration time: 0.540s + Collection time: 0.111s + Learning time: 0.434s + Mean reward: +0.0554 + Mean episode length: 190.8 + Actor loss: -3.5373 + Critic loss: +0.0417 + World model loss: +1.2541 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +4.8436 + Episode_Reward/track_angular_velocity: +6.2498 + Episode_Reward/upright: +3.4885 + Episode_Reward/leg_posture: -0.9548 + Episode_Reward/standstill: -2.1755 + Episode_Reward/action_rate_l2: -0.0074 + Episode_Reward/joint_torques_l2: -0.0194 + Episode_Reward/dof_pos_limits: -0.0062 + Episode_Reward/terminated: -0.2743 + Episode_Reward/unnecessary_wheel_lift: -0.1343 + Episode_Reward/rolling_leg_motion: -0.1371 + Episode_Reward/obstacle_progress: +0.0385 + Episode_Reward/wheel_body_intrusion: -0.2233 + Episode_Reward/pair_body_intrusion: -0.1215 + Curriculum/terrain_level_mean: 0.000e+00 + Command/command_stage: 0 + Command/command_ranges: [[-0.3000, +0.8000], [-0.2000, +0.2000], [-0.5000, +0.5000]] + Metrics/base_velocity/error_vel_xy: 0.2087 + Metrics/base_velocity/error_vel_yaw: 0.2791 + Episode_Termination/time_out: 0.0000 + Episode_Termination/fell_over: 0.1957 + Episode_Termination/course_exit: 0.0000 +Episode_Termination/illegal_nonwheel_contact: 0.9321 +============================================================================== + +============================================================================== +Learning iteration 600/50000 + Total steps: 2,457,600 + Steps per second: 7,582 + Iteration time: 0.540s + Collection time: 0.110s + Learning time: 0.434s + Mean reward: +0.0599 + Mean episode length: 208.7 + Actor loss: -4.1602 + Critic loss: +0.0695 + World model loss: +1.2228 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +5.5726 + Episode_Reward/track_angular_velocity: +6.8743 + Episode_Reward/upright: +3.8732 + Episode_Reward/leg_posture: -0.9660 + Episode_Reward/standstill: -2.1803 + Episode_Reward/action_rate_l2: -0.0087 + Episode_Reward/joint_torques_l2: -0.0199 + Episode_Reward/dof_pos_limits: -0.0041 + Episode_Reward/terminated: -0.1659 + Episode_Reward/unnecessary_wheel_lift: -0.0894 + Episode_Reward/rolling_leg_motion: -0.1583 + Episode_Reward/obstacle_progress: +0.0661 + Episode_Reward/wheel_body_intrusion: -0.1952 + Episode_Reward/pair_body_intrusion: -0.0869 + Curriculum/terrain_level_mean: 0.000e+00 + Command/command_stage: 0 + Command/command_ranges: [[-0.3000, +0.8000], [-0.2000, +0.2000], [-0.5000, +0.5000]] + Metrics/base_velocity/error_vel_xy: 0.1953 + Metrics/base_velocity/error_vel_yaw: 0.2740 + Episode_Termination/time_out: 0.0000 + Episode_Termination/fell_over: 0.2138 + Episode_Termination/course_exit: 0.0000 +Episode_Termination/illegal_nonwheel_contact: 0.9312 +============================================================================== + +============================================================================== +Learning iteration 650/50000 + Total steps: 2,662,400 + Steps per second: 7,582 + Iteration time: 0.540s + Collection time: 0.110s + Learning time: 0.430s + Mean reward: +0.0562 + Mean episode length: 223.2 + Actor loss: -4.6352 + Critic loss: +0.0523 + World model loss: +1.1959 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +5.8220 + Episode_Reward/track_angular_velocity: +7.2501 + Episode_Reward/upright: +4.1404 + Episode_Reward/leg_posture: -1.0298 + Episode_Reward/standstill: -2.9596 + Episode_Reward/action_rate_l2: -0.0109 + Episode_Reward/joint_torques_l2: -0.0214 + Episode_Reward/dof_pos_limits: -0.0038 + Episode_Reward/terminated: -0.1395 + Episode_Reward/unnecessary_wheel_lift: -0.1190 + Episode_Reward/rolling_leg_motion: -0.2150 + Episode_Reward/obstacle_progress: +0.0818 + Episode_Reward/wheel_body_intrusion: -0.1692 + Episode_Reward/pair_body_intrusion: -0.0737 + Curriculum/terrain_level_mean: 0.000e+00 + Command/command_stage: 0 + Command/command_ranges: [[-0.3000, +0.8000], [-0.2000, +0.2000], [-0.5000, +0.5000]] + Metrics/base_velocity/error_vel_xy: 0.2042 + Metrics/base_velocity/error_vel_yaw: 0.2858 + Episode_Termination/time_out: 0.0000 + Episode_Termination/fell_over: 0.4531 + Episode_Termination/course_exit: 0.0000 +Episode_Termination/illegal_nonwheel_contact: 0.8219 +============================================================================== + +============================================================================== +Learning iteration 700/50000 + Total steps: 2,867,200 + Steps per second: 7,582 + Iteration time: 0.540s + Collection time: 0.110s + Learning time: 0.431s + Mean reward: +0.0570 + Mean episode length: 237.5 + Actor loss: -5.1414 + Critic loss: +0.0611 + World model loss: +1.1838 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +6.4777 + Episode_Reward/track_angular_velocity: +7.7589 + Episode_Reward/upright: +4.4663 + Episode_Reward/leg_posture: -0.9403 + Episode_Reward/standstill: -3.5809 + Episode_Reward/action_rate_l2: -0.0159 + Episode_Reward/joint_torques_l2: -0.0203 + Episode_Reward/dof_pos_limits: -0.0040 + Episode_Reward/terminated: -0.1280 + Episode_Reward/unnecessary_wheel_lift: -0.1213 + Episode_Reward/rolling_leg_motion: -0.3152 + Episode_Reward/obstacle_progress: +0.1165 + Episode_Reward/wheel_body_intrusion: -0.1046 + Episode_Reward/pair_body_intrusion: -0.0509 + Curriculum/terrain_level_mean: 0.000e+00 + Command/command_stage: 0 + Command/command_ranges: [[-0.3000, +0.8000], [-0.2000, +0.2000], [-0.5000, +0.5000]] + Metrics/base_velocity/error_vel_xy: 0.1905 + Metrics/base_velocity/error_vel_yaw: 0.2804 + Episode_Termination/time_out: 0.0000 + Episode_Termination/fell_over: 0.5725 + Episode_Termination/course_exit: 0.0000 +Episode_Termination/illegal_nonwheel_contact: 0.7319 +============================================================================== + +============================================================================== +Learning iteration 750/50000 + Total steps: 3,072,000 + Steps per second: 7,582 + Iteration time: 0.540s + Collection time: 0.110s + Learning time: 0.430s + Mean reward: +0.0622 + Mean episode length: 285.7 + Actor loss: -5.5572 + Critic loss: +0.0378 + World model loss: +1.1114 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +8.1537 + Episode_Reward/track_angular_velocity: +9.5306 + Episode_Reward/upright: +5.4430 + Episode_Reward/leg_posture: -1.0268 + Episode_Reward/standstill: -3.6588 + Episode_Reward/action_rate_l2: -0.0199 + Episode_Reward/joint_torques_l2: -0.0217 + Episode_Reward/dof_pos_limits: -0.0043 + Episode_Reward/terminated: -0.1161 + Episode_Reward/unnecessary_wheel_lift: -0.1400 + Episode_Reward/rolling_leg_motion: -0.3917 + Episode_Reward/obstacle_progress: +0.1675 + Episode_Reward/wheel_body_intrusion: -0.0823 + Episode_Reward/pair_body_intrusion: -0.0582 + Curriculum/terrain_level_mean: 0.000e+00 + Command/command_stage: 0 + Command/command_ranges: [[-0.3000, +0.8000], [-0.2000, +0.2000], [-0.5000, +0.5000]] + Metrics/base_velocity/error_vel_xy: 0.1773 + Metrics/base_velocity/error_vel_yaw: 0.2627 + Episode_Termination/time_out: 0.0000 + Episode_Termination/fell_over: 0.6106 + Episode_Termination/course_exit: 0.0000 +Episode_Termination/illegal_nonwheel_contact: 0.6154 +============================================================================== + +============================================================================== +Learning iteration 800/50000 + Total steps: 3,276,800 + Steps per second: 7,582 + Iteration time: 0.540s + Collection time: 0.110s + Learning time: 0.431s + Mean reward: +0.0657 + Mean episode length: 300.9 + Actor loss: -5.9100 + Critic loss: +0.0253 + World model loss: +1.0840 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +8.8683 + Episode_Reward/track_angular_velocity: +10.1152 + Episode_Reward/upright: +5.7353 + Episode_Reward/leg_posture: -1.2377 + Episode_Reward/standstill: -3.0438 + Episode_Reward/action_rate_l2: -0.0202 + Episode_Reward/joint_torques_l2: -0.0232 + Episode_Reward/dof_pos_limits: -0.0050 + Episode_Reward/terminated: -0.0840 + Episode_Reward/unnecessary_wheel_lift: -0.1268 + Episode_Reward/rolling_leg_motion: -0.3739 + Episode_Reward/obstacle_progress: +0.1872 + Episode_Reward/wheel_body_intrusion: -0.1207 + Episode_Reward/pair_body_intrusion: -0.1043 + Curriculum/terrain_level_mean: 0.000e+00 + Command/command_stage: 0 + Command/command_ranges: [[-0.3000, +0.8000], [-0.2000, +0.2000], [-0.5000, +0.5000]] + Metrics/base_velocity/error_vel_xy: 0.1658 + Metrics/base_velocity/error_vel_yaw: 0.2561 + Episode_Termination/time_out: 0.0000 + Episode_Termination/fell_over: 0.4965 + Episode_Termination/course_exit: 0.0000 +Episode_Termination/illegal_nonwheel_contact: 0.7762 +============================================================================== + +============================================================================== +Learning iteration 850/50000 + Total steps: 3,481,600 + Steps per second: 7,581 + Iteration time: 0.540s + Collection time: 0.109s + Learning time: 0.432s + Mean reward: +0.0662 + Mean episode length: 345.1 + Actor loss: -6.2149 + Critic loss: +0.0234 + World model loss: +1.0936 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +10.3925 + Episode_Reward/track_angular_velocity: +11.6744 + Episode_Reward/upright: +6.5685 + Episode_Reward/leg_posture: -1.5710 + Episode_Reward/standstill: -3.3495 + Episode_Reward/action_rate_l2: -0.0262 + Episode_Reward/joint_torques_l2: -0.0283 + Episode_Reward/dof_pos_limits: -0.0042 + Episode_Reward/terminated: -0.0964 + Episode_Reward/unnecessary_wheel_lift: -0.1419 + Episode_Reward/rolling_leg_motion: -0.5353 + Episode_Reward/obstacle_progress: +0.2366 + Episode_Reward/wheel_body_intrusion: -0.1567 + Episode_Reward/pair_body_intrusion: -0.1181 + Curriculum/terrain_level_mean: 0.000e+00 + Command/command_stage: 0 + Command/command_ranges: [[-0.3000, +0.8000], [-0.2000, +0.2000], [-0.5000, +0.5000]] + Metrics/base_velocity/error_vel_xy: 0.1592 + Metrics/base_velocity/error_vel_yaw: 0.2511 + Episode_Termination/time_out: 0.0000 + Episode_Termination/fell_over: 0.3636 + Episode_Termination/course_exit: 0.0000 +Episode_Termination/illegal_nonwheel_contact: 0.7552 +============================================================================== + +============================================================================== +Learning iteration 900/50000 + Total steps: 3,686,400 + Steps per second: 7,582 + Iteration time: 0.540s + Collection time: 0.109s + Learning time: 0.430s + Mean reward: +0.0716 + Mean episode length: 392.6 + Actor loss: -6.6069 + Critic loss: +0.0227 + World model loss: +1.0809 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +12.4170 + Episode_Reward/track_angular_velocity: +13.6012 + Episode_Reward/upright: +7.5330 + Episode_Reward/leg_posture: -1.6680 + Episode_Reward/standstill: -3.0011 + Episode_Reward/action_rate_l2: -0.0323 + Episode_Reward/joint_torques_l2: -0.0337 + Episode_Reward/dof_pos_limits: -0.0045 + Episode_Reward/terminated: -0.0590 + Episode_Reward/unnecessary_wheel_lift: -0.1062 + Episode_Reward/rolling_leg_motion: -0.6175 + Episode_Reward/obstacle_progress: +0.2904 + Episode_Reward/wheel_body_intrusion: -0.1745 + Episode_Reward/pair_body_intrusion: -0.0239 + Curriculum/terrain_level_mean: 4.883e-04 + Command/command_stage: 0 + Command/command_ranges: [[-0.3000, +0.8000], [-0.2000, +0.2000], [-0.5000, +0.5000]] + Metrics/base_velocity/error_vel_xy: 0.1421 + Metrics/base_velocity/error_vel_yaw: 0.2288 + Episode_Termination/time_out: 0.0000 + Episode_Termination/fell_over: 0.3544 + Episode_Termination/course_exit: 0.0253 +Episode_Termination/illegal_nonwheel_contact: 0.7722 +============================================================================== + +============================================================================== +Learning iteration 950/50000 + Total steps: 3,891,200 + Steps per second: 7,580 + Iteration time: 0.540s + Collection time: 0.109s + Learning time: 0.433s + Mean reward: +0.0758 + Mean episode length: 453.3 + Actor loss: -6.9023 + Critic loss: +0.0163 + World model loss: +1.0748 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +14.9481 + Episode_Reward/track_angular_velocity: +16.0827 + Episode_Reward/upright: +8.7521 + Episode_Reward/leg_posture: -1.8947 + Episode_Reward/standstill: -2.7401 + Episode_Reward/action_rate_l2: -0.0380 + Episode_Reward/joint_torques_l2: -0.0401 + Episode_Reward/dof_pos_limits: -0.0059 + Episode_Reward/terminated: -0.0513 + Episode_Reward/unnecessary_wheel_lift: -0.0923 + Episode_Reward/rolling_leg_motion: -0.6802 + Episode_Reward/obstacle_progress: +0.3504 + Episode_Reward/wheel_body_intrusion: -0.1886 + Episode_Reward/pair_body_intrusion: -0.0206 + Curriculum/terrain_level_mean: +0.0015 + Command/command_stage: 0 + Command/command_ranges: [[-0.3000, +0.8000], [-0.2000, +0.2000], [-0.5000, +0.5000]] + Metrics/base_velocity/error_vel_xy: 0.1267 + Metrics/base_velocity/error_vel_yaw: 0.2059 + Episode_Termination/time_out: 0.0000 + Episode_Termination/fell_over: 0.4839 + Episode_Termination/course_exit: 0.0645 +Episode_Termination/illegal_nonwheel_contact: 0.6935 +============================================================================== + +============================================================================== +Learning iteration 1000/50000 + Total steps: 4,096,000 + Steps per second: 7,575 + Iteration time: 0.541s + Collection time: 0.108s + Learning time: 0.439s + Mean reward: +0.0773 + Mean episode length: 494.1 + Actor loss: -7.0796 + Critic loss: +0.0123 + World model loss: +1.0596 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +16.6281 + Episode_Reward/track_angular_velocity: +17.6545 + Episode_Reward/upright: +9.5628 + Episode_Reward/leg_posture: -2.2200 + Episode_Reward/standstill: -2.7688 + Episode_Reward/action_rate_l2: -0.0369 + Episode_Reward/joint_torques_l2: -0.0438 + Episode_Reward/dof_pos_limits: -0.0064 + Episode_Reward/terminated: -0.0396 + Episode_Reward/unnecessary_wheel_lift: -0.1022 + Episode_Reward/rolling_leg_motion: -0.4940 + Episode_Reward/obstacle_progress: +0.3648 + Episode_Reward/wheel_body_intrusion: -0.2402 + Episode_Reward/pair_body_intrusion: -0.0412 + Curriculum/terrain_level_mean: +0.0039 + Command/command_stage: 0 + Command/command_ranges: [[-0.3000, +0.8000], [-0.2000, +0.2000], [-0.5000, +0.5000]] + Metrics/base_velocity/error_vel_xy: 0.1191 + Metrics/base_velocity/error_vel_yaw: 0.1992 + Episode_Termination/time_out: 0.0000 + Episode_Termination/fell_over: 0.4314 + Episode_Termination/course_exit: 0.1961 +Episode_Termination/illegal_nonwheel_contact: 0.5294 +============================================================================== + +============================================================================== +Learning iteration 1050/50000 + Total steps: 4,300,800 + Steps per second: 7,574 + Iteration time: 0.541s + Collection time: 0.108s + Learning time: 0.435s + Mean reward: +0.0762 + Mean episode length: 565.7 + Actor loss: -7.3239 + Critic loss: +0.0114 + World model loss: +1.0179 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +19.0366 + Episode_Reward/track_angular_velocity: +20.2239 + Episode_Reward/upright: +10.8895 + Episode_Reward/leg_posture: -3.0924 + Episode_Reward/standstill: -3.1703 + Episode_Reward/action_rate_l2: -0.0396 + Episode_Reward/joint_torques_l2: -0.0545 + Episode_Reward/dof_pos_limits: -0.0079 + Episode_Reward/terminated: -0.0431 + Episode_Reward/unnecessary_wheel_lift: -0.1027 + Episode_Reward/rolling_leg_motion: -0.4314 + Episode_Reward/obstacle_progress: +0.3649 + Episode_Reward/wheel_body_intrusion: -0.3643 + Episode_Reward/pair_body_intrusion: -0.1202 + Curriculum/terrain_level_mean: +0.0098 + Command/command_stage: 0 + Command/command_ranges: [[-0.3000, +0.8000], [-0.2000, +0.2000], [-0.5000, +0.5000]] + Metrics/base_velocity/error_vel_xy: 0.1187 + Metrics/base_velocity/error_vel_yaw: 0.1983 + Episode_Termination/time_out: 0.0000 + Episode_Termination/fell_over: 0.3594 + Episode_Termination/course_exit: 0.3906 +Episode_Termination/illegal_nonwheel_contact: 0.3281 +============================================================================== + +============================================================================== +Learning iteration 1100/50000 + Total steps: 4,505,600 + Steps per second: 7,572 + Iteration time: 0.541s + Collection time: 0.109s + Learning time: 0.434s + Mean reward: +0.0772 + Mean episode length: 593.0 + Actor loss: -7.4351 + Critic loss: +0.0118 + World model loss: +1.0231 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +20.1976 + Episode_Reward/track_angular_velocity: +21.4841 + Episode_Reward/upright: +11.4223 + Episode_Reward/leg_posture: -3.2362 + Episode_Reward/standstill: -3.3757 + Episode_Reward/action_rate_l2: -0.0442 + Episode_Reward/joint_torques_l2: -0.0591 + Episode_Reward/dof_pos_limits: -0.0105 + Episode_Reward/terminated: -0.0452 + Episode_Reward/unnecessary_wheel_lift: -0.1009 + Episode_Reward/rolling_leg_motion: -0.4222 + Episode_Reward/obstacle_progress: +0.3599 + Episode_Reward/wheel_body_intrusion: -0.3342 + Episode_Reward/pair_body_intrusion: -0.0724 + Curriculum/terrain_level_mean: +0.0156 + Command/command_stage: 0 + Command/command_ranges: [[-0.3000, +0.8000], [-0.2000, +0.2000], [-0.5000, +0.5000]] + Metrics/base_velocity/error_vel_xy: 0.1138 + Metrics/base_velocity/error_vel_yaw: 0.1850 + Episode_Termination/time_out: 0.0000 + Episode_Termination/fell_over: 0.3538 + Episode_Termination/course_exit: 0.4000 +Episode_Termination/illegal_nonwheel_contact: 0.4154 +============================================================================== + +============================================================================== +Learning iteration 1150/50000 + Total steps: 4,710,400 + Steps per second: 7,572 + Iteration time: 0.541s + Collection time: 0.109s + Learning time: 0.433s + Mean reward: +0.0783 + Mean episode length: 675.8 + Actor loss: -7.6606 + Critic loss: +0.0067 + World model loss: +1.0190 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +23.2814 + Episode_Reward/track_angular_velocity: +24.6759 + Episode_Reward/upright: +13.0380 + Episode_Reward/leg_posture: -3.4269 + Episode_Reward/standstill: -3.8727 + Episode_Reward/action_rate_l2: -0.0662 + Episode_Reward/joint_torques_l2: -0.0674 + Episode_Reward/dof_pos_limits: -0.0181 + Episode_Reward/terminated: -0.0370 + Episode_Reward/unnecessary_wheel_lift: -0.1031 + Episode_Reward/rolling_leg_motion: -0.5566 + Episode_Reward/obstacle_progress: +0.4161 + Episode_Reward/wheel_body_intrusion: -0.2868 + Episode_Reward/pair_body_intrusion: -0.0420 + Curriculum/terrain_level_mean: +0.0271 + Command/command_stage: 0 + Command/command_ranges: [[-0.3000, +0.8000], [-0.2000, +0.2000], [-0.5000, +0.5000]] + Metrics/base_velocity/error_vel_xy: 0.1099 + Metrics/base_velocity/error_vel_yaw: 0.1769 + Episode_Termination/time_out: 0.0000 + Episode_Termination/fell_over: 0.1500 + Episode_Termination/course_exit: 0.6500 +Episode_Termination/illegal_nonwheel_contact: 0.2375 +============================================================================== + +============================================================================== +Learning iteration 1200/50000 + Total steps: 4,915,200 + Steps per second: 7,569 + Iteration time: 0.541s + Collection time: 0.110s + Learning time: 0.436s + Mean reward: +0.0792 + Mean episode length: 700.4 + Actor loss: -7.7869 + Critic loss: +0.0076 + World model loss: +0.9589 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +24.3137 + Episode_Reward/track_angular_velocity: +25.7290 + Episode_Reward/upright: +13.5084 + Episode_Reward/leg_posture: -3.3916 + Episode_Reward/standstill: -3.9057 + Episode_Reward/action_rate_l2: -0.0662 + Episode_Reward/joint_torques_l2: -0.0701 + Episode_Reward/dof_pos_limits: -0.0215 + Episode_Reward/terminated: -0.0424 + Episode_Reward/unnecessary_wheel_lift: -0.1448 + Episode_Reward/rolling_leg_motion: -0.5107 + Episode_Reward/obstacle_progress: +0.4095 + Episode_Reward/wheel_body_intrusion: -0.2761 + Episode_Reward/pair_body_intrusion: -0.0401 + Curriculum/terrain_level_mean: +0.0391 + Command/command_stage: 0 + Command/command_ranges: [[-0.3000, +0.8000], [-0.2000, +0.2000], [-0.5000, +0.5000]] + Metrics/base_velocity/error_vel_xy: 0.1067 + Metrics/base_velocity/error_vel_yaw: 0.1698 + Episode_Termination/time_out: 0.0000 + Episode_Termination/fell_over: 0.1928 + Episode_Termination/course_exit: 0.6265 +Episode_Termination/illegal_nonwheel_contact: 0.2169 +============================================================================== + +============================================================================== +Learning iteration 1250/50000 + Total steps: 5,120,000 + Steps per second: 7,566 + Iteration time: 0.541s + Collection time: 0.110s + Learning time: 0.438s + Mean reward: +0.0802 + Mean episode length: 762.8 + Actor loss: -7.9281 + Critic loss: +0.0067 + World model loss: +0.9403 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +26.7116 + Episode_Reward/track_angular_velocity: +28.2094 + Episode_Reward/upright: +14.7344 + Episode_Reward/leg_posture: -3.6813 + Episode_Reward/standstill: -3.9842 + Episode_Reward/action_rate_l2: -0.0616 + Episode_Reward/joint_torques_l2: -0.0773 + Episode_Reward/dof_pos_limits: -0.0198 + Episode_Reward/terminated: -0.0343 + Episode_Reward/unnecessary_wheel_lift: -0.1236 + Episode_Reward/rolling_leg_motion: -0.4916 + Episode_Reward/obstacle_progress: +0.4218 + Episode_Reward/wheel_body_intrusion: -0.3088 + Episode_Reward/pair_body_intrusion: -0.0841 + Curriculum/terrain_level_mean: +0.0522 + Command/command_stage: 0 + Command/command_ranges: [[-0.3000, +0.8000], [-0.2000, +0.2000], [-0.5000, +0.5000]] + Metrics/base_velocity/error_vel_xy: 0.1025 + Metrics/base_velocity/error_vel_yaw: 0.1622 + Episode_Termination/time_out: 0.0000 + Episode_Termination/fell_over: 0.1519 + Episode_Termination/course_exit: 0.7089 +Episode_Termination/illegal_nonwheel_contact: 0.1519 +============================================================================== + +============================================================================== +Learning iteration 1300/50000 + Total steps: 5,324,800 + Steps per second: 7,563 + Iteration time: 0.542s + Collection time: 0.110s + Learning time: 0.437s + Mean reward: +0.0795 + Mean episode length: 783.3 + Actor loss: -8.0810 + Critic loss: +0.0048 + World model loss: +0.8892 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +27.3859 + Episode_Reward/track_angular_velocity: +28.9032 + Episode_Reward/upright: +15.1066 + Episode_Reward/leg_posture: -3.9549 + Episode_Reward/standstill: -4.1074 + Episode_Reward/action_rate_l2: -0.0589 + Episode_Reward/joint_torques_l2: -0.0835 + Episode_Reward/dof_pos_limits: -0.0210 + Episode_Reward/terminated: -0.0459 + Episode_Reward/unnecessary_wheel_lift: -0.1582 + Episode_Reward/rolling_leg_motion: -0.5067 + Episode_Reward/obstacle_progress: +0.4149 + Episode_Reward/wheel_body_intrusion: -0.3965 + Episode_Reward/pair_body_intrusion: -0.1751 + Curriculum/terrain_level_mean: +0.0740 + Command/command_stage: 0 + Command/command_ranges: [[-0.3000, +0.8000], [-0.2000, +0.2000], [-0.5000, +0.5000]] + Metrics/base_velocity/error_vel_xy: 0.1031 + Metrics/base_velocity/error_vel_yaw: 0.1647 + Episode_Termination/time_out: 0.0000 + Episode_Termination/fell_over: 0.1732 + Episode_Termination/course_exit: 0.7638 +Episode_Termination/illegal_nonwheel_contact: 0.1339 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1450] + +============================================================================== +Learning iteration 1350/50000 + Total steps: 5,529,600 + Steps per second: 7,561 + Iteration time: 0.542s + Collection time: 0.111s + Learning time: 0.433s + Mean reward: +0.0791 + Mean episode length: 787.5 + Actor loss: -8.1659 + Critic loss: +0.0053 + World model loss: +0.9595 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +27.4011 + Episode_Reward/track_angular_velocity: +29.0405 + Episode_Reward/upright: +15.1841 + Episode_Reward/leg_posture: -3.9480 + Episode_Reward/standstill: -4.1506 + Episode_Reward/action_rate_l2: -0.0581 + Episode_Reward/joint_torques_l2: -0.0895 + Episode_Reward/dof_pos_limits: -0.0227 + Episode_Reward/terminated: -0.0554 + Episode_Reward/unnecessary_wheel_lift: -0.2045 + Episode_Reward/rolling_leg_motion: -0.4965 + Episode_Reward/obstacle_progress: +0.3883 + Episode_Reward/wheel_body_intrusion: -0.4051 + Episode_Reward/pair_body_intrusion: -0.2680 + Curriculum/terrain_level_mean: +0.0901 + Command/command_stage: 0 + Command/command_ranges: [[-0.3000, +0.8000], [-0.2000, +0.2000], [-0.5000, +0.5000]] + Metrics/base_velocity/error_vel_xy: 0.1049 + Metrics/base_velocity/error_vel_yaw: 0.1650 + Episode_Termination/time_out: 0.0000 + Episode_Termination/fell_over: 0.1308 + Episode_Termination/course_exit: 0.6636 +Episode_Termination/illegal_nonwheel_contact: 0.2523 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1710] + +============================================================================== +Learning iteration 1400/50000 + Total steps: 5,734,400 + Steps per second: 7,560 + Iteration time: 0.542s + Collection time: 0.111s + Learning time: 0.434s + Mean reward: +0.0795 + Mean episode length: 841.8 + Actor loss: -8.2465 + Critic loss: +0.0053 + World model loss: +0.9002 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +29.3482 + Episode_Reward/track_angular_velocity: +31.1705 + Episode_Reward/upright: +16.2487 + Episode_Reward/leg_posture: -4.0225 + Episode_Reward/standstill: -4.4844 + Episode_Reward/action_rate_l2: -0.0633 + Episode_Reward/joint_torques_l2: -0.0966 + Episode_Reward/dof_pos_limits: -0.0227 + Episode_Reward/terminated: -0.0674 + Episode_Reward/unnecessary_wheel_lift: -0.2486 + Episode_Reward/rolling_leg_motion: -0.5127 + Episode_Reward/obstacle_progress: +0.4200 + Episode_Reward/wheel_body_intrusion: -0.4237 + Episode_Reward/pair_body_intrusion: -0.3337 + Curriculum/terrain_level_mean: +0.1084 + Command/command_stage: 0 + Command/command_ranges: [[-0.3000, +0.8000], [-0.2000, +0.2000], [-0.5000, +0.5000]] + Metrics/base_velocity/error_vel_xy: 0.1035 + Metrics/base_velocity/error_vel_yaw: 0.1602 + Episode_Termination/time_out: 0.0000 + Episode_Termination/fell_over: 0.0977 + Episode_Termination/course_exit: 0.6917 +Episode_Termination/illegal_nonwheel_contact: 0.2256 +============================================================================== + +============================================================================== +Learning iteration 1450/50000 + Total steps: 5,939,200 + Steps per second: 7,559 + Iteration time: 0.542s + Collection time: 0.110s + Learning time: 0.433s + Mean reward: +0.0802 + Mean episode length: 835.6 + Actor loss: -8.3086 + Critic loss: +0.0041 + World model loss: +0.8788 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +29.3016 + Episode_Reward/track_angular_velocity: +30.9956 + Episode_Reward/upright: +16.1671 + Episode_Reward/leg_posture: -3.9575 + Episode_Reward/standstill: -4.4286 + Episode_Reward/action_rate_l2: -0.0622 + Episode_Reward/joint_torques_l2: -0.0933 + Episode_Reward/dof_pos_limits: -0.0183 + Episode_Reward/terminated: -0.0326 + Episode_Reward/unnecessary_wheel_lift: -0.1598 + Episode_Reward/rolling_leg_motion: -0.4960 + Episode_Reward/obstacle_progress: +0.4401 + Episode_Reward/wheel_body_intrusion: -0.3791 + Episode_Reward/pair_body_intrusion: -0.2968 + Curriculum/terrain_level_mean: +0.1265 + Command/command_stage: 0 + Command/command_ranges: [[-0.3000, +0.8000], [-0.2000, +0.2000], [-0.5000, +0.5000]] + Metrics/base_velocity/error_vel_xy: 0.1007 + Metrics/base_velocity/error_vel_yaw: 0.1582 + Episode_Termination/time_out: 0.0000 + Episode_Termination/fell_over: 0.0556 + Episode_Termination/course_exit: 0.8148 +Episode_Termination/illegal_nonwheel_contact: 0.1574 +============================================================================== + +============================================================================== +Learning iteration 1500/50000 + Total steps: 6,144,000 + Steps per second: 7,558 + Iteration time: 0.542s + Collection time: 0.111s + Learning time: 0.433s + Mean reward: +0.0810 + Mean episode length: 936.0 + Actor loss: -8.3823 + Critic loss: +0.0033 + World model loss: +0.8955 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +32.9001 + Episode_Reward/track_angular_velocity: +34.7749 + Episode_Reward/upright: +18.1649 + Episode_Reward/leg_posture: -4.1858 + Episode_Reward/standstill: -4.7753 + Episode_Reward/action_rate_l2: -0.0689 + Episode_Reward/joint_torques_l2: -0.0998 + Episode_Reward/dof_pos_limits: -0.0148 + Episode_Reward/terminated: -0.0311 + Episode_Reward/unnecessary_wheel_lift: -0.1553 + Episode_Reward/rolling_leg_motion: -0.5592 + Episode_Reward/obstacle_progress: +0.5039 + Episode_Reward/wheel_body_intrusion: -0.3505 + Episode_Reward/pair_body_intrusion: -0.2468 + Curriculum/terrain_level_mean: +0.1414 + Command/command_stage: 0 + Command/command_ranges: [[-0.3000, +0.8000], [-0.2000, +0.2000], [-0.5000, +0.5000]] + Metrics/base_velocity/error_vel_xy: 0.0999 + Metrics/base_velocity/error_vel_yaw: 0.1562 + Episode_Termination/time_out: 0.0000 + Episode_Termination/fell_over: 0.0805 + Episode_Termination/course_exit: 0.8046 +Episode_Termination/illegal_nonwheel_contact: 0.1379 +============================================================================== + +============================================================================== +Learning iteration 1550/50000 + Total steps: 6,348,800 + Steps per second: 7,554 + Iteration time: 0.542s + Collection time: 0.110s + Learning time: 0.440s + Mean reward: +0.0813 + Mean episode length: 982.3 + Actor loss: -8.4340 + Critic loss: +0.0031 + World model loss: +0.8885 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +34.5657 + Episode_Reward/track_angular_velocity: +36.5414 + Episode_Reward/upright: +19.0772 + Episode_Reward/leg_posture: -4.1793 + Episode_Reward/standstill: -5.1171 + Episode_Reward/action_rate_l2: -0.0750 + Episode_Reward/joint_torques_l2: -0.1034 + Episode_Reward/dof_pos_limits: -0.0138 + Episode_Reward/terminated: -0.0345 + Episode_Reward/unnecessary_wheel_lift: -0.2059 + Episode_Reward/rolling_leg_motion: -0.6026 + Episode_Reward/obstacle_progress: +0.5386 + Episode_Reward/wheel_body_intrusion: -0.3248 + Episode_Reward/pair_body_intrusion: -0.2005 + Curriculum/terrain_level_mean: +0.1562 + Command/command_stage: 0 + Command/command_ranges: [[-0.3000, +0.8000], [-0.2000, +0.2000], [-0.5000, +0.5000]] + Metrics/base_velocity/error_vel_xy: 0.0996 + Metrics/base_velocity/error_vel_yaw: 0.1549 + Episode_Termination/time_out: 0.0000 + Episode_Termination/fell_over: 0.0729 + Episode_Termination/course_exit: 0.8125 +Episode_Termination/illegal_nonwheel_contact: 0.1146 +============================================================================== + +============================================================================== +Learning iteration 1600/50000 + Total steps: 6,553,600 + Steps per second: 7,553 + Iteration time: 0.542s + Collection time: 0.110s + Learning time: 0.434s + Mean reward: +0.0820 + Mean episode length: 1003.7 + Actor loss: -8.4996 + Critic loss: +0.0033 + World model loss: +0.9072 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +35.6237 + Episode_Reward/track_angular_velocity: +37.4385 + Episode_Reward/upright: +19.5210 + Episode_Reward/leg_posture: -4.1029 + Episode_Reward/standstill: -5.2297 + Episode_Reward/action_rate_l2: -0.0795 + Episode_Reward/joint_torques_l2: -0.1030 + Episode_Reward/dof_pos_limits: -0.0104 + Episode_Reward/terminated: -0.0274 + Episode_Reward/unnecessary_wheel_lift: -0.1247 + Episode_Reward/rolling_leg_motion: -0.6162 + Episode_Reward/obstacle_progress: +0.5665 + Episode_Reward/wheel_body_intrusion: -0.3199 + Episode_Reward/pair_body_intrusion: -0.2114 + Curriculum/terrain_level_mean: +0.1726 + Command/command_stage: 0 + Command/command_ranges: [[-0.3000, +0.8000], [-0.2000, +0.2000], [-0.5000, +0.5000]] + Metrics/base_velocity/error_vel_xy: 0.0956 + Metrics/base_velocity/error_vel_yaw: 0.1519 + Episode_Termination/time_out: 0.0000 + Episode_Termination/fell_over: 0.0211 + Episode_Termination/course_exit: 0.8526 +Episode_Termination/illegal_nonwheel_contact: 0.1263 +============================================================================== + +============================================================================== +Learning iteration 1650/50000 + Total steps: 6,758,400 + Steps per second: 7,552 + Iteration time: 0.542s + Collection time: 0.110s + Learning time: 0.435s + Mean reward: +0.0819 + Mean episode length: 1089.1 + Actor loss: -8.5813 + Critic loss: +0.0024 + World model loss: +0.8903 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +38.7161 + Episode_Reward/track_angular_velocity: +40.7312 + Episode_Reward/upright: +21.2240 + Episode_Reward/leg_posture: -4.4238 + Episode_Reward/standstill: -5.9804 + Episode_Reward/action_rate_l2: -0.0889 + Episode_Reward/joint_torques_l2: -0.1095 + Episode_Reward/dof_pos_limits: -0.0047 + Episode_Reward/terminated: -0.0149 + Episode_Reward/unnecessary_wheel_lift: -0.1006 + Episode_Reward/rolling_leg_motion: -0.6739 + Episode_Reward/obstacle_progress: +0.6122 + Episode_Reward/wheel_body_intrusion: -0.3757 + Episode_Reward/pair_body_intrusion: -0.2669 + Curriculum/terrain_level_mean: +0.1909 + Command/command_stage: 0 + Command/command_ranges: [[-0.3000, +0.8000], [-0.2000, +0.2000], [-0.5000, +0.5000]] + Metrics/base_velocity/error_vel_xy: 0.0945 + Metrics/base_velocity/error_vel_yaw: 0.1487 + Episode_Termination/time_out: 0.0000 + Episode_Termination/fell_over: 0.0225 + Episode_Termination/course_exit: 0.9213 +Episode_Termination/illegal_nonwheel_contact: 0.0562 +============================================================================== + +============================================================================== +Learning iteration 1700/50000 + Total steps: 6,963,200 + Steps per second: 7,552 + Iteration time: 0.542s + Collection time: 0.110s + Learning time: 0.432s + Mean reward: +0.0826 + Mean episode length: 1074.1 + Actor loss: -8.6507 + Critic loss: +0.0025 + World model loss: +0.8592 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +38.3826 + Episode_Reward/track_angular_velocity: +40.2218 + Episode_Reward/upright: +20.9475 + Episode_Reward/leg_posture: -4.2699 + Episode_Reward/standstill: -5.5707 + Episode_Reward/action_rate_l2: -0.0889 + Episode_Reward/joint_torques_l2: -0.1086 + Episode_Reward/dof_pos_limits: -0.0025 + Episode_Reward/terminated: -0.0147 + Episode_Reward/unnecessary_wheel_lift: -0.1300 + Episode_Reward/rolling_leg_motion: -0.6345 + Episode_Reward/obstacle_progress: +0.6593 + Episode_Reward/wheel_body_intrusion: -0.4530 + Episode_Reward/pair_body_intrusion: -0.2645 + Curriculum/terrain_level_mean: +0.2097 + Command/command_stage: 0 + Command/command_ranges: [[-0.3000, +0.8000], [-0.2000, +0.2000], [-0.5000, +0.5000]] + Metrics/base_velocity/error_vel_xy: 0.0922 + Metrics/base_velocity/error_vel_yaw: 0.1469 + Episode_Termination/time_out: 0.0000 + Episode_Termination/fell_over: 0.0211 + Episode_Termination/course_exit: 0.9263 +Episode_Termination/illegal_nonwheel_contact: 0.0632 +============================================================================== + +============================================================================== +Learning iteration 1750/50000 + Total steps: 7,168,000 + Steps per second: 7,551 + Iteration time: 0.542s + Collection time: 0.110s + Learning time: 0.436s + Mean reward: +0.0826 + Mean episode length: 1400.0 + Actor loss: -8.7178 + Critic loss: +0.0018 + World model loss: +0.9145 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.9828 + Episode_Reward/track_angular_velocity: +52.5681 + Episode_Reward/upright: +27.3143 + Episode_Reward/leg_posture: -5.6674 + Episode_Reward/standstill: -7.3191 + Episode_Reward/action_rate_l2: -0.1180 + Episode_Reward/joint_torques_l2: -0.1473 + Episode_Reward/dof_pos_limits: -0.0028 + Episode_Reward/terminated: -0.0137 + Episode_Reward/unnecessary_wheel_lift: -0.1422 + Episode_Reward/rolling_leg_motion: -0.8202 + Episode_Reward/obstacle_progress: +0.9026 + Episode_Reward/wheel_body_intrusion: -0.6397 + Episode_Reward/pair_body_intrusion: -0.3137 + Curriculum/terrain_level_mean: +0.2288 + Command/command_stage: 0 + Command/command_ranges: [[-0.3000, +0.8000], [-0.2000, +0.2000], [-0.5000, +0.5000]] + Metrics/base_velocity/error_vel_xy: 0.0925 + Metrics/base_velocity/error_vel_yaw: 0.1441 + Episode_Termination/time_out: 0.3960 + Episode_Termination/fell_over: 0.0000 + Episode_Termination/course_exit: 0.5705 +Episode_Termination/illegal_nonwheel_contact: 0.0336 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[761] + +============================================================================== +Learning iteration 1800/50000 + Total steps: 7,372,800 + Steps per second: 7,550 + Iteration time: 0.542s + Collection time: 0.110s + Learning time: 0.434s + Mean reward: +0.0827 + Mean episode length: 1193.0 + Actor loss: -8.7484 + Critic loss: +0.0020 + World model loss: +0.8744 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +42.6801 + Episode_Reward/track_angular_velocity: +44.8787 + Episode_Reward/upright: +23.2946 + Episode_Reward/leg_posture: -4.7039 + Episode_Reward/standstill: -6.4700 + Episode_Reward/action_rate_l2: -0.1025 + Episode_Reward/joint_torques_l2: -0.1268 + Episode_Reward/dof_pos_limits: -0.0032 + Episode_Reward/terminated: -0.0047 + Episode_Reward/unnecessary_wheel_lift: -0.1291 + Episode_Reward/rolling_leg_motion: -0.7031 + Episode_Reward/obstacle_progress: +0.7807 + Episode_Reward/wheel_body_intrusion: -0.4868 + Episode_Reward/pair_body_intrusion: -0.2630 + Curriculum/terrain_level_mean: +0.2449 + Command/command_stage: 0 + Command/command_ranges: [[-0.3000, +0.8000], [-0.2000, +0.2000], [-0.5000, +0.5000]] + Metrics/base_velocity/error_vel_xy: 0.0916 + Metrics/base_velocity/error_vel_yaw: 0.1420 + Episode_Termination/time_out: 0.0000 + Episode_Termination/fell_over: 0.0000 + Episode_Termination/course_exit: 0.9767 +Episode_Termination/illegal_nonwheel_contact: 0.0233 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2141] + +============================================================================== +Learning iteration 1850/50000 + Total steps: 7,577,600 + Steps per second: 7,549 + Iteration time: 0.543s + Collection time: 0.111s + Learning time: 0.435s + Mean reward: +0.0825 + Mean episode length: 1257.9 + Actor loss: -8.8010 + Critic loss: +0.0020 + World model loss: +0.8594 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +45.0079 + Episode_Reward/track_angular_velocity: +47.2924 + Episode_Reward/upright: +24.5501 + Episode_Reward/leg_posture: -5.0432 + Episode_Reward/standstill: -6.9198 + Episode_Reward/action_rate_l2: -0.1082 + Episode_Reward/joint_torques_l2: -0.1362 + Episode_Reward/dof_pos_limits: -0.0080 + Episode_Reward/terminated: -0.0147 + Episode_Reward/unnecessary_wheel_lift: -0.1542 + Episode_Reward/rolling_leg_motion: -0.7278 + Episode_Reward/obstacle_progress: +0.8475 + Episode_Reward/wheel_body_intrusion: -0.5088 + Episode_Reward/pair_body_intrusion: -0.2795 + Curriculum/terrain_level_mean: +0.2629 + Command/command_stage: 0 + Command/command_ranges: [[-0.3000, +0.8000], [-0.2000, +0.2000], [-0.5000, +0.5000]] + Metrics/base_velocity/error_vel_xy: 0.0918 + Metrics/base_velocity/error_vel_yaw: 0.1422 + Episode_Termination/time_out: 0.1495 + Episode_Termination/fell_over: 0.0093 + Episode_Termination/course_exit: 0.7944 +Episode_Termination/illegal_nonwheel_contact: 0.0561 +============================================================================== + +============================================================================== +Learning iteration 1900/50000 + Total steps: 7,782,400 + Steps per second: 7,547 + Iteration time: 0.543s + Collection time: 0.111s + Learning time: 0.437s + Mean reward: +0.0827 + Mean episode length: 1319.2 + Actor loss: -8.8392 + Critic loss: +0.0014 + World model loss: +0.8567 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.0869 + Episode_Reward/track_angular_velocity: +49.7337 + Episode_Reward/upright: +25.7570 + Episode_Reward/leg_posture: -5.1280 + Episode_Reward/standstill: -7.2209 + Episode_Reward/action_rate_l2: -0.1182 + Episode_Reward/joint_torques_l2: -0.1427 + Episode_Reward/dof_pos_limits: -0.0110 + Episode_Reward/terminated: -0.0206 + Episode_Reward/unnecessary_wheel_lift: -0.1798 + Episode_Reward/rolling_leg_motion: -0.7789 + Episode_Reward/obstacle_progress: +0.8788 + Episode_Reward/wheel_body_intrusion: -0.4812 + Episode_Reward/pair_body_intrusion: -0.2688 + Curriculum/terrain_level_mean: +0.2876 + Command/command_stage: 0 + Command/command_ranges: [[-0.3000, +0.8000], [-0.2000, +0.2000], [-0.5000, +0.5000]] + Metrics/base_velocity/error_vel_xy: 0.0927 + Metrics/base_velocity/error_vel_yaw: 0.1390 + Episode_Termination/time_out: 0.2403 + Episode_Termination/fell_over: 0.0260 + Episode_Termination/course_exit: 0.7078 +Episode_Termination/illegal_nonwheel_contact: 0.0260 +============================================================================== + +============================================================================== +Learning iteration 1950/50000 + Total steps: 7,987,200 + Steps per second: 7,545 + Iteration time: 0.543s + Collection time: 0.111s + Learning time: 0.437s + Mean reward: +0.0833 + Mean episode length: 1402.0 + Actor loss: -8.9066 + Critic loss: +0.0012 + World model loss: +0.9010 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.9937 + Episode_Reward/track_angular_velocity: +53.0456 + Episode_Reward/upright: +27.4139 + Episode_Reward/leg_posture: -5.0238 + Episode_Reward/standstill: -7.6162 + Episode_Reward/action_rate_l2: -0.1291 + Episode_Reward/joint_torques_l2: -0.1514 + Episode_Reward/dof_pos_limits: -0.0085 + Episode_Reward/terminated: -0.0164 + Episode_Reward/unnecessary_wheel_lift: -0.1822 + Episode_Reward/rolling_leg_motion: -0.8462 + Episode_Reward/obstacle_progress: +0.9247 + Episode_Reward/wheel_body_intrusion: -0.4308 + Episode_Reward/pair_body_intrusion: -0.2533 + Curriculum/terrain_level_mean: +0.3071 + Command/command_stage: 0 + Command/command_ranges: [[-0.3000, +0.8000], [-0.2000, +0.2000], [-0.5000, +0.5000]] + Metrics/base_velocity/error_vel_xy: 0.0930 + Metrics/base_velocity/error_vel_yaw: 0.1349 + Episode_Termination/time_out: 0.3262 + Episode_Termination/fell_over: 0.0213 + Episode_Termination/course_exit: 0.6312 +Episode_Termination/illegal_nonwheel_contact: 0.0213 +============================================================================== + +============================================================================== +Learning iteration 2000/50000 + Total steps: 8,192,000 + Steps per second: 7,545 + Iteration time: 0.543s + Collection time: 0.111s + Learning time: 0.433s + Mean reward: +0.0830 + Mean episode length: 1468.5 + Actor loss: -8.9329 + Critic loss: +0.0015 + World model loss: +0.8494 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +52.1304 + Episode_Reward/track_angular_velocity: +55.6474 + Episode_Reward/upright: +28.6664 + Episode_Reward/leg_posture: -5.1921 + Episode_Reward/standstill: -8.0848 + Episode_Reward/action_rate_l2: -0.1411 + Episode_Reward/joint_torques_l2: -0.1561 + Episode_Reward/dof_pos_limits: -0.0231 + Episode_Reward/terminated: -0.0344 + Episode_Reward/unnecessary_wheel_lift: -0.2998 + Episode_Reward/rolling_leg_motion: -0.8872 + Episode_Reward/obstacle_progress: +1.0192 + Episode_Reward/wheel_body_intrusion: -0.4324 + Episode_Reward/pair_body_intrusion: -0.2601 + Curriculum/terrain_level_mean: +0.3281 + Command/command_stage: 0 + Command/command_ranges: [[-0.3000, +0.8000], [-0.2000, +0.2000], [-0.5000, +0.5000]] + Metrics/base_velocity/error_vel_xy: 0.0946 + Metrics/base_velocity/error_vel_yaw: 0.1327 + Episode_Termination/time_out: 0.4012 + Episode_Termination/fell_over: 0.0309 + Episode_Termination/course_exit: 0.5309 +Episode_Termination/illegal_nonwheel_contact: 0.0494 +============================================================================== + +============================================================================== +Learning iteration 2050/50000 + Total steps: 8,396,800 + Steps per second: 7,545 + Iteration time: 0.543s + Collection time: 0.111s + Learning time: 0.432s + Mean reward: +0.0832 + Mean episode length: 1544.7 + Actor loss: -8.9509 + Critic loss: +0.0014 + World model loss: +0.8765 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +55.0149 + Episode_Reward/track_angular_velocity: +58.5443 + Episode_Reward/upright: +30.1741 + Episode_Reward/leg_posture: -5.3506 + Episode_Reward/standstill: -8.7029 + Episode_Reward/action_rate_l2: -0.1529 + Episode_Reward/joint_torques_l2: -0.1602 + Episode_Reward/dof_pos_limits: -0.0137 + Episode_Reward/terminated: -0.0241 + Episode_Reward/unnecessary_wheel_lift: -0.2601 + Episode_Reward/rolling_leg_motion: -0.9530 + Episode_Reward/obstacle_progress: +1.1556 + Episode_Reward/wheel_body_intrusion: -0.4590 + Episode_Reward/pair_body_intrusion: -0.2495 + Curriculum/terrain_level_mean: +0.3486 + Command/command_stage: 0 + Command/command_ranges: [[-0.3000, +0.8000], [-0.2000, +0.2000], [-0.5000, +0.5000]] + Metrics/base_velocity/error_vel_xy: 0.0935 + Metrics/base_velocity/error_vel_yaw: 0.1322 + Episode_Termination/time_out: 0.5707 + Episode_Termination/fell_over: 0.0157 + Episode_Termination/course_exit: 0.3874 +Episode_Termination/illegal_nonwheel_contact: 0.0314 +============================================================================== + +============================================================================== +Learning iteration 2100/50000 + Total steps: 8,601,600 + Steps per second: 7,544 + Iteration time: 0.543s + Collection time: 0.111s + Learning time: 0.433s + Mean reward: +0.0833 + Mean episode length: 1547.0 + Actor loss: -8.9822 + Critic loss: +0.0031 + World model loss: +0.8908 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +55.0837 + Episode_Reward/track_angular_velocity: +58.6544 + Episode_Reward/upright: +30.2377 + Episode_Reward/leg_posture: -5.2927 + Episode_Reward/standstill: -8.6413 + Episode_Reward/action_rate_l2: -0.1544 + Episode_Reward/joint_torques_l2: -0.1617 + Episode_Reward/dof_pos_limits: -0.0121 + Episode_Reward/terminated: -0.0212 + Episode_Reward/unnecessary_wheel_lift: -0.2636 + Episode_Reward/rolling_leg_motion: -0.9722 + Episode_Reward/obstacle_progress: +1.1478 + Episode_Reward/wheel_body_intrusion: -0.4707 + Episode_Reward/pair_body_intrusion: -0.2929 + Curriculum/terrain_level_mean: +0.3672 + Command/command_stage: 0 + Command/command_ranges: [[-0.3000, +0.8000], [-0.2000, +0.2000], [-0.5000, +0.5000]] + Metrics/base_velocity/error_vel_xy: 0.0936 + Metrics/base_velocity/error_vel_yaw: 0.1322 + Episode_Termination/time_out: 0.6195 + Episode_Termination/fell_over: 0.0133 + Episode_Termination/course_exit: 0.3496 +Episode_Termination/illegal_nonwheel_contact: 0.0221 +============================================================================== + +============================================================================== +Learning iteration 2150/50000 + Total steps: 8,806,400 + Steps per second: 7,545 + Iteration time: 0.543s + Collection time: 0.110s + Learning time: 0.430s + Mean reward: +0.0831 + Mean episode length: 1618.7 + Actor loss: -9.0194 + Critic loss: +0.0014 + World model loss: +0.9040 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +57.5903 + Episode_Reward/track_angular_velocity: +61.3159 + Episode_Reward/upright: +31.5922 + Episode_Reward/leg_posture: -5.6307 + Episode_Reward/standstill: -9.1424 + Episode_Reward/action_rate_l2: -0.1658 + Episode_Reward/joint_torques_l2: -0.1744 + Episode_Reward/dof_pos_limits: -0.0105 + Episode_Reward/terminated: -0.0063 + Episode_Reward/unnecessary_wheel_lift: -0.2876 + Episode_Reward/rolling_leg_motion: -1.0969 + Episode_Reward/obstacle_progress: +1.2625 + Episode_Reward/wheel_body_intrusion: -0.4594 + Episode_Reward/pair_body_intrusion: -0.3407 + Curriculum/terrain_level_mean: +0.3865 + Command/command_stage: 0 + Command/command_ranges: [[-0.3000, +0.8000], [-0.2000, +0.2000], [-0.5000, +0.5000]] + Metrics/base_velocity/error_vel_xy: 0.0942 + Metrics/base_velocity/error_vel_yaw: 0.1330 + Episode_Termination/time_out: 0.7286 + Episode_Termination/fell_over: 0.0000 + Episode_Termination/course_exit: 0.2639 +Episode_Termination/illegal_nonwheel_contact: 0.0074 +============================================================================== + +============================================================================== +Learning iteration 2200/50000 + Total steps: 9,011,200 + Steps per second: 7,545 + Iteration time: 0.543s + Collection time: 0.111s + Learning time: 0.432s + Mean reward: +0.0833 + Mean episode length: 1624.9 + Actor loss: -9.0414 + Critic loss: +0.0020 + World model loss: +0.9355 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +57.9081 + Episode_Reward/track_angular_velocity: +61.7684 + Episode_Reward/upright: +31.7032 + Episode_Reward/leg_posture: -5.6941 + Episode_Reward/standstill: -9.1897 + Episode_Reward/action_rate_l2: -0.1681 + Episode_Reward/joint_torques_l2: -0.1784 + Episode_Reward/dof_pos_limits: -0.0129 + Episode_Reward/terminated: -0.0159 + Episode_Reward/unnecessary_wheel_lift: -0.3212 + Episode_Reward/rolling_leg_motion: -1.1081 + Episode_Reward/obstacle_progress: +1.3751 + Episode_Reward/wheel_body_intrusion: -0.4374 + Episode_Reward/pair_body_intrusion: -0.3114 + Curriculum/terrain_level_mean: +0.4080 + Command/command_stage: 0 + Command/command_ranges: [[-0.3000, +0.8000], [-0.2000, +0.2000], [-0.5000, +0.5000]] + Metrics/base_velocity/error_vel_xy: 0.0933 + Metrics/base_velocity/error_vel_yaw: 0.1287 + Episode_Termination/time_out: 0.7771 + Episode_Termination/fell_over: 0.0062 + Episode_Termination/course_exit: 0.2074 +Episode_Termination/illegal_nonwheel_contact: 0.0093 +============================================================================== + +============================================================================== +Learning iteration 2250/50000 + Total steps: 9,216,000 + Steps per second: 7,545 + Iteration time: 0.543s + Collection time: 0.111s + Learning time: 0.432s + Mean reward: +0.0836 + Mean episode length: 1616.5 + Actor loss: -9.0890 + Critic loss: +0.0015 + World model loss: +0.9217 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +57.5795 + Episode_Reward/track_angular_velocity: +61.5090 + Episode_Reward/upright: +31.5817 + Episode_Reward/leg_posture: -5.4884 + Episode_Reward/standstill: -8.8857 + Episode_Reward/action_rate_l2: -0.1708 + Episode_Reward/joint_torques_l2: -0.1755 + Episode_Reward/dof_pos_limits: -0.0087 + Episode_Reward/terminated: -0.0253 + Episode_Reward/unnecessary_wheel_lift: -0.3363 + Episode_Reward/rolling_leg_motion: -1.1126 + Episode_Reward/obstacle_progress: +1.4187 + Episode_Reward/wheel_body_intrusion: -0.4230 + Episode_Reward/pair_body_intrusion: -0.3278 + Curriculum/terrain_level_mean: +0.4272 + Command/command_stage: 0 + Command/command_ranges: [[-0.3000, +0.8000], [-0.2000, +0.2000], [-0.5000, +0.5000]] + Metrics/base_velocity/error_vel_xy: 0.0934 + Metrics/base_velocity/error_vel_yaw: 0.1271 + Episode_Termination/time_out: 0.7968 + Episode_Termination/fell_over: 0.0063 + Episode_Termination/course_exit: 0.1778 +Episode_Termination/illegal_nonwheel_contact: 0.0190 +============================================================================== + +============================================================================== +Learning iteration 2300/50000 + Total steps: 9,420,800 + Steps per second: 7,544 + Iteration time: 0.543s + Collection time: 0.111s + Learning time: 0.434s + Mean reward: +0.0844 + Mean episode length: 1622.2 + Actor loss: -9.1185 + Critic loss: +0.0016 + World model loss: +0.9912 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +58.0972 + Episode_Reward/track_angular_velocity: +61.8677 + Episode_Reward/upright: +31.7631 + Episode_Reward/leg_posture: -5.2421 + Episode_Reward/standstill: -8.5908 + Episode_Reward/action_rate_l2: -0.1727 + Episode_Reward/joint_torques_l2: -0.1738 + Episode_Reward/dof_pos_limits: -0.0057 + Episode_Reward/terminated: -0.0063 + Episode_Reward/unnecessary_wheel_lift: -0.2816 + Episode_Reward/rolling_leg_motion: -1.1119 + Episode_Reward/obstacle_progress: +1.5173 + Episode_Reward/wheel_body_intrusion: -0.4019 + Episode_Reward/pair_body_intrusion: -0.3516 + Curriculum/terrain_level_mean: +0.4446 + Command/command_stage: 0 + Command/command_ranges: [[-0.3000, +0.8000], [-0.2000, +0.2000], [-0.5000, +0.5000]] + Metrics/base_velocity/error_vel_xy: 0.0911 + Metrics/base_velocity/error_vel_yaw: 0.1245 + Episode_Termination/time_out: 0.8020 + Episode_Termination/fell_over: 0.0000 + Episode_Termination/course_exit: 0.1914 +Episode_Termination/illegal_nonwheel_contact: 0.0066 +============================================================================== + +============================================================================== +Learning iteration 2350/50000 + Total steps: 9,625,600 + Steps per second: 7,541 + Iteration time: 0.543s + Collection time: 0.111s + Learning time: 0.443s + Mean reward: +0.0846 + Mean episode length: 1530.1 + Actor loss: -9.1465 + Critic loss: +0.0015 + World model loss: +0.9900 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +54.7679 + Episode_Reward/track_angular_velocity: +58.2720 + Episode_Reward/upright: +29.9240 + Episode_Reward/leg_posture: -4.9095 + Episode_Reward/standstill: -7.6767 + Episode_Reward/action_rate_l2: -0.1627 + Episode_Reward/joint_torques_l2: -0.1660 + Episode_Reward/dof_pos_limits: -0.0053 + Episode_Reward/terminated: -0.0209 + Episode_Reward/unnecessary_wheel_lift: -0.2876 + Episode_Reward/rolling_leg_motion: -1.0143 + Episode_Reward/obstacle_progress: +1.4346 + Episode_Reward/wheel_body_intrusion: -0.4103 + Episode_Reward/pair_body_intrusion: -0.3203 + Curriculum/terrain_level_mean: +0.4614 + Command/command_stage: 0 + Command/command_ranges: [[-0.3000, +0.8000], [-0.2000, +0.2000], [-0.5000, +0.5000]] + Metrics/base_velocity/error_vel_xy: 0.0916 + Metrics/base_velocity/error_vel_yaw: 0.1260 + Episode_Termination/time_out: 0.6952 + Episode_Termination/fell_over: 0.0190 + Episode_Termination/course_exit: 0.2714 +Episode_Termination/illegal_nonwheel_contact: 0.0190 +============================================================================== + +============================================================================== +Learning iteration 2400/50000 + Total steps: 9,830,400 + Steps per second: 7,541 + Iteration time: 0.543s + Collection time: 0.111s + Learning time: 0.431s + Mean reward: +0.0848 + Mean episode length: 1540.1 + Actor loss: -9.1875 + Critic loss: +0.0012 + World model loss: +1.0784 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +55.0564 + Episode_Reward/track_angular_velocity: +58.6690 + Episode_Reward/upright: +30.1129 + Episode_Reward/leg_posture: -4.8512 + Episode_Reward/standstill: -7.5538 + Episode_Reward/action_rate_l2: -0.1667 + Episode_Reward/joint_torques_l2: -0.1663 + Episode_Reward/dof_pos_limits: -0.0054 + Episode_Reward/terminated: -0.0241 + Episode_Reward/unnecessary_wheel_lift: -0.2847 + Episode_Reward/rolling_leg_motion: -1.0279 + Episode_Reward/obstacle_progress: +1.5256 + Episode_Reward/wheel_body_intrusion: -0.3891 + Episode_Reward/pair_body_intrusion: -0.3452 + Curriculum/terrain_level_mean: +0.4751 + Command/command_stage: 0 + Command/command_ranges: [[-0.3000, +0.8000], [-0.2000, +0.2000], [-0.5000, +0.5000]] + Metrics/base_velocity/error_vel_xy: 0.0926 + Metrics/base_velocity/error_vel_yaw: 0.1258 + Episode_Termination/time_out: 0.6751 + Episode_Termination/fell_over: 0.0152 + Episode_Termination/course_exit: 0.2843 +Episode_Termination/illegal_nonwheel_contact: 0.0305 +============================================================================== + +============================================================================== +Learning iteration 2450/50000 + Total steps: 10,035,200 + Steps per second: 7,541 + Iteration time: 0.543s + Collection time: 0.110s + Learning time: 0.432s + Mean reward: +0.0850 + Mean episode length: 1506.4 + Actor loss: -9.1901 + Critic loss: +0.0018 + World model loss: +1.0148 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +53.9993 + Episode_Reward/track_angular_velocity: +57.4367 + Episode_Reward/upright: +29.4488 + Episode_Reward/leg_posture: -4.6378 + Episode_Reward/standstill: -7.5435 + Episode_Reward/action_rate_l2: -0.1665 + Episode_Reward/joint_torques_l2: -0.1627 + Episode_Reward/dof_pos_limits: -0.0044 + Episode_Reward/terminated: -0.0265 + Episode_Reward/unnecessary_wheel_lift: -0.2171 + Episode_Reward/rolling_leg_motion: -0.9791 + Episode_Reward/obstacle_progress: +1.6044 + Episode_Reward/wheel_body_intrusion: -0.3828 + Episode_Reward/pair_body_intrusion: -0.3375 + Curriculum/terrain_level_mean: +0.4851 + Command/command_stage: 0 + Command/command_ranges: [[-0.3000, +0.8000], [-0.2000, +0.2000], [-0.5000, +0.5000]] + Metrics/base_velocity/error_vel_xy: 0.0912 + Metrics/base_velocity/error_vel_yaw: 0.1249 + Episode_Termination/time_out: 0.6993 + Episode_Termination/fell_over: 0.0261 + Episode_Termination/course_exit: 0.2418 +Episode_Termination/illegal_nonwheel_contact: 0.0458 +============================================================================== + +============================================================================== +Learning iteration 2500/50000 + Total steps: 10,240,000 + Steps per second: 7,541 + Iteration time: 0.543s + Collection time: 0.110s + Learning time: 0.433s + Mean reward: +0.0850 + Mean episode length: 1344.9 + Actor loss: -9.2209 + Critic loss: +0.0015 + World model loss: +1.0290 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.1264 + Episode_Reward/track_angular_velocity: +51.2668 + Episode_Reward/upright: +26.3151 + Episode_Reward/leg_posture: -4.0820 + Episode_Reward/standstill: -6.6966 + Episode_Reward/action_rate_l2: -0.1502 + Episode_Reward/joint_torques_l2: -0.1440 + Episode_Reward/dof_pos_limits: -0.0049 + Episode_Reward/terminated: -0.0210 + Episode_Reward/unnecessary_wheel_lift: -0.2453 + Episode_Reward/rolling_leg_motion: -0.8744 + Episode_Reward/obstacle_progress: +1.4176 + Episode_Reward/wheel_body_intrusion: -0.3414 + Episode_Reward/pair_body_intrusion: -0.3099 + Curriculum/terrain_level_mean: +0.4978 + Command/command_stage: 0 + Command/command_ranges: [[-0.3000, +0.8000], [-0.2000, +0.2000], [-0.5000, +0.5000]] + Metrics/base_velocity/error_vel_xy: 0.0918 + Metrics/base_velocity/error_vel_yaw: 0.1252 + Episode_Termination/time_out: 0.5271 + Episode_Termination/fell_over: 0.0155 + Episode_Termination/course_exit: 0.4109 +Episode_Termination/illegal_nonwheel_contact: 0.0465 +============================================================================== + +============================================================================== +Learning iteration 2550/50000 + Total steps: 10,444,800 + Steps per second: 7,541 + Iteration time: 0.543s + Collection time: 0.109s + Learning time: 0.433s + Mean reward: +0.0851 + Mean episode length: 1277.7 + Actor loss: -9.2467 + Critic loss: +0.0020 + World model loss: +1.0852 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +45.7291 + Episode_Reward/track_angular_velocity: +48.7438 + Episode_Reward/upright: +24.9782 + Episode_Reward/leg_posture: -3.8931 + Episode_Reward/standstill: -6.2253 + Episode_Reward/action_rate_l2: -0.1436 + Episode_Reward/joint_torques_l2: -0.1368 + Episode_Reward/dof_pos_limits: -0.0036 + Episode_Reward/terminated: -0.0250 + Episode_Reward/unnecessary_wheel_lift: -0.1821 + Episode_Reward/rolling_leg_motion: -0.8361 + Episode_Reward/obstacle_progress: +1.3359 + Episode_Reward/wheel_body_intrusion: -0.3309 + Episode_Reward/pair_body_intrusion: -0.2733 + Curriculum/terrain_level_mean: +0.5100 + Command/command_stage: 0 + Command/command_ranges: [[-0.3000, +0.8000], [-0.2000, +0.2000], [-0.5000, +0.5000]] + Metrics/base_velocity/error_vel_xy: 0.0921 + Metrics/base_velocity/error_vel_yaw: 0.1240 + Episode_Termination/time_out: 0.4080 + Episode_Termination/fell_over: 0.0560 + Episode_Termination/course_exit: 0.5120 +Episode_Termination/illegal_nonwheel_contact: 0.0240 +============================================================================== + +============================================================================== +Learning iteration 2600/50000 + Total steps: 10,649,600 + Steps per second: 7,542 + Iteration time: 0.543s + Collection time: 0.109s + Learning time: 0.432s + Mean reward: +0.0851 + Mean episode length: 1284.6 + Actor loss: -9.2713 + Critic loss: +0.0012 + World model loss: +1.0234 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +45.9370 + Episode_Reward/track_angular_velocity: +48.9949 + Episode_Reward/upright: +25.0965 + Episode_Reward/leg_posture: -3.8452 + Episode_Reward/standstill: -6.2666 + Episode_Reward/action_rate_l2: -0.1453 + Episode_Reward/joint_torques_l2: -0.1349 + Episode_Reward/dof_pos_limits: -0.0057 + Episode_Reward/terminated: -0.0301 + Episode_Reward/unnecessary_wheel_lift: -0.2464 + Episode_Reward/rolling_leg_motion: -0.8509 + Episode_Reward/obstacle_progress: +1.3053 + Episode_Reward/wheel_body_intrusion: -0.2916 + Episode_Reward/pair_body_intrusion: -0.2519 + Curriculum/terrain_level_mean: +0.5181 + Command/command_stage: 0 + Command/command_ranges: [[-0.3000, +0.8000], [-0.2000, +0.2000], [-0.5000, +0.5000]] + Metrics/base_velocity/error_vel_xy: 0.0927 + Metrics/base_velocity/error_vel_yaw: 0.1242 + Episode_Termination/time_out: 0.4717 + Episode_Termination/fell_over: 0.0566 + Episode_Termination/course_exit: 0.4151 +Episode_Termination/illegal_nonwheel_contact: 0.0755 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[826] + +============================================================================== +Learning iteration 2650/50000 + Total steps: 10,854,400 + Steps per second: 7,542 + Iteration time: 0.543s + Collection time: 0.110s + Learning time: 0.433s + Mean reward: +0.0852 + Mean episode length: 1208.8 + Actor loss: -9.2650 + Critic loss: +0.0030 + World model loss: +1.0813 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +43.3139 + Episode_Reward/track_angular_velocity: +46.1130 + Episode_Reward/upright: +23.6261 + Episode_Reward/leg_posture: -3.6371 + Episode_Reward/standstill: -5.8459 + Episode_Reward/action_rate_l2: -0.1400 + Episode_Reward/joint_torques_l2: -0.1268 + Episode_Reward/dof_pos_limits: -0.0038 + Episode_Reward/terminated: -0.0118 + Episode_Reward/unnecessary_wheel_lift: -0.2079 + Episode_Reward/rolling_leg_motion: -0.8001 + Episode_Reward/obstacle_progress: +1.2499 + Episode_Reward/wheel_body_intrusion: -0.2801 + Episode_Reward/pair_body_intrusion: -0.2374 + Curriculum/terrain_level_mean: +0.5325 + Command/command_stage: 0 + Command/command_ranges: [[-0.3000, +0.8000], [-0.2000, +0.2000], [-0.5000, +0.5000]] + Metrics/base_velocity/error_vel_xy: 0.0915 + Metrics/base_velocity/error_vel_yaw: 0.1240 + Episode_Termination/time_out: 0.3302 + Episode_Termination/fell_over: 0.0283 + Episode_Termination/course_exit: 0.6226 +Episode_Termination/illegal_nonwheel_contact: 0.0189 +============================================================================== + +============================================================================== +Learning iteration 2700/50000 + Total steps: 11,059,200 + Steps per second: 7,541 + Iteration time: 0.543s + Collection time: 0.111s + Learning time: 0.436s + Mean reward: +0.0851 + Mean episode length: 1143.5 + Actor loss: -9.3081 + Critic loss: +0.0024 + World model loss: +1.0784 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +41.0383 + Episode_Reward/track_angular_velocity: +43.6499 + Episode_Reward/upright: +22.3552 + Episode_Reward/leg_posture: -3.4108 + Episode_Reward/standstill: -5.7776 + Episode_Reward/action_rate_l2: -0.1336 + Episode_Reward/joint_torques_l2: -0.1191 + Episode_Reward/dof_pos_limits: -0.0035 + Episode_Reward/terminated: -0.0290 + Episode_Reward/unnecessary_wheel_lift: -0.2033 + Episode_Reward/rolling_leg_motion: -0.7706 + Episode_Reward/obstacle_progress: +1.1723 + Episode_Reward/wheel_body_intrusion: -0.2546 + Episode_Reward/pair_body_intrusion: -0.2165 + Curriculum/terrain_level_mean: +0.5439 + Command/command_stage: 0 + Command/command_ranges: [[-0.3000, +0.8000], [-0.2000, +0.2000], [-0.5000, +0.5000]] + Metrics/base_velocity/error_vel_xy: 0.0911 + Metrics/base_velocity/error_vel_yaw: 0.1233 + Episode_Termination/time_out: 0.3056 + Episode_Termination/fell_over: 0.0648 + Episode_Termination/course_exit: 0.5741 +Episode_Termination/illegal_nonwheel_contact: 0.0648 +============================================================================== +/lib/python3.11/site-packages/mujoco_warp/_src/io.py:713: UserWarning: MULTICCD is enabled, but the scene contains CCD pairs without multicontact support: [('CYLINDER', 'CYLINDER'), ('CYLINDER', 'BOX')]. At most 1 contact will be generated for these pairs. + warnings.warn( + ++---------------------------------+ +| Base Environment | ++------------------------+--------+ +| Property | Value | ++------------------------+--------+ +| Number of environments | 1 | +| Environment device | cuda:0 | +| Environment seed | None | +| Physics step-size | 0.005 | +| Environment step-size | 0.02 | ++------------------------+--------+ + +[INFO] contains 1 active terms. ++-------------------------------------+ +| Active Event Terms in Mode: 'reset' | ++--------+----------------------------+ +| Index | Name | ++--------+----------------------------+ +| 0 | reset_base | +| 1 | reset_robot_joints | ++--------+----------------------------+ + +[INFO] contains 1 active terms. ++--------------------------------------+ +| Active Command Terms | ++-------+-------+----------------------+ +| Index | Name | Type | ++-------+-------+----------------------+ +| 0 | twist | MixedVelocityCommand | ++-------+-------+----------------------+ + +[INFO] contains 2 active terms. ++---------------------------------+ +| Active Action Terms (shape: 16) | ++-------+-----------+-------------+ +| Index | Name | Dimension | ++-------+-----------+-------------+ +| 0 | joint_pos | 12 | +| 1 | wheel_vel | 4 | ++-------+-----------+-------------+ + +[INFO] contains 1 groups. ++------------------------------------------------------------+ +| Active Observation Terms in Group: 'actor' (shape: (265,)) | ++--------+-------------------------+-------------------------+ +| Index | Name | Shape | ++--------+-------------------------+-------------------------+ +| 0 | base_ang_vel | (15,) ← 5×(3,) | +| 1 | projected_gravity | (15,) ← 5×(3,) | +| 2 | joint_pos | (60,) ← 5×(12,) | +| 3 | joint_vel | (60,) ← 5×(12,) | +| 4 | wheel_vel | (20,) ← 5×(4,) | +| 5 | actions | (80,) ← 5×(16,) | +| 6 | command | (15,) ← 5×(3,) | ++--------+-------------------------+-------------------------+ + +[INFO] contains 4 active terms. ++---------------------------------------------+ +| Active Termination Terms | ++-------+--------------------------+----------+ +| Index | Name | Time Out | ++-------+--------------------------+----------+ +| 0 | time_out | True | +| 1 | fell_over | False | +| 2 | course_exit | True | +| 3 | illegal_nonwheel_contact | False | ++-------+--------------------------+----------+ + +[INFO] contains 0 active terms. ++-----------------------+ +| Active Reward Terms | ++-------+------+--------+ +| Index | Name | Weight | ++-------+------+--------+ ++-------+------+--------+ + +[INFO] (inactive) +[INFO] (inactive) +[INFO] (inactive) +S10 video saved: logs/s10_terrain_v7_50k_20261101_225518/videos/iteration_002700.mp4 + +============================================================================== +Learning iteration 2750/50000 + Total steps: 11,264,000 + Steps per second: 7,504 + Iteration time: 0.546s + Collection time: 0.108s + Learning time: 0.430s + Mean reward: +0.0850 + Mean episode length: 1072.0 + Actor loss: -9.3175 + Critic loss: +0.0039 + World model loss: +1.1429 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +38.4169 + Episode_Reward/track_angular_velocity: +40.9419 + Episode_Reward/upright: +20.9601 + Episode_Reward/leg_posture: -3.1575 + Episode_Reward/standstill: -5.4837 + Episode_Reward/action_rate_l2: -0.1273 + Episode_Reward/joint_torques_l2: -0.1100 + Episode_Reward/dof_pos_limits: -0.0045 + Episode_Reward/terminated: -0.0147 + Episode_Reward/unnecessary_wheel_lift: -0.1890 + Episode_Reward/rolling_leg_motion: -0.7224 + Episode_Reward/obstacle_progress: +1.0591 + Episode_Reward/wheel_body_intrusion: -0.2381 + Episode_Reward/pair_body_intrusion: -0.1932 + Curriculum/terrain_level_mean: +0.5562 + Command/command_stage: 0 + Command/command_ranges: [[-0.3000, +0.8000], [-0.2000, +0.2000], [-0.5000, +0.5000]] + Metrics/base_velocity/error_vel_xy: 0.0919 + Metrics/base_velocity/error_vel_yaw: 0.1226 + Episode_Termination/time_out: 0.1935 + Episode_Termination/fell_over: 0.0430 + Episode_Termination/course_exit: 0.7312 +Episode_Termination/illegal_nonwheel_contact: 0.0430 +============================================================================== + +============================================================================== +Learning iteration 2800/50000 + Total steps: 11,468,800 + Steps per second: 7,506 + Iteration time: 0.546s + Collection time: 0.109s + Learning time: 0.430s + Mean reward: +0.0851 + Mean episode length: 1071.5 + Actor loss: -9.3151 + Critic loss: +0.0021 + World model loss: +1.1425 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +38.4018 + Episode_Reward/track_angular_velocity: +40.9503 + Episode_Reward/upright: +20.9699 + Episode_Reward/leg_posture: -3.1063 + Episode_Reward/standstill: -5.3678 + Episode_Reward/action_rate_l2: -0.1301 + Episode_Reward/joint_torques_l2: -0.1097 + Episode_Reward/dof_pos_limits: -0.0030 + Episode_Reward/terminated: -0.0293 + Episode_Reward/unnecessary_wheel_lift: -0.1710 + Episode_Reward/rolling_leg_motion: -0.7331 + Episode_Reward/obstacle_progress: +0.9730 + Episode_Reward/wheel_body_intrusion: -0.2203 + Episode_Reward/pair_body_intrusion: -0.2034 + Curriculum/terrain_level_mean: +0.5681 + Command/command_stage: 0 + Command/command_ranges: [[-0.3000, +0.8000], [-0.2000, +0.2000], [-0.5000, +0.5000]] + Metrics/base_velocity/error_vel_xy: 0.0915 + Metrics/base_velocity/error_vel_yaw: 0.1219 + Episode_Termination/time_out: 0.2143 + Episode_Termination/fell_over: 0.0714 + Episode_Termination/course_exit: 0.6607 +Episode_Termination/illegal_nonwheel_contact: 0.0536 +============================================================================== + +============================================================================== +Learning iteration 2850/50000 + Total steps: 11,673,600 + Steps per second: 7,507 + Iteration time: 0.546s + Collection time: 0.110s + Learning time: 0.431s + Mean reward: +0.0849 + Mean episode length: 1112.2 + Actor loss: -9.3435 + Critic loss: +0.0012 + World model loss: +1.0899 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +39.9053 + Episode_Reward/track_angular_velocity: +42.5406 + Episode_Reward/upright: +21.7842 + Episode_Reward/leg_posture: -3.1585 + Episode_Reward/standstill: -5.9630 + Episode_Reward/action_rate_l2: -0.1371 + Episode_Reward/joint_torques_l2: -0.1116 + Episode_Reward/dof_pos_limits: -0.0018 + Episode_Reward/terminated: -0.0196 + Episode_Reward/unnecessary_wheel_lift: -0.1628 + Episode_Reward/rolling_leg_motion: -0.7551 + Episode_Reward/obstacle_progress: +0.9683 + Episode_Reward/wheel_body_intrusion: -0.2294 + Episode_Reward/pair_body_intrusion: -0.2228 + Curriculum/terrain_level_mean: +0.5808 + Command/command_stage: 0 + Command/command_ranges: [[-0.3000, +0.8000], [-0.2000, +0.2000], [-0.5000, +0.5000]] + Metrics/base_velocity/error_vel_xy: 0.0909 + Metrics/base_velocity/error_vel_yaw: 0.1207 + Episode_Termination/time_out: 0.2059 + Episode_Termination/fell_over: 0.0490 + Episode_Termination/course_exit: 0.7059 +Episode_Termination/illegal_nonwheel_contact: 0.0392 +============================================================================== + +============================================================================== +Learning iteration 2900/50000 + Total steps: 11,878,400 + Steps per second: 7,508 + Iteration time: 0.546s + Collection time: 0.109s + Learning time: 0.432s + Mean reward: +0.0850 + Mean episode length: 1165.5 + Actor loss: -9.3323 + Critic loss: +0.0024 + World model loss: +1.1033 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +41.7832 + Episode_Reward/track_angular_velocity: +44.6140 + Episode_Reward/upright: +22.8384 + Episode_Reward/leg_posture: -3.2703 + Episode_Reward/standstill: -6.1790 + Episode_Reward/action_rate_l2: -0.1459 + Episode_Reward/joint_torques_l2: -0.1166 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0205 + Episode_Reward/unnecessary_wheel_lift: -0.1959 + Episode_Reward/rolling_leg_motion: -0.7963 + Episode_Reward/obstacle_progress: +1.0242 + Episode_Reward/wheel_body_intrusion: -0.2471 + Episode_Reward/pair_body_intrusion: -0.2129 + Curriculum/terrain_level_mean: +0.5957 + Command/command_stage: 0 + Command/command_ranges: [[-0.3000, +0.8000], [-0.2000, +0.2000], [-0.5000, +0.5000]] + Metrics/base_velocity/error_vel_xy: 0.0912 + Metrics/base_velocity/error_vel_yaw: 0.1198 + Episode_Termination/time_out: 0.2705 + Episode_Termination/fell_over: 0.0492 + Episode_Termination/course_exit: 0.6557 +Episode_Termination/illegal_nonwheel_contact: 0.0246 +============================================================================== + +============================================================================== +Learning iteration 2950/50000 + Total steps: 12,083,200 + Steps per second: 7,509 + Iteration time: 0.545s + Collection time: 0.109s + Learning time: 0.432s + Mean reward: +0.0851 + Mean episode length: 1159.4 + Actor loss: -9.3537 + Critic loss: +0.0035 + World model loss: +1.1056 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +41.5591 + Episode_Reward/track_angular_velocity: +44.3345 + Episode_Reward/upright: +22.7018 + Episode_Reward/leg_posture: -3.1951 + Episode_Reward/standstill: -6.1720 + Episode_Reward/action_rate_l2: -0.1456 + Episode_Reward/joint_torques_l2: -0.1160 + Episode_Reward/dof_pos_limits: -0.0015 + Episode_Reward/terminated: -0.0204 + Episode_Reward/unnecessary_wheel_lift: -0.1667 + Episode_Reward/rolling_leg_motion: -0.7689 + Episode_Reward/obstacle_progress: +1.0242 + Episode_Reward/wheel_body_intrusion: -0.2460 + Episode_Reward/pair_body_intrusion: -0.1797 + Curriculum/terrain_level_mean: +0.6101 + Command/command_stage: 0 + Command/command_ranges: [[-0.3000, +0.8000], [-0.2000, +0.2000], [-0.5000, +0.5000]] + Metrics/base_velocity/error_vel_xy: 0.0914 + Metrics/base_velocity/error_vel_yaw: 0.1212 + Episode_Termination/time_out: 0.3095 + Episode_Termination/fell_over: 0.0476 + Episode_Termination/course_exit: 0.6190 +Episode_Termination/illegal_nonwheel_contact: 0.0476 +============================================================================== + +============================================================================== +Learning iteration 3000/50000 + Total steps: 12,288,000 + Steps per second: 7,508 + Iteration time: 0.546s + Collection time: 0.110s + Learning time: 0.440s + Mean reward: +0.0850 + Mean episode length: 1241.1 + Actor loss: -9.3621 + Critic loss: +0.0026 + World model loss: +1.1739 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +44.5376 + Episode_Reward/track_angular_velocity: +47.4011 + Episode_Reward/upright: +24.2916 + Episode_Reward/leg_posture: -3.4504 + Episode_Reward/standstill: -6.6479 + Episode_Reward/action_rate_l2: -0.1574 + Episode_Reward/joint_torques_l2: -0.1262 + Episode_Reward/dof_pos_limits: -0.0012 + Episode_Reward/terminated: -0.0170 + Episode_Reward/unnecessary_wheel_lift: -0.2011 + Episode_Reward/rolling_leg_motion: -0.8202 + Episode_Reward/obstacle_progress: +1.1740 + Episode_Reward/wheel_body_intrusion: -0.2814 + Episode_Reward/pair_body_intrusion: -0.1947 + Curriculum/terrain_level_mean: +0.6252 + Command/command_stage: 0 + Command/command_ranges: [[-0.3000, +0.8000], [-0.2000, +0.2000], [-0.5000, +0.5000]] + Metrics/base_velocity/error_vel_xy: 0.0909 + Metrics/base_velocity/error_vel_yaw: 0.1224 + Episode_Termination/time_out: 0.3361 + Episode_Termination/fell_over: 0.0504 + Episode_Termination/course_exit: 0.6050 +Episode_Termination/illegal_nonwheel_contact: 0.0084 +============================================================================== + +============================================================================== +Learning iteration 3050/50000 + Total steps: 12,492,800 + Steps per second: 7,507 + Iteration time: 0.546s + Collection time: 0.111s + Learning time: 0.437s + Mean reward: +0.0851 + Mean episode length: 1284.7 + Actor loss: -9.3648 + Critic loss: +0.0067 + World model loss: +1.1011 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +45.9409 + Episode_Reward/track_angular_velocity: +49.1132 + Episode_Reward/upright: +25.1388 + Episode_Reward/leg_posture: -3.5376 + Episode_Reward/standstill: -6.7136 + Episode_Reward/action_rate_l2: -0.1656 + Episode_Reward/joint_torques_l2: -0.1305 + Episode_Reward/dof_pos_limits: -0.0017 + Episode_Reward/terminated: -0.0201 + Episode_Reward/unnecessary_wheel_lift: -0.2259 + Episode_Reward/rolling_leg_motion: -0.8466 + Episode_Reward/obstacle_progress: +1.2098 + Episode_Reward/wheel_body_intrusion: -0.2556 + Episode_Reward/pair_body_intrusion: -0.1979 + Curriculum/terrain_level_mean: +0.6396 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0924 + Metrics/base_velocity/error_vel_yaw: 0.1213 + Episode_Termination/time_out: 0.4228 + Episode_Termination/fell_over: 0.0407 + Episode_Termination/course_exit: 0.5122 +Episode_Termination/illegal_nonwheel_contact: 0.0244 +============================================================================== + +============================================================================== +Learning iteration 3100/50000 + Total steps: 12,697,600 + Steps per second: 7,508 + Iteration time: 0.546s + Collection time: 0.110s + Learning time: 0.433s + Mean reward: +0.0850 + Mean episode length: 1238.0 + Actor loss: -9.3792 + Critic loss: +0.0026 + World model loss: +1.1943 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +44.0247 + Episode_Reward/track_angular_velocity: +47.2652 + Episode_Reward/upright: +24.1923 + Episode_Reward/leg_posture: -3.4207 + Episode_Reward/standstill: -6.2759 + Episode_Reward/action_rate_l2: -0.1625 + Episode_Reward/joint_torques_l2: -0.1264 + Episode_Reward/dof_pos_limits: -0.0037 + Episode_Reward/terminated: -0.0242 + Episode_Reward/unnecessary_wheel_lift: -0.1595 + Episode_Reward/rolling_leg_motion: -0.7976 + Episode_Reward/obstacle_progress: +1.1973 + Episode_Reward/wheel_body_intrusion: -0.2600 + Episode_Reward/pair_body_intrusion: -0.1619 + Curriculum/terrain_level_mean: +0.6545 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0946 + Metrics/base_velocity/error_vel_yaw: 0.1228 + Episode_Termination/time_out: 0.3741 + Episode_Termination/fell_over: 0.0360 + Episode_Termination/course_exit: 0.5540 +Episode_Termination/illegal_nonwheel_contact: 0.0360 +============================================================================== + +============================================================================== +Learning iteration 3150/50000 + Total steps: 12,902,400 + Steps per second: 7,509 + Iteration time: 0.546s + Collection time: 0.110s + Learning time: 0.432s + Mean reward: +0.0845 + Mean episode length: 1268.2 + Actor loss: -9.3891 + Critic loss: +0.0023 + World model loss: +1.1008 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +44.8164 + Episode_Reward/track_angular_velocity: +48.3917 + Episode_Reward/upright: +24.7734 + Episode_Reward/leg_posture: -3.5512 + Episode_Reward/standstill: -6.6418 + Episode_Reward/action_rate_l2: -0.1709 + Episode_Reward/joint_torques_l2: -0.1305 + Episode_Reward/dof_pos_limits: -0.0028 + Episode_Reward/terminated: -0.0322 + Episode_Reward/unnecessary_wheel_lift: -0.2061 + Episode_Reward/rolling_leg_motion: -0.8237 + Episode_Reward/obstacle_progress: +1.2207 + Episode_Reward/wheel_body_intrusion: -0.2746 + Episode_Reward/pair_body_intrusion: -0.2085 + Curriculum/terrain_level_mean: +0.6670 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0971 + Metrics/base_velocity/error_vel_yaw: 0.1236 + Episode_Termination/time_out: 0.3971 + Episode_Termination/fell_over: 0.0515 + Episode_Termination/course_exit: 0.5074 +Episode_Termination/illegal_nonwheel_contact: 0.0515 +============================================================================== + +============================================================================== +Learning iteration 3200/50000 + Total steps: 13,107,200 + Steps per second: 7,509 + Iteration time: 0.545s + Collection time: 0.110s + Learning time: 0.433s + Mean reward: +0.0845 + Mean episode length: 1254.1 + Actor loss: -9.3876 + Critic loss: +0.0017 + World model loss: +1.1168 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +44.1409 + Episode_Reward/track_angular_velocity: +47.7854 + Episode_Reward/upright: +24.4899 + Episode_Reward/leg_posture: -3.5113 + Episode_Reward/standstill: -6.4398 + Episode_Reward/action_rate_l2: -0.1722 + Episode_Reward/joint_torques_l2: -0.1290 + Episode_Reward/dof_pos_limits: -0.0024 + Episode_Reward/terminated: -0.0196 + Episode_Reward/unnecessary_wheel_lift: -0.1818 + Episode_Reward/rolling_leg_motion: -0.7906 + Episode_Reward/obstacle_progress: +1.2483 + Episode_Reward/wheel_body_intrusion: -0.2707 + Episode_Reward/pair_body_intrusion: -0.1944 + Curriculum/terrain_level_mean: +0.6833 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0985 + Metrics/base_velocity/error_vel_yaw: 0.1254 + Episode_Termination/time_out: 0.3643 + Episode_Termination/fell_over: 0.0500 + Episode_Termination/course_exit: 0.5786 +Episode_Termination/illegal_nonwheel_contact: 0.0143 +============================================================================== + +============================================================================== +Learning iteration 3250/50000 + Total steps: 13,312,000 + Steps per second: 7,509 + Iteration time: 0.545s + Collection time: 0.111s + Learning time: 0.434s + Mean reward: +0.0843 + Mean episode length: 1234.3 + Actor loss: -9.3832 + Critic loss: +0.0059 + World model loss: +1.1497 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +43.2401 + Episode_Reward/track_angular_velocity: +47.0088 + Episode_Reward/upright: +24.0689 + Episode_Reward/leg_posture: -3.4462 + Episode_Reward/standstill: -6.3685 + Episode_Reward/action_rate_l2: -0.1722 + Episode_Reward/joint_torques_l2: -0.1274 + Episode_Reward/dof_pos_limits: -0.0018 + Episode_Reward/terminated: -0.0313 + Episode_Reward/unnecessary_wheel_lift: -0.2158 + Episode_Reward/rolling_leg_motion: -0.7602 + Episode_Reward/obstacle_progress: +1.2820 + Episode_Reward/wheel_body_intrusion: -0.2447 + Episode_Reward/pair_body_intrusion: -0.1643 + Curriculum/terrain_level_mean: +0.6973 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1005 + Metrics/base_velocity/error_vel_yaw: 0.1260 + Episode_Termination/time_out: 0.2712 + Episode_Termination/fell_over: 0.0847 + Episode_Termination/course_exit: 0.6186 +Episode_Termination/illegal_nonwheel_contact: 0.0593 +============================================================================== + +============================================================================== +Learning iteration 3300/50000 + Total steps: 13,516,800 + Steps per second: 7,510 + Iteration time: 0.545s + Collection time: 0.110s + Learning time: 0.432s + Mean reward: +0.0845 + Mean episode length: 1285.1 + Actor loss: -9.3781 + Critic loss: +0.0065 + World model loss: +1.1530 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +44.8314 + Episode_Reward/track_angular_velocity: +48.9360 + Episode_Reward/upright: +25.0498 + Episode_Reward/leg_posture: -3.5901 + Episode_Reward/standstill: -6.2992 + Episode_Reward/action_rate_l2: -0.1860 + Episode_Reward/joint_torques_l2: -0.1339 + Episode_Reward/dof_pos_limits: -0.0012 + Episode_Reward/terminated: -0.0176 + Episode_Reward/unnecessary_wheel_lift: -0.1714 + Episode_Reward/rolling_leg_motion: -0.7880 + Episode_Reward/obstacle_progress: +1.3813 + Episode_Reward/wheel_body_intrusion: -0.2772 + Episode_Reward/pair_body_intrusion: -0.1853 + Curriculum/terrain_level_mean: +0.7097 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1019 + Metrics/base_velocity/error_vel_yaw: 0.1259 + Episode_Termination/time_out: 0.3500 + Episode_Termination/fell_over: 0.0500 + Episode_Termination/course_exit: 0.5917 +Episode_Termination/illegal_nonwheel_contact: 0.0083 +============================================================================== + +============================================================================== +Learning iteration 3350/50000 + Total steps: 13,721,600 + Steps per second: 7,511 + Iteration time: 0.545s + Collection time: 0.110s + Learning time: 0.430s + Mean reward: +0.0838 + Mean episode length: 1293.1 + Actor loss: -9.4089 + Critic loss: +0.0031 + World model loss: +1.1708 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +44.8251 + Episode_Reward/track_angular_velocity: +49.2230 + Episode_Reward/upright: +25.1571 + Episode_Reward/leg_posture: -3.6392 + Episode_Reward/standstill: -6.7262 + Episode_Reward/action_rate_l2: -0.1864 + Episode_Reward/joint_torques_l2: -0.1377 + Episode_Reward/dof_pos_limits: -0.0017 + Episode_Reward/terminated: -0.0278 + Episode_Reward/unnecessary_wheel_lift: -0.2129 + Episode_Reward/rolling_leg_motion: -0.7895 + Episode_Reward/obstacle_progress: +1.4256 + Episode_Reward/wheel_body_intrusion: -0.3031 + Episode_Reward/pair_body_intrusion: -0.2058 + Curriculum/terrain_level_mean: +0.7224 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1046 + Metrics/base_velocity/error_vel_yaw: 0.1264 + Episode_Termination/time_out: 0.3281 + Episode_Termination/fell_over: 0.0625 + Episode_Termination/course_exit: 0.5859 +Episode_Termination/illegal_nonwheel_contact: 0.0234 +============================================================================== + +============================================================================== +Learning iteration 3400/50000 + Total steps: 13,926,400 + Steps per second: 7,511 + Iteration time: 0.545s + Collection time: 0.110s + Learning time: 0.434s + Mean reward: +0.0840 + Mean episode length: 1243.8 + Actor loss: -9.4017 + Critic loss: +0.0014 + World model loss: +1.1961 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +43.0281 + Episode_Reward/track_angular_velocity: +47.3126 + Episode_Reward/upright: +24.1820 + Episode_Reward/leg_posture: -3.4295 + Episode_Reward/standstill: -6.1931 + Episode_Reward/action_rate_l2: -0.1840 + Episode_Reward/joint_torques_l2: -0.1309 + Episode_Reward/dof_pos_limits: -0.0022 + Episode_Reward/terminated: -0.0486 + Episode_Reward/unnecessary_wheel_lift: -0.2527 + Episode_Reward/rolling_leg_motion: -0.7538 + Episode_Reward/obstacle_progress: +1.3719 + Episode_Reward/wheel_body_intrusion: -0.2725 + Episode_Reward/pair_body_intrusion: -0.2098 + Curriculum/terrain_level_mean: +0.7339 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1051 + Metrics/base_velocity/error_vel_yaw: 0.1275 + Episode_Termination/time_out: 0.2590 + Episode_Termination/fell_over: 0.1079 + Episode_Termination/course_exit: 0.5971 +Episode_Termination/illegal_nonwheel_contact: 0.0432 +============================================================================== + +============================================================================== +Learning iteration 3450/50000 + Total steps: 14,131,200 + Steps per second: 7,512 + Iteration time: 0.545s + Collection time: 0.110s + Learning time: 0.435s + Mean reward: +0.0845 + Mean episode length: 1317.8 + Actor loss: -9.3590 + Critic loss: +0.0033 + World model loss: +1.2701 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +45.6371 + Episode_Reward/track_angular_velocity: +50.1975 + Episode_Reward/upright: +25.6021 + Episode_Reward/leg_posture: -3.6640 + Episode_Reward/standstill: -6.0442 + Episode_Reward/action_rate_l2: -0.1950 + Episode_Reward/joint_torques_l2: -0.1405 + Episode_Reward/dof_pos_limits: -0.0021 + Episode_Reward/terminated: -0.0206 + Episode_Reward/unnecessary_wheel_lift: -0.2304 + Episode_Reward/rolling_leg_motion: -0.7871 + Episode_Reward/obstacle_progress: +1.4512 + Episode_Reward/wheel_body_intrusion: -0.2892 + Episode_Reward/pair_body_intrusion: -0.1989 + Curriculum/terrain_level_mean: +0.7476 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1048 + Metrics/base_velocity/error_vel_yaw: 0.1256 + Episode_Termination/time_out: 0.3333 + Episode_Termination/fell_over: 0.0684 + Episode_Termination/course_exit: 0.5983 +Episode_Termination/illegal_nonwheel_contact: 0.0000 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1177] +RECOVERY reset 1 invalid environments; first IDs=[2417] + +============================================================================== +Learning iteration 3500/50000 + Total steps: 14,336,000 + Steps per second: 7,512 + Iteration time: 0.545s + Collection time: 0.111s + Learning time: 0.433s + Mean reward: +0.0844 + Mean episode length: 1349.6 + Actor loss: -9.3945 + Critic loss: +0.0025 + World model loss: +1.2176 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.6465 + Episode_Reward/track_angular_velocity: +51.3757 + Episode_Reward/upright: +26.1960 + Episode_Reward/leg_posture: -3.7414 + Episode_Reward/standstill: -6.1217 + Episode_Reward/action_rate_l2: -0.2051 + Episode_Reward/joint_torques_l2: -0.1422 + Episode_Reward/dof_pos_limits: -0.0015 + Episode_Reward/terminated: -0.0290 + Episode_Reward/unnecessary_wheel_lift: -0.2208 + Episode_Reward/rolling_leg_motion: -0.8153 + Episode_Reward/obstacle_progress: +1.4332 + Episode_Reward/wheel_body_intrusion: -0.2912 + Episode_Reward/pair_body_intrusion: -0.2027 + Curriculum/terrain_level_mean: +0.7629 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1055 + Metrics/base_velocity/error_vel_yaw: 0.1263 + Episode_Termination/time_out: 0.4395 + Episode_Termination/fell_over: 0.0510 + Episode_Termination/course_exit: 0.4904 +Episode_Termination/illegal_nonwheel_contact: 0.0191 +============================================================================== + +============================================================================== +Learning iteration 3550/50000 + Total steps: 14,540,800 + Steps per second: 7,511 + Iteration time: 0.545s + Collection time: 0.111s + Learning time: 0.440s + Mean reward: +0.0843 + Mean episode length: 1218.1 + Actor loss: -9.3776 + Critic loss: +0.0018 + World model loss: +1.2504 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +42.1607 + Episode_Reward/track_angular_velocity: +46.3667 + Episode_Reward/upright: +23.6487 + Episode_Reward/leg_posture: -3.3351 + Episode_Reward/standstill: -5.6754 + Episode_Reward/action_rate_l2: -0.1930 + Episode_Reward/joint_torques_l2: -0.1273 + Episode_Reward/dof_pos_limits: -0.0010 + Episode_Reward/terminated: -0.0357 + Episode_Reward/unnecessary_wheel_lift: -0.2338 + Episode_Reward/rolling_leg_motion: -0.7520 + Episode_Reward/obstacle_progress: +1.3509 + Episode_Reward/wheel_body_intrusion: -0.2612 + Episode_Reward/pair_body_intrusion: -0.1958 + Curriculum/terrain_level_mean: +0.7749 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1050 + Metrics/base_velocity/error_vel_yaw: 0.1270 + Episode_Termination/time_out: 0.2698 + Episode_Termination/fell_over: 0.0952 + Episode_Termination/course_exit: 0.6111 +Episode_Termination/illegal_nonwheel_contact: 0.0238 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[972] + +============================================================================== +Learning iteration 3600/50000 + Total steps: 14,745,600 + Steps per second: 7,511 + Iteration time: 0.545s + Collection time: 0.110s + Learning time: 0.433s + Mean reward: +0.0844 + Mean episode length: 1319.2 + Actor loss: -9.3585 + Critic loss: +0.0023 + World model loss: +1.2755 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +45.5573 + Episode_Reward/track_angular_velocity: +50.2050 + Episode_Reward/upright: +25.6178 + Episode_Reward/leg_posture: -3.5727 + Episode_Reward/standstill: -6.0291 + Episode_Reward/action_rate_l2: -0.2078 + Episode_Reward/joint_torques_l2: -0.1379 + Episode_Reward/dof_pos_limits: -0.0012 + Episode_Reward/terminated: -0.0283 + Episode_Reward/unnecessary_wheel_lift: -0.2007 + Episode_Reward/rolling_leg_motion: -0.7878 + Episode_Reward/obstacle_progress: +1.4535 + Episode_Reward/wheel_body_intrusion: -0.2904 + Episode_Reward/pair_body_intrusion: -0.2051 + Curriculum/terrain_level_mean: +0.7854 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1058 + Metrics/base_velocity/error_vel_yaw: 0.1269 + Episode_Termination/time_out: 0.3871 + Episode_Termination/fell_over: 0.0726 + Episode_Termination/course_exit: 0.5242 +Episode_Termination/illegal_nonwheel_contact: 0.0161 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1701] + +============================================================================== +Learning iteration 3650/50000 + Total steps: 14,950,400 + Steps per second: 7,511 + Iteration time: 0.545s + Collection time: 0.110s + Learning time: 0.433s + Mean reward: +0.0841 + Mean episode length: 1329.7 + Actor loss: -9.3753 + Critic loss: +0.0016 + World model loss: +1.3304 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +45.7232 + Episode_Reward/track_angular_velocity: +50.6264 + Episode_Reward/upright: +25.8291 + Episode_Reward/leg_posture: -3.6189 + Episode_Reward/standstill: -6.2279 + Episode_Reward/action_rate_l2: -0.2153 + Episode_Reward/joint_torques_l2: -0.1395 + Episode_Reward/dof_pos_limits: -0.0010 + Episode_Reward/terminated: -0.0338 + Episode_Reward/unnecessary_wheel_lift: -0.2700 + Episode_Reward/rolling_leg_motion: -0.8079 + Episode_Reward/obstacle_progress: +1.4059 + Episode_Reward/wheel_body_intrusion: -0.2871 + Episode_Reward/pair_body_intrusion: -0.2159 + Curriculum/terrain_level_mean: +0.7993 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1074 + Metrics/base_velocity/error_vel_yaw: 0.1265 + Episode_Termination/time_out: 0.3910 + Episode_Termination/fell_over: 0.0705 + Episode_Termination/course_exit: 0.5256 +Episode_Termination/illegal_nonwheel_contact: 0.0128 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1141] + +============================================================================== +Learning iteration 3700/50000 + Total steps: 15,155,200 + Steps per second: 7,512 + Iteration time: 0.545s + Collection time: 0.110s + Learning time: 0.433s + Mean reward: +0.0843 + Mean episode length: 1337.2 + Actor loss: -9.3874 + Critic loss: +0.0018 + World model loss: +1.3059 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.1011 + Episode_Reward/track_angular_velocity: +50.9307 + Episode_Reward/upright: +25.9934 + Episode_Reward/leg_posture: -3.5864 + Episode_Reward/standstill: -6.2512 + Episode_Reward/action_rate_l2: -0.2234 + Episode_Reward/joint_torques_l2: -0.1374 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0261 + Episode_Reward/unnecessary_wheel_lift: -0.2507 + Episode_Reward/rolling_leg_motion: -0.8145 + Episode_Reward/obstacle_progress: +1.4396 + Episode_Reward/wheel_body_intrusion: -0.2796 + Episode_Reward/pair_body_intrusion: -0.2006 + Curriculum/terrain_level_mean: +0.8162 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1060 + Metrics/base_velocity/error_vel_yaw: 0.1261 + Episode_Termination/time_out: 0.4024 + Episode_Termination/fell_over: 0.0592 + Episode_Termination/course_exit: 0.5385 +Episode_Termination/illegal_nonwheel_contact: 0.0000 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2850] +RECOVERY reset 1 invalid environments; first IDs=[2386] + +============================================================================== +Learning iteration 3750/50000 + Total steps: 15,360,000 + Steps per second: 7,512 + Iteration time: 0.545s + Collection time: 0.111s + Learning time: 0.435s + Mean reward: +0.0844 + Mean episode length: 1416.2 + Actor loss: -9.3419 + Critic loss: +0.0036 + World model loss: +1.3088 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.6998 + Episode_Reward/track_angular_velocity: +53.9264 + Episode_Reward/upright: +27.5333 + Episode_Reward/leg_posture: -3.7673 + Episode_Reward/standstill: -6.3067 + Episode_Reward/action_rate_l2: -0.2405 + Episode_Reward/joint_torques_l2: -0.1461 + Episode_Reward/dof_pos_limits: -0.0020 + Episode_Reward/terminated: -0.0249 + Episode_Reward/unnecessary_wheel_lift: -0.2548 + Episode_Reward/rolling_leg_motion: -0.8567 + Episode_Reward/obstacle_progress: +1.4905 + Episode_Reward/wheel_body_intrusion: -0.2962 + Episode_Reward/pair_body_intrusion: -0.2196 + Curriculum/terrain_level_mean: +0.8289 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1074 + Metrics/base_velocity/error_vel_yaw: 0.1260 + Episode_Termination/time_out: 0.5490 + Episode_Termination/fell_over: 0.0392 + Episode_Termination/course_exit: 0.3922 +Episode_Termination/illegal_nonwheel_contact: 0.0196 +============================================================================== + +============================================================================== +Learning iteration 3800/50000 + Total steps: 15,564,800 + Steps per second: 7,512 + Iteration time: 0.545s + Collection time: 0.110s + Learning time: 0.432s + Mean reward: +0.0847 + Mean episode length: 1413.8 + Actor loss: -9.3776 + Critic loss: +0.0042 + World model loss: +1.2664 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.6175 + Episode_Reward/track_angular_velocity: +53.8636 + Episode_Reward/upright: +27.5116 + Episode_Reward/leg_posture: -3.6954 + Episode_Reward/standstill: -6.1607 + Episode_Reward/action_rate_l2: -0.2477 + Episode_Reward/joint_torques_l2: -0.1446 + Episode_Reward/dof_pos_limits: -0.0013 + Episode_Reward/terminated: -0.0166 + Episode_Reward/unnecessary_wheel_lift: -0.2056 + Episode_Reward/rolling_leg_motion: -0.8620 + Episode_Reward/obstacle_progress: +1.5227 + Episode_Reward/wheel_body_intrusion: -0.2761 + Episode_Reward/pair_body_intrusion: -0.2289 + Curriculum/terrain_level_mean: +0.8442 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1072 + Metrics/base_velocity/error_vel_yaw: 0.1262 + Episode_Termination/time_out: 0.5196 + Episode_Termination/fell_over: 0.0223 + Episode_Termination/course_exit: 0.4469 +Episode_Termination/illegal_nonwheel_contact: 0.0112 +============================================================================== + +============================================================================== +Learning iteration 3850/50000 + Total steps: 15,769,600 + Steps per second: 7,513 + Iteration time: 0.545s + Collection time: 0.110s + Learning time: 0.429s + Mean reward: +0.0847 + Mean episode length: 1478.3 + Actor loss: -9.3474 + Critic loss: +0.0040 + World model loss: +1.2753 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.7782 + Episode_Reward/track_angular_velocity: +56.2916 + Episode_Reward/upright: +28.7531 + Episode_Reward/leg_posture: -3.8313 + Episode_Reward/standstill: -6.2708 + Episode_Reward/action_rate_l2: -0.2588 + Episode_Reward/joint_torques_l2: -0.1512 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0202 + Episode_Reward/unnecessary_wheel_lift: -0.2240 + Episode_Reward/rolling_leg_motion: -0.8986 + Episode_Reward/obstacle_progress: +1.6039 + Episode_Reward/wheel_body_intrusion: -0.2965 + Episode_Reward/pair_body_intrusion: -0.2250 + Curriculum/terrain_level_mean: +0.8574 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1075 + Metrics/base_velocity/error_vel_yaw: 0.1265 + Episode_Termination/time_out: 0.6126 + Episode_Termination/fell_over: 0.0366 + Episode_Termination/course_exit: 0.3508 +Episode_Termination/illegal_nonwheel_contact: 0.0052 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2261] + +============================================================================== +Learning iteration 3900/50000 + Total steps: 15,974,400 + Steps per second: 7,513 + Iteration time: 0.545s + Collection time: 0.110s + Learning time: 0.434s + Mean reward: +0.0847 + Mean episode length: 1490.2 + Actor loss: -9.3798 + Critic loss: +0.0015 + World model loss: +1.3116 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +51.2759 + Episode_Reward/track_angular_velocity: +56.7564 + Episode_Reward/upright: +28.9578 + Episode_Reward/leg_posture: -3.9387 + Episode_Reward/standstill: -6.2940 + Episode_Reward/action_rate_l2: -0.2643 + Episode_Reward/joint_torques_l2: -0.1549 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0349 + Episode_Reward/unnecessary_wheel_lift: -0.2264 + Episode_Reward/rolling_leg_motion: -0.9287 + Episode_Reward/obstacle_progress: +1.6721 + Episode_Reward/wheel_body_intrusion: -0.2893 + Episode_Reward/pair_body_intrusion: -0.2548 + Curriculum/terrain_level_mean: +0.8708 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1071 + Metrics/base_velocity/error_vel_yaw: 0.1261 + Episode_Termination/time_out: 0.6360 + Episode_Termination/fell_over: 0.0526 + Episode_Termination/course_exit: 0.3114 +Episode_Termination/illegal_nonwheel_contact: 0.0088 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[529] + +============================================================================== +Learning iteration 3950/50000 + Total steps: 16,179,200 + Steps per second: 7,514 + Iteration time: 0.545s + Collection time: 0.111s + Learning time: 0.432s + Mean reward: +0.0846 + Mean episode length: 1545.9 + Actor loss: -9.3422 + Critic loss: +0.0027 + World model loss: +1.3565 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +53.1013 + Episode_Reward/track_angular_velocity: +58.8831 + Episode_Reward/upright: +30.0217 + Episode_Reward/leg_posture: -4.1239 + Episode_Reward/standstill: -6.6178 + Episode_Reward/action_rate_l2: -0.2777 + Episode_Reward/joint_torques_l2: -0.1626 + Episode_Reward/dof_pos_limits: -0.0012 + Episode_Reward/terminated: -0.0181 + Episode_Reward/unnecessary_wheel_lift: -0.2465 + Episode_Reward/rolling_leg_motion: -0.9708 + Episode_Reward/obstacle_progress: +1.7566 + Episode_Reward/wheel_body_intrusion: -0.2754 + Episode_Reward/pair_body_intrusion: -0.2543 + Curriculum/terrain_level_mean: +0.8840 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1077 + Metrics/base_velocity/error_vel_yaw: 0.1260 + Episode_Termination/time_out: 0.7395 + Episode_Termination/fell_over: 0.0192 + Episode_Termination/course_exit: 0.2375 +Episode_Termination/illegal_nonwheel_contact: 0.0038 +============================================================================== + +============================================================================== +Learning iteration 4000/50000 + Total steps: 16,384,000 + Steps per second: 7,514 + Iteration time: 0.545s + Collection time: 0.110s + Learning time: 0.432s + Mean reward: +0.0845 + Mean episode length: 1493.5 + Actor loss: -9.3541 + Critic loss: +0.0038 + World model loss: +1.3027 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +51.2340 + Episode_Reward/track_angular_velocity: +56.8683 + Episode_Reward/upright: +29.0014 + Episode_Reward/leg_posture: -4.0629 + Episode_Reward/standstill: -6.3987 + Episode_Reward/action_rate_l2: -0.2737 + Episode_Reward/joint_torques_l2: -0.1591 + Episode_Reward/dof_pos_limits: -0.0010 + Episode_Reward/terminated: -0.0204 + Episode_Reward/unnecessary_wheel_lift: -0.2504 + Episode_Reward/rolling_leg_motion: -0.9498 + Episode_Reward/obstacle_progress: +1.6672 + Episode_Reward/wheel_body_intrusion: -0.3001 + Episode_Reward/pair_body_intrusion: -0.2304 + Curriculum/terrain_level_mean: +0.9001 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1080 + Metrics/base_velocity/error_vel_yaw: 0.1263 + Episode_Termination/time_out: 0.6806 + Episode_Termination/fell_over: 0.0266 + Episode_Termination/course_exit: 0.2928 +Episode_Termination/illegal_nonwheel_contact: 0.0076 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[820] + +============================================================================== +Learning iteration 4050/50000 + Total steps: 16,588,800 + Steps per second: 7,514 + Iteration time: 0.545s + Collection time: 0.111s + Learning time: 0.435s + Mean reward: +0.0844 + Mean episode length: 1481.8 + Actor loss: -9.3879 + Critic loss: +0.0038 + World model loss: +1.3393 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.7850 + Episode_Reward/track_angular_velocity: +56.3318 + Episode_Reward/upright: +28.7533 + Episode_Reward/leg_posture: -3.9532 + Episode_Reward/standstill: -6.3909 + Episode_Reward/action_rate_l2: -0.2765 + Episode_Reward/joint_torques_l2: -0.1568 + Episode_Reward/dof_pos_limits: -0.0014 + Episode_Reward/terminated: -0.0289 + Episode_Reward/unnecessary_wheel_lift: -0.2617 + Episode_Reward/rolling_leg_motion: -0.9321 + Episode_Reward/obstacle_progress: +1.6833 + Episode_Reward/wheel_body_intrusion: -0.2893 + Episode_Reward/pair_body_intrusion: -0.2070 + Curriculum/terrain_level_mean: +0.9106 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1083 + Metrics/base_velocity/error_vel_yaw: 0.1284 + Episode_Termination/time_out: 0.6883 + Episode_Termination/fell_over: 0.0433 + Episode_Termination/course_exit: 0.2684 +Episode_Termination/illegal_nonwheel_contact: 0.0043 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2101] + +============================================================================== +Learning iteration 4100/50000 + Total steps: 16,793,600 + Steps per second: 7,514 + Iteration time: 0.545s + Collection time: 0.111s + Learning time: 0.435s + Mean reward: +0.0844 + Mean episode length: 1380.8 + Actor loss: -9.3672 + Critic loss: +0.0070 + World model loss: +1.3293 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.2577 + Episode_Reward/track_angular_velocity: +52.5476 + Episode_Reward/upright: +26.8008 + Episode_Reward/leg_posture: -3.7190 + Episode_Reward/standstill: -5.9808 + Episode_Reward/action_rate_l2: -0.2649 + Episode_Reward/joint_torques_l2: -0.1477 + Episode_Reward/dof_pos_limits: -0.0011 + Episode_Reward/terminated: -0.0189 + Episode_Reward/unnecessary_wheel_lift: -0.1929 + Episode_Reward/rolling_leg_motion: -0.8529 + Episode_Reward/obstacle_progress: +1.6489 + Episode_Reward/wheel_body_intrusion: -0.2940 + Episode_Reward/pair_body_intrusion: -0.2317 + Curriculum/terrain_level_mean: +0.9248 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1092 + Metrics/base_velocity/error_vel_yaw: 0.1274 + Episode_Termination/time_out: 0.5600 + Episode_Termination/fell_over: 0.0343 + Episode_Termination/course_exit: 0.4000 +Episode_Termination/illegal_nonwheel_contact: 0.0057 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2190] + +============================================================================== +Learning iteration 4150/50000 + Total steps: 16,998,400 + Steps per second: 7,514 + Iteration time: 0.545s + Collection time: 0.111s + Learning time: 0.434s + Mean reward: +0.0840 + Mean episode length: 1387.9 + Actor loss: -9.3751 + Critic loss: +0.0084 + World model loss: +1.3369 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.4837 + Episode_Reward/track_angular_velocity: +52.7422 + Episode_Reward/upright: +26.9335 + Episode_Reward/leg_posture: -3.7494 + Episode_Reward/standstill: -6.3825 + Episode_Reward/action_rate_l2: -0.2770 + Episode_Reward/joint_torques_l2: -0.1501 + Episode_Reward/dof_pos_limits: -0.0025 + Episode_Reward/terminated: -0.0217 + Episode_Reward/unnecessary_wheel_lift: -0.2123 + Episode_Reward/rolling_leg_motion: -0.8678 + Episode_Reward/obstacle_progress: +1.6323 + Episode_Reward/wheel_body_intrusion: -0.2839 + Episode_Reward/pair_body_intrusion: -0.2476 + Curriculum/terrain_level_mean: +0.9370 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1092 + Metrics/base_velocity/error_vel_yaw: 0.1292 + Episode_Termination/time_out: 0.5858 + Episode_Termination/fell_over: 0.0473 + Episode_Termination/course_exit: 0.3669 +Episode_Termination/illegal_nonwheel_contact: 0.0000 +============================================================================== + +============================================================================== +Learning iteration 4200/50000 + Total steps: 17,203,200 + Steps per second: 7,514 + Iteration time: 0.545s + Collection time: 0.110s + Learning time: 0.435s + Mean reward: +0.0840 + Mean episode length: 1375.1 + Actor loss: -9.3389 + Critic loss: +0.0115 + World model loss: +1.3954 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.1619 + Episode_Reward/track_angular_velocity: +52.2014 + Episode_Reward/upright: +26.6942 + Episode_Reward/leg_posture: -3.6622 + Episode_Reward/standstill: -6.4330 + Episode_Reward/action_rate_l2: -0.3006 + Episode_Reward/joint_torques_l2: -0.1474 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0403 + Episode_Reward/unnecessary_wheel_lift: -0.2367 + Episode_Reward/rolling_leg_motion: -0.8847 + Episode_Reward/obstacle_progress: +1.6961 + Episode_Reward/wheel_body_intrusion: -0.2699 + Episode_Reward/pair_body_intrusion: -0.2179 + Curriculum/terrain_level_mean: +0.9456 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1083 + Metrics/base_velocity/error_vel_yaw: 0.1310 + Episode_Termination/time_out: 0.5541 + Episode_Termination/fell_over: 0.0828 + Episode_Termination/course_exit: 0.3503 +Episode_Termination/illegal_nonwheel_contact: 0.0127 +============================================================================== + +============================================================================== +Learning iteration 4250/50000 + Total steps: 17,408,000 + Steps per second: 7,513 + Iteration time: 0.545s + Collection time: 0.111s + Learning time: 0.439s + Mean reward: +0.0838 + Mean episode length: 1314.4 + Actor loss: -9.3490 + Critic loss: +0.0109 + World model loss: +1.3547 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +45.0273 + Episode_Reward/track_angular_velocity: +49.8287 + Episode_Reward/upright: +25.4951 + Episode_Reward/leg_posture: -3.5172 + Episode_Reward/standstill: -6.1885 + Episode_Reward/action_rate_l2: -0.3030 + Episode_Reward/joint_torques_l2: -0.1429 + Episode_Reward/dof_pos_limits: -0.0012 + Episode_Reward/terminated: -0.0257 + Episode_Reward/unnecessary_wheel_lift: -0.2188 + Episode_Reward/rolling_leg_motion: -0.8675 + Episode_Reward/obstacle_progress: +1.5794 + Episode_Reward/wheel_body_intrusion: -0.2755 + Episode_Reward/pair_body_intrusion: -0.2156 + Curriculum/terrain_level_mean: +0.9597 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1091 + Metrics/base_velocity/error_vel_yaw: 0.1328 + Episode_Termination/time_out: 0.4258 + Episode_Termination/fell_over: 0.0581 + Episode_Termination/course_exit: 0.5097 +Episode_Termination/illegal_nonwheel_contact: 0.0065 +============================================================================== + +============================================================================== +Learning iteration 4300/50000 + Total steps: 17,612,800 + Steps per second: 7,513 + Iteration time: 0.545s + Collection time: 0.111s + Learning time: 0.436s + Mean reward: +0.0840 + Mean episode length: 1216.9 + Actor loss: -9.3960 + Critic loss: +0.0025 + World model loss: +1.4374 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +41.7825 + Episode_Reward/track_angular_velocity: +46.1770 + Episode_Reward/upright: +23.5933 + Episode_Reward/leg_posture: -3.2030 + Episode_Reward/standstill: -5.7822 + Episode_Reward/action_rate_l2: -0.2856 + Episode_Reward/joint_torques_l2: -0.1317 + Episode_Reward/dof_pos_limits: -0.0010 + Episode_Reward/terminated: -0.0309 + Episode_Reward/unnecessary_wheel_lift: -0.1381 + Episode_Reward/rolling_leg_motion: -0.7995 + Episode_Reward/obstacle_progress: +1.4615 + Episode_Reward/wheel_body_intrusion: -0.2296 + Episode_Reward/pair_body_intrusion: -0.1642 + Curriculum/terrain_level_mean: +0.9688 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1082 + Metrics/base_velocity/error_vel_yaw: 0.1312 + Episode_Termination/time_out: 0.4297 + Episode_Termination/fell_over: 0.0938 + Episode_Termination/course_exit: 0.4688 +Episode_Termination/illegal_nonwheel_contact: 0.0078 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[802] + +============================================================================== +Learning iteration 4350/50000 + Total steps: 17,817,600 + Steps per second: 7,511 + Iteration time: 0.545s + Collection time: 0.112s + Learning time: 0.447s + Mean reward: +0.0844 + Mean episode length: 1258.7 + Actor loss: -9.4101 + Critic loss: +0.0026 + World model loss: +1.3852 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +43.3230 + Episode_Reward/track_angular_velocity: +47.7322 + Episode_Reward/upright: +24.4470 + Episode_Reward/leg_posture: -3.1841 + Episode_Reward/standstill: -5.8533 + Episode_Reward/action_rate_l2: -0.3053 + Episode_Reward/joint_torques_l2: -0.1341 + Episode_Reward/dof_pos_limits: -0.0013 + Episode_Reward/terminated: -0.0221 + Episode_Reward/unnecessary_wheel_lift: -0.1445 + Episode_Reward/rolling_leg_motion: -0.8117 + Episode_Reward/obstacle_progress: +1.5533 + Episode_Reward/wheel_body_intrusion: -0.2403 + Episode_Reward/pair_body_intrusion: -0.1622 + Curriculum/terrain_level_mean: +0.9817 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1070 + Metrics/base_velocity/error_vel_yaw: 0.1321 + Episode_Termination/time_out: 0.4351 + Episode_Termination/fell_over: 0.0534 + Episode_Termination/course_exit: 0.4962 +Episode_Termination/illegal_nonwheel_contact: 0.0229 +============================================================================== + +============================================================================== +Learning iteration 4400/50000 + Total steps: 18,022,400 + Steps per second: 7,510 + Iteration time: 0.545s + Collection time: 0.110s + Learning time: 0.437s + Mean reward: +0.0842 + Mean episode length: 1202.5 + Actor loss: -9.4081 + Critic loss: +0.0034 + World model loss: +1.4562 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +41.3537 + Episode_Reward/track_angular_velocity: +45.5888 + Episode_Reward/upright: +23.3546 + Episode_Reward/leg_posture: -3.0723 + Episode_Reward/standstill: -5.6774 + Episode_Reward/action_rate_l2: -0.3032 + Episode_Reward/joint_torques_l2: -0.1283 + Episode_Reward/dof_pos_limits: -0.0010 + Episode_Reward/terminated: -0.0258 + Episode_Reward/unnecessary_wheel_lift: -0.1311 + Episode_Reward/rolling_leg_motion: -0.7913 + Episode_Reward/obstacle_progress: +1.4555 + Episode_Reward/wheel_body_intrusion: -0.2423 + Episode_Reward/pair_body_intrusion: -0.1681 + Curriculum/terrain_level_mean: +0.9939 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1074 + Metrics/base_velocity/error_vel_yaw: 0.1325 + Episode_Termination/time_out: 0.3577 + Episode_Termination/fell_over: 0.0511 + Episode_Termination/course_exit: 0.5620 +Episode_Termination/illegal_nonwheel_contact: 0.0292 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1560] + +============================================================================== +Learning iteration 4450/50000 + Total steps: 18,227,200 + Steps per second: 7,516 + Iteration time: 0.545s + Collection time: 0.103s + Learning time: 0.407s + Mean reward: +0.0844 + Mean episode length: 1244.1 + Actor loss: -9.3731 + Critic loss: +0.0049 + World model loss: +1.4871 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +42.8766 + Episode_Reward/track_angular_velocity: +47.2121 + Episode_Reward/upright: +24.1750 + Episode_Reward/leg_posture: -3.1762 + Episode_Reward/standstill: -5.7684 + Episode_Reward/action_rate_l2: -0.3155 + Episode_Reward/joint_torques_l2: -0.1331 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0146 + Episode_Reward/unnecessary_wheel_lift: -0.1353 + Episode_Reward/rolling_leg_motion: -0.7980 + Episode_Reward/obstacle_progress: +1.5198 + Episode_Reward/wheel_body_intrusion: -0.2412 + Episode_Reward/pair_body_intrusion: -0.1697 + Curriculum/terrain_level_mean: +1.0054 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1065 + Metrics/base_velocity/error_vel_yaw: 0.1309 + Episode_Termination/time_out: 0.4375 + Episode_Termination/fell_over: 0.0391 + Episode_Termination/course_exit: 0.5156 +Episode_Termination/illegal_nonwheel_contact: 0.0234 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[424] + +============================================================================== +Learning iteration 4500/50000 + Total steps: 18,432,000 + Steps per second: 7,522 + Iteration time: 0.545s + Collection time: 0.102s + Learning time: 0.403s + Mean reward: +0.0840 + Mean episode length: 1194.4 + Actor loss: -9.3845 + Critic loss: +0.0036 + World model loss: +1.4965 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +41.1738 + Episode_Reward/track_angular_velocity: +45.3390 + Episode_Reward/upright: +23.1956 + Episode_Reward/leg_posture: -3.0665 + Episode_Reward/standstill: -5.8966 + Episode_Reward/action_rate_l2: -0.3113 + Episode_Reward/joint_torques_l2: -0.1284 + Episode_Reward/dof_pos_limits: -0.0013 + Episode_Reward/terminated: -0.0327 + Episode_Reward/unnecessary_wheel_lift: -0.1520 + Episode_Reward/rolling_leg_motion: -0.7648 + Episode_Reward/obstacle_progress: +1.4283 + Episode_Reward/wheel_body_intrusion: -0.2313 + Episode_Reward/pair_body_intrusion: -0.1820 + Curriculum/terrain_level_mean: +1.0166 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1063 + Metrics/base_velocity/error_vel_yaw: 0.1309 + Episode_Termination/time_out: 0.3223 + Episode_Termination/fell_over: 0.1157 + Episode_Termination/course_exit: 0.5620 +Episode_Termination/illegal_nonwheel_contact: 0.0000 +============================================================================== + +============================================================================== +Learning iteration 4550/50000 + Total steps: 18,636,800 + Steps per second: 7,533 + Iteration time: 0.544s + Collection time: 0.098s + Learning time: 0.373s + Mean reward: +0.0836 + Mean episode length: 1280.8 + Actor loss: -9.4140 + Critic loss: +0.0032 + World model loss: +1.4973 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +44.0624 + Episode_Reward/track_angular_velocity: +48.5585 + Episode_Reward/upright: +24.8761 + Episode_Reward/leg_posture: -3.3196 + Episode_Reward/standstill: -6.7015 + Episode_Reward/action_rate_l2: -0.3353 + Episode_Reward/joint_torques_l2: -0.1376 + Episode_Reward/dof_pos_limits: -0.0013 + Episode_Reward/terminated: -0.0350 + Episode_Reward/unnecessary_wheel_lift: -0.1875 + Episode_Reward/rolling_leg_motion: -0.8225 + Episode_Reward/obstacle_progress: +1.5289 + Episode_Reward/wheel_body_intrusion: -0.2521 + Episode_Reward/pair_body_intrusion: -0.1937 + Curriculum/terrain_level_mean: +1.0273 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1075 + Metrics/base_velocity/error_vel_yaw: 0.1323 + Episode_Termination/time_out: 0.3926 + Episode_Termination/fell_over: 0.1037 + Episode_Termination/course_exit: 0.5037 +Episode_Termination/illegal_nonwheel_contact: 0.0000 +============================================================================== + +============================================================================== +Learning iteration 4600/50000 + Total steps: 18,841,600 + Steps per second: 7,574 + Iteration time: 0.541s + Collection time: 0.077s + Learning time: 0.194s + Mean reward: +0.0840 + Mean episode length: 1213.6 + Actor loss: -9.4142 + Critic loss: +0.0025 + World model loss: +1.4365 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +41.7799 + Episode_Reward/track_angular_velocity: +46.0153 + Episode_Reward/upright: +23.6022 + Episode_Reward/leg_posture: -3.0970 + Episode_Reward/standstill: -5.9122 + Episode_Reward/action_rate_l2: -0.3165 + Episode_Reward/joint_torques_l2: -0.1313 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0284 + Episode_Reward/unnecessary_wheel_lift: -0.2000 + Episode_Reward/rolling_leg_motion: -0.7685 + Episode_Reward/obstacle_progress: +1.4348 + Episode_Reward/wheel_body_intrusion: -0.2546 + Episode_Reward/pair_body_intrusion: -0.1788 + Curriculum/terrain_level_mean: +1.0388 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1067 + Metrics/base_velocity/error_vel_yaw: 0.1322 + Episode_Termination/time_out: 0.3778 + Episode_Termination/fell_over: 0.0741 + Episode_Termination/course_exit: 0.5333 +Episode_Termination/illegal_nonwheel_contact: 0.0148 +============================================================================== + +============================================================================== +Learning iteration 4650/50000 + Total steps: 19,046,400 + Steps per second: 7,579 + Iteration time: 0.540s + Collection time: 0.102s + Learning time: 0.405s + Mean reward: +0.0839 + Mean episode length: 1267.4 + Actor loss: -9.4090 + Critic loss: +0.0033 + World model loss: +1.4178 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +43.6214 + Episode_Reward/track_angular_velocity: +48.0383 + Episode_Reward/upright: +24.6476 + Episode_Reward/leg_posture: -3.2162 + Episode_Reward/standstill: -6.3863 + Episode_Reward/action_rate_l2: -0.3468 + Episode_Reward/joint_torques_l2: -0.1372 + Episode_Reward/dof_pos_limits: -0.0017 + Episode_Reward/terminated: -0.0322 + Episode_Reward/unnecessary_wheel_lift: -0.2043 + Episode_Reward/rolling_leg_motion: -0.8162 + Episode_Reward/obstacle_progress: +1.5446 + Episode_Reward/wheel_body_intrusion: -0.2550 + Episode_Reward/pair_body_intrusion: -0.1644 + Curriculum/terrain_level_mean: +1.0471 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1071 + Metrics/base_velocity/error_vel_yaw: 0.1327 + Episode_Termination/time_out: 0.4597 + Episode_Termination/fell_over: 0.0968 + Episode_Termination/course_exit: 0.4355 +Episode_Termination/illegal_nonwheel_contact: 0.0081 +============================================================================== + +============================================================================== +Learning iteration 4700/50000 + Total steps: 19,251,200 + Steps per second: 7,584 + Iteration time: 0.540s + Collection time: 0.102s + Learning time: 0.406s + Mean reward: +0.0841 + Mean episode length: 1305.1 + Actor loss: -9.4048 + Critic loss: +0.0026 + World model loss: +1.4708 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +44.8979 + Episode_Reward/track_angular_velocity: +49.4907 + Episode_Reward/upright: +25.4037 + Episode_Reward/leg_posture: -3.2582 + Episode_Reward/standstill: -6.3748 + Episode_Reward/action_rate_l2: -0.3527 + Episode_Reward/joint_torques_l2: -0.1412 + Episode_Reward/dof_pos_limits: -0.0011 + Episode_Reward/terminated: -0.0178 + Episode_Reward/unnecessary_wheel_lift: -0.1196 + Episode_Reward/rolling_leg_motion: -0.8267 + Episode_Reward/obstacle_progress: +1.5270 + Episode_Reward/wheel_body_intrusion: -0.2552 + Episode_Reward/pair_body_intrusion: -0.2066 + Curriculum/terrain_level_mean: +1.0586 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1070 + Metrics/base_velocity/error_vel_yaw: 0.1324 + Episode_Termination/time_out: 0.4254 + Episode_Termination/fell_over: 0.0522 + Episode_Termination/course_exit: 0.5299 +Episode_Termination/illegal_nonwheel_contact: 0.0000 +============================================================================== + +============================================================================== +Learning iteration 4750/50000 + Total steps: 19,456,000 + Steps per second: 7,589 + Iteration time: 0.540s + Collection time: 0.102s + Learning time: 0.406s + Mean reward: +0.0840 + Mean episode length: 1220.6 + Actor loss: -9.4095 + Critic loss: +0.0060 + World model loss: +1.4412 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +42.0473 + Episode_Reward/track_angular_velocity: +46.2478 + Episode_Reward/upright: +23.7440 + Episode_Reward/leg_posture: -3.1106 + Episode_Reward/standstill: -5.9072 + Episode_Reward/action_rate_l2: -0.3415 + Episode_Reward/joint_torques_l2: -0.1337 + Episode_Reward/dof_pos_limits: -0.0013 + Episode_Reward/terminated: -0.0429 + Episode_Reward/unnecessary_wheel_lift: -0.1891 + Episode_Reward/rolling_leg_motion: -0.7728 + Episode_Reward/obstacle_progress: +1.4767 + Episode_Reward/wheel_body_intrusion: -0.2490 + Episode_Reward/pair_body_intrusion: -0.2111 + Curriculum/terrain_level_mean: +1.0667 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1063 + Metrics/base_velocity/error_vel_yaw: 0.1333 + Episode_Termination/time_out: 0.3636 + Episode_Termination/fell_over: 0.1405 + Episode_Termination/course_exit: 0.4876 +Episode_Termination/illegal_nonwheel_contact: 0.0083 +============================================================================== + +============================================================================== +Learning iteration 4800/50000 + Total steps: 19,660,800 + Steps per second: 7,593 + Iteration time: 0.539s + Collection time: 0.103s + Learning time: 0.406s + Mean reward: +0.0841 + Mean episode length: 1246.1 + Actor loss: -9.4108 + Critic loss: +0.0054 + World model loss: +1.3881 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +42.8039 + Episode_Reward/track_angular_velocity: +47.2139 + Episode_Reward/upright: +24.2650 + Episode_Reward/leg_posture: -3.1401 + Episode_Reward/standstill: -5.9095 + Episode_Reward/action_rate_l2: -0.3511 + Episode_Reward/joint_torques_l2: -0.1353 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0365 + Episode_Reward/unnecessary_wheel_lift: -0.2086 + Episode_Reward/rolling_leg_motion: -0.7882 + Episode_Reward/obstacle_progress: +1.5237 + Episode_Reward/wheel_body_intrusion: -0.2510 + Episode_Reward/pair_body_intrusion: -0.1805 + Curriculum/terrain_level_mean: +1.0796 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1072 + Metrics/base_velocity/error_vel_yaw: 0.1333 + Episode_Termination/time_out: 0.3660 + Episode_Termination/fell_over: 0.0980 + Episode_Termination/course_exit: 0.5359 +Episode_Termination/illegal_nonwheel_contact: 0.0000 +============================================================================== + +============================================================================== +Learning iteration 4850/50000 + Total steps: 19,865,600 + Steps per second: 7,598 + Iteration time: 0.539s + Collection time: 0.102s + Learning time: 0.406s + Mean reward: +0.0846 + Mean episode length: 1272.6 + Actor loss: -9.4127 + Critic loss: +0.0023 + World model loss: +1.4552 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +43.8437 + Episode_Reward/track_angular_velocity: +48.2440 + Episode_Reward/upright: +24.8163 + Episode_Reward/leg_posture: -3.1715 + Episode_Reward/standstill: -5.7300 + Episode_Reward/action_rate_l2: -0.3622 + Episode_Reward/joint_torques_l2: -0.1394 + Episode_Reward/dof_pos_limits: -0.0002 + Episode_Reward/terminated: -0.0224 + Episode_Reward/unnecessary_wheel_lift: -0.1419 + Episode_Reward/rolling_leg_motion: -0.7989 + Episode_Reward/obstacle_progress: +1.5208 + Episode_Reward/wheel_body_intrusion: -0.2600 + Episode_Reward/pair_body_intrusion: -0.1872 + Curriculum/terrain_level_mean: +1.0913 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1062 + Metrics/base_velocity/error_vel_yaw: 0.1327 + Episode_Termination/time_out: 0.4265 + Episode_Termination/fell_over: 0.0662 + Episode_Termination/course_exit: 0.5074 +Episode_Termination/illegal_nonwheel_contact: 0.0000 +============================================================================== + +============================================================================== +Learning iteration 4900/50000 + Total steps: 20,070,400 + Steps per second: 7,600 + Iteration time: 0.539s + Collection time: 0.106s + Learning time: 0.415s + Mean reward: +0.0840 + Mean episode length: 1265.0 + Actor loss: -9.3824 + Critic loss: +0.0050 + World model loss: +1.3694 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +43.5407 + Episode_Reward/track_angular_velocity: +47.9287 + Episode_Reward/upright: +24.6061 + Episode_Reward/leg_posture: -3.1402 + Episode_Reward/standstill: -6.2414 + Episode_Reward/action_rate_l2: -0.3535 + Episode_Reward/joint_torques_l2: -0.1390 + Episode_Reward/dof_pos_limits: -0.0003 + Episode_Reward/terminated: -0.0420 + Episode_Reward/unnecessary_wheel_lift: -0.2304 + Episode_Reward/rolling_leg_motion: -0.7937 + Episode_Reward/obstacle_progress: +1.5242 + Episode_Reward/wheel_body_intrusion: -0.2430 + Episode_Reward/pair_body_intrusion: -0.1817 + Curriculum/terrain_level_mean: +1.1030 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1067 + Metrics/base_velocity/error_vel_yaw: 0.1335 + Episode_Termination/time_out: 0.4255 + Episode_Termination/fell_over: 0.1135 + Episode_Termination/course_exit: 0.4539 +Episode_Termination/illegal_nonwheel_contact: 0.0071 +============================================================================== + +============================================================================== +Learning iteration 4950/50000 + Total steps: 20,275,200 + Steps per second: 7,601 + Iteration time: 0.539s + Collection time: 0.109s + Learning time: 0.427s + Mean reward: +0.0847 + Mean episode length: 1300.8 + Actor loss: -9.4156 + Critic loss: +0.0028 + World model loss: +1.4785 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +44.8555 + Episode_Reward/track_angular_velocity: +49.3052 + Episode_Reward/upright: +25.3262 + Episode_Reward/leg_posture: -3.1809 + Episode_Reward/standstill: -5.8020 + Episode_Reward/action_rate_l2: -0.3718 + Episode_Reward/joint_torques_l2: -0.1432 + Episode_Reward/dof_pos_limits: -0.0003 + Episode_Reward/terminated: -0.0178 + Episode_Reward/unnecessary_wheel_lift: -0.1549 + Episode_Reward/rolling_leg_motion: -0.8103 + Episode_Reward/obstacle_progress: +1.6366 + Episode_Reward/wheel_body_intrusion: -0.2577 + Episode_Reward/pair_body_intrusion: -0.1705 + Curriculum/terrain_level_mean: +1.1130 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1059 + Metrics/base_velocity/error_vel_yaw: 0.1328 + Episode_Termination/time_out: 0.4733 + Episode_Termination/fell_over: 0.0534 + Episode_Termination/course_exit: 0.4733 +Episode_Termination/illegal_nonwheel_contact: 0.0000 +============================================================================== + +============================================================================== +Learning iteration 5000/50000 + Total steps: 20,480,000 + Steps per second: 7,602 + Iteration time: 0.539s + Collection time: 0.107s + Learning time: 0.422s + Mean reward: +0.0846 + Mean episode length: 1252.6 + Actor loss: -9.4025 + Critic loss: +0.0030 + World model loss: +1.4712 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +43.2498 + Episode_Reward/track_angular_velocity: +47.4359 + Episode_Reward/upright: +24.3571 + Episode_Reward/leg_posture: -3.0467 + Episode_Reward/standstill: -5.7600 + Episode_Reward/action_rate_l2: -0.3618 + Episode_Reward/joint_torques_l2: -0.1424 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0294 + Episode_Reward/unnecessary_wheel_lift: -0.1330 + Episode_Reward/rolling_leg_motion: -0.7740 + Episode_Reward/obstacle_progress: +1.6314 + Episode_Reward/wheel_body_intrusion: -0.2408 + Episode_Reward/pair_body_intrusion: -0.1839 + Curriculum/terrain_level_mean: +1.1240 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1056 + Metrics/base_velocity/error_vel_yaw: 0.1337 + Episode_Termination/time_out: 0.3485 + Episode_Termination/fell_over: 0.0909 + Episode_Termination/course_exit: 0.5606 +Episode_Termination/illegal_nonwheel_contact: 0.0000 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2643] +RECOVERY reset 1 invalid environments; first IDs=[1752] + +============================================================================== +Learning iteration 5050/50000 + Total steps: 20,684,800 + Steps per second: 7,605 + Iteration time: 0.539s + Collection time: 0.108s + Learning time: 0.409s + Mean reward: +0.0845 + Mean episode length: 1249.0 + Actor loss: -9.3800 + Critic loss: +0.0038 + World model loss: +1.4425 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +43.1158 + Episode_Reward/track_angular_velocity: +47.3319 + Episode_Reward/upright: +24.2410 + Episode_Reward/leg_posture: -3.0729 + Episode_Reward/standstill: -5.9413 + Episode_Reward/action_rate_l2: -0.3630 + Episode_Reward/joint_torques_l2: -0.1444 + Episode_Reward/dof_pos_limits: -0.0010 + Episode_Reward/terminated: -0.0073 + Episode_Reward/unnecessary_wheel_lift: -0.1218 + Episode_Reward/rolling_leg_motion: -0.7558 + Episode_Reward/obstacle_progress: +1.6815 + Episode_Reward/wheel_body_intrusion: -0.2501 + Episode_Reward/pair_body_intrusion: -0.1852 + Curriculum/terrain_level_mean: +1.1377 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1058 + Metrics/base_velocity/error_vel_yaw: 0.1329 + Episode_Termination/time_out: 0.3667 + Episode_Termination/fell_over: 0.0250 + Episode_Termination/course_exit: 0.6083 +Episode_Termination/illegal_nonwheel_contact: 0.0000 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[855] + +============================================================================== +Learning iteration 5100/50000 + Total steps: 20,889,600 + Steps per second: 7,608 + Iteration time: 0.538s + Collection time: 0.104s + Learning time: 0.410s + Mean reward: +0.0844 + Mean episode length: 1317.5 + Actor loss: -9.4311 + Critic loss: +0.0029 + World model loss: +1.4028 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +45.5144 + Episode_Reward/track_angular_velocity: +49.8937 + Episode_Reward/upright: +25.5575 + Episode_Reward/leg_posture: -3.2321 + Episode_Reward/standstill: -6.3496 + Episode_Reward/action_rate_l2: -0.3851 + Episode_Reward/joint_torques_l2: -0.1538 + Episode_Reward/dof_pos_limits: -0.0013 + Episode_Reward/terminated: -0.0309 + Episode_Reward/unnecessary_wheel_lift: -0.1324 + Episode_Reward/rolling_leg_motion: -0.7983 + Episode_Reward/obstacle_progress: +1.7543 + Episode_Reward/wheel_body_intrusion: -0.2676 + Episode_Reward/pair_body_intrusion: -0.2218 + Curriculum/terrain_level_mean: +1.1477 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1054 + Metrics/base_velocity/error_vel_yaw: 0.1335 + Episode_Termination/time_out: 0.4091 + Episode_Termination/fell_over: 0.0833 + Episode_Termination/course_exit: 0.5076 +Episode_Termination/illegal_nonwheel_contact: 0.0076 +============================================================================== + +============================================================================== +Learning iteration 5150/50000 + Total steps: 21,094,400 + Steps per second: 7,631 + Iteration time: 0.537s + Collection time: 0.089s + Learning time: 0.287s + Mean reward: +0.0845 + Mean episode length: 1246.7 + Actor loss: -9.4228 + Critic loss: +0.0028 + World model loss: +1.3794 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +43.1903 + Episode_Reward/track_angular_velocity: +47.2656 + Episode_Reward/upright: +24.1829 + Episode_Reward/leg_posture: -2.9714 + Episode_Reward/standstill: -6.0972 + Episode_Reward/action_rate_l2: -0.3700 + Episode_Reward/joint_torques_l2: -0.1427 + Episode_Reward/dof_pos_limits: -0.0010 + Episode_Reward/terminated: -0.0365 + Episode_Reward/unnecessary_wheel_lift: -0.1551 + Episode_Reward/rolling_leg_motion: -0.7545 + Episode_Reward/obstacle_progress: +1.6768 + Episode_Reward/wheel_body_intrusion: -0.2467 + Episode_Reward/pair_body_intrusion: -0.2197 + Curriculum/terrain_level_mean: +1.1606 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1042 + Metrics/base_velocity/error_vel_yaw: 0.1327 + Episode_Termination/time_out: 0.3226 + Episode_Termination/fell_over: 0.0968 + Episode_Termination/course_exit: 0.5806 +Episode_Termination/illegal_nonwheel_contact: 0.0065 +============================================================================== + +============================================================================== +Learning iteration 5200/50000 + Total steps: 21,299,200 + Steps per second: 7,634 + Iteration time: 0.537s + Collection time: 0.104s + Learning time: 0.411s + Mean reward: +0.0848 + Mean episode length: 1289.6 + Actor loss: -9.4317 + Critic loss: +0.0033 + World model loss: +1.5216 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +44.8005 + Episode_Reward/track_angular_velocity: +48.9274 + Episode_Reward/upright: +25.0472 + Episode_Reward/leg_posture: -3.0494 + Episode_Reward/standstill: -6.1054 + Episode_Reward/action_rate_l2: -0.3892 + Episode_Reward/joint_torques_l2: -0.1480 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0428 + Episode_Reward/unnecessary_wheel_lift: -0.1435 + Episode_Reward/rolling_leg_motion: -0.7886 + Episode_Reward/obstacle_progress: +1.7298 + Episode_Reward/wheel_body_intrusion: -0.2890 + Episode_Reward/pair_body_intrusion: -0.1892 + Curriculum/terrain_level_mean: +1.1711 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1030 + Metrics/base_velocity/error_vel_yaw: 0.1316 + Episode_Termination/time_out: 0.4178 + Episode_Termination/fell_over: 0.1096 + Episode_Termination/course_exit: 0.4658 +Episode_Termination/illegal_nonwheel_contact: 0.0068 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2265] +Warning: EPA horizon = 24 isn't large enough. + +============================================================================== +Learning iteration 5250/50000 + Total steps: 21,504,000 + Steps per second: 7,633 + Iteration time: 0.537s + Collection time: 0.110s + Learning time: 0.431s + Mean reward: +0.0849 + Mean episode length: 1352.0 + Actor loss: -9.4143 + Critic loss: +0.0029 + World model loss: +1.4113 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.0007 + Episode_Reward/track_angular_velocity: +51.3104 + Episode_Reward/upright: +26.2787 + Episode_Reward/leg_posture: -3.2211 + Episode_Reward/standstill: -6.3750 + Episode_Reward/action_rate_l2: -0.4046 + Episode_Reward/joint_torques_l2: -0.1542 + Episode_Reward/dof_pos_limits: -0.0014 + Episode_Reward/terminated: -0.0238 + Episode_Reward/unnecessary_wheel_lift: -0.1503 + Episode_Reward/rolling_leg_motion: -0.8256 + Episode_Reward/obstacle_progress: +1.8380 + Episode_Reward/wheel_body_intrusion: -0.2898 + Episode_Reward/pair_body_intrusion: -0.2316 + Curriculum/terrain_level_mean: +1.1826 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1030 + Metrics/base_velocity/error_vel_yaw: 0.1312 + Episode_Termination/time_out: 0.4808 + Episode_Termination/fell_over: 0.0513 + Episode_Termination/course_exit: 0.4615 +Episode_Termination/illegal_nonwheel_contact: 0.0064 +============================================================================== + +============================================================================== +Learning iteration 5300/50000 + Total steps: 21,708,800 + Steps per second: 7,631 + Iteration time: 0.537s + Collection time: 0.110s + Learning time: 0.441s + Mean reward: +0.0850 + Mean episode length: 1336.7 + Actor loss: -9.4121 + Critic loss: +0.0039 + World model loss: +1.4502 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.4706 + Episode_Reward/track_angular_velocity: +50.7701 + Episode_Reward/upright: +25.9723 + Episode_Reward/leg_posture: -3.1489 + Episode_Reward/standstill: -6.1241 + Episode_Reward/action_rate_l2: -0.4043 + Episode_Reward/joint_torques_l2: -0.1517 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0183 + Episode_Reward/unnecessary_wheel_lift: -0.1538 + Episode_Reward/rolling_leg_motion: -0.8044 + Episode_Reward/obstacle_progress: +1.7961 + Episode_Reward/wheel_body_intrusion: -0.2886 + Episode_Reward/pair_body_intrusion: -0.2454 + Curriculum/terrain_level_mean: +1.1919 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1028 + Metrics/base_velocity/error_vel_yaw: 0.1302 + Episode_Termination/time_out: 0.4758 + Episode_Termination/fell_over: 0.0484 + Episode_Termination/course_exit: 0.4677 +Episode_Termination/illegal_nonwheel_contact: 0.0081 +============================================================================== + +============================================================================== +Learning iteration 5350/50000 + Total steps: 21,913,600 + Steps per second: 7,630 + Iteration time: 0.537s + Collection time: 0.110s + Learning time: 0.435s + Mean reward: +0.0846 + Mean episode length: 1258.2 + Actor loss: -9.4242 + Critic loss: +0.0045 + World model loss: +1.4285 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +43.6326 + Episode_Reward/track_angular_velocity: +47.7252 + Episode_Reward/upright: +24.4358 + Episode_Reward/leg_posture: -3.0413 + Episode_Reward/standstill: -5.9827 + Episode_Reward/action_rate_l2: -0.3872 + Episode_Reward/joint_torques_l2: -0.1451 + Episode_Reward/dof_pos_limits: -0.0011 + Episode_Reward/terminated: -0.0442 + Episode_Reward/unnecessary_wheel_lift: -0.1806 + Episode_Reward/rolling_leg_motion: -0.7687 + Episode_Reward/obstacle_progress: +1.6923 + Episode_Reward/wheel_body_intrusion: -0.2768 + Episode_Reward/pair_body_intrusion: -0.2219 + Curriculum/terrain_level_mean: +1.2019 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1040 + Metrics/base_velocity/error_vel_yaw: 0.1319 + Episode_Termination/time_out: 0.3493 + Episode_Termination/fell_over: 0.1164 + Episode_Termination/course_exit: 0.5274 +Episode_Termination/illegal_nonwheel_contact: 0.0068 +============================================================================== + +============================================================================== +Learning iteration 5400/50000 + Total steps: 22,118,400 + Steps per second: 7,629 + Iteration time: 0.537s + Collection time: 0.110s + Learning time: 0.432s + Mean reward: +0.0850 + Mean episode length: 1269.6 + Actor loss: -9.4322 + Critic loss: +0.0031 + World model loss: +1.4730 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +44.1384 + Episode_Reward/track_angular_velocity: +48.1870 + Episode_Reward/upright: +24.6828 + Episode_Reward/leg_posture: -2.9834 + Episode_Reward/standstill: -5.9269 + Episode_Reward/action_rate_l2: -0.3999 + Episode_Reward/joint_torques_l2: -0.1435 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0322 + Episode_Reward/unnecessary_wheel_lift: -0.1342 + Episode_Reward/rolling_leg_motion: -0.7783 + Episode_Reward/obstacle_progress: +1.7122 + Episode_Reward/wheel_body_intrusion: -0.2478 + Episode_Reward/pair_body_intrusion: -0.1879 + Curriculum/terrain_level_mean: +1.2144 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1028 + Metrics/base_velocity/error_vel_yaw: 0.1312 + Episode_Termination/time_out: 0.3846 + Episode_Termination/fell_over: 0.0833 + Episode_Termination/course_exit: 0.5321 +Episode_Termination/illegal_nonwheel_contact: 0.0000 +============================================================================== + ++---------------------------------+ +| Base Environment | ++------------------------+--------+ +| Property | Value | ++------------------------+--------+ +| Number of environments | 1 | +| Environment device | cuda:0 | +| Environment seed | None | +| Physics step-size | 0.005 | +| Environment step-size | 0.02 | ++------------------------+--------+ + +[INFO] contains 1 active terms. ++-------------------------------------+ +| Active Event Terms in Mode: 'reset' | ++--------+----------------------------+ +| Index | Name | ++--------+----------------------------+ +| 0 | reset_base | +| 1 | reset_robot_joints | ++--------+----------------------------+ + +[INFO] contains 1 active terms. ++--------------------------------------+ +| Active Command Terms | ++-------+-------+----------------------+ +| Index | Name | Type | ++-------+-------+----------------------+ +| 0 | twist | MixedVelocityCommand | ++-------+-------+----------------------+ + +[INFO] contains 2 active terms. ++---------------------------------+ +| Active Action Terms (shape: 16) | ++-------+-----------+-------------+ +| Index | Name | Dimension | ++-------+-----------+-------------+ +| 0 | joint_pos | 12 | +| 1 | wheel_vel | 4 | ++-------+-----------+-------------+ + +[INFO] contains 1 groups. ++------------------------------------------------------------+ +| Active Observation Terms in Group: 'actor' (shape: (265,)) | ++--------+-------------------------+-------------------------+ +| Index | Name | Shape | ++--------+-------------------------+-------------------------+ +| 0 | base_ang_vel | (15,) ← 5×(3,) | +| 1 | projected_gravity | (15,) ← 5×(3,) | +| 2 | joint_pos | (60,) ← 5×(12,) | +| 3 | joint_vel | (60,) ← 5×(12,) | +| 4 | wheel_vel | (20,) ← 5×(4,) | +| 5 | actions | (80,) ← 5×(16,) | +| 6 | command | (15,) ← 5×(3,) | ++--------+-------------------------+-------------------------+ + +[INFO] contains 4 active terms. ++---------------------------------------------+ +| Active Termination Terms | ++-------+--------------------------+----------+ +| Index | Name | Time Out | ++-------+--------------------------+----------+ +| 0 | time_out | True | +| 1 | fell_over | False | +| 2 | course_exit | True | +| 3 | illegal_nonwheel_contact | False | ++-------+--------------------------+----------+ + +[INFO] contains 0 active terms. ++-----------------------+ +| Active Reward Terms | ++-------+------+--------+ +| Index | Name | Weight | ++-------+------+--------+ ++-------+------+--------+ + +[INFO] (inactive) +[INFO] (inactive) +[INFO] (inactive) +S10 video saved: logs/s10_terrain_v7_50k_20261101_225518/videos/iteration_005400.mp4 + +============================================================================== +Learning iteration 5450/50000 + Total steps: 22,323,200 + Steps per second: 7,609 + Iteration time: 0.538s + Collection time: 0.110s + Learning time: 0.431s + Mean reward: +0.0850 + Mean episode length: 1381.8 + Actor loss: -9.4182 + Critic loss: +0.0036 + World model loss: +1.3859 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.1282 + Episode_Reward/track_angular_velocity: +52.4425 + Episode_Reward/upright: +26.8807 + Episode_Reward/leg_posture: -3.2770 + Episode_Reward/standstill: -6.3574 + Episode_Reward/action_rate_l2: -0.4519 + Episode_Reward/joint_torques_l2: -0.1580 + Episode_Reward/dof_pos_limits: -0.0002 + Episode_Reward/terminated: -0.0162 + Episode_Reward/unnecessary_wheel_lift: -0.1354 + Episode_Reward/rolling_leg_motion: -0.8476 + Episode_Reward/obstacle_progress: +1.8504 + Episode_Reward/wheel_body_intrusion: -0.2915 + Episode_Reward/pair_body_intrusion: -0.2478 + Curriculum/terrain_level_mean: +1.2263 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1021 + Metrics/base_velocity/error_vel_yaw: 0.1315 + Episode_Termination/time_out: 0.5062 + Episode_Termination/fell_over: 0.0375 + Episode_Termination/course_exit: 0.4562 +Episode_Termination/illegal_nonwheel_contact: 0.0000 +============================================================================== + +============================================================================== +Learning iteration 5500/50000 + Total steps: 22,528,000 + Steps per second: 7,609 + Iteration time: 0.538s + Collection time: 0.110s + Learning time: 0.432s + Mean reward: +0.0850 + Mean episode length: 1339.0 + Actor loss: -9.4301 + Critic loss: +0.0105 + World model loss: +1.4177 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.6988 + Episode_Reward/track_angular_velocity: +50.8357 + Episode_Reward/upright: +26.0620 + Episode_Reward/leg_posture: -3.1635 + Episode_Reward/standstill: -6.3420 + Episode_Reward/action_rate_l2: -0.4295 + Episode_Reward/joint_torques_l2: -0.1495 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0288 + Episode_Reward/unnecessary_wheel_lift: -0.1377 + Episode_Reward/rolling_leg_motion: -0.8200 + Episode_Reward/obstacle_progress: +1.7686 + Episode_Reward/wheel_body_intrusion: -0.2532 + Episode_Reward/pair_body_intrusion: -0.2268 + Curriculum/terrain_level_mean: +1.2397 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1018 + Metrics/base_velocity/error_vel_yaw: 0.1310 + Episode_Termination/time_out: 0.4780 + Episode_Termination/fell_over: 0.0566 + Episode_Termination/course_exit: 0.4528 +Episode_Termination/illegal_nonwheel_contact: 0.0126 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1166] + +============================================================================== +Learning iteration 5550/50000 + Total steps: 22,732,800 + Steps per second: 7,607 + Iteration time: 0.538s + Collection time: 0.110s + Learning time: 0.443s + Mean reward: +0.0850 + Mean episode length: 1372.1 + Actor loss: -9.4005 + Critic loss: +0.0045 + World model loss: +1.4284 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.7251 + Episode_Reward/track_angular_velocity: +52.0917 + Episode_Reward/upright: +26.7176 + Episode_Reward/leg_posture: -3.1722 + Episode_Reward/standstill: -6.4440 + Episode_Reward/action_rate_l2: -0.4381 + Episode_Reward/joint_torques_l2: -0.1513 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0295 + Episode_Reward/unnecessary_wheel_lift: -0.1387 + Episode_Reward/rolling_leg_motion: -0.8327 + Episode_Reward/obstacle_progress: +1.7783 + Episode_Reward/wheel_body_intrusion: -0.2767 + Episode_Reward/pair_body_intrusion: -0.2354 + Curriculum/terrain_level_mean: +1.2510 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1023 + Metrics/base_velocity/error_vel_yaw: 0.1308 + Episode_Termination/time_out: 0.5515 + Episode_Termination/fell_over: 0.0667 + Episode_Termination/course_exit: 0.3818 +Episode_Termination/illegal_nonwheel_contact: 0.0000 +============================================================================== + +============================================================================== +Learning iteration 5600/50000 + Total steps: 22,937,600 + Steps per second: 7,606 + Iteration time: 0.539s + Collection time: 0.110s + Learning time: 0.432s + Mean reward: +0.0848 + Mean episode length: 1431.6 + Actor loss: -9.4043 + Critic loss: +0.0035 + World model loss: +1.4075 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.6771 + Episode_Reward/track_angular_velocity: +54.2750 + Episode_Reward/upright: +27.8880 + Episode_Reward/leg_posture: -3.3615 + Episode_Reward/standstill: -6.6983 + Episode_Reward/action_rate_l2: -0.4629 + Episode_Reward/joint_torques_l2: -0.1578 + Episode_Reward/dof_pos_limits: -0.0019 + Episode_Reward/terminated: -0.0056 + Episode_Reward/unnecessary_wheel_lift: -0.1420 + Episode_Reward/rolling_leg_motion: -0.8589 + Episode_Reward/obstacle_progress: +1.8604 + Episode_Reward/wheel_body_intrusion: -0.2889 + Episode_Reward/pair_body_intrusion: -0.2760 + Curriculum/terrain_level_mean: +1.2644 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1031 + Metrics/base_velocity/error_vel_yaw: 0.1324 + Episode_Termination/time_out: 0.5978 + Episode_Termination/fell_over: 0.0112 + Episode_Termination/course_exit: 0.3911 +Episode_Termination/illegal_nonwheel_contact: 0.0000 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1997] + +============================================================================== +Learning iteration 5650/50000 + Total steps: 23,142,400 + Steps per second: 7,606 + Iteration time: 0.539s + Collection time: 0.110s + Learning time: 0.432s + Mean reward: +0.0842 + Mean episode length: 1444.1 + Actor loss: -9.4367 + Critic loss: +0.0026 + World model loss: +1.3570 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.0331 + Episode_Reward/track_angular_velocity: +54.7130 + Episode_Reward/upright: +28.1198 + Episode_Reward/leg_posture: -3.3835 + Episode_Reward/standstill: -7.4268 + Episode_Reward/action_rate_l2: -0.4925 + Episode_Reward/joint_torques_l2: -0.1604 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0423 + Episode_Reward/unnecessary_wheel_lift: -0.1620 + Episode_Reward/rolling_leg_motion: -0.9032 + Episode_Reward/obstacle_progress: +1.8179 + Episode_Reward/wheel_body_intrusion: -0.2806 + Episode_Reward/pair_body_intrusion: -0.2732 + Curriculum/terrain_level_mean: +1.2749 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1037 + Metrics/base_velocity/error_vel_yaw: 0.1335 + Episode_Termination/time_out: 0.6132 + Episode_Termination/fell_over: 0.0708 + Episode_Termination/course_exit: 0.3160 +Episode_Termination/illegal_nonwheel_contact: 0.0047 +============================================================================== + +============================================================================== +Learning iteration 5700/50000 + Total steps: 23,347,200 + Steps per second: 7,631 + Iteration time: 0.537s + Collection time: 0.086s + Learning time: 0.248s + Mean reward: +0.0846 + Mean episode length: 1454.2 + Actor loss: -9.4223 + Critic loss: +0.0026 + World model loss: +1.3427 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.4793 + Episode_Reward/track_angular_velocity: +55.0361 + Episode_Reward/upright: +28.3227 + Episode_Reward/leg_posture: -3.3160 + Episode_Reward/standstill: -6.9917 + Episode_Reward/action_rate_l2: -0.5174 + Episode_Reward/joint_torques_l2: -0.1592 + Episode_Reward/dof_pos_limits: -0.0001 + Episode_Reward/terminated: -0.0398 + Episode_Reward/unnecessary_wheel_lift: -0.1864 + Episode_Reward/rolling_leg_motion: -0.9163 + Episode_Reward/obstacle_progress: +1.8283 + Episode_Reward/wheel_body_intrusion: -0.2794 + Episode_Reward/pair_body_intrusion: -0.2509 + Curriculum/terrain_level_mean: +1.2856 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1026 + Metrics/base_velocity/error_vel_yaw: 0.1344 + Episode_Termination/time_out: 0.6398 + Episode_Termination/fell_over: 0.0551 + Episode_Termination/course_exit: 0.3008 +Episode_Termination/illegal_nonwheel_contact: 0.0085 +============================================================================== + +============================================================================== +Learning iteration 5750/50000 + Total steps: 23,552,000 + Steps per second: 7,666 + Iteration time: 0.534s + Collection time: 0.076s + Learning time: 0.183s + Mean reward: +0.0847 + Mean episode length: 1473.0 + Actor loss: -9.4256 + Critic loss: +0.0027 + World model loss: +1.3875 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +51.1404 + Episode_Reward/track_angular_velocity: +55.7540 + Episode_Reward/upright: +28.7124 + Episode_Reward/leg_posture: -3.3525 + Episode_Reward/standstill: -6.9695 + Episode_Reward/action_rate_l2: -0.5410 + Episode_Reward/joint_torques_l2: -0.1602 + Episode_Reward/dof_pos_limits: -0.0002 + Episode_Reward/terminated: -0.0345 + Episode_Reward/unnecessary_wheel_lift: -0.1595 + Episode_Reward/rolling_leg_motion: -0.9419 + Episode_Reward/obstacle_progress: +1.8397 + Episode_Reward/wheel_body_intrusion: -0.3382 + Episode_Reward/pair_body_intrusion: -0.2407 + Curriculum/terrain_level_mean: +1.2961 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1027 + Metrics/base_velocity/error_vel_yaw: 0.1348 + Episode_Termination/time_out: 0.6638 + Episode_Termination/fell_over: 0.0393 + Episode_Termination/course_exit: 0.2838 +Episode_Termination/illegal_nonwheel_contact: 0.0131 +============================================================================== + +============================================================================== +Learning iteration 5800/50000 + Total steps: 23,756,800 + Steps per second: 7,700 + Iteration time: 0.532s + Collection time: 0.076s + Learning time: 0.183s + Mean reward: +0.0847 + Mean episode length: 1444.4 + Actor loss: -9.4263 + Critic loss: +0.0035 + World model loss: +1.4471 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.1921 + Episode_Reward/track_angular_velocity: +54.6168 + Episode_Reward/upright: +28.1874 + Episode_Reward/leg_posture: -3.2679 + Episode_Reward/standstill: -6.7822 + Episode_Reward/action_rate_l2: -0.5580 + Episode_Reward/joint_torques_l2: -0.1586 + Episode_Reward/dof_pos_limits: -0.0002 + Episode_Reward/terminated: -0.0310 + Episode_Reward/unnecessary_wheel_lift: -0.1449 + Episode_Reward/rolling_leg_motion: -0.9335 + Episode_Reward/obstacle_progress: +1.8245 + Episode_Reward/wheel_body_intrusion: -0.3287 + Episode_Reward/pair_body_intrusion: -0.2859 + Curriculum/terrain_level_mean: +1.3076 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1026 + Metrics/base_velocity/error_vel_yaw: 0.1361 + Episode_Termination/time_out: 0.6162 + Episode_Termination/fell_over: 0.0556 + Episode_Termination/course_exit: 0.3283 +Episode_Termination/illegal_nonwheel_contact: 0.0000 +============================================================================== + +============================================================================== +Learning iteration 5850/50000 + Total steps: 23,961,600 + Steps per second: 7,734 + Iteration time: 0.530s + Collection time: 0.076s + Learning time: 0.183s + Mean reward: +0.0848 + Mean episode length: 1396.0 + Actor loss: -9.4347 + Critic loss: +0.0026 + World model loss: +1.2956 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.4675 + Episode_Reward/track_angular_velocity: +52.8182 + Episode_Reward/upright: +27.2453 + Episode_Reward/leg_posture: -3.1720 + Episode_Reward/standstill: -6.4447 + Episode_Reward/action_rate_l2: -0.5380 + Episode_Reward/joint_torques_l2: -0.1524 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0218 + Episode_Reward/unnecessary_wheel_lift: -0.1304 + Episode_Reward/rolling_leg_motion: -0.8944 + Episode_Reward/obstacle_progress: +1.7900 + Episode_Reward/wheel_body_intrusion: -0.3130 + Episode_Reward/pair_body_intrusion: -0.2383 + Curriculum/terrain_level_mean: +1.3191 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1027 + Metrics/base_velocity/error_vel_yaw: 0.1354 + Episode_Termination/time_out: 0.5663 + Episode_Termination/fell_over: 0.0361 + Episode_Termination/course_exit: 0.3855 +Episode_Termination/illegal_nonwheel_contact: 0.0120 +============================================================================== + +============================================================================== +Learning iteration 5900/50000 + Total steps: 24,166,400 + Steps per second: 7,768 + Iteration time: 0.527s + Collection time: 0.076s + Learning time: 0.183s + Mean reward: +0.0846 + Mean episode length: 1370.1 + Actor loss: -9.4130 + Critic loss: +0.0025 + World model loss: +1.3728 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.5817 + Episode_Reward/track_angular_velocity: +51.8853 + Episode_Reward/upright: +26.7433 + Episode_Reward/leg_posture: -3.1098 + Episode_Reward/standstill: -6.6427 + Episode_Reward/action_rate_l2: -0.5265 + Episode_Reward/joint_torques_l2: -0.1534 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0321 + Episode_Reward/unnecessary_wheel_lift: -0.1579 + Episode_Reward/rolling_leg_motion: -0.8661 + Episode_Reward/obstacle_progress: +1.7421 + Episode_Reward/wheel_body_intrusion: -0.3058 + Episode_Reward/pair_body_intrusion: -0.2438 + Curriculum/terrain_level_mean: +1.3289 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1026 + Metrics/base_velocity/error_vel_yaw: 0.1339 + Episode_Termination/time_out: 0.5521 + Episode_Termination/fell_over: 0.0613 + Episode_Termination/course_exit: 0.3742 +Episode_Termination/illegal_nonwheel_contact: 0.0184 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2200] + +============================================================================== +Learning iteration 5950/50000 + Total steps: 24,371,200 + Steps per second: 7,801 + Iteration time: 0.525s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0846 + Mean episode length: 1284.4 + Actor loss: -9.4271 + Critic loss: +0.0035 + World model loss: +1.3641 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +44.6234 + Episode_Reward/track_angular_velocity: +48.6299 + Episode_Reward/upright: +25.0432 + Episode_Reward/leg_posture: -2.9207 + Episode_Reward/standstill: -6.1843 + Episode_Reward/action_rate_l2: -0.4956 + Episode_Reward/joint_torques_l2: -0.1453 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0452 + Episode_Reward/unnecessary_wheel_lift: -0.1495 + Episode_Reward/rolling_leg_motion: -0.8134 + Episode_Reward/obstacle_progress: +1.6016 + Episode_Reward/wheel_body_intrusion: -0.2753 + Episode_Reward/pair_body_intrusion: -0.2013 + Curriculum/terrain_level_mean: +1.3389 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1024 + Metrics/base_velocity/error_vel_yaw: 0.1341 + Episode_Termination/time_out: 0.4400 + Episode_Termination/fell_over: 0.0971 + Episode_Termination/course_exit: 0.4571 +Episode_Termination/illegal_nonwheel_contact: 0.0114 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2138] + +============================================================================== +Learning iteration 6000/50000 + Total steps: 24,576,000 + Steps per second: 7,834 + Iteration time: 0.523s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0843 + Mean episode length: 1302.0 + Actor loss: -9.4111 + Critic loss: +0.0024 + World model loss: +1.3713 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +45.1722 + Episode_Reward/track_angular_velocity: +49.2876 + Episode_Reward/upright: +25.3791 + Episode_Reward/leg_posture: -3.0207 + Episode_Reward/standstill: -6.4595 + Episode_Reward/action_rate_l2: -0.5045 + Episode_Reward/joint_torques_l2: -0.1462 + Episode_Reward/dof_pos_limits: -0.0015 + Episode_Reward/terminated: -0.0432 + Episode_Reward/unnecessary_wheel_lift: -0.1673 + Episode_Reward/rolling_leg_motion: -0.8329 + Episode_Reward/obstacle_progress: +1.5889 + Episode_Reward/wheel_body_intrusion: -0.3099 + Episode_Reward/pair_body_intrusion: -0.2306 + Curriculum/terrain_level_mean: +1.3481 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1029 + Metrics/base_velocity/error_vel_yaw: 0.1346 + Episode_Termination/time_out: 0.4459 + Episode_Termination/fell_over: 0.1019 + Episode_Termination/course_exit: 0.4459 +Episode_Termination/illegal_nonwheel_contact: 0.0127 +============================================================================== + +============================================================================== +Learning iteration 6050/50000 + Total steps: 24,780,800 + Steps per second: 7,866 + Iteration time: 0.521s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0845 + Mean episode length: 1298.5 + Actor loss: -9.4172 + Critic loss: +0.0048 + World model loss: +1.3496 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +45.0992 + Episode_Reward/track_angular_velocity: +49.0972 + Episode_Reward/upright: +25.3203 + Episode_Reward/leg_posture: -2.9855 + Episode_Reward/standstill: -6.3596 + Episode_Reward/action_rate_l2: -0.5095 + Episode_Reward/joint_torques_l2: -0.1472 + Episode_Reward/dof_pos_limits: -0.0012 + Episode_Reward/terminated: -0.0304 + Episode_Reward/unnecessary_wheel_lift: -0.1358 + Episode_Reward/rolling_leg_motion: -0.8009 + Episode_Reward/obstacle_progress: +1.6631 + Episode_Reward/wheel_body_intrusion: -0.3076 + Episode_Reward/pair_body_intrusion: -0.2446 + Curriculum/terrain_level_mean: +1.3574 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1023 + Metrics/base_velocity/error_vel_yaw: 0.1362 + Episode_Termination/time_out: 0.4609 + Episode_Termination/fell_over: 0.0938 + Episode_Termination/course_exit: 0.4453 +Episode_Termination/illegal_nonwheel_contact: 0.0000 +============================================================================== + +============================================================================== +Learning iteration 6100/50000 + Total steps: 24,985,600 + Steps per second: 7,898 + Iteration time: 0.519s + Collection time: 0.075s + Learning time: 0.186s + Mean reward: +0.0841 + Mean episode length: 1342.0 + Actor loss: -9.3806 + Critic loss: +0.0066 + World model loss: +1.3984 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.4601 + Episode_Reward/track_angular_velocity: +50.7312 + Episode_Reward/upright: +26.1495 + Episode_Reward/leg_posture: -3.0619 + Episode_Reward/standstill: -6.9605 + Episode_Reward/action_rate_l2: -0.5365 + Episode_Reward/joint_torques_l2: -0.1543 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0341 + Episode_Reward/unnecessary_wheel_lift: -0.1169 + Episode_Reward/rolling_leg_motion: -0.8453 + Episode_Reward/obstacle_progress: +1.7427 + Episode_Reward/wheel_body_intrusion: -0.3258 + Episode_Reward/pair_body_intrusion: -0.2289 + Curriculum/terrain_level_mean: +1.3650 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1036 + Metrics/base_velocity/error_vel_yaw: 0.1363 + Episode_Termination/time_out: 0.4583 + Episode_Termination/fell_over: 0.0903 + Episode_Termination/course_exit: 0.4514 +Episode_Termination/illegal_nonwheel_contact: 0.0000 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[661] + +============================================================================== +Learning iteration 6150/50000 + Total steps: 25,190,400 + Steps per second: 7,931 + Iteration time: 0.516s + Collection time: 0.076s + Learning time: 0.183s + Mean reward: +0.0842 + Mean episode length: 1239.4 + Actor loss: -9.4032 + Critic loss: +0.0055 + World model loss: +1.3149 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +42.9730 + Episode_Reward/track_angular_velocity: +46.8822 + Episode_Reward/upright: +24.1542 + Episode_Reward/leg_posture: -2.8226 + Episode_Reward/standstill: -6.3618 + Episode_Reward/action_rate_l2: -0.5007 + Episode_Reward/joint_torques_l2: -0.1428 + Episode_Reward/dof_pos_limits: -0.0002 + Episode_Reward/terminated: -0.0194 + Episode_Reward/unnecessary_wheel_lift: -0.1110 + Episode_Reward/rolling_leg_motion: -0.7706 + Episode_Reward/obstacle_progress: +1.6069 + Episode_Reward/wheel_body_intrusion: -0.3079 + Episode_Reward/pair_body_intrusion: -0.2211 + Curriculum/terrain_level_mean: +1.3752 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1030 + Metrics/base_velocity/error_vel_yaw: 0.1358 + Episode_Termination/time_out: 0.4211 + Episode_Termination/fell_over: 0.0702 + Episode_Termination/course_exit: 0.5088 +Episode_Termination/illegal_nonwheel_contact: 0.0000 +============================================================================== + +============================================================================== +Learning iteration 6200/50000 + Total steps: 25,395,200 + Steps per second: 7,963 + Iteration time: 0.514s + Collection time: 0.075s + Learning time: 0.183s + Mean reward: +0.0839 + Mean episode length: 1315.4 + Actor loss: -9.4183 + Critic loss: +0.0027 + World model loss: +1.3390 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +45.4016 + Episode_Reward/track_angular_velocity: +49.7918 + Episode_Reward/upright: +25.6189 + Episode_Reward/leg_posture: -3.0053 + Episode_Reward/standstill: -6.8038 + Episode_Reward/action_rate_l2: -0.5329 + Episode_Reward/joint_torques_l2: -0.1533 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0283 + Episode_Reward/unnecessary_wheel_lift: -0.1501 + Episode_Reward/rolling_leg_motion: -0.8178 + Episode_Reward/obstacle_progress: +1.6681 + Episode_Reward/wheel_body_intrusion: -0.3328 + Episode_Reward/pair_body_intrusion: -0.2731 + Curriculum/terrain_level_mean: +1.3835 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1047 + Metrics/base_velocity/error_vel_yaw: 0.1351 + Episode_Termination/time_out: 0.4526 + Episode_Termination/fell_over: 0.0730 + Episode_Termination/course_exit: 0.4672 +Episode_Termination/illegal_nonwheel_contact: 0.0146 +============================================================================== + +============================================================================== +Learning iteration 6250/50000 + Total steps: 25,600,000 + Steps per second: 7,994 + Iteration time: 0.512s + Collection time: 0.075s + Learning time: 0.185s + Mean reward: +0.0841 + Mean episode length: 1240.9 + Actor loss: -9.3968 + Critic loss: +0.0030 + World model loss: +1.3735 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +42.9436 + Episode_Reward/track_angular_velocity: +46.9299 + Episode_Reward/upright: +24.1566 + Episode_Reward/leg_posture: -2.7861 + Episode_Reward/standstill: -6.3700 + Episode_Reward/action_rate_l2: -0.5169 + Episode_Reward/joint_torques_l2: -0.1434 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0267 + Episode_Reward/unnecessary_wheel_lift: -0.1339 + Episode_Reward/rolling_leg_motion: -0.7638 + Episode_Reward/obstacle_progress: +1.6630 + Episode_Reward/wheel_body_intrusion: -0.3085 + Episode_Reward/pair_body_intrusion: -0.2397 + Curriculum/terrain_level_mean: +1.3938 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1039 + Metrics/base_velocity/error_vel_yaw: 0.1360 + Episode_Termination/time_out: 0.4370 + Episode_Termination/fell_over: 0.0741 + Episode_Termination/course_exit: 0.4815 +Episode_Termination/illegal_nonwheel_contact: 0.0148 +============================================================================== + +============================================================================== +Learning iteration 6300/50000 + Total steps: 25,804,800 + Steps per second: 8,026 + Iteration time: 0.510s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0839 + Mean episode length: 1300.6 + Actor loss: -9.3951 + Critic loss: +0.0045 + World model loss: +1.3106 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +44.8868 + Episode_Reward/track_angular_velocity: +49.1480 + Episode_Reward/upright: +25.3027 + Episode_Reward/leg_posture: -2.9455 + Episode_Reward/standstill: -6.7819 + Episode_Reward/action_rate_l2: -0.5542 + Episode_Reward/joint_torques_l2: -0.1512 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0254 + Episode_Reward/unnecessary_wheel_lift: -0.1282 + Episode_Reward/rolling_leg_motion: -0.8217 + Episode_Reward/obstacle_progress: +1.7118 + Episode_Reward/wheel_body_intrusion: -0.3209 + Episode_Reward/pair_body_intrusion: -0.2443 + Curriculum/terrain_level_mean: +1.4043 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1047 + Metrics/base_velocity/error_vel_yaw: 0.1370 + Episode_Termination/time_out: 0.4444 + Episode_Termination/fell_over: 0.0625 + Episode_Termination/course_exit: 0.4861 +Episode_Termination/illegal_nonwheel_contact: 0.0069 +============================================================================== + +============================================================================== +Learning iteration 6350/50000 + Total steps: 26,009,600 + Steps per second: 8,056 + Iteration time: 0.508s + Collection time: 0.076s + Learning time: 0.193s + Mean reward: +0.0839 + Mean episode length: 1291.4 + Actor loss: -9.3851 + Critic loss: +0.0065 + World model loss: +1.3168 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +44.5701 + Episode_Reward/track_angular_velocity: +48.8661 + Episode_Reward/upright: +25.1136 + Episode_Reward/leg_posture: -2.9393 + Episode_Reward/standstill: -6.7481 + Episode_Reward/action_rate_l2: -0.5387 + Episode_Reward/joint_torques_l2: -0.1505 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0353 + Episode_Reward/unnecessary_wheel_lift: -0.1094 + Episode_Reward/rolling_leg_motion: -0.7975 + Episode_Reward/obstacle_progress: +1.6740 + Episode_Reward/wheel_body_intrusion: -0.3061 + Episode_Reward/pair_body_intrusion: -0.2397 + Curriculum/terrain_level_mean: +1.4124 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1048 + Metrics/base_velocity/error_vel_yaw: 0.1353 + Episode_Termination/time_out: 0.4252 + Episode_Termination/fell_over: 0.0945 + Episode_Termination/course_exit: 0.4646 +Episode_Termination/illegal_nonwheel_contact: 0.0315 +============================================================================== + +============================================================================== +Learning iteration 6400/50000 + Total steps: 26,214,400 + Steps per second: 8,086 + Iteration time: 0.507s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0836 + Mean episode length: 1242.9 + Actor loss: -9.4173 + Critic loss: +0.0057 + World model loss: +1.2763 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +42.8263 + Episode_Reward/track_angular_velocity: +47.0519 + Episode_Reward/upright: +24.1405 + Episode_Reward/leg_posture: -2.8584 + Episode_Reward/standstill: -6.7784 + Episode_Reward/action_rate_l2: -0.5192 + Episode_Reward/joint_torques_l2: -0.1465 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0364 + Episode_Reward/unnecessary_wheel_lift: -0.1350 + Episode_Reward/rolling_leg_motion: -0.7627 + Episode_Reward/obstacle_progress: +1.6338 + Episode_Reward/wheel_body_intrusion: -0.2961 + Episode_Reward/pair_body_intrusion: -0.2769 + Curriculum/terrain_level_mean: +1.4224 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1053 + Metrics/base_velocity/error_vel_yaw: 0.1346 + Episode_Termination/time_out: 0.3836 + Episode_Termination/fell_over: 0.0959 + Episode_Termination/course_exit: 0.5137 +Episode_Termination/illegal_nonwheel_contact: 0.0137 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[976] + +============================================================================== +Learning iteration 6450/50000 + Total steps: 26,419,200 + Steps per second: 8,117 + Iteration time: 0.505s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0835 + Mean episode length: 1345.3 + Actor loss: -9.4023 + Critic loss: +0.0045 + World model loss: +1.2962 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.2980 + Episode_Reward/track_angular_velocity: +50.8692 + Episode_Reward/upright: +26.1288 + Episode_Reward/leg_posture: -3.0455 + Episode_Reward/standstill: -7.3709 + Episode_Reward/action_rate_l2: -0.5849 + Episode_Reward/joint_torques_l2: -0.1596 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0447 + Episode_Reward/unnecessary_wheel_lift: -0.1639 + Episode_Reward/rolling_leg_motion: -0.8374 + Episode_Reward/obstacle_progress: +1.7522 + Episode_Reward/wheel_body_intrusion: -0.3061 + Episode_Reward/pair_body_intrusion: -0.2351 + Curriculum/terrain_level_mean: +1.4302 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1060 + Metrics/base_velocity/error_vel_yaw: 0.1361 + Episode_Termination/time_out: 0.4863 + Episode_Termination/fell_over: 0.1027 + Episode_Termination/course_exit: 0.3973 +Episode_Termination/illegal_nonwheel_contact: 0.0137 +============================================================================== + +============================================================================== +Learning iteration 6500/50000 + Total steps: 26,624,000 + Steps per second: 8,147 + Iteration time: 0.503s + Collection time: 0.075s + Learning time: 0.186s + Mean reward: +0.0838 + Mean episode length: 1201.2 + Actor loss: -9.3878 + Critic loss: +0.0087 + World model loss: +1.2695 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +41.4287 + Episode_Reward/track_angular_velocity: +45.3758 + Episode_Reward/upright: +23.3201 + Episode_Reward/leg_posture: -2.7132 + Episode_Reward/standstill: -6.2583 + Episode_Reward/action_rate_l2: -0.5565 + Episode_Reward/joint_torques_l2: -0.1443 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0282 + Episode_Reward/unnecessary_wheel_lift: -0.1147 + Episode_Reward/rolling_leg_motion: -0.7415 + Episode_Reward/obstacle_progress: +1.6486 + Episode_Reward/wheel_body_intrusion: -0.2858 + Episode_Reward/pair_body_intrusion: -0.2282 + Curriculum/terrain_level_mean: +1.4387 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1051 + Metrics/base_velocity/error_vel_yaw: 0.1373 + Episode_Termination/time_out: 0.3500 + Episode_Termination/fell_over: 0.0917 + Episode_Termination/course_exit: 0.5500 +Episode_Termination/illegal_nonwheel_contact: 0.0333 +============================================================================== + +============================================================================== +Learning iteration 6550/50000 + Total steps: 26,828,800 + Steps per second: 8,177 + Iteration time: 0.501s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0841 + Mean episode length: 1340.0 + Actor loss: -9.3873 + Critic loss: +0.0106 + World model loss: +1.2722 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.3224 + Episode_Reward/track_angular_velocity: +50.6677 + Episode_Reward/upright: +26.0181 + Episode_Reward/leg_posture: -2.9616 + Episode_Reward/standstill: -6.9144 + Episode_Reward/action_rate_l2: -0.6181 + Episode_Reward/joint_torques_l2: -0.1606 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0445 + Episode_Reward/unnecessary_wheel_lift: -0.1686 + Episode_Reward/rolling_leg_motion: -0.8232 + Episode_Reward/obstacle_progress: +1.9343 + Episode_Reward/wheel_body_intrusion: -0.2868 + Episode_Reward/pair_body_intrusion: -0.2049 + Curriculum/terrain_level_mean: +1.4448 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1043 + Metrics/base_velocity/error_vel_yaw: 0.1363 + Episode_Termination/time_out: 0.4571 + Episode_Termination/fell_over: 0.1214 + Episode_Termination/course_exit: 0.4214 +Episode_Termination/illegal_nonwheel_contact: 0.0000 +============================================================================== + +============================================================================== +Learning iteration 6600/50000 + Total steps: 27,033,600 + Steps per second: 8,207 + Iteration time: 0.499s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0844 + Mean episode length: 1309.6 + Actor loss: -9.4018 + Critic loss: +0.0033 + World model loss: +1.2731 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +45.2728 + Episode_Reward/track_angular_velocity: +49.4021 + Episode_Reward/upright: +25.4137 + Episode_Reward/leg_posture: -2.9106 + Episode_Reward/standstill: -6.2457 + Episode_Reward/action_rate_l2: -0.5893 + Episode_Reward/joint_torques_l2: -0.1585 + Episode_Reward/dof_pos_limits: -0.0015 + Episode_Reward/terminated: -0.0307 + Episode_Reward/unnecessary_wheel_lift: -0.1323 + Episode_Reward/rolling_leg_motion: -0.7970 + Episode_Reward/obstacle_progress: +1.9104 + Episode_Reward/wheel_body_intrusion: -0.3043 + Episode_Reward/pair_body_intrusion: -0.2556 + Curriculum/terrain_level_mean: +1.4541 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1045 + Metrics/base_velocity/error_vel_yaw: 0.1392 + Episode_Termination/time_out: 0.4483 + Episode_Termination/fell_over: 0.0759 + Episode_Termination/course_exit: 0.4690 +Episode_Termination/illegal_nonwheel_contact: 0.0207 +============================================================================== + +============================================================================== +Learning iteration 6650/50000 + Total steps: 27,238,400 + Steps per second: 8,236 + Iteration time: 0.497s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0845 + Mean episode length: 1344.0 + Actor loss: -9.3992 + Critic loss: +0.0074 + World model loss: +1.3024 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.5517 + Episode_Reward/track_angular_velocity: +50.8197 + Episode_Reward/upright: +26.0991 + Episode_Reward/leg_posture: -2.9932 + Episode_Reward/standstill: -6.5527 + Episode_Reward/action_rate_l2: -0.6099 + Episode_Reward/joint_torques_l2: -0.1644 + Episode_Reward/dof_pos_limits: -0.0003 + Episode_Reward/terminated: -0.0236 + Episode_Reward/unnecessary_wheel_lift: -0.1171 + Episode_Reward/rolling_leg_motion: -0.8203 + Episode_Reward/obstacle_progress: +1.9803 + Episode_Reward/wheel_body_intrusion: -0.3196 + Episode_Reward/pair_body_intrusion: -0.2409 + Curriculum/terrain_level_mean: +1.4622 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1037 + Metrics/base_velocity/error_vel_yaw: 0.1363 + Episode_Termination/time_out: 0.4667 + Episode_Termination/fell_over: 0.0593 + Episode_Termination/course_exit: 0.4667 +Episode_Termination/illegal_nonwheel_contact: 0.0222 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2262] + +============================================================================== +Learning iteration 6700/50000 + Total steps: 27,443,200 + Steps per second: 8,266 + Iteration time: 0.496s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0846 + Mean episode length: 1332.4 + Actor loss: -9.4259 + Critic loss: +0.0048 + World model loss: +1.3096 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.2268 + Episode_Reward/track_angular_velocity: +50.3434 + Episode_Reward/upright: +25.8621 + Episode_Reward/leg_posture: -3.0093 + Episode_Reward/standstill: -6.4709 + Episode_Reward/action_rate_l2: -0.5777 + Episode_Reward/joint_torques_l2: -0.1632 + Episode_Reward/dof_pos_limits: -0.0003 + Episode_Reward/terminated: -0.0182 + Episode_Reward/unnecessary_wheel_lift: -0.1157 + Episode_Reward/rolling_leg_motion: -0.8042 + Episode_Reward/obstacle_progress: +1.9884 + Episode_Reward/wheel_body_intrusion: -0.3131 + Episode_Reward/pair_body_intrusion: -0.2057 + Curriculum/terrain_level_mean: +1.4690 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1031 + Metrics/base_velocity/error_vel_yaw: 0.1372 + Episode_Termination/time_out: 0.5043 + Episode_Termination/fell_over: 0.0598 + Episode_Termination/course_exit: 0.4359 +Episode_Termination/illegal_nonwheel_contact: 0.0171 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1866] + +============================================================================== +Learning iteration 6750/50000 + Total steps: 27,648,000 + Steps per second: 8,295 + Iteration time: 0.494s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0846 + Mean episode length: 1272.3 + Actor loss: -9.4179 + Critic loss: +0.0032 + World model loss: +1.2711 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +44.0370 + Episode_Reward/track_angular_velocity: +48.0494 + Episode_Reward/upright: +24.7019 + Episode_Reward/leg_posture: -2.8523 + Episode_Reward/standstill: -6.1472 + Episode_Reward/action_rate_l2: -0.5315 + Episode_Reward/joint_torques_l2: -0.1551 + Episode_Reward/dof_pos_limits: -0.0002 + Episode_Reward/terminated: -0.0298 + Episode_Reward/unnecessary_wheel_lift: -0.1193 + Episode_Reward/rolling_leg_motion: -0.7508 + Episode_Reward/obstacle_progress: +1.8941 + Episode_Reward/wheel_body_intrusion: -0.2812 + Episode_Reward/pair_body_intrusion: -0.2013 + Curriculum/terrain_level_mean: +1.4761 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1042 + Metrics/base_velocity/error_vel_yaw: 0.1375 + Episode_Termination/time_out: 0.4035 + Episode_Termination/fell_over: 0.1053 + Episode_Termination/course_exit: 0.4912 +Episode_Termination/illegal_nonwheel_contact: 0.0088 +============================================================================== + +============================================================================== +Learning iteration 6800/50000 + Total steps: 27,852,800 + Steps per second: 8,324 + Iteration time: 0.492s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0846 + Mean episode length: 1238.3 + Actor loss: -9.3973 + Critic loss: +0.0089 + World model loss: +1.3099 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +42.8543 + Episode_Reward/track_angular_velocity: +46.7912 + Episode_Reward/upright: +24.0425 + Episode_Reward/leg_posture: -2.8206 + Episode_Reward/standstill: -5.7614 + Episode_Reward/action_rate_l2: -0.5193 + Episode_Reward/joint_torques_l2: -0.1528 + Episode_Reward/dof_pos_limits: -0.0002 + Episode_Reward/terminated: -0.0314 + Episode_Reward/unnecessary_wheel_lift: -0.1306 + Episode_Reward/rolling_leg_motion: -0.7445 + Episode_Reward/obstacle_progress: +1.8373 + Episode_Reward/wheel_body_intrusion: -0.3139 + Episode_Reward/pair_body_intrusion: -0.2395 + Curriculum/terrain_level_mean: +1.4880 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1043 + Metrics/base_velocity/error_vel_yaw: 0.1370 + Episode_Termination/time_out: 0.3600 + Episode_Termination/fell_over: 0.0800 + Episode_Termination/course_exit: 0.5533 +Episode_Termination/illegal_nonwheel_contact: 0.0133 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[839] + +============================================================================== +Learning iteration 6850/50000 + Total steps: 28,057,600 + Steps per second: 8,353 + Iteration time: 0.490s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0848 + Mean episode length: 1249.4 + Actor loss: -9.4059 + Critic loss: +0.0122 + World model loss: +1.2676 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +43.3127 + Episode_Reward/track_angular_velocity: +47.2193 + Episode_Reward/upright: +24.2445 + Episode_Reward/leg_posture: -2.8602 + Episode_Reward/standstill: -5.7014 + Episode_Reward/action_rate_l2: -0.5286 + Episode_Reward/joint_torques_l2: -0.1520 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0317 + Episode_Reward/unnecessary_wheel_lift: -0.1176 + Episode_Reward/rolling_leg_motion: -0.7479 + Episode_Reward/obstacle_progress: +1.8606 + Episode_Reward/wheel_body_intrusion: -0.3031 + Episode_Reward/pair_body_intrusion: -0.2132 + Curriculum/terrain_level_mean: +1.4978 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1039 + Metrics/base_velocity/error_vel_yaw: 0.1362 + Episode_Termination/time_out: 0.4167 + Episode_Termination/fell_over: 0.0833 + Episode_Termination/course_exit: 0.4931 +Episode_Termination/illegal_nonwheel_contact: 0.0139 +============================================================================== + +============================================================================== +Learning iteration 6900/50000 + Total steps: 28,262,400 + Steps per second: 8,381 + Iteration time: 0.489s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0847 + Mean episode length: 1335.8 + Actor loss: -9.4023 + Critic loss: +0.0064 + World model loss: +1.2630 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.2608 + Episode_Reward/track_angular_velocity: +50.5514 + Episode_Reward/upright: +25.9491 + Episode_Reward/leg_posture: -3.0205 + Episode_Reward/standstill: -6.2421 + Episode_Reward/action_rate_l2: -0.5626 + Episode_Reward/joint_torques_l2: -0.1598 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0313 + Episode_Reward/unnecessary_wheel_lift: -0.1448 + Episode_Reward/rolling_leg_motion: -0.7905 + Episode_Reward/obstacle_progress: +1.9474 + Episode_Reward/wheel_body_intrusion: -0.3324 + Episode_Reward/pair_body_intrusion: -0.2609 + Curriculum/terrain_level_mean: +1.5059 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1038 + Metrics/base_velocity/error_vel_yaw: 0.1349 + Episode_Termination/time_out: 0.4671 + Episode_Termination/fell_over: 0.0658 + Episode_Termination/course_exit: 0.4539 +Episode_Termination/illegal_nonwheel_contact: 0.0329 +============================================================================== + +============================================================================== +Learning iteration 6950/50000 + Total steps: 28,467,200 + Steps per second: 8,409 + Iteration time: 0.487s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0848 + Mean episode length: 1349.8 + Actor loss: -9.4363 + Critic loss: +0.0036 + World model loss: +1.2549 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.8984 + Episode_Reward/track_angular_velocity: +51.0888 + Episode_Reward/upright: +26.2431 + Episode_Reward/leg_posture: -3.0301 + Episode_Reward/standstill: -6.5118 + Episode_Reward/action_rate_l2: -0.5721 + Episode_Reward/joint_torques_l2: -0.1613 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0185 + Episode_Reward/unnecessary_wheel_lift: -0.1260 + Episode_Reward/rolling_leg_motion: -0.8047 + Episode_Reward/obstacle_progress: +1.9916 + Episode_Reward/wheel_body_intrusion: -0.3185 + Episode_Reward/pair_body_intrusion: -0.2424 + Curriculum/terrain_level_mean: +1.5151 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1025 + Metrics/base_velocity/error_vel_yaw: 0.1347 + Episode_Termination/time_out: 0.4357 + Episode_Termination/fell_over: 0.0500 + Episode_Termination/course_exit: 0.5143 +Episode_Termination/illegal_nonwheel_contact: 0.0143 +============================================================================== + +============================================================================== +Learning iteration 7000/50000 + Total steps: 28,672,000 + Steps per second: 8,437 + Iteration time: 0.485s + Collection time: 0.076s + Learning time: 0.191s + Mean reward: +0.0851 + Mean episode length: 1328.4 + Actor loss: -9.4232 + Critic loss: +0.0050 + World model loss: +1.2726 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.1909 + Episode_Reward/track_angular_velocity: +50.2962 + Episode_Reward/upright: +25.8341 + Episode_Reward/leg_posture: -2.9556 + Episode_Reward/standstill: -6.0898 + Episode_Reward/action_rate_l2: -0.5601 + Episode_Reward/joint_torques_l2: -0.1584 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0311 + Episode_Reward/unnecessary_wheel_lift: -0.1201 + Episode_Reward/rolling_leg_motion: -0.7999 + Episode_Reward/obstacle_progress: +1.9928 + Episode_Reward/wheel_body_intrusion: -0.3074 + Episode_Reward/pair_body_intrusion: -0.2294 + Curriculum/terrain_level_mean: +1.5269 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1025 + Metrics/base_velocity/error_vel_yaw: 0.1341 + Episode_Termination/time_out: 0.5217 + Episode_Termination/fell_over: 0.0745 + Episode_Termination/course_exit: 0.4037 +Episode_Termination/illegal_nonwheel_contact: 0.0311 +============================================================================== + +============================================================================== +Learning iteration 7050/50000 + Total steps: 28,876,800 + Steps per second: 8,464 + Iteration time: 0.484s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0852 + Mean episode length: 1336.9 + Actor loss: -9.4167 + Critic loss: +0.0051 + World model loss: +1.2110 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.4929 + Episode_Reward/track_angular_velocity: +50.6016 + Episode_Reward/upright: +26.0002 + Episode_Reward/leg_posture: -2.9746 + Episode_Reward/standstill: -6.1266 + Episode_Reward/action_rate_l2: -0.5631 + Episode_Reward/joint_torques_l2: -0.1594 + Episode_Reward/dof_pos_limits: -0.0002 + Episode_Reward/terminated: -0.0209 + Episode_Reward/unnecessary_wheel_lift: -0.1245 + Episode_Reward/rolling_leg_motion: -0.8143 + Episode_Reward/obstacle_progress: +2.0636 + Episode_Reward/wheel_body_intrusion: -0.3239 + Episode_Reward/pair_body_intrusion: -0.2022 + Curriculum/terrain_level_mean: +1.5347 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1025 + Metrics/base_velocity/error_vel_yaw: 0.1345 + Episode_Termination/time_out: 0.4841 + Episode_Termination/fell_over: 0.0635 + Episode_Termination/course_exit: 0.4524 +Episode_Termination/illegal_nonwheel_contact: 0.0079 +============================================================================== + +============================================================================== +Learning iteration 7100/50000 + Total steps: 29,081,600 + Steps per second: 8,492 + Iteration time: 0.482s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0853 + Mean episode length: 1315.3 + Actor loss: -9.3748 + Critic loss: +0.0145 + World model loss: +1.2051 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +45.7079 + Episode_Reward/track_angular_velocity: +49.7863 + Episode_Reward/upright: +25.5824 + Episode_Reward/leg_posture: -2.9245 + Episode_Reward/standstill: -5.8115 + Episode_Reward/action_rate_l2: -0.5483 + Episode_Reward/joint_torques_l2: -0.1562 + Episode_Reward/dof_pos_limits: -0.0010 + Episode_Reward/terminated: -0.0257 + Episode_Reward/unnecessary_wheel_lift: -0.1164 + Episode_Reward/rolling_leg_motion: -0.7761 + Episode_Reward/obstacle_progress: +2.0583 + Episode_Reward/wheel_body_intrusion: -0.3274 + Episode_Reward/pair_body_intrusion: -0.2607 + Curriculum/terrain_level_mean: +1.5449 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1025 + Metrics/base_velocity/error_vel_yaw: 0.1346 + Episode_Termination/time_out: 0.4681 + Episode_Termination/fell_over: 0.0638 + Episode_Termination/course_exit: 0.4610 +Episode_Termination/illegal_nonwheel_contact: 0.0213 +============================================================================== + +============================================================================== +Learning iteration 7150/50000 + Total steps: 29,286,400 + Steps per second: 8,519 + Iteration time: 0.481s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0848 + Mean episode length: 1282.3 + Actor loss: -9.4164 + Critic loss: +0.0034 + World model loss: +1.1969 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +44.5000 + Episode_Reward/track_angular_velocity: +48.5033 + Episode_Reward/upright: +24.9526 + Episode_Reward/leg_posture: -2.8420 + Episode_Reward/standstill: -6.1919 + Episode_Reward/action_rate_l2: -0.5370 + Episode_Reward/joint_torques_l2: -0.1523 + Episode_Reward/dof_pos_limits: -0.0011 + Episode_Reward/terminated: -0.0301 + Episode_Reward/unnecessary_wheel_lift: -0.1543 + Episode_Reward/rolling_leg_motion: -0.7801 + Episode_Reward/obstacle_progress: +2.0227 + Episode_Reward/wheel_body_intrusion: -0.3225 + Episode_Reward/pair_body_intrusion: -0.2483 + Curriculum/terrain_level_mean: +1.5544 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1034 + Metrics/base_velocity/error_vel_yaw: 0.1352 + Episode_Termination/time_out: 0.4157 + Episode_Termination/fell_over: 0.0602 + Episode_Termination/course_exit: 0.5120 +Episode_Termination/illegal_nonwheel_contact: 0.0361 +============================================================================== + +============================================================================== +Learning iteration 7200/50000 + Total steps: 29,491,200 + Steps per second: 8,546 + Iteration time: 0.479s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0850 + Mean episode length: 1375.0 + Actor loss: -9.4092 + Critic loss: +0.0107 + World model loss: +1.2478 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.8912 + Episode_Reward/track_angular_velocity: +52.0261 + Episode_Reward/upright: +26.7561 + Episode_Reward/leg_posture: -3.0522 + Episode_Reward/standstill: -6.7785 + Episode_Reward/action_rate_l2: -0.5581 + Episode_Reward/joint_torques_l2: -0.1643 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0322 + Episode_Reward/unnecessary_wheel_lift: -0.1309 + Episode_Reward/rolling_leg_motion: -0.8144 + Episode_Reward/obstacle_progress: +2.2295 + Episode_Reward/wheel_body_intrusion: -0.3275 + Episode_Reward/pair_body_intrusion: -0.2276 + Curriculum/terrain_level_mean: +1.5613 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1022 + Metrics/base_velocity/error_vel_yaw: 0.1350 + Episode_Termination/time_out: 0.5106 + Episode_Termination/fell_over: 0.0709 + Episode_Termination/course_exit: 0.4043 +Episode_Termination/illegal_nonwheel_contact: 0.0355 +============================================================================== + +============================================================================== +Learning iteration 7250/50000 + Total steps: 29,696,000 + Steps per second: 8,573 + Iteration time: 0.478s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0847 + Mean episode length: 1408.1 + Actor loss: -9.4162 + Critic loss: +0.0040 + World model loss: +1.2293 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.9587 + Episode_Reward/track_angular_velocity: +53.1918 + Episode_Reward/upright: +27.3889 + Episode_Reward/leg_posture: -3.0991 + Episode_Reward/standstill: -7.0167 + Episode_Reward/action_rate_l2: -0.5838 + Episode_Reward/joint_torques_l2: -0.1684 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0275 + Episode_Reward/unnecessary_wheel_lift: -0.1322 + Episode_Reward/rolling_leg_motion: -0.8362 + Episode_Reward/obstacle_progress: +2.2936 + Episode_Reward/wheel_body_intrusion: -0.3467 + Episode_Reward/pair_body_intrusion: -0.3025 + Curriculum/terrain_level_mean: +1.5703 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1026 + Metrics/base_velocity/error_vel_yaw: 0.1372 + Episode_Termination/time_out: 0.5030 + Episode_Termination/fell_over: 0.0473 + Episode_Termination/course_exit: 0.4379 +Episode_Termination/illegal_nonwheel_contact: 0.0178 +============================================================================== + +============================================================================== +Learning iteration 7300/50000 + Total steps: 29,900,800 + Steps per second: 8,600 + Iteration time: 0.476s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0846 + Mean episode length: 1382.6 + Actor loss: -9.3951 + Critic loss: +0.0034 + World model loss: +1.2529 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.0180 + Episode_Reward/track_angular_velocity: +52.2670 + Episode_Reward/upright: +26.8818 + Episode_Reward/leg_posture: -3.0834 + Episode_Reward/standstill: -6.9541 + Episode_Reward/action_rate_l2: -0.5669 + Episode_Reward/joint_torques_l2: -0.1663 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0324 + Episode_Reward/unnecessary_wheel_lift: -0.1779 + Episode_Reward/rolling_leg_motion: -0.8373 + Episode_Reward/obstacle_progress: +2.1950 + Episode_Reward/wheel_body_intrusion: -0.3673 + Episode_Reward/pair_body_intrusion: -0.2763 + Curriculum/terrain_level_mean: +1.5796 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1033 + Metrics/base_velocity/error_vel_yaw: 0.1363 + Episode_Termination/time_out: 0.5200 + Episode_Termination/fell_over: 0.0600 + Episode_Termination/course_exit: 0.4200 +Episode_Termination/illegal_nonwheel_contact: 0.0100 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2156] +RECOVERY reset 1 invalid environments; first IDs=[2359] +RECOVERY reset 1 invalid environments; first IDs=[1704] + +============================================================================== +Learning iteration 7350/50000 + Total steps: 30,105,600 + Steps per second: 8,626 + Iteration time: 0.475s + Collection time: 0.077s + Learning time: 0.184s + Mean reward: +0.0850 + Mean episode length: 1372.8 + Actor loss: -9.4259 + Critic loss: +0.0052 + World model loss: +1.2124 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.8635 + Episode_Reward/track_angular_velocity: +51.9394 + Episode_Reward/upright: +26.7027 + Episode_Reward/leg_posture: -3.0421 + Episode_Reward/standstill: -6.5484 + Episode_Reward/action_rate_l2: -0.5892 + Episode_Reward/joint_torques_l2: -0.1646 + Episode_Reward/dof_pos_limits: -0.0003 + Episode_Reward/terminated: -0.0322 + Episode_Reward/unnecessary_wheel_lift: -0.1610 + Episode_Reward/rolling_leg_motion: -0.8221 + Episode_Reward/obstacle_progress: +2.2220 + Episode_Reward/wheel_body_intrusion: -0.3547 + Episode_Reward/pair_body_intrusion: -0.2748 + Curriculum/terrain_level_mean: +1.5889 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1016 + Metrics/base_velocity/error_vel_yaw: 0.1349 + Episode_Termination/time_out: 0.5444 + Episode_Termination/fell_over: 0.0667 + Episode_Termination/course_exit: 0.3889 +Episode_Termination/illegal_nonwheel_contact: 0.0056 +============================================================================== + +============================================================================== +Learning iteration 7400/50000 + Total steps: 30,310,400 + Steps per second: 8,653 + Iteration time: 0.473s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0850 + Mean episode length: 1439.3 + Actor loss: -9.4271 + Critic loss: +0.0032 + World model loss: +1.2461 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.1201 + Episode_Reward/track_angular_velocity: +54.3581 + Episode_Reward/upright: +28.0038 + Episode_Reward/leg_posture: -3.1420 + Episode_Reward/standstill: -6.8968 + Episode_Reward/action_rate_l2: -0.6161 + Episode_Reward/joint_torques_l2: -0.1701 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0365 + Episode_Reward/unnecessary_wheel_lift: -0.1557 + Episode_Reward/rolling_leg_motion: -0.8582 + Episode_Reward/obstacle_progress: +2.3090 + Episode_Reward/wheel_body_intrusion: -0.3556 + Episode_Reward/pair_body_intrusion: -0.2562 + Curriculum/terrain_level_mean: +1.5979 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1022 + Metrics/base_velocity/error_vel_yaw: 0.1372 + Episode_Termination/time_out: 0.5918 + Episode_Termination/fell_over: 0.0612 + Episode_Termination/course_exit: 0.3418 +Episode_Termination/illegal_nonwheel_contact: 0.0153 +============================================================================== + +============================================================================== +Learning iteration 7450/50000 + Total steps: 30,515,200 + Steps per second: 8,679 + Iteration time: 0.472s + Collection time: 0.076s + Learning time: 0.183s + Mean reward: +0.0855 + Mean episode length: 1443.8 + Actor loss: -9.3989 + Critic loss: +0.0073 + World model loss: +1.2130 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.3944 + Episode_Reward/track_angular_velocity: +54.5123 + Episode_Reward/upright: +28.1089 + Episode_Reward/leg_posture: -3.1752 + Episode_Reward/standstill: -6.3288 + Episode_Reward/action_rate_l2: -0.6225 + Episode_Reward/joint_torques_l2: -0.1718 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0310 + Episode_Reward/unnecessary_wheel_lift: -0.1422 + Episode_Reward/rolling_leg_motion: -0.8614 + Episode_Reward/obstacle_progress: +2.3349 + Episode_Reward/wheel_body_intrusion: -0.3556 + Episode_Reward/pair_body_intrusion: -0.2699 + Curriculum/terrain_level_mean: +1.6077 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1009 + Metrics/base_velocity/error_vel_yaw: 0.1375 + Episode_Termination/time_out: 0.6219 + Episode_Termination/fell_over: 0.0348 + Episode_Termination/course_exit: 0.3284 +Episode_Termination/illegal_nonwheel_contact: 0.0299 +============================================================================== + +============================================================================== +Learning iteration 7500/50000 + Total steps: 30,720,000 + Steps per second: 8,705 + Iteration time: 0.471s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0853 + Mean episode length: 1464.2 + Actor loss: -9.4413 + Critic loss: +0.0024 + World model loss: +1.2290 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +51.0311 + Episode_Reward/track_angular_velocity: +55.3384 + Episode_Reward/upright: +28.4828 + Episode_Reward/leg_posture: -3.1489 + Episode_Reward/standstill: -6.6255 + Episode_Reward/action_rate_l2: -0.6341 + Episode_Reward/joint_torques_l2: -0.1729 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0229 + Episode_Reward/unnecessary_wheel_lift: -0.1576 + Episode_Reward/rolling_leg_motion: -0.8716 + Episode_Reward/obstacle_progress: +2.3808 + Episode_Reward/wheel_body_intrusion: -0.3492 + Episode_Reward/pair_body_intrusion: -0.2871 + Curriculum/terrain_level_mean: +1.6179 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1012 + Metrics/base_velocity/error_vel_yaw: 0.1366 + Episode_Termination/time_out: 0.6505 + Episode_Termination/fell_over: 0.0323 + Episode_Termination/course_exit: 0.3065 +Episode_Termination/illegal_nonwheel_contact: 0.0215 +============================================================================== + +============================================================================== +Learning iteration 7550/50000 + Total steps: 30,924,800 + Steps per second: 8,730 + Iteration time: 0.469s + Collection time: 0.076s + Learning time: 0.193s + Mean reward: +0.0852 + Mean episode length: 1402.3 + Actor loss: -9.4431 + Critic loss: +0.0030 + World model loss: +1.1840 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.7715 + Episode_Reward/track_angular_velocity: +52.9433 + Episode_Reward/upright: +27.2467 + Episode_Reward/leg_posture: -3.0322 + Episode_Reward/standstill: -6.2501 + Episode_Reward/action_rate_l2: -0.6094 + Episode_Reward/joint_torques_l2: -0.1664 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0356 + Episode_Reward/unnecessary_wheel_lift: -0.1416 + Episode_Reward/rolling_leg_motion: -0.8392 + Episode_Reward/obstacle_progress: +2.2598 + Episode_Reward/wheel_body_intrusion: -0.3544 + Episode_Reward/pair_body_intrusion: -0.2604 + Curriculum/terrain_level_mean: +1.6267 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1025 + Metrics/base_velocity/error_vel_yaw: 0.1376 + Episode_Termination/time_out: 0.5812 + Episode_Termination/fell_over: 0.0576 + Episode_Termination/course_exit: 0.3508 +Episode_Termination/illegal_nonwheel_contact: 0.0157 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2229] + +============================================================================== +Learning iteration 7600/50000 + Total steps: 31,129,600 + Steps per second: 8,756 + Iteration time: 0.468s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0853 + Mean episode length: 1397.0 + Actor loss: -9.4354 + Critic loss: +0.0034 + World model loss: +1.1513 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.6001 + Episode_Reward/track_angular_velocity: +52.7536 + Episode_Reward/upright: +27.1303 + Episode_Reward/leg_posture: -3.0680 + Episode_Reward/standstill: -6.1049 + Episode_Reward/action_rate_l2: -0.6018 + Episode_Reward/joint_torques_l2: -0.1674 + Episode_Reward/dof_pos_limits: -0.0010 + Episode_Reward/terminated: -0.0218 + Episode_Reward/unnecessary_wheel_lift: -0.1316 + Episode_Reward/rolling_leg_motion: -0.8334 + Episode_Reward/obstacle_progress: +2.2732 + Episode_Reward/wheel_body_intrusion: -0.3595 + Episode_Reward/pair_body_intrusion: -0.2936 + Curriculum/terrain_level_mean: +1.6365 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1024 + Metrics/base_velocity/error_vel_yaw: 0.1376 + Episode_Termination/time_out: 0.5617 + Episode_Termination/fell_over: 0.0432 + Episode_Termination/course_exit: 0.3889 +Episode_Termination/illegal_nonwheel_contact: 0.0185 +============================================================================== + +============================================================================== +Learning iteration 7650/50000 + Total steps: 31,334,400 + Steps per second: 8,781 + Iteration time: 0.466s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0850 + Mean episode length: 1372.8 + Actor loss: -9.4370 + Critic loss: +0.0040 + World model loss: +1.2038 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.7058 + Episode_Reward/track_angular_velocity: +51.7922 + Episode_Reward/upright: +26.6492 + Episode_Reward/leg_posture: -2.9986 + Episode_Reward/standstill: -6.3183 + Episode_Reward/action_rate_l2: -0.5937 + Episode_Reward/joint_torques_l2: -0.1654 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0241 + Episode_Reward/unnecessary_wheel_lift: -0.1350 + Episode_Reward/rolling_leg_motion: -0.8049 + Episode_Reward/obstacle_progress: +2.2464 + Episode_Reward/wheel_body_intrusion: -0.3486 + Episode_Reward/pair_body_intrusion: -0.3072 + Curriculum/terrain_level_mean: +1.6448 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1031 + Metrics/base_velocity/error_vel_yaw: 0.1384 + Episode_Termination/time_out: 0.5223 + Episode_Termination/fell_over: 0.0446 + Episode_Termination/course_exit: 0.4204 +Episode_Termination/illegal_nonwheel_contact: 0.0510 +============================================================================== + +============================================================================== +Learning iteration 7700/50000 + Total steps: 31,539,200 + Steps per second: 8,806 + Iteration time: 0.465s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0848 + Mean episode length: 1359.6 + Actor loss: -9.4124 + Critic loss: +0.0034 + World model loss: +1.1549 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.1988 + Episode_Reward/track_angular_velocity: +51.2570 + Episode_Reward/upright: +26.3816 + Episode_Reward/leg_posture: -2.9665 + Episode_Reward/standstill: -6.3957 + Episode_Reward/action_rate_l2: -0.5744 + Episode_Reward/joint_torques_l2: -0.1641 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0425 + Episode_Reward/unnecessary_wheel_lift: -0.1319 + Episode_Reward/rolling_leg_motion: -0.8263 + Episode_Reward/obstacle_progress: +2.1969 + Episode_Reward/wheel_body_intrusion: -0.3542 + Episode_Reward/pair_body_intrusion: -0.3025 + Curriculum/terrain_level_mean: +1.6519 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1036 + Metrics/base_velocity/error_vel_yaw: 0.1393 + Episode_Termination/time_out: 0.5600 + Episode_Termination/fell_over: 0.0800 + Episode_Termination/course_exit: 0.3486 +Episode_Termination/illegal_nonwheel_contact: 0.0286 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1051] + +============================================================================== +Learning iteration 7750/50000 + Total steps: 31,744,000 + Steps per second: 8,831 + Iteration time: 0.464s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0849 + Mean episode length: 1315.1 + Actor loss: -9.4148 + Critic loss: +0.0045 + World model loss: +1.1778 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +45.6537 + Episode_Reward/track_angular_velocity: +49.6006 + Episode_Reward/upright: +25.5351 + Episode_Reward/leg_posture: -2.8867 + Episode_Reward/standstill: -6.0314 + Episode_Reward/action_rate_l2: -0.5539 + Episode_Reward/joint_torques_l2: -0.1582 + Episode_Reward/dof_pos_limits: -0.0003 + Episode_Reward/terminated: -0.0283 + Episode_Reward/unnecessary_wheel_lift: -0.1314 + Episode_Reward/rolling_leg_motion: -0.7866 + Episode_Reward/obstacle_progress: +2.0906 + Episode_Reward/wheel_body_intrusion: -0.3270 + Episode_Reward/pair_body_intrusion: -0.2804 + Curriculum/terrain_level_mean: +1.6609 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1032 + Metrics/base_velocity/error_vel_yaw: 0.1389 + Episode_Termination/time_out: 0.4882 + Episode_Termination/fell_over: 0.0529 + Episode_Termination/course_exit: 0.4471 +Episode_Termination/illegal_nonwheel_contact: 0.0235 +============================================================================== + +============================================================================== +Learning iteration 7800/50000 + Total steps: 31,948,800 + Steps per second: 8,856 + Iteration time: 0.463s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0853 + Mean episode length: 1274.9 + Actor loss: -9.4131 + Critic loss: +0.0102 + World model loss: +1.1577 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +44.3789 + Episode_Reward/track_angular_velocity: +48.1885 + Episode_Reward/upright: +24.7881 + Episode_Reward/leg_posture: -2.7696 + Episode_Reward/standstill: -5.7223 + Episode_Reward/action_rate_l2: -0.5378 + Episode_Reward/joint_torques_l2: -0.1514 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0324 + Episode_Reward/unnecessary_wheel_lift: -0.1166 + Episode_Reward/rolling_leg_motion: -0.7642 + Episode_Reward/obstacle_progress: +2.0202 + Episode_Reward/wheel_body_intrusion: -0.3111 + Episode_Reward/pair_body_intrusion: -0.2543 + Curriculum/terrain_level_mean: +1.6694 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1020 + Metrics/base_velocity/error_vel_yaw: 0.1361 + Episode_Termination/time_out: 0.4067 + Episode_Termination/fell_over: 0.0733 + Episode_Termination/course_exit: 0.5067 +Episode_Termination/illegal_nonwheel_contact: 0.0533 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1288] + +============================================================================== +Learning iteration 7850/50000 + Total steps: 32,153,600 + Steps per second: 8,881 + Iteration time: 0.461s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0853 + Mean episode length: 1275.8 + Actor loss: -9.3975 + Critic loss: +0.0040 + World model loss: +1.1332 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +44.3067 + Episode_Reward/track_angular_velocity: +48.2504 + Episode_Reward/upright: +24.8133 + Episode_Reward/leg_posture: -2.7291 + Episode_Reward/standstill: -5.7623 + Episode_Reward/action_rate_l2: -0.5535 + Episode_Reward/joint_torques_l2: -0.1503 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0299 + Episode_Reward/unnecessary_wheel_lift: -0.1105 + Episode_Reward/rolling_leg_motion: -0.7600 + Episode_Reward/obstacle_progress: +2.0281 + Episode_Reward/wheel_body_intrusion: -0.3179 + Episode_Reward/pair_body_intrusion: -0.2182 + Curriculum/terrain_level_mean: +1.6750 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1033 + Metrics/base_velocity/error_vel_yaw: 0.1354 + Episode_Termination/time_out: 0.4500 + Episode_Termination/fell_over: 0.0643 + Episode_Termination/course_exit: 0.4643 +Episode_Termination/illegal_nonwheel_contact: 0.0286 +============================================================================== + +============================================================================== +Learning iteration 7900/50000 + Total steps: 32,358,400 + Steps per second: 8,905 + Iteration time: 0.460s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0854 + Mean episode length: 1245.7 + Actor loss: -9.4068 + Critic loss: +0.0025 + World model loss: +1.1452 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +43.2933 + Episode_Reward/track_angular_velocity: +47.1250 + Episode_Reward/upright: +24.2301 + Episode_Reward/leg_posture: -2.6515 + Episode_Reward/standstill: -5.6674 + Episode_Reward/action_rate_l2: -0.5362 + Episode_Reward/joint_torques_l2: -0.1478 + Episode_Reward/dof_pos_limits: -0.0002 + Episode_Reward/terminated: -0.0170 + Episode_Reward/unnecessary_wheel_lift: -0.1032 + Episode_Reward/rolling_leg_motion: -0.7335 + Episode_Reward/obstacle_progress: +2.0512 + Episode_Reward/wheel_body_intrusion: -0.2831 + Episode_Reward/pair_body_intrusion: -0.2191 + Curriculum/terrain_level_mean: +1.6829 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1027 + Metrics/base_velocity/error_vel_yaw: 0.1352 + Episode_Termination/time_out: 0.4478 + Episode_Termination/fell_over: 0.0448 + Episode_Termination/course_exit: 0.5000 +Episode_Termination/illegal_nonwheel_contact: 0.0149 +============================================================================== + +============================================================================== +Learning iteration 7950/50000 + Total steps: 32,563,200 + Steps per second: 8,930 + Iteration time: 0.459s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0852 + Mean episode length: 1258.9 + Actor loss: -9.4027 + Critic loss: +0.0034 + World model loss: +1.1766 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +43.6899 + Episode_Reward/track_angular_velocity: +47.5865 + Episode_Reward/upright: +24.4946 + Episode_Reward/leg_posture: -2.6731 + Episode_Reward/standstill: -5.8645 + Episode_Reward/action_rate_l2: -0.5366 + Episode_Reward/joint_torques_l2: -0.1496 + Episode_Reward/dof_pos_limits: -0.0003 + Episode_Reward/terminated: -0.0221 + Episode_Reward/unnecessary_wheel_lift: -0.1178 + Episode_Reward/rolling_leg_motion: -0.7443 + Episode_Reward/obstacle_progress: +2.0743 + Episode_Reward/wheel_body_intrusion: -0.3079 + Episode_Reward/pair_body_intrusion: -0.2298 + Curriculum/terrain_level_mean: +1.6938 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1033 + Metrics/base_velocity/error_vel_yaw: 0.1364 + Episode_Termination/time_out: 0.4257 + Episode_Termination/fell_over: 0.0541 + Episode_Termination/course_exit: 0.5135 +Episode_Termination/illegal_nonwheel_contact: 0.0338 +============================================================================== + +============================================================================== +Learning iteration 8000/50000 + Total steps: 32,768,000 + Steps per second: 8,954 + Iteration time: 0.457s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0851 + Mean episode length: 1351.5 + Actor loss: -9.3824 + Critic loss: +0.0033 + World model loss: +1.1847 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.0393 + Episode_Reward/track_angular_velocity: +51.0541 + Episode_Reward/upright: +26.2937 + Episode_Reward/leg_posture: -2.8965 + Episode_Reward/standstill: -6.3782 + Episode_Reward/action_rate_l2: -0.5692 + Episode_Reward/joint_torques_l2: -0.1605 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0158 + Episode_Reward/unnecessary_wheel_lift: -0.1213 + Episode_Reward/rolling_leg_motion: -0.7803 + Episode_Reward/obstacle_progress: +2.1923 + Episode_Reward/wheel_body_intrusion: -0.3335 + Episode_Reward/pair_body_intrusion: -0.2481 + Curriculum/terrain_level_mean: +1.7014 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1021 + Metrics/base_velocity/error_vel_yaw: 0.1365 + Episode_Termination/time_out: 0.4828 + Episode_Termination/fell_over: 0.0276 + Episode_Termination/course_exit: 0.4759 +Episode_Termination/illegal_nonwheel_contact: 0.0138 +============================================================================== + +============================================================================== +Learning iteration 8050/50000 + Total steps: 32,972,800 + Steps per second: 8,978 + Iteration time: 0.456s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0852 + Mean episode length: 1322.0 + Actor loss: -9.4284 + Critic loss: +0.0029 + World model loss: +1.1413 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +45.8950 + Episode_Reward/track_angular_velocity: +49.9375 + Episode_Reward/upright: +25.7277 + Episode_Reward/leg_posture: -2.8078 + Episode_Reward/standstill: -5.9718 + Episode_Reward/action_rate_l2: -0.5678 + Episode_Reward/joint_torques_l2: -0.1568 + Episode_Reward/dof_pos_limits: -0.0002 + Episode_Reward/terminated: -0.0207 + Episode_Reward/unnecessary_wheel_lift: -0.1226 + Episode_Reward/rolling_leg_motion: -0.7575 + Episode_Reward/obstacle_progress: +2.1576 + Episode_Reward/wheel_body_intrusion: -0.3221 + Episode_Reward/pair_body_intrusion: -0.2951 + Curriculum/terrain_level_mean: +1.7092 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1027 + Metrics/base_velocity/error_vel_yaw: 0.1368 + Episode_Termination/time_out: 0.4776 + Episode_Termination/fell_over: 0.0597 + Episode_Termination/course_exit: 0.4627 +Episode_Termination/illegal_nonwheel_contact: 0.0299 +============================================================================== + +============================================================================== +Learning iteration 8100/50000 + Total steps: 33,177,600 + Steps per second: 9,001 + Iteration time: 0.455s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0850 + Mean episode length: 1323.9 + Actor loss: -9.4184 + Critic loss: +0.0028 + World model loss: +1.1443 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +45.9810 + Episode_Reward/track_angular_velocity: +50.0343 + Episode_Reward/upright: +25.7733 + Episode_Reward/leg_posture: -2.8536 + Episode_Reward/standstill: -6.2065 + Episode_Reward/action_rate_l2: -0.5730 + Episode_Reward/joint_torques_l2: -0.1573 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0207 + Episode_Reward/unnecessary_wheel_lift: -0.1177 + Episode_Reward/rolling_leg_motion: -0.7589 + Episode_Reward/obstacle_progress: +2.1407 + Episode_Reward/wheel_body_intrusion: -0.3741 + Episode_Reward/pair_body_intrusion: -0.3161 + Curriculum/terrain_level_mean: +1.7183 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1027 + Metrics/base_velocity/error_vel_yaw: 0.1363 + Episode_Termination/time_out: 0.4526 + Episode_Termination/fell_over: 0.0438 + Episode_Termination/course_exit: 0.4891 +Episode_Termination/illegal_nonwheel_contact: 0.0438 +============================================================================== + ++---------------------------------+ +| Base Environment | ++------------------------+--------+ +| Property | Value | ++------------------------+--------+ +| Number of environments | 1 | +| Environment device | cuda:0 | +| Environment seed | None | +| Physics step-size | 0.005 | +| Environment step-size | 0.02 | ++------------------------+--------+ + +[INFO] contains 1 active terms. ++-------------------------------------+ +| Active Event Terms in Mode: 'reset' | ++--------+----------------------------+ +| Index | Name | ++--------+----------------------------+ +| 0 | reset_base | +| 1 | reset_robot_joints | ++--------+----------------------------+ + +[INFO] contains 1 active terms. ++--------------------------------------+ +| Active Command Terms | ++-------+-------+----------------------+ +| Index | Name | Type | ++-------+-------+----------------------+ +| 0 | twist | MixedVelocityCommand | ++-------+-------+----------------------+ + +[INFO] contains 2 active terms. ++---------------------------------+ +| Active Action Terms (shape: 16) | ++-------+-----------+-------------+ +| Index | Name | Dimension | ++-------+-----------+-------------+ +| 0 | joint_pos | 12 | +| 1 | wheel_vel | 4 | ++-------+-----------+-------------+ + +[INFO] contains 1 groups. ++------------------------------------------------------------+ +| Active Observation Terms in Group: 'actor' (shape: (265,)) | ++--------+-------------------------+-------------------------+ +| Index | Name | Shape | ++--------+-------------------------+-------------------------+ +| 0 | base_ang_vel | (15,) ← 5×(3,) | +| 1 | projected_gravity | (15,) ← 5×(3,) | +| 2 | joint_pos | (60,) ← 5×(12,) | +| 3 | joint_vel | (60,) ← 5×(12,) | +| 4 | wheel_vel | (20,) ← 5×(4,) | +| 5 | actions | (80,) ← 5×(16,) | +| 6 | command | (15,) ← 5×(3,) | ++--------+-------------------------+-------------------------+ + +[INFO] contains 4 active terms. ++---------------------------------------------+ +| Active Termination Terms | ++-------+--------------------------+----------+ +| Index | Name | Time Out | ++-------+--------------------------+----------+ +| 0 | time_out | True | +| 1 | fell_over | False | +| 2 | course_exit | True | +| 3 | illegal_nonwheel_contact | False | ++-------+--------------------------+----------+ + +[INFO] contains 0 active terms. ++-----------------------+ +| Active Reward Terms | ++-------+------+--------+ +| Index | Name | Weight | ++-------+------+--------+ ++-------+------+--------+ + +[INFO] (inactive) +[INFO] (inactive) +[INFO] (inactive) +S10 video saved: logs/s10_terrain_v7_50k_20261101_225518/videos/iteration_008100.mp4 + +============================================================================== +Learning iteration 8150/50000 + Total steps: 33,382,400 + Steps per second: 9,011 + Iteration time: 0.455s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0851 + Mean episode length: 1294.1 + Actor loss: -9.3942 + Critic loss: +0.0067 + World model loss: +1.1927 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +44.8985 + Episode_Reward/track_angular_velocity: +48.9311 + Episode_Reward/upright: +25.1847 + Episode_Reward/leg_posture: -2.8376 + Episode_Reward/standstill: -5.7784 + Episode_Reward/action_rate_l2: -0.5529 + Episode_Reward/joint_torques_l2: -0.1541 + Episode_Reward/dof_pos_limits: -0.0003 + Episode_Reward/terminated: -0.0253 + Episode_Reward/unnecessary_wheel_lift: -0.1329 + Episode_Reward/rolling_leg_motion: -0.7393 + Episode_Reward/obstacle_progress: +2.0632 + Episode_Reward/wheel_body_intrusion: -0.3693 + Episode_Reward/pair_body_intrusion: -0.2951 + Curriculum/terrain_level_mean: +1.7251 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1031 + Metrics/base_velocity/error_vel_yaw: 0.1358 + Episode_Termination/time_out: 0.4351 + Episode_Termination/fell_over: 0.0611 + Episode_Termination/course_exit: 0.4885 +Episode_Termination/illegal_nonwheel_contact: 0.0611 +============================================================================== + +============================================================================== +Learning iteration 8200/50000 + Total steps: 33,587,200 + Steps per second: 9,034 + Iteration time: 0.453s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0853 + Mean episode length: 1317.9 + Actor loss: -9.4301 + Critic loss: +0.0035 + World model loss: +1.1375 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +45.7445 + Episode_Reward/track_angular_velocity: +49.9383 + Episode_Reward/upright: +25.6501 + Episode_Reward/leg_posture: -2.9043 + Episode_Reward/standstill: -5.8683 + Episode_Reward/action_rate_l2: -0.5584 + Episode_Reward/joint_torques_l2: -0.1558 + Episode_Reward/dof_pos_limits: -0.0003 + Episode_Reward/terminated: -0.0309 + Episode_Reward/unnecessary_wheel_lift: -0.1212 + Episode_Reward/rolling_leg_motion: -0.7491 + Episode_Reward/obstacle_progress: +2.1234 + Episode_Reward/wheel_body_intrusion: -0.3689 + Episode_Reward/pair_body_intrusion: -0.3151 + Curriculum/terrain_level_mean: +1.7324 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1028 + Metrics/base_velocity/error_vel_yaw: 0.1334 + Episode_Termination/time_out: 0.4776 + Episode_Termination/fell_over: 0.0672 + Episode_Termination/course_exit: 0.4328 +Episode_Termination/illegal_nonwheel_contact: 0.0597 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1109] + +============================================================================== +Learning iteration 8250/50000 + Total steps: 33,792,000 + Steps per second: 9,057 + Iteration time: 0.452s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0852 + Mean episode length: 1282.1 + Actor loss: -9.4145 + Critic loss: +0.0028 + World model loss: +1.1247 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +44.3546 + Episode_Reward/track_angular_velocity: +48.4950 + Episode_Reward/upright: +24.9582 + Episode_Reward/leg_posture: -2.7776 + Episode_Reward/standstill: -5.6310 + Episode_Reward/action_rate_l2: -0.5583 + Episode_Reward/joint_torques_l2: -0.1513 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0250 + Episode_Reward/unnecessary_wheel_lift: -0.1330 + Episode_Reward/rolling_leg_motion: -0.7388 + Episode_Reward/obstacle_progress: +2.0618 + Episode_Reward/wheel_body_intrusion: -0.3421 + Episode_Reward/pair_body_intrusion: -0.2772 + Curriculum/terrain_level_mean: +1.7400 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1044 + Metrics/base_velocity/error_vel_yaw: 0.1354 + Episode_Termination/time_out: 0.4274 + Episode_Termination/fell_over: 0.0403 + Episode_Termination/course_exit: 0.4919 +Episode_Termination/illegal_nonwheel_contact: 0.0645 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[842] +RECOVERY reset 1 invalid environments; first IDs=[466] + +============================================================================== +Learning iteration 8300/50000 + Total steps: 33,996,800 + Steps per second: 9,080 + Iteration time: 0.451s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0852 + Mean episode length: 1333.9 + Actor loss: -9.3846 + Critic loss: +0.0031 + World model loss: +1.1215 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.1996 + Episode_Reward/track_angular_velocity: +50.4783 + Episode_Reward/upright: +25.9865 + Episode_Reward/leg_posture: -2.9120 + Episode_Reward/standstill: -5.8803 + Episode_Reward/action_rate_l2: -0.5711 + Episode_Reward/joint_torques_l2: -0.1582 + Episode_Reward/dof_pos_limits: -0.0011 + Episode_Reward/terminated: -0.0287 + Episode_Reward/unnecessary_wheel_lift: -0.1218 + Episode_Reward/rolling_leg_motion: -0.7852 + Episode_Reward/obstacle_progress: +2.0672 + Episode_Reward/wheel_body_intrusion: -0.3756 + Episode_Reward/pair_body_intrusion: -0.2921 + Curriculum/terrain_level_mean: +1.7468 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1037 + Metrics/base_velocity/error_vel_yaw: 0.1350 + Episode_Termination/time_out: 0.4832 + Episode_Termination/fell_over: 0.0537 + Episode_Termination/course_exit: 0.4430 +Episode_Termination/illegal_nonwheel_contact: 0.0268 +============================================================================== + +============================================================================== +Learning iteration 8350/50000 + Total steps: 34,201,600 + Steps per second: 9,102 + Iteration time: 0.450s + Collection time: 0.076s + Learning time: 0.193s + Mean reward: +0.0851 + Mean episode length: 1332.5 + Actor loss: -9.4059 + Critic loss: +0.0226 + World model loss: +1.1053 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.0670 + Episode_Reward/track_angular_velocity: +50.4676 + Episode_Reward/upright: +25.9431 + Episode_Reward/leg_posture: -2.9079 + Episode_Reward/standstill: -5.9554 + Episode_Reward/action_rate_l2: -0.5724 + Episode_Reward/joint_torques_l2: -0.1582 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0286 + Episode_Reward/unnecessary_wheel_lift: -0.1249 + Episode_Reward/rolling_leg_motion: -0.7818 + Episode_Reward/obstacle_progress: +2.1008 + Episode_Reward/wheel_body_intrusion: -0.3472 + Episode_Reward/pair_body_intrusion: -0.3134 + Curriculum/terrain_level_mean: +1.7534 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1043 + Metrics/base_velocity/error_vel_yaw: 0.1335 + Episode_Termination/time_out: 0.4514 + Episode_Termination/fell_over: 0.0556 + Episode_Termination/course_exit: 0.4722 +Episode_Termination/illegal_nonwheel_contact: 0.0208 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1570] + +============================================================================== +Learning iteration 8400/50000 + Total steps: 34,406,400 + Steps per second: 9,125 + Iteration time: 0.449s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0847 + Mean episode length: 1251.0 + Actor loss: -9.3898 + Critic loss: +0.0054 + World model loss: +1.1679 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +43.2233 + Episode_Reward/track_angular_velocity: +47.3479 + Episode_Reward/upright: +24.3314 + Episode_Reward/leg_posture: -2.7518 + Episode_Reward/standstill: -5.9682 + Episode_Reward/action_rate_l2: -0.5436 + Episode_Reward/joint_torques_l2: -0.1500 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0147 + Episode_Reward/unnecessary_wheel_lift: -0.1320 + Episode_Reward/rolling_leg_motion: -0.7411 + Episode_Reward/obstacle_progress: +1.9436 + Episode_Reward/wheel_body_intrusion: -0.3133 + Episode_Reward/pair_body_intrusion: -0.2658 + Curriculum/terrain_level_mean: +1.7661 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1048 + Metrics/base_velocity/error_vel_yaw: 0.1346 + Episode_Termination/time_out: 0.3688 + Episode_Termination/fell_over: 0.0250 + Episode_Termination/course_exit: 0.5938 +Episode_Termination/illegal_nonwheel_contact: 0.0187 +============================================================================== + +============================================================================== +Learning iteration 8450/50000 + Total steps: 34,611,200 + Steps per second: 9,148 + Iteration time: 0.448s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0852 + Mean episode length: 1311.1 + Actor loss: -9.4275 + Critic loss: +0.0026 + World model loss: +1.1436 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +45.3749 + Episode_Reward/track_angular_velocity: +49.6266 + Episode_Reward/upright: +25.5140 + Episode_Reward/leg_posture: -2.8998 + Episode_Reward/standstill: -5.7510 + Episode_Reward/action_rate_l2: -0.5626 + Episode_Reward/joint_torques_l2: -0.1575 + Episode_Reward/dof_pos_limits: -0.0016 + Episode_Reward/terminated: -0.0179 + Episode_Reward/unnecessary_wheel_lift: -0.1394 + Episode_Reward/rolling_leg_motion: -0.7668 + Episode_Reward/obstacle_progress: +2.0423 + Episode_Reward/wheel_body_intrusion: -0.3309 + Episode_Reward/pair_body_intrusion: -0.2824 + Curriculum/terrain_level_mean: +1.7729 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1042 + Metrics/base_velocity/error_vel_yaw: 0.1348 + Episode_Termination/time_out: 0.4211 + Episode_Termination/fell_over: 0.0526 + Episode_Termination/course_exit: 0.5263 +Episode_Termination/illegal_nonwheel_contact: 0.0226 +============================================================================== + +============================================================================== +Learning iteration 8500/50000 + Total steps: 34,816,000 + Steps per second: 9,170 + Iteration time: 0.447s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0847 + Mean episode length: 1209.8 + Actor loss: -9.4120 + Critic loss: +0.0043 + World model loss: +1.0839 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +41.8205 + Episode_Reward/track_angular_velocity: +45.7830 + Episode_Reward/upright: +23.5339 + Episode_Reward/leg_posture: -2.6446 + Episode_Reward/standstill: -5.8565 + Episode_Reward/action_rate_l2: -0.5294 + Episode_Reward/joint_torques_l2: -0.1445 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0331 + Episode_Reward/unnecessary_wheel_lift: -0.1425 + Episode_Reward/rolling_leg_motion: -0.7007 + Episode_Reward/obstacle_progress: +1.9055 + Episode_Reward/wheel_body_intrusion: -0.3045 + Episode_Reward/pair_body_intrusion: -0.2503 + Curriculum/terrain_level_mean: +1.7820 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1047 + Metrics/base_velocity/error_vel_yaw: 0.1347 + Episode_Termination/time_out: 0.3582 + Episode_Termination/fell_over: 0.0896 + Episode_Termination/course_exit: 0.5373 +Episode_Termination/illegal_nonwheel_contact: 0.0672 +============================================================================== + +============================================================================== +Learning iteration 8550/50000 + Total steps: 35,020,800 + Steps per second: 9,193 + Iteration time: 0.446s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0849 + Mean episode length: 1313.4 + Actor loss: -9.3726 + Critic loss: +0.0048 + World model loss: +1.0885 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +45.5039 + Episode_Reward/track_angular_velocity: +49.6615 + Episode_Reward/upright: +25.5192 + Episode_Reward/leg_posture: -2.8055 + Episode_Reward/standstill: -6.2243 + Episode_Reward/action_rate_l2: -0.5807 + Episode_Reward/joint_torques_l2: -0.1589 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0333 + Episode_Reward/unnecessary_wheel_lift: -0.1275 + Episode_Reward/rolling_leg_motion: -0.7605 + Episode_Reward/obstacle_progress: +2.2001 + Episode_Reward/wheel_body_intrusion: -0.3495 + Episode_Reward/pair_body_intrusion: -0.3314 + Curriculum/terrain_level_mean: +1.7893 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1036 + Metrics/base_velocity/error_vel_yaw: 0.1357 + Episode_Termination/time_out: 0.4331 + Episode_Termination/fell_over: 0.0637 + Episode_Termination/course_exit: 0.4841 +Episode_Termination/illegal_nonwheel_contact: 0.0446 +============================================================================== + +============================================================================== +Learning iteration 8600/50000 + Total steps: 35,225,600 + Steps per second: 9,215 + Iteration time: 0.444s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0845 + Mean episode length: 1322.8 + Actor loss: -9.3953 + Critic loss: +0.0059 + World model loss: +1.1142 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +45.6484 + Episode_Reward/track_angular_velocity: +49.9362 + Episode_Reward/upright: +25.6883 + Episode_Reward/leg_posture: -2.7762 + Episode_Reward/standstill: -6.7027 + Episode_Reward/action_rate_l2: -0.5847 + Episode_Reward/joint_torques_l2: -0.1607 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0284 + Episode_Reward/unnecessary_wheel_lift: -0.1281 + Episode_Reward/rolling_leg_motion: -0.7582 + Episode_Reward/obstacle_progress: +2.2243 + Episode_Reward/wheel_body_intrusion: -0.3442 + Episode_Reward/pair_body_intrusion: -0.2983 + Curriculum/terrain_level_mean: +1.7954 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1053 + Metrics/base_velocity/error_vel_yaw: 0.1374 + Episode_Termination/time_out: 0.4685 + Episode_Termination/fell_over: 0.0699 + Episode_Termination/course_exit: 0.4545 +Episode_Termination/illegal_nonwheel_contact: 0.0280 +============================================================================== + +============================================================================== +Learning iteration 8650/50000 + Total steps: 35,430,400 + Steps per second: 9,237 + Iteration time: 0.443s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0849 + Mean episode length: 1266.6 + Actor loss: -9.4039 + Critic loss: +0.0064 + World model loss: +1.0633 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +43.8513 + Episode_Reward/track_angular_velocity: +47.9165 + Episode_Reward/upright: +24.6050 + Episode_Reward/leg_posture: -2.6723 + Episode_Reward/standstill: -6.1476 + Episode_Reward/action_rate_l2: -0.5490 + Episode_Reward/joint_torques_l2: -0.1555 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0223 + Episode_Reward/unnecessary_wheel_lift: -0.1249 + Episode_Reward/rolling_leg_motion: -0.7198 + Episode_Reward/obstacle_progress: +2.1203 + Episode_Reward/wheel_body_intrusion: -0.3139 + Episode_Reward/pair_body_intrusion: -0.2651 + Curriculum/terrain_level_mean: +1.8066 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1041 + Metrics/base_velocity/error_vel_yaw: 0.1346 + Episode_Termination/time_out: 0.4610 + Episode_Termination/fell_over: 0.0390 + Episode_Termination/course_exit: 0.4805 +Episode_Termination/illegal_nonwheel_contact: 0.0325 +============================================================================== + +============================================================================== +Learning iteration 8700/50000 + Total steps: 35,635,200 + Steps per second: 9,259 + Iteration time: 0.442s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0847 + Mean episode length: 1318.5 + Actor loss: -9.4100 + Critic loss: +0.0047 + World model loss: +1.0930 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +45.5608 + Episode_Reward/track_angular_velocity: +49.9002 + Episode_Reward/upright: +25.6111 + Episode_Reward/leg_posture: -2.7881 + Episode_Reward/standstill: -6.5796 + Episode_Reward/action_rate_l2: -0.5713 + Episode_Reward/joint_torques_l2: -0.1613 + Episode_Reward/dof_pos_limits: -0.0002 + Episode_Reward/terminated: -0.0180 + Episode_Reward/unnecessary_wheel_lift: -0.1371 + Episode_Reward/rolling_leg_motion: -0.7535 + Episode_Reward/obstacle_progress: +2.1996 + Episode_Reward/wheel_body_intrusion: -0.3124 + Episode_Reward/pair_body_intrusion: -0.2666 + Curriculum/terrain_level_mean: +1.8171 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1049 + Metrics/base_velocity/error_vel_yaw: 0.1347 + Episode_Termination/time_out: 0.4395 + Episode_Termination/fell_over: 0.0446 + Episode_Termination/course_exit: 0.5159 +Episode_Termination/illegal_nonwheel_contact: 0.0064 +============================================================================== + +============================================================================== +Learning iteration 8750/50000 + Total steps: 35,840,000 + Steps per second: 9,281 + Iteration time: 0.441s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0842 + Mean episode length: 1298.3 + Actor loss: -9.4196 + Critic loss: +0.0030 + World model loss: +1.0823 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +44.9471 + Episode_Reward/track_angular_velocity: +49.0726 + Episode_Reward/upright: +25.2125 + Episode_Reward/leg_posture: -2.7385 + Episode_Reward/standstill: -7.0230 + Episode_Reward/action_rate_l2: -0.5621 + Episode_Reward/joint_torques_l2: -0.1578 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0406 + Episode_Reward/unnecessary_wheel_lift: -0.1204 + Episode_Reward/rolling_leg_motion: -0.7468 + Episode_Reward/obstacle_progress: +2.1537 + Episode_Reward/wheel_body_intrusion: -0.3294 + Episode_Reward/pair_body_intrusion: -0.2953 + Curriculum/terrain_level_mean: +1.8210 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1043 + Metrics/base_velocity/error_vel_yaw: 0.1362 + Episode_Termination/time_out: 0.4379 + Episode_Termination/fell_over: 0.0784 + Episode_Termination/course_exit: 0.4575 +Episode_Termination/illegal_nonwheel_contact: 0.0654 +============================================================================== + +============================================================================== +Learning iteration 8800/50000 + Total steps: 36,044,800 + Steps per second: 9,303 + Iteration time: 0.440s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0846 + Mean episode length: 1329.0 + Actor loss: -9.3783 + Critic loss: +0.0049 + World model loss: +1.0921 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +45.9315 + Episode_Reward/track_angular_velocity: +50.2863 + Episode_Reward/upright: +25.8042 + Episode_Reward/leg_posture: -2.7966 + Episode_Reward/standstill: -6.6913 + Episode_Reward/action_rate_l2: -0.5790 + Episode_Reward/joint_torques_l2: -0.1613 + Episode_Reward/dof_pos_limits: -0.0011 + Episode_Reward/terminated: -0.0337 + Episode_Reward/unnecessary_wheel_lift: -0.1257 + Episode_Reward/rolling_leg_motion: -0.7537 + Episode_Reward/obstacle_progress: +2.1404 + Episode_Reward/wheel_body_intrusion: -0.3211 + Episode_Reward/pair_body_intrusion: -0.2802 + Curriculum/terrain_level_mean: +1.8281 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1050 + Metrics/base_velocity/error_vel_yaw: 0.1349 + Episode_Termination/time_out: 0.4531 + Episode_Termination/fell_over: 0.0859 + Episode_Termination/course_exit: 0.4453 +Episode_Termination/illegal_nonwheel_contact: 0.0391 +============================================================================== + +============================================================================== +Learning iteration 8850/50000 + Total steps: 36,249,600 + Steps per second: 9,324 + Iteration time: 0.439s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0841 + Mean episode length: 1317.2 + Actor loss: -9.4123 + Critic loss: +0.0029 + World model loss: +1.0741 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +45.5337 + Episode_Reward/track_angular_velocity: +49.8068 + Episode_Reward/upright: +25.5795 + Episode_Reward/leg_posture: -2.7826 + Episode_Reward/standstill: -7.2234 + Episode_Reward/action_rate_l2: -0.5610 + Episode_Reward/joint_torques_l2: -0.1590 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0334 + Episode_Reward/unnecessary_wheel_lift: -0.1492 + Episode_Reward/rolling_leg_motion: -0.7527 + Episode_Reward/obstacle_progress: +2.1664 + Episode_Reward/wheel_body_intrusion: -0.3372 + Episode_Reward/pair_body_intrusion: -0.2929 + Curriculum/terrain_level_mean: +1.8340 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1049 + Metrics/base_velocity/error_vel_yaw: 0.1361 + Episode_Termination/time_out: 0.4354 + Episode_Termination/fell_over: 0.0612 + Episode_Termination/course_exit: 0.4762 +Episode_Termination/illegal_nonwheel_contact: 0.0476 +============================================================================== + +============================================================================== +Learning iteration 8900/50000 + Total steps: 36,454,400 + Steps per second: 9,345 + Iteration time: 0.438s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0846 + Mean episode length: 1385.4 + Actor loss: -9.3705 + Critic loss: +0.0167 + World model loss: +1.1001 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.9479 + Episode_Reward/track_angular_velocity: +52.3954 + Episode_Reward/upright: +26.9401 + Episode_Reward/leg_posture: -2.9058 + Episode_Reward/standstill: -7.1553 + Episode_Reward/action_rate_l2: -0.5899 + Episode_Reward/joint_torques_l2: -0.1669 + Episode_Reward/dof_pos_limits: -0.0012 + Episode_Reward/terminated: -0.0325 + Episode_Reward/unnecessary_wheel_lift: -0.1379 + Episode_Reward/rolling_leg_motion: -0.7886 + Episode_Reward/obstacle_progress: +2.3018 + Episode_Reward/wheel_body_intrusion: -0.3693 + Episode_Reward/pair_body_intrusion: -0.2837 + Curriculum/terrain_level_mean: +1.8416 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1043 + Metrics/base_velocity/error_vel_yaw: 0.1352 + Episode_Termination/time_out: 0.5185 + Episode_Termination/fell_over: 0.0617 + Episode_Termination/course_exit: 0.4074 +Episode_Termination/illegal_nonwheel_contact: 0.0247 +============================================================================== + +============================================================================== +Learning iteration 8950/50000 + Total steps: 36,659,200 + Steps per second: 9,367 + Iteration time: 0.437s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0848 + Mean episode length: 1339.2 + Actor loss: -9.3520 + Critic loss: +0.0089 + World model loss: +1.0863 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.2383 + Episode_Reward/track_angular_velocity: +50.6495 + Episode_Reward/upright: +26.0369 + Episode_Reward/leg_posture: -2.8589 + Episode_Reward/standstill: -6.4734 + Episode_Reward/action_rate_l2: -0.5759 + Episode_Reward/joint_torques_l2: -0.1609 + Episode_Reward/dof_pos_limits: -0.0013 + Episode_Reward/terminated: -0.0314 + Episode_Reward/unnecessary_wheel_lift: -0.1453 + Episode_Reward/rolling_leg_motion: -0.7518 + Episode_Reward/obstacle_progress: +2.2341 + Episode_Reward/wheel_body_intrusion: -0.3579 + Episode_Reward/pair_body_intrusion: -0.2997 + Curriculum/terrain_level_mean: +1.8484 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1050 + Metrics/base_velocity/error_vel_yaw: 0.1351 + Episode_Termination/time_out: 0.5035 + Episode_Termination/fell_over: 0.0638 + Episode_Termination/course_exit: 0.4113 +Episode_Termination/illegal_nonwheel_contact: 0.0567 +============================================================================== + +============================================================================== +Learning iteration 9000/50000 + Total steps: 36,864,000 + Steps per second: 9,387 + Iteration time: 0.436s + Collection time: 0.076s + Learning time: 0.193s + Mean reward: +0.0846 + Mean episode length: 1367.9 + Actor loss: -9.3708 + Critic loss: +0.0041 + World model loss: +1.0923 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.2934 + Episode_Reward/track_angular_velocity: +51.7639 + Episode_Reward/upright: +26.6081 + Episode_Reward/leg_posture: -2.8997 + Episode_Reward/standstill: -6.9565 + Episode_Reward/action_rate_l2: -0.5985 + Episode_Reward/joint_torques_l2: -0.1626 + Episode_Reward/dof_pos_limits: -0.0015 + Episode_Reward/terminated: -0.0321 + Episode_Reward/unnecessary_wheel_lift: -0.1371 + Episode_Reward/rolling_leg_motion: -0.7738 + Episode_Reward/obstacle_progress: +2.2786 + Episode_Reward/wheel_body_intrusion: -0.3321 + Episode_Reward/pair_body_intrusion: -0.3271 + Curriculum/terrain_level_mean: +1.8550 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1046 + Metrics/base_velocity/error_vel_yaw: 0.1344 + Episode_Termination/time_out: 0.5287 + Episode_Termination/fell_over: 0.0573 + Episode_Termination/course_exit: 0.3949 +Episode_Termination/illegal_nonwheel_contact: 0.0573 +============================================================================== + +============================================================================== +Learning iteration 9050/50000 + Total steps: 37,068,800 + Steps per second: 9,407 + Iteration time: 0.435s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0840 + Mean episode length: 1367.7 + Actor loss: -9.4020 + Critic loss: +0.0044 + World model loss: +1.0637 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.2590 + Episode_Reward/track_angular_velocity: +51.7825 + Episode_Reward/upright: +26.5982 + Episode_Reward/leg_posture: -2.9394 + Episode_Reward/standstill: -7.4296 + Episode_Reward/action_rate_l2: -0.5994 + Episode_Reward/joint_torques_l2: -0.1619 + Episode_Reward/dof_pos_limits: -0.0018 + Episode_Reward/terminated: -0.0427 + Episode_Reward/unnecessary_wheel_lift: -0.1641 + Episode_Reward/rolling_leg_motion: -0.8034 + Episode_Reward/obstacle_progress: +2.1850 + Episode_Reward/wheel_body_intrusion: -0.3576 + Episode_Reward/pair_body_intrusion: -0.3912 + Curriculum/terrain_level_mean: +1.8616 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1048 + Metrics/base_velocity/error_vel_yaw: 0.1340 + Episode_Termination/time_out: 0.5444 + Episode_Termination/fell_over: 0.0667 + Episode_Termination/course_exit: 0.3667 +Episode_Termination/illegal_nonwheel_contact: 0.0389 +============================================================================== + +============================================================================== +Learning iteration 9100/50000 + Total steps: 37,273,600 + Steps per second: 9,428 + Iteration time: 0.434s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0845 + Mean episode length: 1377.8 + Actor loss: -9.3669 + Critic loss: +0.0247 + World model loss: +1.1051 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.7023 + Episode_Reward/track_angular_velocity: +52.1603 + Episode_Reward/upright: +26.8236 + Episode_Reward/leg_posture: -2.9659 + Episode_Reward/standstill: -7.0721 + Episode_Reward/action_rate_l2: -0.5970 + Episode_Reward/joint_torques_l2: -0.1635 + Episode_Reward/dof_pos_limits: -0.0017 + Episode_Reward/terminated: -0.0323 + Episode_Reward/unnecessary_wheel_lift: -0.1469 + Episode_Reward/rolling_leg_motion: -0.8043 + Episode_Reward/obstacle_progress: +2.2200 + Episode_Reward/wheel_body_intrusion: -0.3560 + Episode_Reward/pair_body_intrusion: -0.3631 + Curriculum/terrain_level_mean: +1.8682 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1035 + Metrics/base_velocity/error_vel_yaw: 0.1337 + Episode_Termination/time_out: 0.5385 + Episode_Termination/fell_over: 0.0296 + Episode_Termination/course_exit: 0.3905 +Episode_Termination/illegal_nonwheel_contact: 0.0651 +============================================================================== + +============================================================================== +Learning iteration 9150/50000 + Total steps: 37,478,400 + Steps per second: 9,449 + Iteration time: 0.433s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0845 + Mean episode length: 1373.6 + Actor loss: -9.4040 + Critic loss: +0.0047 + World model loss: +1.0877 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.5483 + Episode_Reward/track_angular_velocity: +51.9684 + Episode_Reward/upright: +26.7363 + Episode_Reward/leg_posture: -2.9240 + Episode_Reward/standstill: -7.0270 + Episode_Reward/action_rate_l2: -0.6000 + Episode_Reward/joint_torques_l2: -0.1611 + Episode_Reward/dof_pos_limits: -0.0015 + Episode_Reward/terminated: -0.0349 + Episode_Reward/unnecessary_wheel_lift: -0.1450 + Episode_Reward/rolling_leg_motion: -0.7990 + Episode_Reward/obstacle_progress: +2.2249 + Episode_Reward/wheel_body_intrusion: -0.3264 + Episode_Reward/pair_body_intrusion: -0.3378 + Curriculum/terrain_level_mean: +1.8743 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1038 + Metrics/base_velocity/error_vel_yaw: 0.1347 + Episode_Termination/time_out: 0.5497 + Episode_Termination/fell_over: 0.0585 + Episode_Termination/course_exit: 0.3743 +Episode_Termination/illegal_nonwheel_contact: 0.0526 +============================================================================== + +============================================================================== +Learning iteration 9200/50000 + Total steps: 37,683,200 + Steps per second: 9,469 + Iteration time: 0.433s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0850 + Mean episode length: 1486.8 + Actor loss: -9.4168 + Critic loss: +0.0043 + World model loss: +1.1104 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +51.4177 + Episode_Reward/track_angular_velocity: +56.2942 + Episode_Reward/upright: +28.9744 + Episode_Reward/leg_posture: -3.1568 + Episode_Reward/standstill: -7.1015 + Episode_Reward/action_rate_l2: -0.6349 + Episode_Reward/joint_torques_l2: -0.1738 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0203 + Episode_Reward/unnecessary_wheel_lift: -0.1349 + Episode_Reward/rolling_leg_motion: -0.8450 + Episode_Reward/obstacle_progress: +2.3827 + Episode_Reward/wheel_body_intrusion: -0.3392 + Episode_Reward/pair_body_intrusion: -0.3316 + Curriculum/terrain_level_mean: +1.8796 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1038 + Metrics/base_velocity/error_vel_yaw: 0.1334 + Episode_Termination/time_out: 0.6264 + Episode_Termination/fell_over: 0.0230 + Episode_Termination/course_exit: 0.3333 +Episode_Termination/illegal_nonwheel_contact: 0.0402 +============================================================================== + +============================================================================== +Learning iteration 9250/50000 + Total steps: 37,888,000 + Steps per second: 9,490 + Iteration time: 0.432s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0849 + Mean episode length: 1390.4 + Actor loss: -9.4040 + Critic loss: +0.0044 + World model loss: +1.0296 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.2036 + Episode_Reward/track_angular_velocity: +52.6460 + Episode_Reward/upright: +27.0795 + Episode_Reward/leg_posture: -2.9437 + Episode_Reward/standstill: -6.8837 + Episode_Reward/action_rate_l2: -0.6003 + Episode_Reward/joint_torques_l2: -0.1640 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0272 + Episode_Reward/unnecessary_wheel_lift: -0.1419 + Episode_Reward/rolling_leg_motion: -0.7921 + Episode_Reward/obstacle_progress: +2.2859 + Episode_Reward/wheel_body_intrusion: -0.3360 + Episode_Reward/pair_body_intrusion: -0.3319 + Curriculum/terrain_level_mean: +1.8877 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1027 + Metrics/base_velocity/error_vel_yaw: 0.1335 + Episode_Termination/time_out: 0.5775 + Episode_Termination/fell_over: 0.0481 + Episode_Termination/course_exit: 0.3690 +Episode_Termination/illegal_nonwheel_contact: 0.0321 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1438] + +============================================================================== +Learning iteration 9300/50000 + Total steps: 38,092,800 + Steps per second: 9,510 + Iteration time: 0.431s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0851 + Mean episode length: 1412.9 + Actor loss: -9.4108 + Critic loss: +0.0039 + World model loss: +1.1142 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.9204 + Episode_Reward/track_angular_velocity: +53.5948 + Episode_Reward/upright: +27.5139 + Episode_Reward/leg_posture: -3.0428 + Episode_Reward/standstill: -6.6329 + Episode_Reward/action_rate_l2: -0.5917 + Episode_Reward/joint_torques_l2: -0.1658 + Episode_Reward/dof_pos_limits: -0.0011 + Episode_Reward/terminated: -0.0276 + Episode_Reward/unnecessary_wheel_lift: -0.1401 + Episode_Reward/rolling_leg_motion: -0.7931 + Episode_Reward/obstacle_progress: +2.3339 + Episode_Reward/wheel_body_intrusion: -0.3416 + Episode_Reward/pair_body_intrusion: -0.3592 + Curriculum/terrain_level_mean: +1.8936 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1034 + Metrics/base_velocity/error_vel_yaw: 0.1314 + Episode_Termination/time_out: 0.5636 + Episode_Termination/fell_over: 0.0364 + Episode_Termination/course_exit: 0.3758 +Episode_Termination/illegal_nonwheel_contact: 0.0424 +============================================================================== + +============================================================================== +Learning iteration 9350/50000 + Total steps: 38,297,600 + Steps per second: 9,530 + Iteration time: 0.430s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0848 + Mean episode length: 1352.0 + Actor loss: -9.3826 + Critic loss: +0.0036 + World model loss: +1.0517 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.6844 + Episode_Reward/track_angular_velocity: +51.2704 + Episode_Reward/upright: +26.3304 + Episode_Reward/leg_posture: -2.8793 + Episode_Reward/standstill: -6.6564 + Episode_Reward/action_rate_l2: -0.5781 + Episode_Reward/joint_torques_l2: -0.1587 + Episode_Reward/dof_pos_limits: -0.0011 + Episode_Reward/terminated: -0.0502 + Episode_Reward/unnecessary_wheel_lift: -0.1590 + Episode_Reward/rolling_leg_motion: -0.7724 + Episode_Reward/obstacle_progress: +2.1598 + Episode_Reward/wheel_body_intrusion: -0.2911 + Episode_Reward/pair_body_intrusion: -0.2699 + Curriculum/terrain_level_mean: +1.8962 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1042 + Metrics/base_velocity/error_vel_yaw: 0.1315 + Episode_Termination/time_out: 0.5276 + Episode_Termination/fell_over: 0.0859 + Episode_Termination/course_exit: 0.3558 +Episode_Termination/illegal_nonwheel_contact: 0.0613 +============================================================================== + +============================================================================== +Learning iteration 9400/50000 + Total steps: 38,502,400 + Steps per second: 9,550 + Iteration time: 0.429s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0848 + Mean episode length: 1359.2 + Actor loss: -9.4220 + Critic loss: +0.0026 + World model loss: +1.0001 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.0615 + Episode_Reward/track_angular_velocity: +51.4895 + Episode_Reward/upright: +26.4700 + Episode_Reward/leg_posture: -2.8909 + Episode_Reward/standstill: -6.7863 + Episode_Reward/action_rate_l2: -0.5787 + Episode_Reward/joint_torques_l2: -0.1591 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0292 + Episode_Reward/unnecessary_wheel_lift: -0.1314 + Episode_Reward/rolling_leg_motion: -0.7636 + Episode_Reward/obstacle_progress: +2.1680 + Episode_Reward/wheel_body_intrusion: -0.3154 + Episode_Reward/pair_body_intrusion: -0.3147 + Curriculum/terrain_level_mean: +1.9033 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1035 + Metrics/base_velocity/error_vel_yaw: 0.1332 + Episode_Termination/time_out: 0.5122 + Episode_Termination/fell_over: 0.0610 + Episode_Termination/course_exit: 0.4207 +Episode_Termination/illegal_nonwheel_contact: 0.0244 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1276] + +============================================================================== +Learning iteration 9450/50000 + Total steps: 38,707,200 + Steps per second: 9,570 + Iteration time: 0.428s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0849 + Mean episode length: 1351.3 + Actor loss: -9.4160 + Critic loss: +0.0079 + World model loss: +0.9963 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.7933 + Episode_Reward/track_angular_velocity: +51.2370 + Episode_Reward/upright: +26.3314 + Episode_Reward/leg_posture: -2.9015 + Episode_Reward/standstill: -6.5647 + Episode_Reward/action_rate_l2: -0.5834 + Episode_Reward/joint_torques_l2: -0.1583 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0396 + Episode_Reward/unnecessary_wheel_lift: -0.1451 + Episode_Reward/rolling_leg_motion: -0.7835 + Episode_Reward/obstacle_progress: +2.1438 + Episode_Reward/wheel_body_intrusion: -0.3303 + Episode_Reward/pair_body_intrusion: -0.2982 + Curriculum/terrain_level_mean: +1.9106 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1031 + Metrics/base_velocity/error_vel_yaw: 0.1320 + Episode_Termination/time_out: 0.5256 + Episode_Termination/fell_over: 0.0962 + Episode_Termination/course_exit: 0.3782 +Episode_Termination/illegal_nonwheel_contact: 0.0641 +============================================================================== + +============================================================================== +Learning iteration 9500/50000 + Total steps: 38,912,000 + Steps per second: 9,589 + Iteration time: 0.427s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0845 + Mean episode length: 1397.9 + Actor loss: -9.4087 + Critic loss: +0.0038 + World model loss: +1.0258 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.3410 + Episode_Reward/track_angular_velocity: +52.9186 + Episode_Reward/upright: +27.2229 + Episode_Reward/leg_posture: -3.0100 + Episode_Reward/standstill: -7.0737 + Episode_Reward/action_rate_l2: -0.6096 + Episode_Reward/joint_torques_l2: -0.1665 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0300 + Episode_Reward/unnecessary_wheel_lift: -0.1259 + Episode_Reward/rolling_leg_motion: -0.7879 + Episode_Reward/obstacle_progress: +2.1624 + Episode_Reward/wheel_body_intrusion: -0.3625 + Episode_Reward/pair_body_intrusion: -0.3154 + Curriculum/terrain_level_mean: +1.9163 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1039 + Metrics/base_velocity/error_vel_yaw: 0.1339 + Episode_Termination/time_out: 0.5183 + Episode_Termination/fell_over: 0.0488 + Episode_Termination/course_exit: 0.4146 +Episode_Termination/illegal_nonwheel_contact: 0.0427 +============================================================================== + +============================================================================== +Learning iteration 9550/50000 + Total steps: 39,116,800 + Steps per second: 9,608 + Iteration time: 0.426s + Collection time: 0.076s + Learning time: 0.192s + Mean reward: +0.0849 + Mean episode length: 1356.4 + Actor loss: -9.3957 + Critic loss: +0.0034 + World model loss: +0.9875 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.9251 + Episode_Reward/track_angular_velocity: +51.3697 + Episode_Reward/upright: +26.4063 + Episode_Reward/leg_posture: -2.9714 + Episode_Reward/standstill: -6.4815 + Episode_Reward/action_rate_l2: -0.5808 + Episode_Reward/joint_torques_l2: -0.1601 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0159 + Episode_Reward/unnecessary_wheel_lift: -0.1102 + Episode_Reward/rolling_leg_motion: -0.7737 + Episode_Reward/obstacle_progress: +2.1797 + Episode_Reward/wheel_body_intrusion: -0.3650 + Episode_Reward/pair_body_intrusion: -0.3272 + Curriculum/terrain_level_mean: +1.9253 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1032 + Metrics/base_velocity/error_vel_yaw: 0.1335 + Episode_Termination/time_out: 0.5033 + Episode_Termination/fell_over: 0.0199 + Episode_Termination/course_exit: 0.4570 +Episode_Termination/illegal_nonwheel_contact: 0.0265 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1571] + +============================================================================== +Learning iteration 9600/50000 + Total steps: 39,321,600 + Steps per second: 9,628 + Iteration time: 0.425s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0847 + Mean episode length: 1335.5 + Actor loss: -9.4027 + Critic loss: +0.0038 + World model loss: +1.0201 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.3045 + Episode_Reward/track_angular_velocity: +50.5824 + Episode_Reward/upright: +25.9984 + Episode_Reward/leg_posture: -2.9027 + Episode_Reward/standstill: -6.7462 + Episode_Reward/action_rate_l2: -0.5827 + Episode_Reward/joint_torques_l2: -0.1572 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0235 + Episode_Reward/unnecessary_wheel_lift: -0.1335 + Episode_Reward/rolling_leg_motion: -0.7539 + Episode_Reward/obstacle_progress: +2.1286 + Episode_Reward/wheel_body_intrusion: -0.3305 + Episode_Reward/pair_body_intrusion: -0.3123 + Curriculum/terrain_level_mean: +1.9319 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1025 + Metrics/base_velocity/error_vel_yaw: 0.1335 + Episode_Termination/time_out: 0.4521 + Episode_Termination/fell_over: 0.0342 + Episode_Termination/course_exit: 0.4863 +Episode_Termination/illegal_nonwheel_contact: 0.0479 +============================================================================== + +============================================================================== +Learning iteration 9650/50000 + Total steps: 39,526,400 + Steps per second: 9,647 + Iteration time: 0.425s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0850 + Mean episode length: 1370.3 + Actor loss: -9.3989 + Critic loss: +0.0027 + World model loss: +1.0063 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.4553 + Episode_Reward/track_angular_velocity: +51.8870 + Episode_Reward/upright: +26.6600 + Episode_Reward/leg_posture: -2.9766 + Episode_Reward/standstill: -6.4590 + Episode_Reward/action_rate_l2: -0.5876 + Episode_Reward/joint_torques_l2: -0.1608 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0187 + Episode_Reward/unnecessary_wheel_lift: -0.1178 + Episode_Reward/rolling_leg_motion: -0.7539 + Episode_Reward/obstacle_progress: +2.1641 + Episode_Reward/wheel_body_intrusion: -0.3307 + Episode_Reward/pair_body_intrusion: -0.3178 + Curriculum/terrain_level_mean: +1.9365 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1030 + Metrics/base_velocity/error_vel_yaw: 0.1339 + Episode_Termination/time_out: 0.4865 + Episode_Termination/fell_over: 0.0450 + Episode_Termination/course_exit: 0.4505 +Episode_Termination/illegal_nonwheel_contact: 0.0541 +============================================================================== + +============================================================================== +Learning iteration 9700/50000 + Total steps: 39,731,200 + Steps per second: 9,666 + Iteration time: 0.424s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0844 + Mean episode length: 1334.7 + Actor loss: -9.3926 + Critic loss: +0.0085 + World model loss: +1.0088 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.1514 + Episode_Reward/track_angular_velocity: +50.5876 + Episode_Reward/upright: +25.9432 + Episode_Reward/leg_posture: -2.8777 + Episode_Reward/standstill: -7.0067 + Episode_Reward/action_rate_l2: -0.5680 + Episode_Reward/joint_torques_l2: -0.1559 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0339 + Episode_Reward/unnecessary_wheel_lift: -0.1546 + Episode_Reward/rolling_leg_motion: -0.7427 + Episode_Reward/obstacle_progress: +2.1562 + Episode_Reward/wheel_body_intrusion: -0.3201 + Episode_Reward/pair_body_intrusion: -0.3636 + Curriculum/terrain_level_mean: +1.9421 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1038 + Metrics/base_velocity/error_vel_yaw: 0.1324 + Episode_Termination/time_out: 0.4422 + Episode_Termination/fell_over: 0.0748 + Episode_Termination/course_exit: 0.4694 +Episode_Termination/illegal_nonwheel_contact: 0.0476 +============================================================================== + +============================================================================== +Learning iteration 9750/50000 + Total steps: 39,936,000 + Steps per second: 9,685 + Iteration time: 0.423s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0848 + Mean episode length: 1332.6 + Actor loss: -9.3913 + Critic loss: +0.0044 + World model loss: +0.9433 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.1245 + Episode_Reward/track_angular_velocity: +50.4686 + Episode_Reward/upright: +25.9134 + Episode_Reward/leg_posture: -2.8196 + Episode_Reward/standstill: -6.5779 + Episode_Reward/action_rate_l2: -0.5663 + Episode_Reward/joint_torques_l2: -0.1562 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0208 + Episode_Reward/unnecessary_wheel_lift: -0.1166 + Episode_Reward/rolling_leg_motion: -0.7329 + Episode_Reward/obstacle_progress: +2.1790 + Episode_Reward/wheel_body_intrusion: -0.3451 + Episode_Reward/pair_body_intrusion: -0.3261 + Curriculum/terrain_level_mean: +1.9521 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1033 + Metrics/base_velocity/error_vel_yaw: 0.1335 + Episode_Termination/time_out: 0.5030 + Episode_Termination/fell_over: 0.0242 + Episode_Termination/course_exit: 0.4485 +Episode_Termination/illegal_nonwheel_contact: 0.0364 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2027] + +============================================================================== +Learning iteration 9800/50000 + Total steps: 40,140,800 + Steps per second: 9,704 + Iteration time: 0.422s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0846 + Mean episode length: 1335.6 + Actor loss: -9.4047 + Critic loss: +0.0024 + World model loss: +1.0166 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.0616 + Episode_Reward/track_angular_velocity: +50.5227 + Episode_Reward/upright: +25.9770 + Episode_Reward/leg_posture: -2.8629 + Episode_Reward/standstill: -6.5720 + Episode_Reward/action_rate_l2: -0.5775 + Episode_Reward/joint_torques_l2: -0.1576 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0183 + Episode_Reward/unnecessary_wheel_lift: -0.1034 + Episode_Reward/rolling_leg_motion: -0.7286 + Episode_Reward/obstacle_progress: +2.1421 + Episode_Reward/wheel_body_intrusion: -0.3313 + Episode_Reward/pair_body_intrusion: -0.3571 + Curriculum/terrain_level_mean: +1.9570 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1047 + Metrics/base_velocity/error_vel_yaw: 0.1349 + Episode_Termination/time_out: 0.4803 + Episode_Termination/fell_over: 0.0394 + Episode_Termination/course_exit: 0.4646 +Episode_Termination/illegal_nonwheel_contact: 0.0157 +============================================================================== + +============================================================================== +Learning iteration 9850/50000 + Total steps: 40,345,600 + Steps per second: 9,723 + Iteration time: 0.421s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0843 + Mean episode length: 1329.2 + Actor loss: -9.3961 + Critic loss: +0.0028 + World model loss: +0.9880 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +45.8552 + Episode_Reward/track_angular_velocity: +50.2937 + Episode_Reward/upright: +25.8451 + Episode_Reward/leg_posture: -2.8290 + Episode_Reward/standstill: -6.9189 + Episode_Reward/action_rate_l2: -0.5756 + Episode_Reward/joint_torques_l2: -0.1559 + Episode_Reward/dof_pos_limits: -0.0010 + Episode_Reward/terminated: -0.0312 + Episode_Reward/unnecessary_wheel_lift: -0.1481 + Episode_Reward/rolling_leg_motion: -0.7380 + Episode_Reward/obstacle_progress: +2.1665 + Episode_Reward/wheel_body_intrusion: -0.3190 + Episode_Reward/pair_body_intrusion: -0.3580 + Curriculum/terrain_level_mean: +1.9636 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1045 + Metrics/base_velocity/error_vel_yaw: 0.1343 + Episode_Termination/time_out: 0.4853 + Episode_Termination/fell_over: 0.0588 + Episode_Termination/course_exit: 0.4265 +Episode_Termination/illegal_nonwheel_contact: 0.0882 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2327] + +============================================================================== +Learning iteration 9900/50000 + Total steps: 40,550,400 + Steps per second: 9,742 + Iteration time: 0.420s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0843 + Mean episode length: 1330.0 + Actor loss: -9.3692 + Critic loss: +0.0049 + World model loss: +1.0221 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +45.8782 + Episode_Reward/track_angular_velocity: +50.2806 + Episode_Reward/upright: +25.8447 + Episode_Reward/leg_posture: -2.8330 + Episode_Reward/standstill: -6.8216 + Episode_Reward/action_rate_l2: -0.5678 + Episode_Reward/joint_torques_l2: -0.1557 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0338 + Episode_Reward/unnecessary_wheel_lift: -0.1519 + Episode_Reward/rolling_leg_motion: -0.7419 + Episode_Reward/obstacle_progress: +2.1459 + Episode_Reward/wheel_body_intrusion: -0.3180 + Episode_Reward/pair_body_intrusion: -0.3609 + Curriculum/terrain_level_mean: +1.9680 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1049 + Metrics/base_velocity/error_vel_yaw: 0.1353 + Episode_Termination/time_out: 0.4759 + Episode_Termination/fell_over: 0.0759 + Episode_Termination/course_exit: 0.4345 +Episode_Termination/illegal_nonwheel_contact: 0.0621 +============================================================================== + +============================================================================== +Learning iteration 9950/50000 + Total steps: 40,755,200 + Steps per second: 9,760 + Iteration time: 0.420s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0843 + Mean episode length: 1279.7 + Actor loss: -9.3725 + Critic loss: +0.0040 + World model loss: +0.9693 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +44.2565 + Episode_Reward/track_angular_velocity: +48.4099 + Episode_Reward/upright: +24.8830 + Episode_Reward/leg_posture: -2.7195 + Episode_Reward/standstill: -6.7445 + Episode_Reward/action_rate_l2: -0.5484 + Episode_Reward/joint_torques_l2: -0.1506 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0350 + Episode_Reward/unnecessary_wheel_lift: -0.1341 + Episode_Reward/rolling_leg_motion: -0.7018 + Episode_Reward/obstacle_progress: +2.0733 + Episode_Reward/wheel_body_intrusion: -0.3321 + Episode_Reward/pair_body_intrusion: -0.3713 + Curriculum/terrain_level_mean: +1.9722 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1036 + Metrics/base_velocity/error_vel_yaw: 0.1345 + Episode_Termination/time_out: 0.4508 + Episode_Termination/fell_over: 0.0984 + Episode_Termination/course_exit: 0.4344 +Episode_Termination/illegal_nonwheel_contact: 0.0738 +============================================================================== + +============================================================================== +Learning iteration 10000/50000 + Total steps: 40,960,000 + Steps per second: 9,779 + Iteration time: 0.419s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0845 + Mean episode length: 1232.7 + Actor loss: -9.4037 + Critic loss: +0.0038 + World model loss: +0.9849 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +42.6498 + Episode_Reward/track_angular_velocity: +46.7028 + Episode_Reward/upright: +23.9762 + Episode_Reward/leg_posture: -2.5973 + Episode_Reward/standstill: -6.3892 + Episode_Reward/action_rate_l2: -0.5218 + Episode_Reward/joint_torques_l2: -0.1444 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0265 + Episode_Reward/unnecessary_wheel_lift: -0.1113 + Episode_Reward/rolling_leg_motion: -0.6803 + Episode_Reward/obstacle_progress: +2.0254 + Episode_Reward/wheel_body_intrusion: -0.3251 + Episode_Reward/pair_body_intrusion: -0.3457 + Curriculum/terrain_level_mean: +1.9766 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1033 + Metrics/base_velocity/error_vel_yaw: 0.1330 + Episode_Termination/time_out: 0.4211 + Episode_Termination/fell_over: 0.0677 + Episode_Termination/course_exit: 0.5038 +Episode_Termination/illegal_nonwheel_contact: 0.0451 +============================================================================== + +============================================================================== +Learning iteration 10050/50000 + Total steps: 41,164,800 + Steps per second: 9,797 + Iteration time: 0.418s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0844 + Mean episode length: 1336.8 + Actor loss: -9.3816 + Critic loss: +0.0075 + World model loss: +0.9884 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.3089 + Episode_Reward/track_angular_velocity: +50.5776 + Episode_Reward/upright: +25.9871 + Episode_Reward/leg_posture: -2.8272 + Episode_Reward/standstill: -7.1395 + Episode_Reward/action_rate_l2: -0.5624 + Episode_Reward/joint_torques_l2: -0.1576 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0287 + Episode_Reward/unnecessary_wheel_lift: -0.1341 + Episode_Reward/rolling_leg_motion: -0.7426 + Episode_Reward/obstacle_progress: +2.2147 + Episode_Reward/wheel_body_intrusion: -0.3768 + Episode_Reward/pair_body_intrusion: -0.3362 + Curriculum/terrain_level_mean: +1.9854 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1028 + Metrics/base_velocity/error_vel_yaw: 0.1342 + Episode_Termination/time_out: 0.4785 + Episode_Termination/fell_over: 0.0491 + Episode_Termination/course_exit: 0.4540 +Episode_Termination/illegal_nonwheel_contact: 0.0368 +============================================================================== + +============================================================================== +Learning iteration 10100/50000 + Total steps: 41,369,600 + Steps per second: 9,815 + Iteration time: 0.417s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0845 + Mean episode length: 1331.9 + Actor loss: -9.3451 + Critic loss: +0.0119 + World model loss: +1.0160 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +45.9633 + Episode_Reward/track_angular_velocity: +50.3619 + Episode_Reward/upright: +25.8921 + Episode_Reward/leg_posture: -2.7807 + Episode_Reward/standstill: -6.7766 + Episode_Reward/action_rate_l2: -0.5730 + Episode_Reward/joint_torques_l2: -0.1563 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0156 + Episode_Reward/unnecessary_wheel_lift: -0.1294 + Episode_Reward/rolling_leg_motion: -0.7469 + Episode_Reward/obstacle_progress: +2.1802 + Episode_Reward/wheel_body_intrusion: -0.3420 + Episode_Reward/pair_body_intrusion: -0.3290 + Curriculum/terrain_level_mean: +1.9927 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1045 + Metrics/base_velocity/error_vel_yaw: 0.1352 + Episode_Termination/time_out: 0.4795 + Episode_Termination/fell_over: 0.0342 + Episode_Termination/course_exit: 0.4795 +Episode_Termination/illegal_nonwheel_contact: 0.0205 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[454] + +============================================================================== +Learning iteration 10150/50000 + Total steps: 41,574,400 + Steps per second: 9,833 + Iteration time: 0.417s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0844 + Mean episode length: 1315.2 + Actor loss: -9.3668 + Critic loss: +0.0119 + World model loss: +0.9983 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +45.3414 + Episode_Reward/track_angular_velocity: +49.7560 + Episode_Reward/upright: +25.5824 + Episode_Reward/leg_posture: -2.7681 + Episode_Reward/standstill: -6.7917 + Episode_Reward/action_rate_l2: -0.5647 + Episode_Reward/joint_torques_l2: -0.1530 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0360 + Episode_Reward/unnecessary_wheel_lift: -0.1164 + Episode_Reward/rolling_leg_motion: -0.7384 + Episode_Reward/obstacle_progress: +2.1533 + Episode_Reward/wheel_body_intrusion: -0.3403 + Episode_Reward/pair_body_intrusion: -0.3174 + Curriculum/terrain_level_mean: +1.9978 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1047 + Metrics/base_velocity/error_vel_yaw: 0.1347 + Episode_Termination/time_out: 0.4744 + Episode_Termination/fell_over: 0.0705 + Episode_Termination/course_exit: 0.4359 +Episode_Termination/illegal_nonwheel_contact: 0.0449 +============================================================================== + +============================================================================== +Learning iteration 10200/50000 + Total steps: 41,779,200 + Steps per second: 9,851 + Iteration time: 0.416s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0838 + Mean episode length: 1378.1 + Actor loss: -9.3873 + Critic loss: +0.0107 + World model loss: +1.0640 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.4710 + Episode_Reward/track_angular_velocity: +52.1568 + Episode_Reward/upright: +26.7887 + Episode_Reward/leg_posture: -2.9051 + Episode_Reward/standstill: -7.7949 + Episode_Reward/action_rate_l2: -0.5926 + Episode_Reward/joint_torques_l2: -0.1593 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0323 + Episode_Reward/unnecessary_wheel_lift: -0.1283 + Episode_Reward/rolling_leg_motion: -0.7817 + Episode_Reward/obstacle_progress: +2.2116 + Episode_Reward/wheel_body_intrusion: -0.3636 + Episode_Reward/pair_body_intrusion: -0.3437 + Curriculum/terrain_level_mean: +2.0017 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1049 + Metrics/base_velocity/error_vel_yaw: 0.1344 + Episode_Termination/time_out: 0.4672 + Episode_Termination/fell_over: 0.0511 + Episode_Termination/course_exit: 0.4453 +Episode_Termination/illegal_nonwheel_contact: 0.0584 +============================================================================== + +============================================================================== +Learning iteration 10250/50000 + Total steps: 41,984,000 + Steps per second: 9,869 + Iteration time: 0.415s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0837 + Mean episode length: 1370.3 + Actor loss: -9.3957 + Critic loss: +0.0049 + World model loss: +0.9794 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.1152 + Episode_Reward/track_angular_velocity: +51.8215 + Episode_Reward/upright: +26.6120 + Episode_Reward/leg_posture: -2.9074 + Episode_Reward/standstill: -7.7818 + Episode_Reward/action_rate_l2: -0.5820 + Episode_Reward/joint_torques_l2: -0.1599 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0241 + Episode_Reward/unnecessary_wheel_lift: -0.1312 + Episode_Reward/rolling_leg_motion: -0.7623 + Episode_Reward/obstacle_progress: +2.2274 + Episode_Reward/wheel_body_intrusion: -0.3698 + Episode_Reward/pair_body_intrusion: -0.3394 + Curriculum/terrain_level_mean: +2.0081 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1060 + Metrics/base_velocity/error_vel_yaw: 0.1348 + Episode_Termination/time_out: 0.4882 + Episode_Termination/fell_over: 0.0472 + Episode_Termination/course_exit: 0.4409 +Episode_Termination/illegal_nonwheel_contact: 0.0394 +============================================================================== + +============================================================================== +Learning iteration 10300/50000 + Total steps: 42,188,800 + Steps per second: 9,887 + Iteration time: 0.414s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0841 + Mean episode length: 1319.8 + Actor loss: -9.3765 + Critic loss: +0.0046 + World model loss: +1.0020 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +45.5266 + Episode_Reward/track_angular_velocity: +49.8795 + Episode_Reward/upright: +25.6482 + Episode_Reward/leg_posture: -2.7460 + Episode_Reward/standstill: -7.2633 + Episode_Reward/action_rate_l2: -0.5677 + Episode_Reward/joint_torques_l2: -0.1529 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0387 + Episode_Reward/unnecessary_wheel_lift: -0.1320 + Episode_Reward/rolling_leg_motion: -0.7380 + Episode_Reward/obstacle_progress: +2.2205 + Episode_Reward/wheel_body_intrusion: -0.3387 + Episode_Reward/pair_body_intrusion: -0.3617 + Curriculum/terrain_level_mean: +2.0125 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1044 + Metrics/base_velocity/error_vel_yaw: 0.1359 + Episode_Termination/time_out: 0.4691 + Episode_Termination/fell_over: 0.0617 + Episode_Termination/course_exit: 0.4383 +Episode_Termination/illegal_nonwheel_contact: 0.0556 +============================================================================== + +============================================================================== +Learning iteration 10350/50000 + Total steps: 42,393,600 + Steps per second: 9,904 + Iteration time: 0.414s + Collection time: 0.076s + Learning time: 0.192s + Mean reward: +0.0845 + Mean episode length: 1334.2 + Actor loss: -9.3700 + Critic loss: +0.0055 + World model loss: +0.9539 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +45.9912 + Episode_Reward/track_angular_velocity: +50.4667 + Episode_Reward/upright: +25.9199 + Episode_Reward/leg_posture: -2.7695 + Episode_Reward/standstill: -6.8055 + Episode_Reward/action_rate_l2: -0.5725 + Episode_Reward/joint_torques_l2: -0.1545 + Episode_Reward/dof_pos_limits: -0.0003 + Episode_Reward/terminated: -0.0182 + Episode_Reward/unnecessary_wheel_lift: -0.1028 + Episode_Reward/rolling_leg_motion: -0.7509 + Episode_Reward/obstacle_progress: +2.1630 + Episode_Reward/wheel_body_intrusion: -0.3439 + Episode_Reward/pair_body_intrusion: -0.3241 + Curriculum/terrain_level_mean: +2.0195 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1047 + Metrics/base_velocity/error_vel_yaw: 0.1347 + Episode_Termination/time_out: 0.4891 + Episode_Termination/fell_over: 0.0438 + Episode_Termination/course_exit: 0.4599 +Episode_Termination/illegal_nonwheel_contact: 0.0146 +============================================================================== + +============================================================================== +Learning iteration 10400/50000 + Total steps: 42,598,400 + Steps per second: 9,922 + Iteration time: 0.413s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0849 + Mean episode length: 1400.6 + Actor loss: -9.3966 + Critic loss: +0.0044 + World model loss: +0.9786 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.4196 + Episode_Reward/track_angular_velocity: +52.9693 + Episode_Reward/upright: +27.2176 + Episode_Reward/leg_posture: -2.8701 + Episode_Reward/standstill: -6.7572 + Episode_Reward/action_rate_l2: -0.5961 + Episode_Reward/joint_torques_l2: -0.1601 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0274 + Episode_Reward/unnecessary_wheel_lift: -0.1200 + Episode_Reward/rolling_leg_motion: -0.7986 + Episode_Reward/obstacle_progress: +2.2869 + Episode_Reward/wheel_body_intrusion: -0.3418 + Episode_Reward/pair_body_intrusion: -0.3664 + Curriculum/terrain_level_mean: +2.0254 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1037 + Metrics/base_velocity/error_vel_yaw: 0.1352 + Episode_Termination/time_out: 0.5430 + Episode_Termination/fell_over: 0.0397 + Episode_Termination/course_exit: 0.3907 +Episode_Termination/illegal_nonwheel_contact: 0.0464 +============================================================================== + +============================================================================== +Learning iteration 10450/50000 + Total steps: 42,803,200 + Steps per second: 9,940 + Iteration time: 0.412s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0848 + Mean episode length: 1366.8 + Actor loss: -9.3800 + Critic loss: +0.0056 + World model loss: +0.9776 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.2453 + Episode_Reward/track_angular_velocity: +51.6920 + Episode_Reward/upright: +26.5830 + Episode_Reward/leg_posture: -2.8842 + Episode_Reward/standstill: -6.6049 + Episode_Reward/action_rate_l2: -0.5759 + Episode_Reward/joint_torques_l2: -0.1569 + Episode_Reward/dof_pos_limits: -0.0011 + Episode_Reward/terminated: -0.0347 + Episode_Reward/unnecessary_wheel_lift: -0.1336 + Episode_Reward/rolling_leg_motion: -0.7779 + Episode_Reward/obstacle_progress: +2.2081 + Episode_Reward/wheel_body_intrusion: -0.3312 + Episode_Reward/pair_body_intrusion: -0.3481 + Curriculum/terrain_level_mean: +2.0295 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1033 + Metrics/base_velocity/error_vel_yaw: 0.1352 + Episode_Termination/time_out: 0.5325 + Episode_Termination/fell_over: 0.0390 + Episode_Termination/course_exit: 0.3831 +Episode_Termination/illegal_nonwheel_contact: 0.0519 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[995] + +============================================================================== +Learning iteration 10500/50000 + Total steps: 43,008,000 + Steps per second: 9,957 + Iteration time: 0.411s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0848 + Mean episode length: 1390.3 + Actor loss: -9.3545 + Critic loss: +0.0055 + World model loss: +1.0401 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.1200 + Episode_Reward/track_angular_velocity: +52.6005 + Episode_Reward/upright: +27.0231 + Episode_Reward/leg_posture: -2.9791 + Episode_Reward/standstill: -6.7782 + Episode_Reward/action_rate_l2: -0.5775 + Episode_Reward/joint_torques_l2: -0.1599 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0109 + Episode_Reward/unnecessary_wheel_lift: -0.1213 + Episode_Reward/rolling_leg_motion: -0.7673 + Episode_Reward/obstacle_progress: +2.2908 + Episode_Reward/wheel_body_intrusion: -0.3871 + Episode_Reward/pair_body_intrusion: -0.3795 + Curriculum/terrain_level_mean: +2.0366 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1026 + Metrics/base_velocity/error_vel_yaw: 0.1347 + Episode_Termination/time_out: 0.5704 + Episode_Termination/fell_over: 0.0211 + Episode_Termination/course_exit: 0.4014 +Episode_Termination/illegal_nonwheel_contact: 0.0211 +============================================================================== + +============================================================================== +Learning iteration 10550/50000 + Total steps: 43,212,800 + Steps per second: 9,974 + Iteration time: 0.411s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0846 + Mean episode length: 1340.8 + Actor loss: -9.3774 + Critic loss: +0.0042 + World model loss: +0.9005 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.2916 + Episode_Reward/track_angular_velocity: +50.7377 + Episode_Reward/upright: +26.0610 + Episode_Reward/leg_posture: -2.8969 + Episode_Reward/standstill: -6.5181 + Episode_Reward/action_rate_l2: -0.5527 + Episode_Reward/joint_torques_l2: -0.1527 + Episode_Reward/dof_pos_limits: -0.0014 + Episode_Reward/terminated: -0.0183 + Episode_Reward/unnecessary_wheel_lift: -0.1262 + Episode_Reward/rolling_leg_motion: -0.7276 + Episode_Reward/obstacle_progress: +2.1026 + Episode_Reward/wheel_body_intrusion: -0.3508 + Episode_Reward/pair_body_intrusion: -0.3557 + Curriculum/terrain_level_mean: +2.0435 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1037 + Metrics/base_velocity/error_vel_yaw: 0.1344 + Episode_Termination/time_out: 0.5109 + Episode_Termination/fell_over: 0.0292 + Episode_Termination/course_exit: 0.4380 +Episode_Termination/illegal_nonwheel_contact: 0.0365 +============================================================================== + +============================================================================== +Learning iteration 10600/50000 + Total steps: 43,417,600 + Steps per second: 9,992 + Iteration time: 0.410s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0849 + Mean episode length: 1352.2 + Actor loss: -9.3787 + Critic loss: +0.0039 + World model loss: +0.9334 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.7115 + Episode_Reward/track_angular_velocity: +51.2124 + Episode_Reward/upright: +26.3160 + Episode_Reward/leg_posture: -2.8681 + Episode_Reward/standstill: -6.3542 + Episode_Reward/action_rate_l2: -0.5636 + Episode_Reward/joint_torques_l2: -0.1525 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0158 + Episode_Reward/unnecessary_wheel_lift: -0.1138 + Episode_Reward/rolling_leg_motion: -0.7511 + Episode_Reward/obstacle_progress: +2.0903 + Episode_Reward/wheel_body_intrusion: -0.3554 + Episode_Reward/pair_body_intrusion: -0.3349 + Curriculum/terrain_level_mean: +2.0496 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1033 + Metrics/base_velocity/error_vel_yaw: 0.1336 + Episode_Termination/time_out: 0.4898 + Episode_Termination/fell_over: 0.0272 + Episode_Termination/course_exit: 0.4694 +Episode_Termination/illegal_nonwheel_contact: 0.0272 +============================================================================== + +============================================================================== +Learning iteration 10650/50000 + Total steps: 43,622,400 + Steps per second: 10,009 + Iteration time: 0.409s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0846 + Mean episode length: 1419.4 + Actor loss: -9.3725 + Critic loss: +0.0034 + World model loss: +0.8994 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.9512 + Episode_Reward/track_angular_velocity: +53.7284 + Episode_Reward/upright: +27.6479 + Episode_Reward/leg_posture: -3.0500 + Episode_Reward/standstill: -6.7724 + Episode_Reward/action_rate_l2: -0.5955 + Episode_Reward/joint_torques_l2: -0.1598 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0166 + Episode_Reward/unnecessary_wheel_lift: -0.1563 + Episode_Reward/rolling_leg_motion: -0.8128 + Episode_Reward/obstacle_progress: +2.1323 + Episode_Reward/wheel_body_intrusion: -0.3757 + Episode_Reward/pair_body_intrusion: -0.3682 + Curriculum/terrain_level_mean: +2.0579 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1040 + Metrics/base_velocity/error_vel_yaw: 0.1342 + Episode_Termination/time_out: 0.5696 + Episode_Termination/fell_over: 0.0127 + Episode_Termination/course_exit: 0.3924 +Episode_Termination/illegal_nonwheel_contact: 0.0316 +============================================================================== + +============================================================================== +Learning iteration 10700/50000 + Total steps: 43,827,200 + Steps per second: 10,026 + Iteration time: 0.409s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0845 + Mean episode length: 1372.6 + Actor loss: -9.3675 + Critic loss: +0.0074 + World model loss: +0.9739 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.3377 + Episode_Reward/track_angular_velocity: +51.9752 + Episode_Reward/upright: +26.7189 + Episode_Reward/leg_posture: -2.9493 + Episode_Reward/standstill: -6.9272 + Episode_Reward/action_rate_l2: -0.5787 + Episode_Reward/joint_torques_l2: -0.1523 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0161 + Episode_Reward/unnecessary_wheel_lift: -0.1284 + Episode_Reward/rolling_leg_motion: -0.7805 + Episode_Reward/obstacle_progress: +2.1431 + Episode_Reward/wheel_body_intrusion: -0.3688 + Episode_Reward/pair_body_intrusion: -0.3241 + Curriculum/terrain_level_mean: +2.0642 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1043 + Metrics/base_velocity/error_vel_yaw: 0.1335 + Episode_Termination/time_out: 0.4855 + Episode_Termination/fell_over: 0.0217 + Episode_Termination/course_exit: 0.4710 +Episode_Termination/illegal_nonwheel_contact: 0.0362 +============================================================================== + +============================================================================== +Learning iteration 10750/50000 + Total steps: 44,032,000 + Steps per second: 10,042 + Iteration time: 0.408s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0844 + Mean episode length: 1406.5 + Actor loss: -9.3716 + Critic loss: +0.0037 + World model loss: +0.9159 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.3879 + Episode_Reward/track_angular_velocity: +53.3059 + Episode_Reward/upright: +27.3724 + Episode_Reward/leg_posture: -3.0269 + Episode_Reward/standstill: -7.0545 + Episode_Reward/action_rate_l2: -0.5858 + Episode_Reward/joint_torques_l2: -0.1549 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0110 + Episode_Reward/unnecessary_wheel_lift: -0.1376 + Episode_Reward/rolling_leg_motion: -0.7832 + Episode_Reward/obstacle_progress: +2.1015 + Episode_Reward/wheel_body_intrusion: -0.3649 + Episode_Reward/pair_body_intrusion: -0.3904 + Curriculum/terrain_level_mean: +2.0725 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1045 + Metrics/base_velocity/error_vel_yaw: 0.1325 + Episode_Termination/time_out: 0.5686 + Episode_Termination/fell_over: 0.0261 + Episode_Termination/course_exit: 0.4052 +Episode_Termination/illegal_nonwheel_contact: 0.0000 +============================================================================== + +============================================================================== +Learning iteration 10800/50000 + Total steps: 44,236,800 + Steps per second: 10,059 + Iteration time: 0.407s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0847 + Mean episode length: 1404.1 + Actor loss: -9.3604 + Critic loss: +0.0036 + World model loss: +0.9250 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.4329 + Episode_Reward/track_angular_velocity: +53.1765 + Episode_Reward/upright: +27.3414 + Episode_Reward/leg_posture: -3.0202 + Episode_Reward/standstill: -6.7479 + Episode_Reward/action_rate_l2: -0.5904 + Episode_Reward/joint_torques_l2: -0.1553 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0247 + Episode_Reward/unnecessary_wheel_lift: -0.1314 + Episode_Reward/rolling_leg_motion: -0.7961 + Episode_Reward/obstacle_progress: +2.1275 + Episode_Reward/wheel_body_intrusion: -0.3542 + Episode_Reward/pair_body_intrusion: -0.3805 + Curriculum/terrain_level_mean: +2.0798 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1034 + Metrics/base_velocity/error_vel_yaw: 0.1335 + Episode_Termination/time_out: 0.5652 + Episode_Termination/fell_over: 0.0217 + Episode_Termination/course_exit: 0.3859 +Episode_Termination/illegal_nonwheel_contact: 0.0380 +============================================================================== + ++---------------------------------+ +| Base Environment | ++------------------------+--------+ +| Property | Value | ++------------------------+--------+ +| Number of environments | 1 | +| Environment device | cuda:0 | +| Environment seed | None | +| Physics step-size | 0.005 | +| Environment step-size | 0.02 | ++------------------------+--------+ + +[INFO] contains 1 active terms. ++-------------------------------------+ +| Active Event Terms in Mode: 'reset' | ++--------+----------------------------+ +| Index | Name | ++--------+----------------------------+ +| 0 | reset_base | +| 1 | reset_robot_joints | ++--------+----------------------------+ + +[INFO] contains 1 active terms. ++--------------------------------------+ +| Active Command Terms | ++-------+-------+----------------------+ +| Index | Name | Type | ++-------+-------+----------------------+ +| 0 | twist | MixedVelocityCommand | ++-------+-------+----------------------+ + +[INFO] contains 2 active terms. ++---------------------------------+ +| Active Action Terms (shape: 16) | ++-------+-----------+-------------+ +| Index | Name | Dimension | ++-------+-----------+-------------+ +| 0 | joint_pos | 12 | +| 1 | wheel_vel | 4 | ++-------+-----------+-------------+ + +[INFO] contains 1 groups. ++------------------------------------------------------------+ +| Active Observation Terms in Group: 'actor' (shape: (265,)) | ++--------+-------------------------+-------------------------+ +| Index | Name | Shape | ++--------+-------------------------+-------------------------+ +| 0 | base_ang_vel | (15,) ← 5×(3,) | +| 1 | projected_gravity | (15,) ← 5×(3,) | +| 2 | joint_pos | (60,) ← 5×(12,) | +| 3 | joint_vel | (60,) ← 5×(12,) | +| 4 | wheel_vel | (20,) ← 5×(4,) | +| 5 | actions | (80,) ← 5×(16,) | +| 6 | command | (15,) ← 5×(3,) | ++--------+-------------------------+-------------------------+ + +[INFO] contains 4 active terms. ++---------------------------------------------+ +| Active Termination Terms | ++-------+--------------------------+----------+ +| Index | Name | Time Out | ++-------+--------------------------+----------+ +| 0 | time_out | True | +| 1 | fell_over | False | +| 2 | course_exit | True | +| 3 | illegal_nonwheel_contact | False | ++-------+--------------------------+----------+ + +[INFO] contains 0 active terms. ++-----------------------+ +| Active Reward Terms | ++-------+------+--------+ +| Index | Name | Weight | ++-------+------+--------+ ++-------+------+--------+ + +[INFO] (inactive) +[INFO] (inactive) +[INFO] (inactive) +S10 video saved: logs/s10_terrain_v7_50k_20261101_225518/videos/iteration_010800.mp4 + +============================================================================== +Learning iteration 10850/50000 + Total steps: 44,441,600 + Steps per second: 10,062 + Iteration time: 0.407s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0843 + Mean episode length: 1369.1 + Actor loss: -9.3987 + Critic loss: +0.0025 + World model loss: +0.9454 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.1331 + Episode_Reward/track_angular_velocity: +51.8014 + Episode_Reward/upright: +26.6313 + Episode_Reward/leg_posture: -2.9919 + Episode_Reward/standstill: -6.8831 + Episode_Reward/action_rate_l2: -0.5705 + Episode_Reward/joint_torques_l2: -0.1528 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0107 + Episode_Reward/unnecessary_wheel_lift: -0.1594 + Episode_Reward/rolling_leg_motion: -0.7553 + Episode_Reward/obstacle_progress: +2.1034 + Episode_Reward/wheel_body_intrusion: -0.3839 + Episode_Reward/pair_body_intrusion: -0.3881 + Curriculum/terrain_level_mean: +2.0891 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1042 + Metrics/base_velocity/error_vel_yaw: 0.1345 + Episode_Termination/time_out: 0.5032 + Episode_Termination/fell_over: 0.0064 + Episode_Termination/course_exit: 0.4713 +Episode_Termination/illegal_nonwheel_contact: 0.0191 +============================================================================== + +============================================================================== +Learning iteration 10900/50000 + Total steps: 44,646,400 + Steps per second: 10,079 + Iteration time: 0.406s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0847 + Mean episode length: 1392.0 + Actor loss: -9.3910 + Critic loss: +0.0032 + World model loss: +0.9059 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.9544 + Episode_Reward/track_angular_velocity: +52.6642 + Episode_Reward/upright: +27.0727 + Episode_Reward/leg_posture: -3.0184 + Episode_Reward/standstill: -6.5802 + Episode_Reward/action_rate_l2: -0.5950 + Episode_Reward/joint_torques_l2: -0.1528 + Episode_Reward/dof_pos_limits: -0.0010 + Episode_Reward/terminated: -0.0245 + Episode_Reward/unnecessary_wheel_lift: -0.1313 + Episode_Reward/rolling_leg_motion: -0.7699 + Episode_Reward/obstacle_progress: +2.1699 + Episode_Reward/wheel_body_intrusion: -0.3696 + Episode_Reward/pair_body_intrusion: -0.3800 + Curriculum/terrain_level_mean: +2.0972 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1040 + Metrics/base_velocity/error_vel_yaw: 0.1343 + Episode_Termination/time_out: 0.5767 + Episode_Termination/fell_over: 0.0307 + Episode_Termination/course_exit: 0.3681 +Episode_Termination/illegal_nonwheel_contact: 0.0429 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1458] + +============================================================================== +Learning iteration 10950/50000 + Total steps: 44,851,200 + Steps per second: 10,095 + Iteration time: 0.406s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0845 + Mean episode length: 1426.0 + Actor loss: -9.3527 + Critic loss: +0.0062 + World model loss: +0.9322 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.0387 + Episode_Reward/track_angular_velocity: +53.9694 + Episode_Reward/upright: +27.7591 + Episode_Reward/leg_posture: -3.0865 + Episode_Reward/standstill: -6.7122 + Episode_Reward/action_rate_l2: -0.6111 + Episode_Reward/joint_torques_l2: -0.1552 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0306 + Episode_Reward/unnecessary_wheel_lift: -0.1609 + Episode_Reward/rolling_leg_motion: -0.8113 + Episode_Reward/obstacle_progress: +2.1586 + Episode_Reward/wheel_body_intrusion: -0.3702 + Episode_Reward/pair_body_intrusion: -0.4281 + Curriculum/terrain_level_mean: +2.1025 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1049 + Metrics/base_velocity/error_vel_yaw: 0.1341 + Episode_Termination/time_out: 0.5928 + Episode_Termination/fell_over: 0.0479 + Episode_Termination/course_exit: 0.3413 +Episode_Termination/illegal_nonwheel_contact: 0.0359 +============================================================================== + +============================================================================== +Learning iteration 11000/50000 + Total steps: 45,056,000 + Steps per second: 10,111 + Iteration time: 0.405s + Collection time: 0.076s + Learning time: 0.192s + Mean reward: +0.0846 + Mean episode length: 1381.5 + Actor loss: -9.3594 + Critic loss: +0.0045 + World model loss: +0.9513 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.3993 + Episode_Reward/track_angular_velocity: +52.2366 + Episode_Reward/upright: +26.8739 + Episode_Reward/leg_posture: -3.0053 + Episode_Reward/standstill: -6.3622 + Episode_Reward/action_rate_l2: -0.5971 + Episode_Reward/joint_torques_l2: -0.1521 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0270 + Episode_Reward/unnecessary_wheel_lift: -0.1375 + Episode_Reward/rolling_leg_motion: -0.7741 + Episode_Reward/obstacle_progress: +2.1547 + Episode_Reward/wheel_body_intrusion: -0.3703 + Episode_Reward/pair_body_intrusion: -0.3559 + Curriculum/terrain_level_mean: +2.1082 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1060 + Metrics/base_velocity/error_vel_yaw: 0.1353 + Episode_Termination/time_out: 0.5602 + Episode_Termination/fell_over: 0.0120 + Episode_Termination/course_exit: 0.3795 +Episode_Termination/illegal_nonwheel_contact: 0.0602 +============================================================================== + +============================================================================== +Learning iteration 11050/50000 + Total steps: 45,260,800 + Steps per second: 10,127 + Iteration time: 0.404s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0846 + Mean episode length: 1381.2 + Actor loss: -9.3391 + Critic loss: +0.0111 + World model loss: +0.9378 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.5097 + Episode_Reward/track_angular_velocity: +52.2984 + Episode_Reward/upright: +26.9009 + Episode_Reward/leg_posture: -2.9781 + Episode_Reward/standstill: -6.6133 + Episode_Reward/action_rate_l2: -0.5923 + Episode_Reward/joint_torques_l2: -0.1515 + Episode_Reward/dof_pos_limits: -0.0010 + Episode_Reward/terminated: -0.0216 + Episode_Reward/unnecessary_wheel_lift: -0.1325 + Episode_Reward/rolling_leg_motion: -0.7755 + Episode_Reward/obstacle_progress: +2.1336 + Episode_Reward/wheel_body_intrusion: -0.3441 + Episode_Reward/pair_body_intrusion: -0.3363 + Curriculum/terrain_level_mean: +2.1157 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1046 + Metrics/base_velocity/error_vel_yaw: 0.1337 + Episode_Termination/time_out: 0.5032 + Episode_Termination/fell_over: 0.0387 + Episode_Termination/course_exit: 0.4452 +Episode_Termination/illegal_nonwheel_contact: 0.0323 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[912] + +============================================================================== +Learning iteration 11100/50000 + Total steps: 45,465,600 + Steps per second: 10,143 + Iteration time: 0.404s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0849 + Mean episode length: 1412.9 + Actor loss: -9.3631 + Critic loss: +0.0065 + World model loss: +0.9003 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.7340 + Episode_Reward/track_angular_velocity: +53.5773 + Episode_Reward/upright: +27.5442 + Episode_Reward/leg_posture: -3.0176 + Episode_Reward/standstill: -6.7186 + Episode_Reward/action_rate_l2: -0.5864 + Episode_Reward/joint_torques_l2: -0.1548 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0166 + Episode_Reward/unnecessary_wheel_lift: -0.1292 + Episode_Reward/rolling_leg_motion: -0.7853 + Episode_Reward/obstacle_progress: +2.1868 + Episode_Reward/wheel_body_intrusion: -0.3505 + Episode_Reward/pair_body_intrusion: -0.3536 + Curriculum/terrain_level_mean: +2.1223 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1033 + Metrics/base_velocity/error_vel_yaw: 0.1320 + Episode_Termination/time_out: 0.6056 + Episode_Termination/fell_over: 0.0141 + Episode_Termination/course_exit: 0.3521 +Episode_Termination/illegal_nonwheel_contact: 0.0352 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1249] + +============================================================================== +Learning iteration 11150/50000 + Total steps: 45,670,400 + Steps per second: 10,160 + Iteration time: 0.403s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0848 + Mean episode length: 1437.7 + Actor loss: -9.3994 + Critic loss: +0.0029 + World model loss: +0.9451 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.4577 + Episode_Reward/track_angular_velocity: +54.4747 + Episode_Reward/upright: +28.0078 + Episode_Reward/leg_posture: -3.0512 + Episode_Reward/standstill: -6.7891 + Episode_Reward/action_rate_l2: -0.5981 + Episode_Reward/joint_torques_l2: -0.1558 + Episode_Reward/dof_pos_limits: -0.0013 + Episode_Reward/terminated: -0.0225 + Episode_Reward/unnecessary_wheel_lift: -0.1417 + Episode_Reward/rolling_leg_motion: -0.7776 + Episode_Reward/obstacle_progress: +2.3284 + Episode_Reward/wheel_body_intrusion: -0.3737 + Episode_Reward/pair_body_intrusion: -0.4180 + Curriculum/terrain_level_mean: +2.1292 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1043 + Metrics/base_velocity/error_vel_yaw: 0.1328 + Episode_Termination/time_out: 0.5732 + Episode_Termination/fell_over: 0.0305 + Episode_Termination/course_exit: 0.3780 +Episode_Termination/illegal_nonwheel_contact: 0.0427 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2041] + +============================================================================== +Learning iteration 11200/50000 + Total steps: 45,875,200 + Steps per second: 10,176 + Iteration time: 0.403s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0844 + Mean episode length: 1352.3 + Actor loss: -9.3599 + Critic loss: +0.0068 + World model loss: +0.8684 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.3593 + Episode_Reward/track_angular_velocity: +51.1670 + Episode_Reward/upright: +26.3115 + Episode_Reward/leg_posture: -2.9210 + Episode_Reward/standstill: -6.6319 + Episode_Reward/action_rate_l2: -0.5605 + Episode_Reward/joint_torques_l2: -0.1478 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0264 + Episode_Reward/unnecessary_wheel_lift: -0.1198 + Episode_Reward/rolling_leg_motion: -0.7214 + Episode_Reward/obstacle_progress: +2.1682 + Episode_Reward/wheel_body_intrusion: -0.3672 + Episode_Reward/pair_body_intrusion: -0.3451 + Curriculum/terrain_level_mean: +2.1355 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1058 + Metrics/base_velocity/error_vel_yaw: 0.1341 + Episode_Termination/time_out: 0.5188 + Episode_Termination/fell_over: 0.0226 + Episode_Termination/course_exit: 0.4060 +Episode_Termination/illegal_nonwheel_contact: 0.0677 +============================================================================== + +============================================================================== +Learning iteration 11250/50000 + Total steps: 46,080,000 + Steps per second: 10,192 + Iteration time: 0.402s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0847 + Mean episode length: 1381.6 + Actor loss: -9.3545 + Critic loss: +0.0050 + World model loss: +0.9202 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.4288 + Episode_Reward/track_angular_velocity: +52.3478 + Episode_Reward/upright: +26.9145 + Episode_Reward/leg_posture: -2.9586 + Episode_Reward/standstill: -6.5637 + Episode_Reward/action_rate_l2: -0.5791 + Episode_Reward/joint_torques_l2: -0.1505 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0135 + Episode_Reward/unnecessary_wheel_lift: -0.1235 + Episode_Reward/rolling_leg_motion: -0.7566 + Episode_Reward/obstacle_progress: +2.1872 + Episode_Reward/wheel_body_intrusion: -0.3595 + Episode_Reward/pair_body_intrusion: -0.3441 + Curriculum/terrain_level_mean: +2.1423 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1048 + Metrics/base_velocity/error_vel_yaw: 0.1330 + Episode_Termination/time_out: 0.5833 + Episode_Termination/fell_over: 0.0192 + Episode_Termination/course_exit: 0.3846 +Episode_Termination/illegal_nonwheel_contact: 0.0321 +============================================================================== + +============================================================================== +Learning iteration 11300/50000 + Total steps: 46,284,800 + Steps per second: 10,207 + Iteration time: 0.401s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0848 + Mean episode length: 1391.8 + Actor loss: -9.3347 + Critic loss: +0.0114 + World model loss: +0.8939 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.8344 + Episode_Reward/track_angular_velocity: +52.7191 + Episode_Reward/upright: +27.1024 + Episode_Reward/leg_posture: -2.9869 + Episode_Reward/standstill: -6.5185 + Episode_Reward/action_rate_l2: -0.5949 + Episode_Reward/joint_torques_l2: -0.1499 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0299 + Episode_Reward/unnecessary_wheel_lift: -0.1517 + Episode_Reward/rolling_leg_motion: -0.7527 + Episode_Reward/obstacle_progress: +2.2240 + Episode_Reward/wheel_body_intrusion: -0.3623 + Episode_Reward/pair_body_intrusion: -0.3535 + Curriculum/terrain_level_mean: +2.1487 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1049 + Metrics/base_velocity/error_vel_yaw: 0.1333 + Episode_Termination/time_out: 0.5423 + Episode_Termination/fell_over: 0.0493 + Episode_Termination/course_exit: 0.3803 +Episode_Termination/illegal_nonwheel_contact: 0.0563 +============================================================================== + +============================================================================== +Learning iteration 11350/50000 + Total steps: 46,489,600 + Steps per second: 10,223 + Iteration time: 0.401s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0848 + Mean episode length: 1336.3 + Actor loss: -9.3793 + Critic loss: +0.0032 + World model loss: +0.9448 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +45.9730 + Episode_Reward/track_angular_velocity: +50.6265 + Episode_Reward/upright: +26.0178 + Episode_Reward/leg_posture: -2.8662 + Episode_Reward/standstill: -6.2880 + Episode_Reward/action_rate_l2: -0.5639 + Episode_Reward/joint_torques_l2: -0.1458 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0444 + Episode_Reward/unnecessary_wheel_lift: -0.1276 + Episode_Reward/rolling_leg_motion: -0.7235 + Episode_Reward/obstacle_progress: +2.1515 + Episode_Reward/wheel_body_intrusion: -0.3561 + Episode_Reward/pair_body_intrusion: -0.3145 + Curriculum/terrain_level_mean: +2.1519 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1043 + Metrics/base_velocity/error_vel_yaw: 0.1328 + Episode_Termination/time_out: 0.5141 + Episode_Termination/fell_over: 0.0775 + Episode_Termination/course_exit: 0.3662 +Episode_Termination/illegal_nonwheel_contact: 0.0915 +============================================================================== + +============================================================================== +Learning iteration 11400/50000 + Total steps: 46,694,400 + Steps per second: 10,239 + Iteration time: 0.400s + Collection time: 0.075s + Learning time: 0.183s + Mean reward: +0.0848 + Mean episode length: 1363.2 + Actor loss: -9.3188 + Critic loss: +0.0038 + World model loss: +0.8620 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.9411 + Episode_Reward/track_angular_velocity: +51.5377 + Episode_Reward/upright: +26.5278 + Episode_Reward/leg_posture: -2.9602 + Episode_Reward/standstill: -6.2740 + Episode_Reward/action_rate_l2: -0.5835 + Episode_Reward/joint_torques_l2: -0.1497 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0240 + Episode_Reward/unnecessary_wheel_lift: -0.1078 + Episode_Reward/rolling_leg_motion: -0.7362 + Episode_Reward/obstacle_progress: +2.2569 + Episode_Reward/wheel_body_intrusion: -0.3937 + Episode_Reward/pair_body_intrusion: -0.3915 + Curriculum/terrain_level_mean: +2.1584 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1041 + Metrics/base_velocity/error_vel_yaw: 0.1356 + Episode_Termination/time_out: 0.4783 + Episode_Termination/fell_over: 0.0522 + Episode_Termination/course_exit: 0.4435 +Episode_Termination/illegal_nonwheel_contact: 0.0609 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[574] + +============================================================================== +Learning iteration 11450/50000 + Total steps: 46,899,200 + Steps per second: 10,255 + Iteration time: 0.399s + Collection time: 0.076s + Learning time: 0.183s + Mean reward: +0.0849 + Mean episode length: 1380.7 + Actor loss: -9.3627 + Critic loss: +0.0040 + World model loss: +0.9197 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.3996 + Episode_Reward/track_angular_velocity: +52.1971 + Episode_Reward/upright: +26.8607 + Episode_Reward/leg_posture: -2.9758 + Episode_Reward/standstill: -6.0396 + Episode_Reward/action_rate_l2: -0.5821 + Episode_Reward/joint_torques_l2: -0.1505 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0189 + Episode_Reward/unnecessary_wheel_lift: -0.1258 + Episode_Reward/rolling_leg_motion: -0.7539 + Episode_Reward/obstacle_progress: +2.2021 + Episode_Reward/wheel_body_intrusion: -0.3557 + Episode_Reward/pair_body_intrusion: -0.4335 + Curriculum/terrain_level_mean: +2.1650 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1051 + Metrics/base_velocity/error_vel_yaw: 0.1357 + Episode_Termination/time_out: 0.5328 + Episode_Termination/fell_over: 0.0438 + Episode_Termination/course_exit: 0.4161 +Episode_Termination/illegal_nonwheel_contact: 0.0292 +============================================================================== + +============================================================================== +Learning iteration 11500/50000 + Total steps: 47,104,000 + Steps per second: 10,271 + Iteration time: 0.399s + Collection time: 0.076s + Learning time: 0.183s + Mean reward: +0.0848 + Mean episode length: 1405.3 + Actor loss: -9.3703 + Critic loss: +0.0038 + World model loss: +0.8988 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.2990 + Episode_Reward/track_angular_velocity: +53.1665 + Episode_Reward/upright: +27.3629 + Episode_Reward/leg_posture: -3.0220 + Episode_Reward/standstill: -6.3636 + Episode_Reward/action_rate_l2: -0.6040 + Episode_Reward/joint_torques_l2: -0.1520 + Episode_Reward/dof_pos_limits: -0.0013 + Episode_Reward/terminated: -0.0274 + Episode_Reward/unnecessary_wheel_lift: -0.1328 + Episode_Reward/rolling_leg_motion: -0.7826 + Episode_Reward/obstacle_progress: +2.2212 + Episode_Reward/wheel_body_intrusion: -0.3715 + Episode_Reward/pair_body_intrusion: -0.4020 + Curriculum/terrain_level_mean: +2.1709 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1047 + Metrics/base_velocity/error_vel_yaw: 0.1347 + Episode_Termination/time_out: 0.5921 + Episode_Termination/fell_over: 0.0395 + Episode_Termination/course_exit: 0.3421 +Episode_Termination/illegal_nonwheel_contact: 0.0461 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1351] + +============================================================================== +Learning iteration 11550/50000 + Total steps: 47,308,800 + Steps per second: 10,285 + Iteration time: 0.398s + Collection time: 0.076s + Learning time: 0.192s + Mean reward: +0.0846 + Mean episode length: 1321.5 + Actor loss: -9.3380 + Critic loss: +0.0059 + World model loss: +0.9160 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +45.4946 + Episode_Reward/track_angular_velocity: +49.9685 + Episode_Reward/upright: +25.7259 + Episode_Reward/leg_posture: -2.8658 + Episode_Reward/standstill: -6.2846 + Episode_Reward/action_rate_l2: -0.5655 + Episode_Reward/joint_torques_l2: -0.1444 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0181 + Episode_Reward/unnecessary_wheel_lift: -0.1279 + Episode_Reward/rolling_leg_motion: -0.7306 + Episode_Reward/obstacle_progress: +2.1702 + Episode_Reward/wheel_body_intrusion: -0.3760 + Episode_Reward/pair_body_intrusion: -0.3839 + Curriculum/terrain_level_mean: +2.1763 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1042 + Metrics/base_velocity/error_vel_yaw: 0.1353 + Episode_Termination/time_out: 0.4646 + Episode_Termination/fell_over: 0.0236 + Episode_Termination/course_exit: 0.4803 +Episode_Termination/illegal_nonwheel_contact: 0.0551 +============================================================================== +Warning: EPA horizon = 24 isn't large enough. + +============================================================================== +Learning iteration 11600/50000 + Total steps: 47,513,600 + Steps per second: 10,301 + Iteration time: 0.398s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0851 + Mean episode length: 1321.8 + Actor loss: -9.3266 + Critic loss: +0.0045 + World model loss: +0.8769 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +45.6230 + Episode_Reward/track_angular_velocity: +50.0812 + Episode_Reward/upright: +25.7494 + Episode_Reward/leg_posture: -2.8166 + Episode_Reward/standstill: -6.0006 + Episode_Reward/action_rate_l2: -0.5436 + Episode_Reward/joint_torques_l2: -0.1440 + Episode_Reward/dof_pos_limits: -0.0015 + Episode_Reward/terminated: -0.0181 + Episode_Reward/unnecessary_wheel_lift: -0.1127 + Episode_Reward/rolling_leg_motion: -0.7058 + Episode_Reward/obstacle_progress: +2.1525 + Episode_Reward/wheel_body_intrusion: -0.3595 + Episode_Reward/pair_body_intrusion: -0.3998 + Curriculum/terrain_level_mean: +2.1846 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1029 + Metrics/base_velocity/error_vel_yaw: 0.1331 + Episode_Termination/time_out: 0.4820 + Episode_Termination/fell_over: 0.0360 + Episode_Termination/course_exit: 0.4676 +Episode_Termination/illegal_nonwheel_contact: 0.0288 +============================================================================== + +============================================================================== +Learning iteration 11650/50000 + Total steps: 47,718,400 + Steps per second: 10,316 + Iteration time: 0.397s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0847 + Mean episode length: 1330.0 + Actor loss: -9.3858 + Critic loss: +0.0094 + World model loss: +0.8833 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +45.7746 + Episode_Reward/track_angular_velocity: +50.2752 + Episode_Reward/upright: +25.8883 + Episode_Reward/leg_posture: -2.8687 + Episode_Reward/standstill: -6.2064 + Episode_Reward/action_rate_l2: -0.5586 + Episode_Reward/joint_torques_l2: -0.1458 + Episode_Reward/dof_pos_limits: -0.0013 + Episode_Reward/terminated: -0.0260 + Episode_Reward/unnecessary_wheel_lift: -0.1348 + Episode_Reward/rolling_leg_motion: -0.7334 + Episode_Reward/obstacle_progress: +2.1767 + Episode_Reward/wheel_body_intrusion: -0.3620 + Episode_Reward/pair_body_intrusion: -0.3663 + Curriculum/terrain_level_mean: +2.1895 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1041 + Metrics/base_velocity/error_vel_yaw: 0.1356 + Episode_Termination/time_out: 0.5229 + Episode_Termination/fell_over: 0.0458 + Episode_Termination/course_exit: 0.4118 +Episode_Termination/illegal_nonwheel_contact: 0.0392 +============================================================================== + +============================================================================== +Learning iteration 11700/50000 + Total steps: 47,923,200 + Steps per second: 10,331 + Iteration time: 0.396s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0851 + Mean episode length: 1365.6 + Actor loss: -9.3588 + Critic loss: +0.0042 + World model loss: +0.9069 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.2239 + Episode_Reward/track_angular_velocity: +51.6570 + Episode_Reward/upright: +26.5943 + Episode_Reward/leg_posture: -2.9168 + Episode_Reward/standstill: -6.2278 + Episode_Reward/action_rate_l2: -0.5819 + Episode_Reward/joint_torques_l2: -0.1492 + Episode_Reward/dof_pos_limits: -0.0013 + Episode_Reward/terminated: -0.0213 + Episode_Reward/unnecessary_wheel_lift: -0.1296 + Episode_Reward/rolling_leg_motion: -0.7434 + Episode_Reward/obstacle_progress: +2.3203 + Episode_Reward/wheel_body_intrusion: -0.3962 + Episode_Reward/pair_body_intrusion: -0.4037 + Curriculum/terrain_level_mean: +2.1948 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1028 + Metrics/base_velocity/error_vel_yaw: 0.1350 + Episode_Termination/time_out: 0.5407 + Episode_Termination/fell_over: 0.0222 + Episode_Termination/course_exit: 0.4000 +Episode_Termination/illegal_nonwheel_contact: 0.0444 +============================================================================== + +============================================================================== +Learning iteration 11750/50000 + Total steps: 48,128,000 + Steps per second: 10,346 + Iteration time: 0.396s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0848 + Mean episode length: 1360.7 + Actor loss: -9.3629 + Critic loss: +0.0026 + World model loss: +0.8897 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.8846 + Episode_Reward/track_angular_velocity: +51.3663 + Episode_Reward/upright: +26.5093 + Episode_Reward/leg_posture: -2.8847 + Episode_Reward/standstill: -6.3451 + Episode_Reward/action_rate_l2: -0.5914 + Episode_Reward/joint_torques_l2: -0.1480 + Episode_Reward/dof_pos_limits: -0.0013 + Episode_Reward/terminated: -0.0186 + Episode_Reward/unnecessary_wheel_lift: -0.1221 + Episode_Reward/rolling_leg_motion: -0.7423 + Episode_Reward/obstacle_progress: +2.3533 + Episode_Reward/wheel_body_intrusion: -0.3730 + Episode_Reward/pair_body_intrusion: -0.4571 + Curriculum/terrain_level_mean: +2.2031 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1039 + Metrics/base_velocity/error_vel_yaw: 0.1371 + Episode_Termination/time_out: 0.4965 + Episode_Termination/fell_over: 0.0426 + Episode_Termination/course_exit: 0.4539 +Episode_Termination/illegal_nonwheel_contact: 0.0426 +============================================================================== + +============================================================================== +Learning iteration 11800/50000 + Total steps: 48,332,800 + Steps per second: 10,361 + Iteration time: 0.395s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0847 + Mean episode length: 1368.9 + Actor loss: -9.3672 + Critic loss: +0.0036 + World model loss: +0.8698 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.0358 + Episode_Reward/track_angular_velocity: +51.6910 + Episode_Reward/upright: +26.6848 + Episode_Reward/leg_posture: -2.9005 + Episode_Reward/standstill: -6.4159 + Episode_Reward/action_rate_l2: -0.5799 + Episode_Reward/joint_torques_l2: -0.1490 + Episode_Reward/dof_pos_limits: -0.0015 + Episode_Reward/terminated: -0.0214 + Episode_Reward/unnecessary_wheel_lift: -0.1249 + Episode_Reward/rolling_leg_motion: -0.7327 + Episode_Reward/obstacle_progress: +2.2812 + Episode_Reward/wheel_body_intrusion: -0.3694 + Episode_Reward/pair_body_intrusion: -0.4401 + Curriculum/terrain_level_mean: +2.2114 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1051 + Metrics/base_velocity/error_vel_yaw: 0.1371 + Episode_Termination/time_out: 0.5318 + Episode_Termination/fell_over: 0.0289 + Episode_Termination/course_exit: 0.4220 +Episode_Termination/illegal_nonwheel_contact: 0.0231 +============================================================================== + +============================================================================== +Learning iteration 11850/50000 + Total steps: 48,537,600 + Steps per second: 10,376 + Iteration time: 0.395s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0846 + Mean episode length: 1417.4 + Actor loss: -9.3389 + Critic loss: +0.0057 + World model loss: +0.9105 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.7598 + Episode_Reward/track_angular_velocity: +53.4940 + Episode_Reward/upright: +27.6074 + Episode_Reward/leg_posture: -3.0146 + Episode_Reward/standstill: -6.7032 + Episode_Reward/action_rate_l2: -0.6052 + Episode_Reward/joint_torques_l2: -0.1562 + Episode_Reward/dof_pos_limits: -0.0018 + Episode_Reward/terminated: -0.0138 + Episode_Reward/unnecessary_wheel_lift: -0.1299 + Episode_Reward/rolling_leg_motion: -0.7803 + Episode_Reward/obstacle_progress: +2.4061 + Episode_Reward/wheel_body_intrusion: -0.4106 + Episode_Reward/pair_body_intrusion: -0.4811 + Curriculum/terrain_level_mean: +2.2175 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1049 + Metrics/base_velocity/error_vel_yaw: 0.1377 + Episode_Termination/time_out: 0.5473 + Episode_Termination/fell_over: 0.0135 + Episode_Termination/course_exit: 0.4189 +Episode_Termination/illegal_nonwheel_contact: 0.0270 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1771] + +============================================================================== +Learning iteration 11900/50000 + Total steps: 48,742,400 + Steps per second: 10,391 + Iteration time: 0.394s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0850 + Mean episode length: 1369.5 + Actor loss: -9.3751 + Critic loss: +0.0024 + World model loss: +0.8746 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.2316 + Episode_Reward/track_angular_velocity: +51.6850 + Episode_Reward/upright: +26.6809 + Episode_Reward/leg_posture: -2.9158 + Episode_Reward/standstill: -6.0222 + Episode_Reward/action_rate_l2: -0.5788 + Episode_Reward/joint_torques_l2: -0.1510 + Episode_Reward/dof_pos_limits: -0.0023 + Episode_Reward/terminated: -0.0321 + Episode_Reward/unnecessary_wheel_lift: -0.1270 + Episode_Reward/rolling_leg_motion: -0.7512 + Episode_Reward/obstacle_progress: +2.2884 + Episode_Reward/wheel_body_intrusion: -0.4183 + Episode_Reward/pair_body_intrusion: -0.4295 + Curriculum/terrain_level_mean: +2.2224 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1040 + Metrics/base_velocity/error_vel_yaw: 0.1378 + Episode_Termination/time_out: 0.5190 + Episode_Termination/fell_over: 0.0253 + Episode_Termination/course_exit: 0.4051 +Episode_Termination/illegal_nonwheel_contact: 0.0696 +============================================================================== + +============================================================================== +Learning iteration 11950/50000 + Total steps: 48,947,200 + Steps per second: 10,405 + Iteration time: 0.394s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0851 + Mean episode length: 1336.1 + Actor loss: -9.4135 + Critic loss: +0.0039 + World model loss: +0.8824 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.1252 + Episode_Reward/track_angular_velocity: +50.4411 + Episode_Reward/upright: +26.0316 + Episode_Reward/leg_posture: -2.8516 + Episode_Reward/standstill: -5.8197 + Episode_Reward/action_rate_l2: -0.5691 + Episode_Reward/joint_torques_l2: -0.1462 + Episode_Reward/dof_pos_limits: -0.0020 + Episode_Reward/terminated: -0.0313 + Episode_Reward/unnecessary_wheel_lift: -0.1206 + Episode_Reward/rolling_leg_motion: -0.7438 + Episode_Reward/obstacle_progress: +2.2136 + Episode_Reward/wheel_body_intrusion: -0.3847 + Episode_Reward/pair_body_intrusion: -0.4002 + Curriculum/terrain_level_mean: +2.2271 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1034 + Metrics/base_velocity/error_vel_yaw: 0.1372 + Episode_Termination/time_out: 0.5429 + Episode_Termination/fell_over: 0.0500 + Episode_Termination/course_exit: 0.3714 +Episode_Termination/illegal_nonwheel_contact: 0.0643 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[705] + +============================================================================== +Learning iteration 12000/50000 + Total steps: 49,152,000 + Steps per second: 10,420 + Iteration time: 0.393s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0848 + Mean episode length: 1348.1 + Actor loss: -9.3694 + Critic loss: +0.0046 + World model loss: +0.8584 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.4557 + Episode_Reward/track_angular_velocity: +50.9330 + Episode_Reward/upright: +26.2604 + Episode_Reward/leg_posture: -2.8370 + Episode_Reward/standstill: -6.3340 + Episode_Reward/action_rate_l2: -0.5731 + Episode_Reward/joint_torques_l2: -0.1483 + Episode_Reward/dof_pos_limits: -0.0027 + Episode_Reward/terminated: -0.0237 + Episode_Reward/unnecessary_wheel_lift: -0.1150 + Episode_Reward/rolling_leg_motion: -0.7346 + Episode_Reward/obstacle_progress: +2.2042 + Episode_Reward/wheel_body_intrusion: -0.3977 + Episode_Reward/pair_body_intrusion: -0.3758 + Curriculum/terrain_level_mean: +2.2332 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1037 + Metrics/base_velocity/error_vel_yaw: 0.1364 + Episode_Termination/time_out: 0.4586 + Episode_Termination/fell_over: 0.0226 + Episode_Termination/course_exit: 0.4737 +Episode_Termination/illegal_nonwheel_contact: 0.0526 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2419] + +============================================================================== +Learning iteration 12050/50000 + Total steps: 49,356,800 + Steps per second: 10,434 + Iteration time: 0.393s + Collection time: 0.076s + Learning time: 0.183s + Mean reward: +0.0849 + Mean episode length: 1440.4 + Actor loss: -9.3697 + Critic loss: +0.0046 + World model loss: +0.8571 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.6062 + Episode_Reward/track_angular_velocity: +54.3965 + Episode_Reward/upright: +28.0245 + Episode_Reward/leg_posture: -3.0508 + Episode_Reward/standstill: -6.4734 + Episode_Reward/action_rate_l2: -0.6147 + Episode_Reward/joint_torques_l2: -0.1586 + Episode_Reward/dof_pos_limits: -0.0020 + Episode_Reward/terminated: -0.0225 + Episode_Reward/unnecessary_wheel_lift: -0.1398 + Episode_Reward/rolling_leg_motion: -0.7938 + Episode_Reward/obstacle_progress: +2.3926 + Episode_Reward/wheel_body_intrusion: -0.4133 + Episode_Reward/pair_body_intrusion: -0.4166 + Curriculum/terrain_level_mean: +2.2390 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1044 + Metrics/base_velocity/error_vel_yaw: 0.1368 + Episode_Termination/time_out: 0.5677 + Episode_Termination/fell_over: 0.0129 + Episode_Termination/course_exit: 0.3806 +Episode_Termination/illegal_nonwheel_contact: 0.0516 +============================================================================== + +============================================================================== +Learning iteration 12100/50000 + Total steps: 49,561,600 + Steps per second: 10,449 + Iteration time: 0.392s + Collection time: 0.076s + Learning time: 0.183s + Mean reward: +0.0844 + Mean episode length: 1356.2 + Actor loss: -9.4057 + Critic loss: +0.0029 + World model loss: +0.8546 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.5479 + Episode_Reward/track_angular_velocity: +51.1627 + Episode_Reward/upright: +26.3633 + Episode_Reward/leg_posture: -2.9049 + Episode_Reward/standstill: -6.6306 + Episode_Reward/action_rate_l2: -0.5878 + Episode_Reward/joint_torques_l2: -0.1522 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0291 + Episode_Reward/unnecessary_wheel_lift: -0.1557 + Episode_Reward/rolling_leg_motion: -0.7532 + Episode_Reward/obstacle_progress: +2.3378 + Episode_Reward/wheel_body_intrusion: -0.4000 + Episode_Reward/pair_body_intrusion: -0.4004 + Curriculum/terrain_level_mean: +2.2463 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1061 + Metrics/base_velocity/error_vel_yaw: 0.1380 + Episode_Termination/time_out: 0.4906 + Episode_Termination/fell_over: 0.0377 + Episode_Termination/course_exit: 0.4403 +Episode_Termination/illegal_nonwheel_contact: 0.0440 +============================================================================== + +============================================================================== +Learning iteration 12150/50000 + Total steps: 49,766,400 + Steps per second: 10,464 + Iteration time: 0.391s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0846 + Mean episode length: 1338.2 + Actor loss: -9.3779 + Critic loss: +0.0033 + World model loss: +0.8748 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.0072 + Episode_Reward/track_angular_velocity: +50.4923 + Episode_Reward/upright: +26.0080 + Episode_Reward/leg_posture: -2.8365 + Episode_Reward/standstill: -6.2469 + Episode_Reward/action_rate_l2: -0.5875 + Episode_Reward/joint_torques_l2: -0.1501 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0366 + Episode_Reward/unnecessary_wheel_lift: -0.1566 + Episode_Reward/rolling_leg_motion: -0.7341 + Episode_Reward/obstacle_progress: +2.2422 + Episode_Reward/wheel_body_intrusion: -0.4073 + Episode_Reward/pair_body_intrusion: -0.3388 + Curriculum/terrain_level_mean: +2.2495 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1052 + Metrics/base_velocity/error_vel_yaw: 0.1376 + Episode_Termination/time_out: 0.4845 + Episode_Termination/fell_over: 0.0311 + Episode_Termination/course_exit: 0.4286 +Episode_Termination/illegal_nonwheel_contact: 0.0683 +============================================================================== + +============================================================================== +Learning iteration 12200/50000 + Total steps: 49,971,200 + Steps per second: 10,478 + Iteration time: 0.391s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0846 + Mean episode length: 1380.1 + Actor loss: -9.4153 + Critic loss: +0.0047 + World model loss: +0.9150 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.6243 + Episode_Reward/track_angular_velocity: +52.1066 + Episode_Reward/upright: +26.8330 + Episode_Reward/leg_posture: -2.9453 + Episode_Reward/standstill: -6.7737 + Episode_Reward/action_rate_l2: -0.5987 + Episode_Reward/joint_torques_l2: -0.1527 + Episode_Reward/dof_pos_limits: -0.0014 + Episode_Reward/terminated: -0.0404 + Episode_Reward/unnecessary_wheel_lift: -0.1325 + Episode_Reward/rolling_leg_motion: -0.7571 + Episode_Reward/obstacle_progress: +2.3593 + Episode_Reward/wheel_body_intrusion: -0.4234 + Episode_Reward/pair_body_intrusion: -0.3513 + Curriculum/terrain_level_mean: +2.2534 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1039 + Metrics/base_velocity/error_vel_yaw: 0.1371 + Episode_Termination/time_out: 0.5404 + Episode_Termination/fell_over: 0.0621 + Episode_Termination/course_exit: 0.3665 +Episode_Termination/illegal_nonwheel_contact: 0.0621 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1193] + +============================================================================== +Learning iteration 12250/50000 + Total steps: 50,176,000 + Steps per second: 10,492 + Iteration time: 0.390s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0848 + Mean episode length: 1351.8 + Actor loss: -9.3994 + Critic loss: +0.0038 + World model loss: +0.9035 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.7259 + Episode_Reward/track_angular_velocity: +51.0720 + Episode_Reward/upright: +26.3027 + Episode_Reward/leg_posture: -2.8947 + Episode_Reward/standstill: -6.4329 + Episode_Reward/action_rate_l2: -0.5907 + Episode_Reward/joint_torques_l2: -0.1517 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0238 + Episode_Reward/unnecessary_wheel_lift: -0.1409 + Episode_Reward/rolling_leg_motion: -0.7376 + Episode_Reward/obstacle_progress: +2.3897 + Episode_Reward/wheel_body_intrusion: -0.4211 + Episode_Reward/pair_body_intrusion: -0.4033 + Curriculum/terrain_level_mean: +2.2598 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1029 + Metrics/base_velocity/error_vel_yaw: 0.1365 + Episode_Termination/time_out: 0.5000 + Episode_Termination/fell_over: 0.0256 + Episode_Termination/course_exit: 0.4423 +Episode_Termination/illegal_nonwheel_contact: 0.0385 +============================================================================== + +============================================================================== +Learning iteration 12300/50000 + Total steps: 50,380,800 + Steps per second: 10,506 + Iteration time: 0.390s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0845 + Mean episode length: 1384.4 + Actor loss: -9.3485 + Critic loss: +0.0058 + World model loss: +0.8779 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.7033 + Episode_Reward/track_angular_velocity: +52.2824 + Episode_Reward/upright: +26.9493 + Episode_Reward/leg_posture: -2.8966 + Episode_Reward/standstill: -6.8374 + Episode_Reward/action_rate_l2: -0.6128 + Episode_Reward/joint_torques_l2: -0.1548 + Episode_Reward/dof_pos_limits: -0.0015 + Episode_Reward/terminated: -0.0324 + Episode_Reward/unnecessary_wheel_lift: -0.1568 + Episode_Reward/rolling_leg_motion: -0.7605 + Episode_Reward/obstacle_progress: +2.3689 + Episode_Reward/wheel_body_intrusion: -0.4022 + Episode_Reward/pair_body_intrusion: -0.4370 + Curriculum/terrain_level_mean: +2.2661 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1041 + Metrics/base_velocity/error_vel_yaw: 0.1369 + Episode_Termination/time_out: 0.4932 + Episode_Termination/fell_over: 0.0338 + Episode_Termination/course_exit: 0.4257 +Episode_Termination/illegal_nonwheel_contact: 0.0676 +============================================================================== + +============================================================================== +Learning iteration 12350/50000 + Total steps: 50,585,600 + Steps per second: 10,520 + Iteration time: 0.389s + Collection time: 0.076s + Learning time: 0.192s + Mean reward: +0.0846 + Mean episode length: 1385.3 + Actor loss: -9.3925 + Critic loss: +0.0040 + World model loss: +0.8596 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.7109 + Episode_Reward/track_angular_velocity: +52.1924 + Episode_Reward/upright: +26.9279 + Episode_Reward/leg_posture: -2.9096 + Episode_Reward/standstill: -6.7086 + Episode_Reward/action_rate_l2: -0.6143 + Episode_Reward/joint_torques_l2: -0.1546 + Episode_Reward/dof_pos_limits: -0.0013 + Episode_Reward/terminated: -0.0271 + Episode_Reward/unnecessary_wheel_lift: -0.1417 + Episode_Reward/rolling_leg_motion: -0.7521 + Episode_Reward/obstacle_progress: +2.4924 + Episode_Reward/wheel_body_intrusion: -0.3862 + Episode_Reward/pair_body_intrusion: -0.4257 + Curriculum/terrain_level_mean: +2.2712 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1048 + Metrics/base_velocity/error_vel_yaw: 0.1394 + Episode_Termination/time_out: 0.5400 + Episode_Termination/fell_over: 0.0200 + Episode_Termination/course_exit: 0.3933 +Episode_Termination/illegal_nonwheel_contact: 0.0533 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1800] + +============================================================================== +Learning iteration 12400/50000 + Total steps: 50,790,400 + Steps per second: 10,534 + Iteration time: 0.389s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0844 + Mean episode length: 1404.5 + Actor loss: -9.3760 + Critic loss: +0.0053 + World model loss: +0.8745 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.3556 + Episode_Reward/track_angular_velocity: +52.9601 + Episode_Reward/upright: +27.3038 + Episode_Reward/leg_posture: -2.9370 + Episode_Reward/standstill: -7.1543 + Episode_Reward/action_rate_l2: -0.6167 + Episode_Reward/joint_torques_l2: -0.1575 + Episode_Reward/dof_pos_limits: -0.0015 + Episode_Reward/terminated: -0.0274 + Episode_Reward/unnecessary_wheel_lift: -0.1321 + Episode_Reward/rolling_leg_motion: -0.7543 + Episode_Reward/obstacle_progress: +2.4742 + Episode_Reward/wheel_body_intrusion: -0.3593 + Episode_Reward/pair_body_intrusion: -0.3854 + Curriculum/terrain_level_mean: +2.2766 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1049 + Metrics/base_velocity/error_vel_yaw: 0.1386 + Episode_Termination/time_out: 0.5524 + Episode_Termination/fell_over: 0.0350 + Episode_Termination/course_exit: 0.3776 +Episode_Termination/illegal_nonwheel_contact: 0.0559 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[659] + +============================================================================== +Learning iteration 12450/50000 + Total steps: 50,995,200 + Steps per second: 10,548 + Iteration time: 0.388s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0846 + Mean episode length: 1380.1 + Actor loss: -9.3672 + Critic loss: +0.0045 + World model loss: +0.8959 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.6716 + Episode_Reward/track_angular_velocity: +52.0972 + Episode_Reward/upright: +26.8464 + Episode_Reward/leg_posture: -2.9295 + Episode_Reward/standstill: -6.9185 + Episode_Reward/action_rate_l2: -0.5907 + Episode_Reward/joint_torques_l2: -0.1555 + Episode_Reward/dof_pos_limits: -0.0012 + Episode_Reward/terminated: -0.0189 + Episode_Reward/unnecessary_wheel_lift: -0.1186 + Episode_Reward/rolling_leg_motion: -0.7262 + Episode_Reward/obstacle_progress: +2.4194 + Episode_Reward/wheel_body_intrusion: -0.3700 + Episode_Reward/pair_body_intrusion: -0.4108 + Curriculum/terrain_level_mean: +2.2808 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1037 + Metrics/base_velocity/error_vel_yaw: 0.1374 + Episode_Termination/time_out: 0.5391 + Episode_Termination/fell_over: 0.0348 + Episode_Termination/course_exit: 0.4000 +Episode_Termination/illegal_nonwheel_contact: 0.0348 +============================================================================== + +============================================================================== +Learning iteration 12500/50000 + Total steps: 51,200,000 + Steps per second: 10,561 + Iteration time: 0.388s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0847 + Mean episode length: 1373.7 + Actor loss: -9.3733 + Critic loss: +0.0084 + World model loss: +0.9200 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.4225 + Episode_Reward/track_angular_velocity: +51.8692 + Episode_Reward/upright: +26.7157 + Episode_Reward/leg_posture: -2.9199 + Episode_Reward/standstill: -6.7751 + Episode_Reward/action_rate_l2: -0.5776 + Episode_Reward/joint_torques_l2: -0.1546 + Episode_Reward/dof_pos_limits: -0.0012 + Episode_Reward/terminated: -0.0402 + Episode_Reward/unnecessary_wheel_lift: -0.1264 + Episode_Reward/rolling_leg_motion: -0.7399 + Episode_Reward/obstacle_progress: +2.4301 + Episode_Reward/wheel_body_intrusion: -0.3467 + Episode_Reward/pair_body_intrusion: -0.3717 + Curriculum/terrain_level_mean: +2.2859 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1038 + Metrics/base_velocity/error_vel_yaw: 0.1368 + Episode_Termination/time_out: 0.5309 + Episode_Termination/fell_over: 0.0370 + Episode_Termination/course_exit: 0.3765 +Episode_Termination/illegal_nonwheel_contact: 0.0741 +============================================================================== + +============================================================================== +Learning iteration 12550/50000 + Total steps: 51,404,800 + Steps per second: 10,575 + Iteration time: 0.387s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0849 + Mean episode length: 1386.1 + Actor loss: -9.3757 + Critic loss: +0.0045 + World model loss: +0.8781 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.9599 + Episode_Reward/track_angular_velocity: +52.3800 + Episode_Reward/upright: +26.9731 + Episode_Reward/leg_posture: -2.9147 + Episode_Reward/standstill: -6.7743 + Episode_Reward/action_rate_l2: -0.5974 + Episode_Reward/joint_torques_l2: -0.1546 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0244 + Episode_Reward/unnecessary_wheel_lift: -0.1469 + Episode_Reward/rolling_leg_motion: -0.7507 + Episode_Reward/obstacle_progress: +2.3732 + Episode_Reward/wheel_body_intrusion: -0.3415 + Episode_Reward/pair_body_intrusion: -0.3473 + Curriculum/terrain_level_mean: +2.2942 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1032 + Metrics/base_velocity/error_vel_yaw: 0.1361 + Episode_Termination/time_out: 0.5667 + Episode_Termination/fell_over: 0.0278 + Episode_Termination/course_exit: 0.3833 +Episode_Termination/illegal_nonwheel_contact: 0.0333 +============================================================================== + +============================================================================== +Learning iteration 12600/50000 + Total steps: 51,609,600 + Steps per second: 10,589 + Iteration time: 0.387s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0846 + Mean episode length: 1359.0 + Actor loss: -9.3732 + Critic loss: +0.0042 + World model loss: +0.8789 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.0388 + Episode_Reward/track_angular_velocity: +51.3488 + Episode_Reward/upright: +26.4703 + Episode_Reward/leg_posture: -2.8823 + Episode_Reward/standstill: -6.9188 + Episode_Reward/action_rate_l2: -0.5816 + Episode_Reward/joint_torques_l2: -0.1527 + Episode_Reward/dof_pos_limits: -0.0010 + Episode_Reward/terminated: -0.0265 + Episode_Reward/unnecessary_wheel_lift: -0.1394 + Episode_Reward/rolling_leg_motion: -0.7327 + Episode_Reward/obstacle_progress: +2.3061 + Episode_Reward/wheel_body_intrusion: -0.3530 + Episode_Reward/pair_body_intrusion: -0.3542 + Curriculum/terrain_level_mean: +2.2993 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1028 + Metrics/base_velocity/error_vel_yaw: 0.1357 + Episode_Termination/time_out: 0.5090 + Episode_Termination/fell_over: 0.0299 + Episode_Termination/course_exit: 0.4311 +Episode_Termination/illegal_nonwheel_contact: 0.0539 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[949] + +============================================================================== +Learning iteration 12650/50000 + Total steps: 51,814,400 + Steps per second: 10,603 + Iteration time: 0.386s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0847 + Mean episode length: 1346.1 + Actor loss: -9.4109 + Critic loss: +0.0035 + World model loss: +0.8820 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.6208 + Episode_Reward/track_angular_velocity: +50.8147 + Episode_Reward/upright: +26.1869 + Episode_Reward/leg_posture: -2.8282 + Episode_Reward/standstill: -6.7329 + Episode_Reward/action_rate_l2: -0.5773 + Episode_Reward/joint_torques_l2: -0.1510 + Episode_Reward/dof_pos_limits: -0.0017 + Episode_Reward/terminated: -0.0368 + Episode_Reward/unnecessary_wheel_lift: -0.1521 + Episode_Reward/rolling_leg_motion: -0.7207 + Episode_Reward/obstacle_progress: +2.2847 + Episode_Reward/wheel_body_intrusion: -0.3470 + Episode_Reward/pair_body_intrusion: -0.3921 + Curriculum/terrain_level_mean: +2.3044 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1027 + Metrics/base_velocity/error_vel_yaw: 0.1373 + Episode_Termination/time_out: 0.5476 + Episode_Termination/fell_over: 0.0357 + Episode_Termination/course_exit: 0.3690 +Episode_Termination/illegal_nonwheel_contact: 0.0536 +============================================================================== + +============================================================================== +Learning iteration 12700/50000 + Total steps: 52,019,200 + Steps per second: 10,616 + Iteration time: 0.386s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0847 + Mean episode length: 1392.7 + Actor loss: -9.3792 + Critic loss: +0.0044 + World model loss: +0.8414 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.1031 + Episode_Reward/track_angular_velocity: +52.5155 + Episode_Reward/upright: +27.0856 + Episode_Reward/leg_posture: -2.8978 + Episode_Reward/standstill: -6.8301 + Episode_Reward/action_rate_l2: -0.6130 + Episode_Reward/joint_torques_l2: -0.1532 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0218 + Episode_Reward/unnecessary_wheel_lift: -0.1455 + Episode_Reward/rolling_leg_motion: -0.7555 + Episode_Reward/obstacle_progress: +2.4153 + Episode_Reward/wheel_body_intrusion: -0.3377 + Episode_Reward/pair_body_intrusion: -0.3652 + Curriculum/terrain_level_mean: +2.3096 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1035 + Metrics/base_velocity/error_vel_yaw: 0.1385 + Episode_Termination/time_out: 0.5750 + Episode_Termination/fell_over: 0.0187 + Episode_Termination/course_exit: 0.3750 +Episode_Termination/illegal_nonwheel_contact: 0.0437 +============================================================================== + +============================================================================== +Learning iteration 12750/50000 + Total steps: 52,224,000 + Steps per second: 10,630 + Iteration time: 0.385s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0850 + Mean episode length: 1395.0 + Actor loss: -9.3616 + Critic loss: +0.0055 + World model loss: +0.8966 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.3591 + Episode_Reward/track_angular_velocity: +52.7006 + Episode_Reward/upright: +27.1624 + Episode_Reward/leg_posture: -2.8770 + Episode_Reward/standstill: -6.9255 + Episode_Reward/action_rate_l2: -0.5981 + Episode_Reward/joint_torques_l2: -0.1541 + Episode_Reward/dof_pos_limits: -0.0013 + Episode_Reward/terminated: -0.0272 + Episode_Reward/unnecessary_wheel_lift: -0.1283 + Episode_Reward/rolling_leg_motion: -0.7444 + Episode_Reward/obstacle_progress: +2.4708 + Episode_Reward/wheel_body_intrusion: -0.3340 + Episode_Reward/pair_body_intrusion: -0.3932 + Curriculum/terrain_level_mean: +2.3123 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1023 + Metrics/base_velocity/error_vel_yaw: 0.1362 + Episode_Termination/time_out: 0.5786 + Episode_Termination/fell_over: 0.0252 + Episode_Termination/course_exit: 0.3585 +Episode_Termination/illegal_nonwheel_contact: 0.0503 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1043] + +============================================================================== +Learning iteration 12800/50000 + Total steps: 52,428,800 + Steps per second: 10,643 + Iteration time: 0.385s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0850 + Mean episode length: 1381.6 + Actor loss: -9.4209 + Critic loss: +0.0072 + World model loss: +0.8494 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.9339 + Episode_Reward/track_angular_velocity: +52.1282 + Episode_Reward/upright: +26.8624 + Episode_Reward/leg_posture: -2.8803 + Episode_Reward/standstill: -6.7596 + Episode_Reward/action_rate_l2: -0.5823 + Episode_Reward/joint_torques_l2: -0.1537 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0135 + Episode_Reward/unnecessary_wheel_lift: -0.1105 + Episode_Reward/rolling_leg_motion: -0.7187 + Episode_Reward/obstacle_progress: +2.4638 + Episode_Reward/wheel_body_intrusion: -0.3614 + Episode_Reward/pair_body_intrusion: -0.3937 + Curriculum/terrain_level_mean: +2.3188 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1018 + Metrics/base_velocity/error_vel_yaw: 0.1376 + Episode_Termination/time_out: 0.5694 + Episode_Termination/fell_over: 0.0208 + Episode_Termination/course_exit: 0.3958 +Episode_Termination/illegal_nonwheel_contact: 0.0139 +============================================================================== + +============================================================================== +Learning iteration 12850/50000 + Total steps: 52,633,600 + Steps per second: 10,656 + Iteration time: 0.384s + Collection time: 0.075s + Learning time: 0.185s + Mean reward: +0.0850 + Mean episode length: 1389.8 + Actor loss: -9.3756 + Critic loss: +0.0043 + World model loss: +0.8819 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.2085 + Episode_Reward/track_angular_velocity: +52.4835 + Episode_Reward/upright: +27.0155 + Episode_Reward/leg_posture: -2.9332 + Episode_Reward/standstill: -6.7930 + Episode_Reward/action_rate_l2: -0.5842 + Episode_Reward/joint_torques_l2: -0.1551 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0217 + Episode_Reward/unnecessary_wheel_lift: -0.1205 + Episode_Reward/rolling_leg_motion: -0.7485 + Episode_Reward/obstacle_progress: +2.4990 + Episode_Reward/wheel_body_intrusion: -0.3528 + Episode_Reward/pair_body_intrusion: -0.4067 + Curriculum/terrain_level_mean: +2.3247 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1021 + Metrics/base_velocity/error_vel_yaw: 0.1368 + Episode_Termination/time_out: 0.5211 + Episode_Termination/fell_over: 0.0352 + Episode_Termination/course_exit: 0.4225 +Episode_Termination/illegal_nonwheel_contact: 0.0352 +============================================================================== + +============================================================================== +Learning iteration 12900/50000 + Total steps: 52,838,400 + Steps per second: 10,670 + Iteration time: 0.384s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0851 + Mean episode length: 1442.0 + Actor loss: -9.4251 + Critic loss: +0.0042 + World model loss: +0.8984 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.0684 + Episode_Reward/track_angular_velocity: +54.4105 + Episode_Reward/upright: +28.0131 + Episode_Reward/leg_posture: -3.0709 + Episode_Reward/standstill: -6.7676 + Episode_Reward/action_rate_l2: -0.5963 + Episode_Reward/joint_torques_l2: -0.1617 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0141 + Episode_Reward/unnecessary_wheel_lift: -0.1197 + Episode_Reward/rolling_leg_motion: -0.7761 + Episode_Reward/obstacle_progress: +2.5834 + Episode_Reward/wheel_body_intrusion: -0.3820 + Episode_Reward/pair_body_intrusion: -0.4318 + Curriculum/terrain_level_mean: +2.3286 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1016 + Metrics/base_velocity/error_vel_yaw: 0.1377 + Episode_Termination/time_out: 0.6284 + Episode_Termination/fell_over: 0.0135 + Episode_Termination/course_exit: 0.3378 +Episode_Termination/illegal_nonwheel_contact: 0.0338 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1674] + +============================================================================== +Learning iteration 12950/50000 + Total steps: 53,043,200 + Steps per second: 10,683 + Iteration time: 0.383s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0850 + Mean episode length: 1312.9 + Actor loss: -9.4029 + Critic loss: +0.0054 + World model loss: +0.8799 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +45.7696 + Episode_Reward/track_angular_velocity: +49.5532 + Episode_Reward/upright: +25.4848 + Episode_Reward/leg_posture: -2.7728 + Episode_Reward/standstill: -6.5933 + Episode_Reward/action_rate_l2: -0.5569 + Episode_Reward/joint_torques_l2: -0.1462 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0256 + Episode_Reward/unnecessary_wheel_lift: -0.1102 + Episode_Reward/rolling_leg_motion: -0.7180 + Episode_Reward/obstacle_progress: +2.3596 + Episode_Reward/wheel_body_intrusion: -0.3269 + Episode_Reward/pair_body_intrusion: -0.3659 + Curriculum/terrain_level_mean: +2.3330 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1006 + Metrics/base_velocity/error_vel_yaw: 0.1376 + Episode_Termination/time_out: 0.4150 + Episode_Termination/fell_over: 0.0408 + Episode_Termination/course_exit: 0.5170 +Episode_Termination/illegal_nonwheel_contact: 0.0408 +============================================================================== + +============================================================================== +Learning iteration 13000/50000 + Total steps: 53,248,000 + Steps per second: 10,695 + Iteration time: 0.383s + Collection time: 0.076s + Learning time: 0.192s + Mean reward: +0.0851 + Mean episode length: 1316.4 + Actor loss: -9.4073 + Critic loss: +0.0050 + World model loss: +0.9043 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.0104 + Episode_Reward/track_angular_velocity: +49.6411 + Episode_Reward/upright: +25.5450 + Episode_Reward/leg_posture: -2.8106 + Episode_Reward/standstill: -6.4176 + Episode_Reward/action_rate_l2: -0.5609 + Episode_Reward/joint_torques_l2: -0.1480 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0257 + Episode_Reward/unnecessary_wheel_lift: -0.1191 + Episode_Reward/rolling_leg_motion: -0.7293 + Episode_Reward/obstacle_progress: +2.3633 + Episode_Reward/wheel_body_intrusion: -0.3410 + Episode_Reward/pair_body_intrusion: -0.4479 + Curriculum/terrain_level_mean: +2.3386 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0997 + Metrics/base_velocity/error_vel_yaw: 0.1389 + Episode_Termination/time_out: 0.4859 + Episode_Termination/fell_over: 0.0352 + Episode_Termination/course_exit: 0.4437 +Episode_Termination/illegal_nonwheel_contact: 0.0563 +============================================================================== + +============================================================================== +Learning iteration 13050/50000 + Total steps: 53,452,800 + Steps per second: 10,708 + Iteration time: 0.383s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0853 + Mean episode length: 1338.8 + Actor loss: -9.4215 + Critic loss: +0.0054 + World model loss: +0.9093 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.7540 + Episode_Reward/track_angular_velocity: +50.4710 + Episode_Reward/upright: +25.9865 + Episode_Reward/leg_posture: -2.8427 + Episode_Reward/standstill: -6.3398 + Episode_Reward/action_rate_l2: -0.5833 + Episode_Reward/joint_torques_l2: -0.1521 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0183 + Episode_Reward/unnecessary_wheel_lift: -0.1195 + Episode_Reward/rolling_leg_motion: -0.7372 + Episode_Reward/obstacle_progress: +2.4878 + Episode_Reward/wheel_body_intrusion: -0.3385 + Episode_Reward/pair_body_intrusion: -0.4140 + Curriculum/terrain_level_mean: +2.3430 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1004 + Metrics/base_velocity/error_vel_yaw: 0.1392 + Episode_Termination/time_out: 0.5159 + Episode_Termination/fell_over: 0.0079 + Episode_Termination/course_exit: 0.4286 +Episode_Termination/illegal_nonwheel_contact: 0.0556 +============================================================================== + +============================================================================== +Learning iteration 13100/50000 + Total steps: 53,657,600 + Steps per second: 10,722 + Iteration time: 0.382s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0849 + Mean episode length: 1392.7 + Actor loss: -9.4271 + Critic loss: +0.0067 + World model loss: +0.9341 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.3301 + Episode_Reward/track_angular_velocity: +52.4424 + Episode_Reward/upright: +26.9879 + Episode_Reward/leg_posture: -2.9315 + Episode_Reward/standstill: -6.7650 + Episode_Reward/action_rate_l2: -0.6188 + Episode_Reward/joint_torques_l2: -0.1593 + Episode_Reward/dof_pos_limits: -0.0003 + Episode_Reward/terminated: -0.0190 + Episode_Reward/unnecessary_wheel_lift: -0.1302 + Episode_Reward/rolling_leg_motion: -0.7809 + Episode_Reward/obstacle_progress: +2.6224 + Episode_Reward/wheel_body_intrusion: -0.3287 + Episode_Reward/pair_body_intrusion: -0.4445 + Curriculum/terrain_level_mean: +2.3467 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1033 + Metrics/base_velocity/error_vel_yaw: 0.1409 + Episode_Termination/time_out: 0.5349 + Episode_Termination/fell_over: 0.0388 + Episode_Termination/course_exit: 0.4109 +Episode_Termination/illegal_nonwheel_contact: 0.0310 +============================================================================== + +============================================================================== +Learning iteration 13150/50000 + Total steps: 53,862,400 + Steps per second: 10,735 + Iteration time: 0.382s + Collection time: 0.075s + Learning time: 0.184s + Mean reward: +0.0851 + Mean episode length: 1324.8 + Actor loss: -9.3938 + Critic loss: +0.0093 + World model loss: +0.9053 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.1632 + Episode_Reward/track_angular_velocity: +49.8904 + Episode_Reward/upright: +25.6653 + Episode_Reward/leg_posture: -2.7830 + Episode_Reward/standstill: -6.4881 + Episode_Reward/action_rate_l2: -0.5913 + Episode_Reward/joint_torques_l2: -0.1514 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0181 + Episode_Reward/unnecessary_wheel_lift: -0.1058 + Episode_Reward/rolling_leg_motion: -0.7426 + Episode_Reward/obstacle_progress: +2.5270 + Episode_Reward/wheel_body_intrusion: -0.3178 + Episode_Reward/pair_body_intrusion: -0.3431 + Curriculum/terrain_level_mean: +2.3545 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1013 + Metrics/base_velocity/error_vel_yaw: 0.1406 + Episode_Termination/time_out: 0.4604 + Episode_Termination/fell_over: 0.0360 + Episode_Termination/course_exit: 0.4892 +Episode_Termination/illegal_nonwheel_contact: 0.0216 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[774] +RECOVERY reset 1 invalid environments; first IDs=[682] + +============================================================================== +Learning iteration 13200/50000 + Total steps: 54,067,200 + Steps per second: 10,747 + Iteration time: 0.381s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0852 + Mean episode length: 1388.0 + Actor loss: -9.4403 + Critic loss: +0.0041 + World model loss: +0.9226 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.4382 + Episode_Reward/track_angular_velocity: +52.2415 + Episode_Reward/upright: +26.8729 + Episode_Reward/leg_posture: -2.9395 + Episode_Reward/standstill: -6.6545 + Episode_Reward/action_rate_l2: -0.6200 + Episode_Reward/joint_torques_l2: -0.1597 + Episode_Reward/dof_pos_limits: -0.0010 + Episode_Reward/terminated: -0.0271 + Episode_Reward/unnecessary_wheel_lift: -0.1276 + Episode_Reward/rolling_leg_motion: -0.8002 + Episode_Reward/obstacle_progress: +2.7167 + Episode_Reward/wheel_body_intrusion: -0.3378 + Episode_Reward/pair_body_intrusion: -0.3649 + Curriculum/terrain_level_mean: +2.3586 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1009 + Metrics/base_velocity/error_vel_yaw: 0.1410 + Episode_Termination/time_out: 0.5347 + Episode_Termination/fell_over: 0.0417 + Episode_Termination/course_exit: 0.3958 +Episode_Termination/illegal_nonwheel_contact: 0.0486 +============================================================================== + +============================================================================== +Learning iteration 13250/50000 + Total steps: 54,272,000 + Steps per second: 10,760 + Iteration time: 0.381s + Collection time: 0.075s + Learning time: 0.185s + Mean reward: +0.0854 + Mean episode length: 1409.1 + Actor loss: -9.4008 + Critic loss: +0.0062 + World model loss: +0.9198 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.3157 + Episode_Reward/track_angular_velocity: +53.1146 + Episode_Reward/upright: +27.3131 + Episode_Reward/leg_posture: -2.9935 + Episode_Reward/standstill: -6.7054 + Episode_Reward/action_rate_l2: -0.6379 + Episode_Reward/joint_torques_l2: -0.1609 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0165 + Episode_Reward/unnecessary_wheel_lift: -0.1248 + Episode_Reward/rolling_leg_motion: -0.7989 + Episode_Reward/obstacle_progress: +2.8012 + Episode_Reward/wheel_body_intrusion: -0.3555 + Episode_Reward/pair_body_intrusion: -0.3803 + Curriculum/terrain_level_mean: +2.3650 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0997 + Metrics/base_velocity/error_vel_yaw: 0.1397 + Episode_Termination/time_out: 0.5724 + Episode_Termination/fell_over: 0.0345 + Episode_Termination/course_exit: 0.3862 +Episode_Termination/illegal_nonwheel_contact: 0.0276 +============================================================================== + +============================================================================== +Learning iteration 13300/50000 + Total steps: 54,476,800 + Steps per second: 10,773 + Iteration time: 0.380s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0854 + Mean episode length: 1320.7 + Actor loss: -9.4502 + Critic loss: +0.0069 + World model loss: +0.9435 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.2364 + Episode_Reward/track_angular_velocity: +49.8066 + Episode_Reward/upright: +25.5815 + Episode_Reward/leg_posture: -2.7971 + Episode_Reward/standstill: -6.3839 + Episode_Reward/action_rate_l2: -0.5863 + Episode_Reward/joint_torques_l2: -0.1511 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0181 + Episode_Reward/unnecessary_wheel_lift: -0.1072 + Episode_Reward/rolling_leg_motion: -0.7495 + Episode_Reward/obstacle_progress: +2.6648 + Episode_Reward/wheel_body_intrusion: -0.3319 + Episode_Reward/pair_body_intrusion: -0.3858 + Curriculum/terrain_level_mean: +2.3735 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0995 + Metrics/base_velocity/error_vel_yaw: 0.1391 + Episode_Termination/time_out: 0.4527 + Episode_Termination/fell_over: 0.0270 + Episode_Termination/course_exit: 0.5000 +Episode_Termination/illegal_nonwheel_contact: 0.0338 +============================================================================== + +============================================================================== +Learning iteration 13350/50000 + Total steps: 54,681,600 + Steps per second: 10,786 + Iteration time: 0.380s + Collection time: 0.075s + Learning time: 0.185s + Mean reward: +0.0848 + Mean episode length: 1375.0 + Actor loss: -9.4448 + Critic loss: +0.0032 + World model loss: +0.9433 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.0793 + Episode_Reward/track_angular_velocity: +51.7750 + Episode_Reward/upright: +26.6247 + Episode_Reward/leg_posture: -2.9497 + Episode_Reward/standstill: -7.0276 + Episode_Reward/action_rate_l2: -0.6154 + Episode_Reward/joint_torques_l2: -0.1573 + Episode_Reward/dof_pos_limits: -0.0010 + Episode_Reward/terminated: -0.0430 + Episode_Reward/unnecessary_wheel_lift: -0.1168 + Episode_Reward/rolling_leg_motion: -0.7768 + Episode_Reward/obstacle_progress: +2.6439 + Episode_Reward/wheel_body_intrusion: -0.3418 + Episode_Reward/pair_body_intrusion: -0.4331 + Curriculum/terrain_level_mean: +2.3799 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.1003 + Metrics/base_velocity/error_vel_yaw: 0.1408 + Episode_Termination/time_out: 0.4730 + Episode_Termination/fell_over: 0.0541 + Episode_Termination/course_exit: 0.4189 +Episode_Termination/illegal_nonwheel_contact: 0.0743 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2258] + +============================================================================== +Learning iteration 13400/50000 + Total steps: 54,886,400 + Steps per second: 10,798 + Iteration time: 0.379s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0854 + Mean episode length: 1397.9 + Actor loss: -9.4312 + Critic loss: +0.0048 + World model loss: +0.9224 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.9911 + Episode_Reward/track_angular_velocity: +52.6757 + Episode_Reward/upright: +27.0801 + Episode_Reward/leg_posture: -2.9313 + Episode_Reward/standstill: -6.7542 + Episode_Reward/action_rate_l2: -0.6239 + Episode_Reward/joint_torques_l2: -0.1598 + Episode_Reward/dof_pos_limits: -0.0012 + Episode_Reward/terminated: -0.0246 + Episode_Reward/unnecessary_wheel_lift: -0.1330 + Episode_Reward/rolling_leg_motion: -0.7961 + Episode_Reward/obstacle_progress: +2.7086 + Episode_Reward/wheel_body_intrusion: -0.3079 + Episode_Reward/pair_body_intrusion: -0.3464 + Curriculum/terrain_level_mean: +2.3865 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0993 + Metrics/base_velocity/error_vel_yaw: 0.1399 + Episode_Termination/time_out: 0.5448 + Episode_Termination/fell_over: 0.0483 + Episode_Termination/course_exit: 0.3931 +Episode_Termination/illegal_nonwheel_contact: 0.0414 +============================================================================== + +============================================================================== +Learning iteration 13450/50000 + Total steps: 55,091,200 + Steps per second: 10,811 + Iteration time: 0.379s + Collection time: 0.075s + Learning time: 0.184s + Mean reward: +0.0851 + Mean episode length: 1358.5 + Actor loss: -9.4611 + Critic loss: +0.0033 + World model loss: +0.9430 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.5811 + Episode_Reward/track_angular_velocity: +51.1605 + Episode_Reward/upright: +26.3276 + Episode_Reward/leg_posture: -2.8514 + Episode_Reward/standstill: -6.8684 + Episode_Reward/action_rate_l2: -0.6173 + Episode_Reward/joint_torques_l2: -0.1550 + Episode_Reward/dof_pos_limits: -0.0011 + Episode_Reward/terminated: -0.0318 + Episode_Reward/unnecessary_wheel_lift: -0.1251 + Episode_Reward/rolling_leg_motion: -0.7640 + Episode_Reward/obstacle_progress: +2.6576 + Episode_Reward/wheel_body_intrusion: -0.3178 + Episode_Reward/pair_body_intrusion: -0.3498 + Curriculum/terrain_level_mean: +2.3921 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0996 + Metrics/base_velocity/error_vel_yaw: 0.1408 + Episode_Termination/time_out: 0.5143 + Episode_Termination/fell_over: 0.0571 + Episode_Termination/course_exit: 0.4000 +Episode_Termination/illegal_nonwheel_contact: 0.0643 +============================================================================== + +============================================================================== +Learning iteration 13500/50000 + Total steps: 55,296,000 + Steps per second: 10,824 + Iteration time: 0.378s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0856 + Mean episode length: 1355.1 + Actor loss: -9.4415 + Critic loss: +0.0043 + World model loss: +0.9627 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.7348 + Episode_Reward/track_angular_velocity: +51.1284 + Episode_Reward/upright: +26.3012 + Episode_Reward/leg_posture: -2.8334 + Episode_Reward/standstill: -6.6187 + Episode_Reward/action_rate_l2: -0.6018 + Episode_Reward/joint_torques_l2: -0.1540 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0238 + Episode_Reward/unnecessary_wheel_lift: -0.1122 + Episode_Reward/rolling_leg_motion: -0.7705 + Episode_Reward/obstacle_progress: +2.7048 + Episode_Reward/wheel_body_intrusion: -0.3056 + Episode_Reward/pair_body_intrusion: -0.3931 + Curriculum/terrain_level_mean: +2.3979 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0969 + Metrics/base_velocity/error_vel_yaw: 0.1383 + Episode_Termination/time_out: 0.5461 + Episode_Termination/fell_over: 0.0329 + Episode_Termination/course_exit: 0.3947 +Episode_Termination/illegal_nonwheel_contact: 0.0263 +============================================================================== + ++---------------------------------+ +| Base Environment | ++------------------------+--------+ +| Property | Value | ++------------------------+--------+ +| Number of environments | 1 | +| Environment device | cuda:0 | +| Environment seed | None | +| Physics step-size | 0.005 | +| Environment step-size | 0.02 | ++------------------------+--------+ + +[INFO] contains 1 active terms. ++-------------------------------------+ +| Active Event Terms in Mode: 'reset' | ++--------+----------------------------+ +| Index | Name | ++--------+----------------------------+ +| 0 | reset_base | +| 1 | reset_robot_joints | ++--------+----------------------------+ + +[INFO] contains 1 active terms. ++--------------------------------------+ +| Active Command Terms | ++-------+-------+----------------------+ +| Index | Name | Type | ++-------+-------+----------------------+ +| 0 | twist | MixedVelocityCommand | ++-------+-------+----------------------+ + +[INFO] contains 2 active terms. ++---------------------------------+ +| Active Action Terms (shape: 16) | ++-------+-----------+-------------+ +| Index | Name | Dimension | ++-------+-----------+-------------+ +| 0 | joint_pos | 12 | +| 1 | wheel_vel | 4 | ++-------+-----------+-------------+ + +[INFO] contains 1 groups. ++------------------------------------------------------------+ +| Active Observation Terms in Group: 'actor' (shape: (265,)) | ++--------+-------------------------+-------------------------+ +| Index | Name | Shape | ++--------+-------------------------+-------------------------+ +| 0 | base_ang_vel | (15,) ← 5×(3,) | +| 1 | projected_gravity | (15,) ← 5×(3,) | +| 2 | joint_pos | (60,) ← 5×(12,) | +| 3 | joint_vel | (60,) ← 5×(12,) | +| 4 | wheel_vel | (20,) ← 5×(4,) | +| 5 | actions | (80,) ← 5×(16,) | +| 6 | command | (15,) ← 5×(3,) | ++--------+-------------------------+-------------------------+ + +[INFO] contains 4 active terms. ++---------------------------------------------+ +| Active Termination Terms | ++-------+--------------------------+----------+ +| Index | Name | Time Out | ++-------+--------------------------+----------+ +| 0 | time_out | True | +| 1 | fell_over | False | +| 2 | course_exit | True | +| 3 | illegal_nonwheel_contact | False | ++-------+--------------------------+----------+ + +[INFO] contains 0 active terms. ++-----------------------+ +| Active Reward Terms | ++-------+------+--------+ +| Index | Name | Weight | ++-------+------+--------+ ++-------+------+--------+ + +[INFO] (inactive) +[INFO] (inactive) +[INFO] (inactive) +S10 video saved: logs/s10_terrain_v7_50k_20261101_225518/videos/iteration_013500.mp4 + +============================================================================== +Learning iteration 13550/50000 + Total steps: 55,500,800 + Steps per second: 10,823 + Iteration time: 0.378s + Collection time: 0.076s + Learning time: 0.192s + Mean reward: +0.0855 + Mean episode length: 1435.9 + Actor loss: -9.4487 + Critic loss: +0.0042 + World model loss: +0.9218 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.5912 + Episode_Reward/track_angular_velocity: +54.1197 + Episode_Reward/upright: +27.8582 + Episode_Reward/leg_posture: -3.0575 + Episode_Reward/standstill: -6.9642 + Episode_Reward/action_rate_l2: -0.6306 + Episode_Reward/joint_torques_l2: -0.1638 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0168 + Episode_Reward/unnecessary_wheel_lift: -0.1272 + Episode_Reward/rolling_leg_motion: -0.8379 + Episode_Reward/obstacle_progress: +2.7997 + Episode_Reward/wheel_body_intrusion: -0.3574 + Episode_Reward/pair_body_intrusion: -0.4613 + Curriculum/terrain_level_mean: +2.4041 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0970 + Metrics/base_velocity/error_vel_yaw: 0.1397 + Episode_Termination/time_out: 0.5779 + Episode_Termination/fell_over: 0.0195 + Episode_Termination/course_exit: 0.3831 +Episode_Termination/illegal_nonwheel_contact: 0.0260 +============================================================================== + +============================================================================== +Learning iteration 13600/50000 + Total steps: 55,705,600 + Steps per second: 10,836 + Iteration time: 0.378s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0856 + Mean episode length: 1364.8 + Actor loss: -9.4574 + Critic loss: +0.0066 + World model loss: +0.9413 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.0464 + Episode_Reward/track_angular_velocity: +51.4907 + Episode_Reward/upright: +26.4853 + Episode_Reward/leg_posture: -2.8561 + Episode_Reward/standstill: -6.7066 + Episode_Reward/action_rate_l2: -0.6054 + Episode_Reward/joint_torques_l2: -0.1548 + Episode_Reward/dof_pos_limits: -0.0003 + Episode_Reward/terminated: -0.0133 + Episode_Reward/unnecessary_wheel_lift: -0.1304 + Episode_Reward/rolling_leg_motion: -0.7804 + Episode_Reward/obstacle_progress: +2.6677 + Episode_Reward/wheel_body_intrusion: -0.3147 + Episode_Reward/pair_body_intrusion: -0.3433 + Curriculum/terrain_level_mean: +2.4116 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0972 + Metrics/base_velocity/error_vel_yaw: 0.1385 + Episode_Termination/time_out: 0.4797 + Episode_Termination/fell_over: 0.0270 + Episode_Termination/course_exit: 0.4865 +Episode_Termination/illegal_nonwheel_contact: 0.0203 +============================================================================== + +============================================================================== +Learning iteration 13650/50000 + Total steps: 55,910,400 + Steps per second: 10,848 + Iteration time: 0.378s + Collection time: 0.075s + Learning time: 0.185s + Mean reward: +0.0854 + Mean episode length: 1370.8 + Actor loss: -9.4525 + Critic loss: +0.0044 + World model loss: +0.9045 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.3014 + Episode_Reward/track_angular_velocity: +51.6511 + Episode_Reward/upright: +26.5783 + Episode_Reward/leg_posture: -2.8818 + Episode_Reward/standstill: -6.8886 + Episode_Reward/action_rate_l2: -0.6184 + Episode_Reward/joint_torques_l2: -0.1560 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0295 + Episode_Reward/unnecessary_wheel_lift: -0.1354 + Episode_Reward/rolling_leg_motion: -0.8073 + Episode_Reward/obstacle_progress: +2.7166 + Episode_Reward/wheel_body_intrusion: -0.2937 + Episode_Reward/pair_body_intrusion: -0.3626 + Curriculum/terrain_level_mean: +2.4177 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0972 + Metrics/base_velocity/error_vel_yaw: 0.1398 + Episode_Termination/time_out: 0.5094 + Episode_Termination/fell_over: 0.0503 + Episode_Termination/course_exit: 0.4214 +Episode_Termination/illegal_nonwheel_contact: 0.0377 +============================================================================== + +============================================================================== +Learning iteration 13700/50000 + Total steps: 56,115,200 + Steps per second: 10,860 + Iteration time: 0.377s + Collection time: 0.075s + Learning time: 0.185s + Mean reward: +0.0856 + Mean episode length: 1368.2 + Actor loss: -9.4239 + Critic loss: +0.0039 + World model loss: +0.9292 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.1751 + Episode_Reward/track_angular_velocity: +51.6314 + Episode_Reward/upright: +26.5154 + Episode_Reward/leg_posture: -2.8827 + Episode_Reward/standstill: -6.8002 + Episode_Reward/action_rate_l2: -0.5941 + Episode_Reward/joint_torques_l2: -0.1576 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0214 + Episode_Reward/unnecessary_wheel_lift: -0.1239 + Episode_Reward/rolling_leg_motion: -0.7905 + Episode_Reward/obstacle_progress: +2.7764 + Episode_Reward/wheel_body_intrusion: -0.3001 + Episode_Reward/pair_body_intrusion: -0.3665 + Curriculum/terrain_level_mean: +2.4214 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0972 + Metrics/base_velocity/error_vel_yaw: 0.1378 + Episode_Termination/time_out: 0.4891 + Episode_Termination/fell_over: 0.0365 + Episode_Termination/course_exit: 0.4526 +Episode_Termination/illegal_nonwheel_contact: 0.0219 +============================================================================== + +============================================================================== +Learning iteration 13750/50000 + Total steps: 56,320,000 + Steps per second: 10,872 + Iteration time: 0.377s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0855 + Mean episode length: 1328.1 + Actor loss: -9.4663 + Critic loss: +0.0032 + World model loss: +0.9019 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.8106 + Episode_Reward/track_angular_velocity: +50.1052 + Episode_Reward/upright: +25.7241 + Episode_Reward/leg_posture: -2.8112 + Episode_Reward/standstill: -6.6777 + Episode_Reward/action_rate_l2: -0.5809 + Episode_Reward/joint_torques_l2: -0.1527 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0156 + Episode_Reward/unnecessary_wheel_lift: -0.1404 + Episode_Reward/rolling_leg_motion: -0.7754 + Episode_Reward/obstacle_progress: +2.6604 + Episode_Reward/wheel_body_intrusion: -0.2860 + Episode_Reward/pair_body_intrusion: -0.3053 + Curriculum/terrain_level_mean: +2.4290 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0970 + Metrics/base_velocity/error_vel_yaw: 0.1380 + Episode_Termination/time_out: 0.4803 + Episode_Termination/fell_over: 0.0329 + Episode_Termination/course_exit: 0.4803 +Episode_Termination/illegal_nonwheel_contact: 0.0197 +============================================================================== + +============================================================================== +Learning iteration 13800/50000 + Total steps: 56,524,800 + Steps per second: 10,884 + Iteration time: 0.376s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0855 + Mean episode length: 1381.1 + Actor loss: -9.4793 + Critic loss: +0.0045 + World model loss: +0.8919 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.7053 + Episode_Reward/track_angular_velocity: +52.1273 + Episode_Reward/upright: +26.7370 + Episode_Reward/leg_posture: -2.9498 + Episode_Reward/standstill: -7.0120 + Episode_Reward/action_rate_l2: -0.6100 + Episode_Reward/joint_torques_l2: -0.1578 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0378 + Episode_Reward/unnecessary_wheel_lift: -0.1496 + Episode_Reward/rolling_leg_motion: -0.7985 + Episode_Reward/obstacle_progress: +2.7790 + Episode_Reward/wheel_body_intrusion: -0.3058 + Episode_Reward/pair_body_intrusion: -0.3079 + Curriculum/terrain_level_mean: +2.4336 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0971 + Metrics/base_velocity/error_vel_yaw: 0.1377 + Episode_Termination/time_out: 0.5000 + Episode_Termination/fell_over: 0.0353 + Episode_Termination/course_exit: 0.4294 +Episode_Termination/illegal_nonwheel_contact: 0.0647 +============================================================================== + +============================================================================== +Learning iteration 13850/50000 + Total steps: 56,729,600 + Steps per second: 10,896 + Iteration time: 0.376s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0856 + Mean episode length: 1320.9 + Actor loss: -9.4916 + Critic loss: +0.0042 + World model loss: +0.9088 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.6314 + Episode_Reward/track_angular_velocity: +49.9059 + Episode_Reward/upright: +25.5677 + Episode_Reward/leg_posture: -2.7526 + Episode_Reward/standstill: -6.5781 + Episode_Reward/action_rate_l2: -0.5995 + Episode_Reward/joint_torques_l2: -0.1509 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0335 + Episode_Reward/unnecessary_wheel_lift: -0.1402 + Episode_Reward/rolling_leg_motion: -0.7893 + Episode_Reward/obstacle_progress: +2.6446 + Episode_Reward/wheel_body_intrusion: -0.2837 + Episode_Reward/pair_body_intrusion: -0.3131 + Curriculum/terrain_level_mean: +2.4412 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0964 + Metrics/base_velocity/error_vel_yaw: 0.1366 + Episode_Termination/time_out: 0.4606 + Episode_Termination/fell_over: 0.0485 + Episode_Termination/course_exit: 0.4667 +Episode_Termination/illegal_nonwheel_contact: 0.0545 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1948] + +============================================================================== +Learning iteration 13900/50000 + Total steps: 56,934,400 + Steps per second: 10,908 + Iteration time: 0.375s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0861 + Mean episode length: 1405.7 + Actor loss: -9.4761 + Critic loss: +0.0044 + World model loss: +0.8977 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.8224 + Episode_Reward/track_angular_velocity: +53.1254 + Episode_Reward/upright: +27.2290 + Episode_Reward/leg_posture: -2.9385 + Episode_Reward/standstill: -6.6508 + Episode_Reward/action_rate_l2: -0.6254 + Episode_Reward/joint_torques_l2: -0.1606 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0192 + Episode_Reward/unnecessary_wheel_lift: -0.1252 + Episode_Reward/rolling_leg_motion: -0.8015 + Episode_Reward/obstacle_progress: +2.8634 + Episode_Reward/wheel_body_intrusion: -0.3021 + Episode_Reward/pair_body_intrusion: -0.3565 + Curriculum/terrain_level_mean: +2.4441 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0943 + Metrics/base_velocity/error_vel_yaw: 0.1361 + Episode_Termination/time_out: 0.5147 + Episode_Termination/fell_over: 0.0368 + Episode_Termination/course_exit: 0.4338 +Episode_Termination/illegal_nonwheel_contact: 0.0221 +============================================================================== + +============================================================================== +Learning iteration 13950/50000 + Total steps: 57,139,200 + Steps per second: 10,920 + Iteration time: 0.375s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0856 + Mean episode length: 1385.5 + Actor loss: -9.4493 + Critic loss: +0.0034 + World model loss: +0.8534 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.9625 + Episode_Reward/track_angular_velocity: +52.2509 + Episode_Reward/upright: +26.8508 + Episode_Reward/leg_posture: -2.8816 + Episode_Reward/standstill: -6.9913 + Episode_Reward/action_rate_l2: -0.6003 + Episode_Reward/joint_torques_l2: -0.1573 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0325 + Episode_Reward/unnecessary_wheel_lift: -0.1483 + Episode_Reward/rolling_leg_motion: -0.7995 + Episode_Reward/obstacle_progress: +2.7767 + Episode_Reward/wheel_body_intrusion: -0.2952 + Episode_Reward/pair_body_intrusion: -0.3078 + Curriculum/terrain_level_mean: +2.4482 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0955 + Metrics/base_velocity/error_vel_yaw: 0.1388 + Episode_Termination/time_out: 0.5093 + Episode_Termination/fell_over: 0.0435 + Episode_Termination/course_exit: 0.4161 +Episode_Termination/illegal_nonwheel_contact: 0.0373 +============================================================================== + +============================================================================== +Learning iteration 14000/50000 + Total steps: 57,344,000 + Steps per second: 10,932 + Iteration time: 0.375s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0861 + Mean episode length: 1420.5 + Actor loss: -9.4792 + Critic loss: +0.0073 + World model loss: +0.9023 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.4559 + Episode_Reward/track_angular_velocity: +53.6509 + Episode_Reward/upright: +27.5495 + Episode_Reward/leg_posture: -2.9551 + Episode_Reward/standstill: -6.8720 + Episode_Reward/action_rate_l2: -0.6152 + Episode_Reward/joint_torques_l2: -0.1605 + Episode_Reward/dof_pos_limits: -0.0010 + Episode_Reward/terminated: -0.0194 + Episode_Reward/unnecessary_wheel_lift: -0.1308 + Episode_Reward/rolling_leg_motion: -0.8236 + Episode_Reward/obstacle_progress: +2.8600 + Episode_Reward/wheel_body_intrusion: -0.3141 + Episode_Reward/pair_body_intrusion: -0.3677 + Curriculum/terrain_level_mean: +2.4536 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0932 + Metrics/base_velocity/error_vel_yaw: 0.1371 + Episode_Termination/time_out: 0.5419 + Episode_Termination/fell_over: 0.0258 + Episode_Termination/course_exit: 0.4129 +Episode_Termination/illegal_nonwheel_contact: 0.0387 +============================================================================== + +============================================================================== +Learning iteration 14050/50000 + Total steps: 57,548,800 + Steps per second: 10,944 + Iteration time: 0.374s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0861 + Mean episode length: 1349.5 + Actor loss: -9.4592 + Critic loss: +0.0108 + World model loss: +0.9051 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.9480 + Episode_Reward/track_angular_velocity: +50.9779 + Episode_Reward/upright: +26.2241 + Episode_Reward/leg_posture: -2.7973 + Episode_Reward/standstill: -6.4555 + Episode_Reward/action_rate_l2: -0.5831 + Episode_Reward/joint_torques_l2: -0.1497 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0185 + Episode_Reward/unnecessary_wheel_lift: -0.1157 + Episode_Reward/rolling_leg_motion: -0.7755 + Episode_Reward/obstacle_progress: +2.6629 + Episode_Reward/wheel_body_intrusion: -0.3087 + Episode_Reward/pair_body_intrusion: -0.3593 + Curriculum/terrain_level_mean: +2.4602 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0933 + Metrics/base_velocity/error_vel_yaw: 0.1368 + Episode_Termination/time_out: 0.4408 + Episode_Termination/fell_over: 0.0263 + Episode_Termination/course_exit: 0.5132 +Episode_Termination/illegal_nonwheel_contact: 0.0197 +============================================================================== + +============================================================================== +Learning iteration 14100/50000 + Total steps: 57,753,600 + Steps per second: 10,956 + Iteration time: 0.374s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0858 + Mean episode length: 1330.9 + Actor loss: -9.4661 + Critic loss: +0.0057 + World model loss: +0.8784 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.1961 + Episode_Reward/track_angular_velocity: +50.2810 + Episode_Reward/upright: +25.8318 + Episode_Reward/leg_posture: -2.7966 + Episode_Reward/standstill: -6.5560 + Episode_Reward/action_rate_l2: -0.5850 + Episode_Reward/joint_torques_l2: -0.1492 + Episode_Reward/dof_pos_limits: -0.0003 + Episode_Reward/terminated: -0.0286 + Episode_Reward/unnecessary_wheel_lift: -0.1342 + Episode_Reward/rolling_leg_motion: -0.7782 + Episode_Reward/obstacle_progress: +2.5777 + Episode_Reward/wheel_body_intrusion: -0.3103 + Episode_Reward/pair_body_intrusion: -0.3238 + Curriculum/terrain_level_mean: +2.4656 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0946 + Metrics/base_velocity/error_vel_yaw: 0.1368 + Episode_Termination/time_out: 0.4899 + Episode_Termination/fell_over: 0.0470 + Episode_Termination/course_exit: 0.4362 +Episode_Termination/illegal_nonwheel_contact: 0.0470 +============================================================================== + +============================================================================== +Learning iteration 14150/50000 + Total steps: 57,958,400 + Steps per second: 10,968 + Iteration time: 0.373s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0860 + Mean episode length: 1415.9 + Actor loss: -9.4976 + Critic loss: +0.0038 + World model loss: +0.8249 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.2073 + Episode_Reward/track_angular_velocity: +53.5413 + Episode_Reward/upright: +27.5126 + Episode_Reward/leg_posture: -2.9438 + Episode_Reward/standstill: -6.8862 + Episode_Reward/action_rate_l2: -0.6195 + Episode_Reward/joint_torques_l2: -0.1567 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0221 + Episode_Reward/unnecessary_wheel_lift: -0.1421 + Episode_Reward/rolling_leg_motion: -0.8322 + Episode_Reward/obstacle_progress: +2.7037 + Episode_Reward/wheel_body_intrusion: -0.3106 + Episode_Reward/pair_body_intrusion: -0.3355 + Curriculum/terrain_level_mean: +2.4724 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0940 + Metrics/base_velocity/error_vel_yaw: 0.1354 + Episode_Termination/time_out: 0.5061 + Episode_Termination/fell_over: 0.0244 + Episode_Termination/course_exit: 0.4451 +Episode_Termination/illegal_nonwheel_contact: 0.0244 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1582] + +============================================================================== +Learning iteration 14200/50000 + Total steps: 58,163,200 + Steps per second: 10,979 + Iteration time: 0.373s + Collection time: 0.075s + Learning time: 0.186s + Mean reward: +0.0856 + Mean episode length: 1370.2 + Actor loss: -9.4899 + Critic loss: +0.0066 + World model loss: +0.8660 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.5742 + Episode_Reward/track_angular_velocity: +51.8021 + Episode_Reward/upright: +26.5785 + Episode_Reward/leg_posture: -2.8773 + Episode_Reward/standstill: -7.0216 + Episode_Reward/action_rate_l2: -0.5881 + Episode_Reward/joint_torques_l2: -0.1533 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0161 + Episode_Reward/unnecessary_wheel_lift: -0.1446 + Episode_Reward/rolling_leg_motion: -0.7970 + Episode_Reward/obstacle_progress: +2.6256 + Episode_Reward/wheel_body_intrusion: -0.3039 + Episode_Reward/pair_body_intrusion: -0.3283 + Curriculum/terrain_level_mean: +2.4783 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0943 + Metrics/base_velocity/error_vel_yaw: 0.1355 + Episode_Termination/time_out: 0.4872 + Episode_Termination/fell_over: 0.0342 + Episode_Termination/course_exit: 0.4615 +Episode_Termination/illegal_nonwheel_contact: 0.0427 +============================================================================== + +============================================================================== +Learning iteration 14250/50000 + Total steps: 58,368,000 + Steps per second: 10,991 + Iteration time: 0.373s + Collection time: 0.075s + Learning time: 0.186s + Mean reward: +0.0856 + Mean episode length: 1385.0 + Actor loss: -9.4738 + Critic loss: +0.0039 + World model loss: +0.8444 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.0806 + Episode_Reward/track_angular_velocity: +52.3894 + Episode_Reward/upright: +26.8913 + Episode_Reward/leg_posture: -2.8703 + Episode_Reward/standstill: -7.2912 + Episode_Reward/action_rate_l2: -0.6137 + Episode_Reward/joint_torques_l2: -0.1553 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0243 + Episode_Reward/unnecessary_wheel_lift: -0.1326 + Episode_Reward/rolling_leg_motion: -0.8140 + Episode_Reward/obstacle_progress: +2.6302 + Episode_Reward/wheel_body_intrusion: -0.2861 + Episode_Reward/pair_body_intrusion: -0.3160 + Curriculum/terrain_level_mean: +2.4856 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0944 + Metrics/base_velocity/error_vel_yaw: 0.1352 + Episode_Termination/time_out: 0.5159 + Episode_Termination/fell_over: 0.0255 + Episode_Termination/course_exit: 0.4268 +Episode_Termination/illegal_nonwheel_contact: 0.0318 +============================================================================== + +============================================================================== +Learning iteration 14300/50000 + Total steps: 58,572,800 + Steps per second: 11,002 + Iteration time: 0.372s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0858 + Mean episode length: 1416.6 + Actor loss: -9.4994 + Critic loss: +0.0057 + World model loss: +0.8593 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.0685 + Episode_Reward/track_angular_velocity: +53.5856 + Episode_Reward/upright: +27.5165 + Episode_Reward/leg_posture: -2.9782 + Episode_Reward/standstill: -6.9743 + Episode_Reward/action_rate_l2: -0.6222 + Episode_Reward/joint_torques_l2: -0.1596 + Episode_Reward/dof_pos_limits: -0.0011 + Episode_Reward/terminated: -0.0194 + Episode_Reward/unnecessary_wheel_lift: -0.1393 + Episode_Reward/rolling_leg_motion: -0.8373 + Episode_Reward/obstacle_progress: +2.7261 + Episode_Reward/wheel_body_intrusion: -0.3146 + Episode_Reward/pair_body_intrusion: -0.3007 + Curriculum/terrain_level_mean: +2.4932 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0955 + Metrics/base_velocity/error_vel_yaw: 0.1351 + Episode_Termination/time_out: 0.5376 + Episode_Termination/fell_over: 0.0289 + Episode_Termination/course_exit: 0.4220 +Episode_Termination/illegal_nonwheel_contact: 0.0173 +============================================================================== + +============================================================================== +Learning iteration 14350/50000 + Total steps: 58,777,600 + Steps per second: 11,013 + Iteration time: 0.372s + Collection time: 0.075s + Learning time: 0.193s + Mean reward: +0.0860 + Mean episode length: 1378.4 + Actor loss: -9.4914 + Critic loss: +0.0052 + World model loss: +0.7984 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.8628 + Episode_Reward/track_angular_velocity: +52.0540 + Episode_Reward/upright: +26.7711 + Episode_Reward/leg_posture: -2.8396 + Episode_Reward/standstill: -6.7777 + Episode_Reward/action_rate_l2: -0.6178 + Episode_Reward/joint_torques_l2: -0.1529 + Episode_Reward/dof_pos_limits: -0.0010 + Episode_Reward/terminated: -0.0188 + Episode_Reward/unnecessary_wheel_lift: -0.1198 + Episode_Reward/rolling_leg_motion: -0.7896 + Episode_Reward/obstacle_progress: +2.7096 + Episode_Reward/wheel_body_intrusion: -0.2988 + Episode_Reward/pair_body_intrusion: -0.3053 + Curriculum/terrain_level_mean: +2.4990 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0940 + Metrics/base_velocity/error_vel_yaw: 0.1372 + Episode_Termination/time_out: 0.5369 + Episode_Termination/fell_over: 0.0201 + Episode_Termination/course_exit: 0.4161 +Episode_Termination/illegal_nonwheel_contact: 0.0403 +============================================================================== + +============================================================================== +Learning iteration 14400/50000 + Total steps: 58,982,400 + Steps per second: 11,025 + Iteration time: 0.372s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0862 + Mean episode length: 1299.8 + Actor loss: -9.4924 + Critic loss: +0.0028 + World model loss: +0.8269 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.0219 + Episode_Reward/track_angular_velocity: +49.0809 + Episode_Reward/upright: +25.2355 + Episode_Reward/leg_posture: -2.6686 + Episode_Reward/standstill: -6.0518 + Episode_Reward/action_rate_l2: -0.5988 + Episode_Reward/joint_torques_l2: -0.1434 + Episode_Reward/dof_pos_limits: -0.0002 + Episode_Reward/terminated: -0.0228 + Episode_Reward/unnecessary_wheel_lift: -0.1320 + Episode_Reward/rolling_leg_motion: -0.7504 + Episode_Reward/obstacle_progress: +2.6224 + Episode_Reward/wheel_body_intrusion: -0.2716 + Episode_Reward/pair_body_intrusion: -0.2827 + Curriculum/terrain_level_mean: +2.5090 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0946 + Metrics/base_velocity/error_vel_yaw: 0.1375 + Episode_Termination/time_out: 0.4596 + Episode_Termination/fell_over: 0.0202 + Episode_Termination/course_exit: 0.4949 +Episode_Termination/illegal_nonwheel_contact: 0.0404 +============================================================================== + +============================================================================== +Learning iteration 14450/50000 + Total steps: 59,187,200 + Steps per second: 11,036 + Iteration time: 0.371s + Collection time: 0.075s + Learning time: 0.186s + Mean reward: +0.0863 + Mean episode length: 1389.9 + Actor loss: -9.4857 + Critic loss: +0.0038 + World model loss: +0.8417 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.1998 + Episode_Reward/track_angular_velocity: +52.4671 + Episode_Reward/upright: +26.9972 + Episode_Reward/leg_posture: -2.8272 + Episode_Reward/standstill: -6.2739 + Episode_Reward/action_rate_l2: -0.6268 + Episode_Reward/joint_torques_l2: -0.1531 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0136 + Episode_Reward/unnecessary_wheel_lift: -0.1462 + Episode_Reward/rolling_leg_motion: -0.8135 + Episode_Reward/obstacle_progress: +2.8310 + Episode_Reward/wheel_body_intrusion: -0.2858 + Episode_Reward/pair_body_intrusion: -0.3395 + Curriculum/terrain_level_mean: +2.5183 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0947 + Metrics/base_velocity/error_vel_yaw: 0.1377 + Episode_Termination/time_out: 0.4916 + Episode_Termination/fell_over: 0.0112 + Episode_Termination/course_exit: 0.4804 +Episode_Termination/illegal_nonwheel_contact: 0.0279 +============================================================================== + +============================================================================== +Learning iteration 14500/50000 + Total steps: 59,392,000 + Steps per second: 11,047 + Iteration time: 0.371s + Collection time: 0.075s + Learning time: 0.186s + Mean reward: +0.0866 + Mean episode length: 1353.7 + Actor loss: -9.5064 + Critic loss: +0.0031 + World model loss: +0.8357 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.0166 + Episode_Reward/track_angular_velocity: +51.2171 + Episode_Reward/upright: +26.2862 + Episode_Reward/leg_posture: -2.7804 + Episode_Reward/standstill: -6.1155 + Episode_Reward/action_rate_l2: -0.5942 + Episode_Reward/joint_torques_l2: -0.1485 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0026 + Episode_Reward/unnecessary_wheel_lift: -0.1109 + Episode_Reward/rolling_leg_motion: -0.7506 + Episode_Reward/obstacle_progress: +2.7810 + Episode_Reward/wheel_body_intrusion: -0.2851 + Episode_Reward/pair_body_intrusion: -0.3239 + Curriculum/terrain_level_mean: +2.5276 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0939 + Metrics/base_velocity/error_vel_yaw: 0.1350 + Episode_Termination/time_out: 0.5211 + Episode_Termination/fell_over: 0.0070 + Episode_Termination/course_exit: 0.4718 +Episode_Termination/illegal_nonwheel_contact: 0.0000 +============================================================================== + +============================================================================== +Learning iteration 14550/50000 + Total steps: 59,596,800 + Steps per second: 11,058 + Iteration time: 0.370s + Collection time: 0.075s + Learning time: 0.185s + Mean reward: +0.0863 + Mean episode length: 1306.1 + Actor loss: -9.4687 + Critic loss: +0.0047 + World model loss: +0.8378 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.0785 + Episode_Reward/track_angular_velocity: +49.4083 + Episode_Reward/upright: +25.3454 + Episode_Reward/leg_posture: -2.6942 + Episode_Reward/standstill: -5.8166 + Episode_Reward/action_rate_l2: -0.5896 + Episode_Reward/joint_torques_l2: -0.1447 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0230 + Episode_Reward/unnecessary_wheel_lift: -0.1332 + Episode_Reward/rolling_leg_motion: -0.7513 + Episode_Reward/obstacle_progress: +2.6632 + Episode_Reward/wheel_body_intrusion: -0.2831 + Episode_Reward/pair_body_intrusion: -0.3289 + Curriculum/terrain_level_mean: +2.5361 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0962 + Metrics/base_velocity/error_vel_yaw: 0.1351 + Episode_Termination/time_out: 0.4444 + Episode_Termination/fell_over: 0.0309 + Episode_Termination/course_exit: 0.5000 +Episode_Termination/illegal_nonwheel_contact: 0.0494 +============================================================================== + +============================================================================== +Learning iteration 14600/50000 + Total steps: 59,801,600 + Steps per second: 11,070 + Iteration time: 0.370s + Collection time: 0.075s + Learning time: 0.185s + Mean reward: +0.0862 + Mean episode length: 1328.7 + Actor loss: -9.4642 + Critic loss: +0.0063 + World model loss: +0.8470 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.8083 + Episode_Reward/track_angular_velocity: +50.2063 + Episode_Reward/upright: +25.7722 + Episode_Reward/leg_posture: -2.6609 + Episode_Reward/standstill: -6.1230 + Episode_Reward/action_rate_l2: -0.6168 + Episode_Reward/joint_torques_l2: -0.1455 + Episode_Reward/dof_pos_limits: -0.0013 + Episode_Reward/terminated: -0.0130 + Episode_Reward/unnecessary_wheel_lift: -0.1200 + Episode_Reward/rolling_leg_motion: -0.7551 + Episode_Reward/obstacle_progress: +2.6786 + Episode_Reward/wheel_body_intrusion: -0.2661 + Episode_Reward/pair_body_intrusion: -0.2835 + Curriculum/terrain_level_mean: +2.5469 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0966 + Metrics/base_velocity/error_vel_yaw: 0.1366 + Episode_Termination/time_out: 0.4356 + Episode_Termination/fell_over: 0.0123 + Episode_Termination/course_exit: 0.5337 +Episode_Termination/illegal_nonwheel_contact: 0.0184 +============================================================================== + +============================================================================== +Learning iteration 14650/50000 + Total steps: 60,006,400 + Steps per second: 11,081 + Iteration time: 0.370s + Collection time: 0.075s + Learning time: 0.186s + Mean reward: +0.0862 + Mean episode length: 1342.1 + Actor loss: -9.4762 + Critic loss: +0.0037 + World model loss: +0.8297 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.3649 + Episode_Reward/track_angular_velocity: +50.7136 + Episode_Reward/upright: +26.0385 + Episode_Reward/leg_posture: -2.7282 + Episode_Reward/standstill: -6.1713 + Episode_Reward/action_rate_l2: -0.6043 + Episode_Reward/joint_torques_l2: -0.1479 + Episode_Reward/dof_pos_limits: -0.0011 + Episode_Reward/terminated: -0.0236 + Episode_Reward/unnecessary_wheel_lift: -0.1233 + Episode_Reward/rolling_leg_motion: -0.7641 + Episode_Reward/obstacle_progress: +2.7592 + Episode_Reward/wheel_body_intrusion: -0.2804 + Episode_Reward/pair_body_intrusion: -0.3182 + Curriculum/terrain_level_mean: +2.5525 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0966 + Metrics/base_velocity/error_vel_yaw: 0.1364 + Episode_Termination/time_out: 0.4702 + Episode_Termination/fell_over: 0.0397 + Episode_Termination/course_exit: 0.4702 +Episode_Termination/illegal_nonwheel_contact: 0.0397 +============================================================================== + +============================================================================== +Learning iteration 14700/50000 + Total steps: 60,211,200 + Steps per second: 11,092 + Iteration time: 0.369s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0862 + Mean episode length: 1319.8 + Actor loss: -9.4568 + Critic loss: +0.0077 + World model loss: +0.8190 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.5215 + Episode_Reward/track_angular_velocity: +49.8917 + Episode_Reward/upright: +25.6137 + Episode_Reward/leg_posture: -2.7000 + Episode_Reward/standstill: -5.9612 + Episode_Reward/action_rate_l2: -0.5905 + Episode_Reward/joint_torques_l2: -0.1450 + Episode_Reward/dof_pos_limits: -0.0010 + Episode_Reward/terminated: -0.0284 + Episode_Reward/unnecessary_wheel_lift: -0.1147 + Episode_Reward/rolling_leg_motion: -0.7480 + Episode_Reward/obstacle_progress: +2.6468 + Episode_Reward/wheel_body_intrusion: -0.2652 + Episode_Reward/pair_body_intrusion: -0.3333 + Curriculum/terrain_level_mean: +2.5564 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0965 + Metrics/base_velocity/error_vel_yaw: 0.1355 + Episode_Termination/time_out: 0.4648 + Episode_Termination/fell_over: 0.0282 + Episode_Termination/course_exit: 0.4577 +Episode_Termination/illegal_nonwheel_contact: 0.0704 +============================================================================== + +============================================================================== +Learning iteration 14750/50000 + Total steps: 60,416,000 + Steps per second: 11,103 + Iteration time: 0.369s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0863 + Mean episode length: 1440.8 + Actor loss: -9.5000 + Critic loss: +0.0029 + World model loss: +0.8109 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.7175 + Episode_Reward/track_angular_velocity: +54.4682 + Episode_Reward/upright: +27.9528 + Episode_Reward/leg_posture: -2.9440 + Episode_Reward/standstill: -6.4283 + Episode_Reward/action_rate_l2: -0.6446 + Episode_Reward/joint_torques_l2: -0.1577 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0197 + Episode_Reward/unnecessary_wheel_lift: -0.1205 + Episode_Reward/rolling_leg_motion: -0.7907 + Episode_Reward/obstacle_progress: +2.8903 + Episode_Reward/wheel_body_intrusion: -0.2852 + Episode_Reward/pair_body_intrusion: -0.3476 + Curriculum/terrain_level_mean: +2.5627 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0968 + Metrics/base_velocity/error_vel_yaw: 0.1356 + Episode_Termination/time_out: 0.5000 + Episode_Termination/fell_over: 0.0274 + Episode_Termination/course_exit: 0.4521 +Episode_Termination/illegal_nonwheel_contact: 0.0411 +============================================================================== + +============================================================================== +Learning iteration 14800/50000 + Total steps: 60,620,800 + Steps per second: 11,114 + Iteration time: 0.369s + Collection time: 0.075s + Learning time: 0.184s + Mean reward: +0.0861 + Mean episode length: 1273.3 + Actor loss: -9.4654 + Critic loss: +0.0036 + World model loss: +0.8368 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +44.7451 + Episode_Reward/track_angular_velocity: +48.1125 + Episode_Reward/upright: +24.6657 + Episode_Reward/leg_posture: -2.5901 + Episode_Reward/standstill: -5.7663 + Episode_Reward/action_rate_l2: -0.5766 + Episode_Reward/joint_torques_l2: -0.1385 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0149 + Episode_Reward/unnecessary_wheel_lift: -0.0986 + Episode_Reward/rolling_leg_motion: -0.7014 + Episode_Reward/obstacle_progress: +2.6088 + Episode_Reward/wheel_body_intrusion: -0.2511 + Episode_Reward/pair_body_intrusion: -0.2978 + Curriculum/terrain_level_mean: +2.5706 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0977 + Metrics/base_velocity/error_vel_yaw: 0.1361 + Episode_Termination/time_out: 0.3629 + Episode_Termination/fell_over: 0.0242 + Episode_Termination/course_exit: 0.5887 +Episode_Termination/illegal_nonwheel_contact: 0.0323 +============================================================================== + +============================================================================== +Learning iteration 14850/50000 + Total steps: 60,825,600 + Steps per second: 11,125 + Iteration time: 0.368s + Collection time: 0.075s + Learning time: 0.184s + Mean reward: +0.0863 + Mean episode length: 1371.3 + Actor loss: -9.4627 + Critic loss: +0.0040 + World model loss: +0.8323 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.2933 + Episode_Reward/track_angular_velocity: +51.8362 + Episode_Reward/upright: +26.5728 + Episode_Reward/leg_posture: -2.7791 + Episode_Reward/standstill: -6.1921 + Episode_Reward/action_rate_l2: -0.6171 + Episode_Reward/joint_torques_l2: -0.1494 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0161 + Episode_Reward/unnecessary_wheel_lift: -0.1064 + Episode_Reward/rolling_leg_motion: -0.7543 + Episode_Reward/obstacle_progress: +2.7605 + Episode_Reward/wheel_body_intrusion: -0.2583 + Episode_Reward/pair_body_intrusion: -0.3097 + Curriculum/terrain_level_mean: +2.5771 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0963 + Metrics/base_velocity/error_vel_yaw: 0.1358 + Episode_Termination/time_out: 0.4892 + Episode_Termination/fell_over: 0.0360 + Episode_Termination/course_exit: 0.4676 +Episode_Termination/illegal_nonwheel_contact: 0.0216 +============================================================================== + +============================================================================== +Learning iteration 14900/50000 + Total steps: 61,030,400 + Steps per second: 11,136 + Iteration time: 0.368s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0860 + Mean episode length: 1272.0 + Actor loss: -9.4647 + Critic loss: +0.0050 + World model loss: +0.8870 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +44.7311 + Episode_Reward/track_angular_velocity: +47.9932 + Episode_Reward/upright: +24.6377 + Episode_Reward/leg_posture: -2.6218 + Episode_Reward/standstill: -5.7248 + Episode_Reward/action_rate_l2: -0.5738 + Episode_Reward/joint_torques_l2: -0.1382 + Episode_Reward/dof_pos_limits: -0.0003 + Episode_Reward/terminated: -0.0174 + Episode_Reward/unnecessary_wheel_lift: -0.1015 + Episode_Reward/rolling_leg_motion: -0.7067 + Episode_Reward/obstacle_progress: +2.4945 + Episode_Reward/wheel_body_intrusion: -0.2607 + Episode_Reward/pair_body_intrusion: -0.2818 + Curriculum/terrain_level_mean: +2.5845 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0973 + Metrics/base_velocity/error_vel_yaw: 0.1381 + Episode_Termination/time_out: 0.4069 + Episode_Termination/fell_over: 0.0138 + Episode_Termination/course_exit: 0.5448 +Episode_Termination/illegal_nonwheel_contact: 0.0414 +============================================================================== + +============================================================================== +Learning iteration 14950/50000 + Total steps: 61,235,200 + Steps per second: 11,147 + Iteration time: 0.367s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0861 + Mean episode length: 1259.6 + Actor loss: -9.4437 + Critic loss: +0.0048 + World model loss: +0.8135 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +44.2921 + Episode_Reward/track_angular_velocity: +47.5981 + Episode_Reward/upright: +24.4137 + Episode_Reward/leg_posture: -2.5820 + Episode_Reward/standstill: -5.6916 + Episode_Reward/action_rate_l2: -0.5555 + Episode_Reward/joint_torques_l2: -0.1371 + Episode_Reward/dof_pos_limits: -0.0003 + Episode_Reward/terminated: -0.0197 + Episode_Reward/unnecessary_wheel_lift: -0.1199 + Episode_Reward/rolling_leg_motion: -0.7090 + Episode_Reward/obstacle_progress: +2.4380 + Episode_Reward/wheel_body_intrusion: -0.2471 + Episode_Reward/pair_body_intrusion: -0.2548 + Curriculum/terrain_level_mean: +2.5933 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0974 + Metrics/base_velocity/error_vel_yaw: 0.1360 + Episode_Termination/time_out: 0.4126 + Episode_Termination/fell_over: 0.0350 + Episode_Termination/course_exit: 0.5315 +Episode_Termination/illegal_nonwheel_contact: 0.0490 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2205] + +============================================================================== +Learning iteration 15000/50000 + Total steps: 61,440,000 + Steps per second: 11,157 + Iteration time: 0.367s + Collection time: 0.076s + Learning time: 0.191s + Mean reward: +0.0861 + Mean episode length: 1279.5 + Actor loss: -9.4857 + Critic loss: +0.0027 + World model loss: +0.7895 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +45.0061 + Episode_Reward/track_angular_velocity: +48.3497 + Episode_Reward/upright: +24.8104 + Episode_Reward/leg_posture: -2.5939 + Episode_Reward/standstill: -5.8107 + Episode_Reward/action_rate_l2: -0.5698 + Episode_Reward/joint_torques_l2: -0.1378 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0225 + Episode_Reward/unnecessary_wheel_lift: -0.1127 + Episode_Reward/rolling_leg_motion: -0.7212 + Episode_Reward/obstacle_progress: +2.4745 + Episode_Reward/wheel_body_intrusion: -0.2516 + Episode_Reward/pair_body_intrusion: -0.2561 + Curriculum/terrain_level_mean: +2.6021 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0971 + Metrics/base_velocity/error_vel_yaw: 0.1363 + Episode_Termination/time_out: 0.4375 + Episode_Termination/fell_over: 0.0250 + Episode_Termination/course_exit: 0.5062 +Episode_Termination/illegal_nonwheel_contact: 0.0437 +============================================================================== + +============================================================================== +Learning iteration 15050/50000 + Total steps: 61,644,800 + Steps per second: 11,168 + Iteration time: 0.367s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0861 + Mean episode length: 1344.8 + Actor loss: -9.4798 + Critic loss: +0.0030 + World model loss: +0.8664 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.2128 + Episode_Reward/track_angular_velocity: +50.8374 + Episode_Reward/upright: +26.0524 + Episode_Reward/leg_posture: -2.7656 + Episode_Reward/standstill: -5.9485 + Episode_Reward/action_rate_l2: -0.5963 + Episode_Reward/joint_torques_l2: -0.1458 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0131 + Episode_Reward/unnecessary_wheel_lift: -0.1167 + Episode_Reward/rolling_leg_motion: -0.7460 + Episode_Reward/obstacle_progress: +2.5891 + Episode_Reward/wheel_body_intrusion: -0.2583 + Episode_Reward/pair_body_intrusion: -0.3317 + Curriculum/terrain_level_mean: +2.6106 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0979 + Metrics/base_velocity/error_vel_yaw: 0.1357 + Episode_Termination/time_out: 0.4400 + Episode_Termination/fell_over: 0.0133 + Episode_Termination/course_exit: 0.5267 +Episode_Termination/illegal_nonwheel_contact: 0.0333 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[909] + +============================================================================== +Learning iteration 15100/50000 + Total steps: 61,849,600 + Steps per second: 11,178 + Iteration time: 0.366s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0861 + Mean episode length: 1368.4 + Actor loss: -9.4677 + Critic loss: +0.0046 + World model loss: +0.8013 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.0419 + Episode_Reward/track_angular_velocity: +51.7315 + Episode_Reward/upright: +26.5078 + Episode_Reward/leg_posture: -2.8416 + Episode_Reward/standstill: -6.0225 + Episode_Reward/action_rate_l2: -0.5885 + Episode_Reward/joint_torques_l2: -0.1500 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0267 + Episode_Reward/unnecessary_wheel_lift: -0.1131 + Episode_Reward/rolling_leg_motion: -0.7565 + Episode_Reward/obstacle_progress: +2.6919 + Episode_Reward/wheel_body_intrusion: -0.2943 + Episode_Reward/pair_body_intrusion: -0.3783 + Curriculum/terrain_level_mean: +2.6157 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0975 + Metrics/base_velocity/error_vel_yaw: 0.1360 + Episode_Termination/time_out: 0.5106 + Episode_Termination/fell_over: 0.0496 + Episode_Termination/course_exit: 0.4184 +Episode_Termination/illegal_nonwheel_contact: 0.0355 +============================================================================== + +============================================================================== +Learning iteration 15150/50000 + Total steps: 62,054,400 + Steps per second: 11,189 + Iteration time: 0.366s + Collection time: 0.075s + Learning time: 0.186s + Mean reward: +0.0861 + Mean episode length: 1330.7 + Actor loss: -9.4523 + Critic loss: +0.0034 + World model loss: +0.8548 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.7054 + Episode_Reward/track_angular_velocity: +50.2469 + Episode_Reward/upright: +25.7494 + Episode_Reward/leg_posture: -2.7758 + Episode_Reward/standstill: -5.8372 + Episode_Reward/action_rate_l2: -0.5917 + Episode_Reward/joint_torques_l2: -0.1456 + Episode_Reward/dof_pos_limits: -0.0003 + Episode_Reward/terminated: -0.0156 + Episode_Reward/unnecessary_wheel_lift: -0.1063 + Episode_Reward/rolling_leg_motion: -0.7489 + Episode_Reward/obstacle_progress: +2.6393 + Episode_Reward/wheel_body_intrusion: -0.2779 + Episode_Reward/pair_body_intrusion: -0.3105 + Curriculum/terrain_level_mean: +2.6235 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0977 + Metrics/base_velocity/error_vel_yaw: 0.1370 + Episode_Termination/time_out: 0.5357 + Episode_Termination/fell_over: 0.0214 + Episode_Termination/course_exit: 0.4214 +Episode_Termination/illegal_nonwheel_contact: 0.0214 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[631] + +============================================================================== +Learning iteration 15200/50000 + Total steps: 62,259,200 + Steps per second: 11,199 + Iteration time: 0.366s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0858 + Mean episode length: 1368.8 + Actor loss: -9.4603 + Critic loss: +0.0054 + World model loss: +0.8149 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.9610 + Episode_Reward/track_angular_velocity: +51.6707 + Episode_Reward/upright: +26.4771 + Episode_Reward/leg_posture: -2.8476 + Episode_Reward/standstill: -6.2446 + Episode_Reward/action_rate_l2: -0.6101 + Episode_Reward/joint_torques_l2: -0.1482 + Episode_Reward/dof_pos_limits: -0.0003 + Episode_Reward/terminated: -0.0187 + Episode_Reward/unnecessary_wheel_lift: -0.1388 + Episode_Reward/rolling_leg_motion: -0.7842 + Episode_Reward/obstacle_progress: +2.7088 + Episode_Reward/wheel_body_intrusion: -0.2814 + Episode_Reward/pair_body_intrusion: -0.3098 + Curriculum/terrain_level_mean: +2.6318 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0987 + Metrics/base_velocity/error_vel_yaw: 0.1375 + Episode_Termination/time_out: 0.4969 + Episode_Termination/fell_over: 0.0373 + Episode_Termination/course_exit: 0.4596 +Episode_Termination/illegal_nonwheel_contact: 0.0311 +============================================================================== + +============================================================================== +Learning iteration 15250/50000 + Total steps: 62,464,000 + Steps per second: 11,210 + Iteration time: 0.365s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0862 + Mean episode length: 1345.0 + Actor loss: -9.4748 + Critic loss: +0.0076 + World model loss: +0.8131 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.3585 + Episode_Reward/track_angular_velocity: +50.8438 + Episode_Reward/upright: +26.0451 + Episode_Reward/leg_posture: -2.7503 + Episode_Reward/standstill: -6.0565 + Episode_Reward/action_rate_l2: -0.5946 + Episode_Reward/joint_torques_l2: -0.1451 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0210 + Episode_Reward/unnecessary_wheel_lift: -0.1260 + Episode_Reward/rolling_leg_motion: -0.7498 + Episode_Reward/obstacle_progress: +2.7159 + Episode_Reward/wheel_body_intrusion: -0.2605 + Episode_Reward/pair_body_intrusion: -0.2921 + Curriculum/terrain_level_mean: +2.6396 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0964 + Metrics/base_velocity/error_vel_yaw: 0.1358 + Episode_Termination/time_out: 0.4710 + Episode_Termination/fell_over: 0.0387 + Episode_Termination/course_exit: 0.4774 +Episode_Termination/illegal_nonwheel_contact: 0.0323 +============================================================================== + +============================================================================== +Learning iteration 15300/50000 + Total steps: 62,668,800 + Steps per second: 11,220 + Iteration time: 0.365s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0863 + Mean episode length: 1325.4 + Actor loss: -9.4958 + Critic loss: +0.0030 + World model loss: +0.8311 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.7907 + Episode_Reward/track_angular_velocity: +50.1600 + Episode_Reward/upright: +25.6941 + Episode_Reward/leg_posture: -2.7356 + Episode_Reward/standstill: -6.0716 + Episode_Reward/action_rate_l2: -0.5741 + Episode_Reward/joint_torques_l2: -0.1423 + Episode_Reward/dof_pos_limits: -0.0003 + Episode_Reward/terminated: -0.0155 + Episode_Reward/unnecessary_wheel_lift: -0.1063 + Episode_Reward/rolling_leg_motion: -0.7299 + Episode_Reward/obstacle_progress: +2.6839 + Episode_Reward/wheel_body_intrusion: -0.2533 + Episode_Reward/pair_body_intrusion: -0.2887 + Curriculum/terrain_level_mean: +2.6462 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0952 + Metrics/base_velocity/error_vel_yaw: 0.1344 + Episode_Termination/time_out: 0.4565 + Episode_Termination/fell_over: 0.0435 + Episode_Termination/course_exit: 0.5000 +Episode_Termination/illegal_nonwheel_contact: 0.0145 +============================================================================== + +============================================================================== +Learning iteration 15350/50000 + Total steps: 62,873,600 + Steps per second: 11,231 + Iteration time: 0.365s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0863 + Mean episode length: 1365.6 + Actor loss: -9.4446 + Critic loss: +0.0063 + World model loss: +0.8516 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.1736 + Episode_Reward/track_angular_velocity: +51.6729 + Episode_Reward/upright: +26.4581 + Episode_Reward/leg_posture: -2.8322 + Episode_Reward/standstill: -6.2371 + Episode_Reward/action_rate_l2: -0.5955 + Episode_Reward/joint_torques_l2: -0.1475 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0053 + Episode_Reward/unnecessary_wheel_lift: -0.1046 + Episode_Reward/rolling_leg_motion: -0.7542 + Episode_Reward/obstacle_progress: +2.7526 + Episode_Reward/wheel_body_intrusion: -0.2751 + Episode_Reward/pair_body_intrusion: -0.2856 + Curriculum/terrain_level_mean: +2.6523 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0955 + Metrics/base_velocity/error_vel_yaw: 0.1345 + Episode_Termination/time_out: 0.4786 + Episode_Termination/fell_over: 0.0071 + Episode_Termination/course_exit: 0.5071 +Episode_Termination/illegal_nonwheel_contact: 0.0071 +============================================================================== + +============================================================================== +Learning iteration 15400/50000 + Total steps: 63,078,400 + Steps per second: 11,241 + Iteration time: 0.364s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0860 + Mean episode length: 1449.9 + Actor loss: -9.4587 + Critic loss: +0.0027 + World model loss: +0.8336 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +51.0895 + Episode_Reward/track_angular_velocity: +54.8123 + Episode_Reward/upright: +28.0543 + Episode_Reward/leg_posture: -2.9895 + Episode_Reward/standstill: -6.9345 + Episode_Reward/action_rate_l2: -0.6279 + Episode_Reward/joint_torques_l2: -0.1561 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0057 + Episode_Reward/unnecessary_wheel_lift: -0.1308 + Episode_Reward/rolling_leg_motion: -0.8116 + Episode_Reward/obstacle_progress: +2.9457 + Episode_Reward/wheel_body_intrusion: -0.2821 + Episode_Reward/pair_body_intrusion: -0.2935 + Curriculum/terrain_level_mean: +2.6580 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0962 + Metrics/base_velocity/error_vel_yaw: 0.1358 + Episode_Termination/time_out: 0.5683 + Episode_Termination/fell_over: 0.0144 + Episode_Termination/course_exit: 0.4173 +Episode_Termination/illegal_nonwheel_contact: 0.0072 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1862] + +============================================================================== +Learning iteration 15450/50000 + Total steps: 63,283,200 + Steps per second: 11,251 + Iteration time: 0.364s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0860 + Mean episode length: 1338.0 + Actor loss: -9.4691 + Critic loss: +0.0036 + World model loss: +0.8014 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.0617 + Episode_Reward/track_angular_velocity: +50.5909 + Episode_Reward/upright: +25.8704 + Episode_Reward/leg_posture: -2.7813 + Episode_Reward/standstill: -6.2869 + Episode_Reward/action_rate_l2: -0.5793 + Episode_Reward/joint_torques_l2: -0.1440 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0183 + Episode_Reward/unnecessary_wheel_lift: -0.1230 + Episode_Reward/rolling_leg_motion: -0.7431 + Episode_Reward/obstacle_progress: +2.7256 + Episode_Reward/wheel_body_intrusion: -0.2646 + Episode_Reward/pair_body_intrusion: -0.2716 + Curriculum/terrain_level_mean: +2.6641 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0971 + Metrics/base_velocity/error_vel_yaw: 0.1355 + Episode_Termination/time_out: 0.5000 + Episode_Termination/fell_over: 0.0294 + Episode_Termination/course_exit: 0.4485 +Episode_Termination/illegal_nonwheel_contact: 0.0368 +============================================================================== + +============================================================================== +Learning iteration 15500/50000 + Total steps: 63,488,000 + Steps per second: 11,262 + Iteration time: 0.364s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0860 + Mean episode length: 1370.7 + Actor loss: -9.4661 + Critic loss: +0.0041 + World model loss: +0.8204 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.2271 + Episode_Reward/track_angular_velocity: +51.7726 + Episode_Reward/upright: +26.5111 + Episode_Reward/leg_posture: -2.8867 + Episode_Reward/standstill: -6.3082 + Episode_Reward/action_rate_l2: -0.5932 + Episode_Reward/joint_torques_l2: -0.1466 + Episode_Reward/dof_pos_limits: -0.0003 + Episode_Reward/terminated: -0.0187 + Episode_Reward/unnecessary_wheel_lift: -0.1230 + Episode_Reward/rolling_leg_motion: -0.7874 + Episode_Reward/obstacle_progress: +2.7007 + Episode_Reward/wheel_body_intrusion: -0.2655 + Episode_Reward/pair_body_intrusion: -0.2632 + Curriculum/terrain_level_mean: +2.6694 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0967 + Metrics/base_velocity/error_vel_yaw: 0.1369 + Episode_Termination/time_out: 0.5036 + Episode_Termination/fell_over: 0.0288 + Episode_Termination/course_exit: 0.4460 +Episode_Termination/illegal_nonwheel_contact: 0.0504 +============================================================================== + +============================================================================== +Learning iteration 15550/50000 + Total steps: 63,692,800 + Steps per second: 11,271 + Iteration time: 0.363s + Collection time: 0.076s + Learning time: 0.191s + Mean reward: +0.0862 + Mean episode length: 1373.6 + Actor loss: -9.4637 + Critic loss: +0.0052 + World model loss: +0.8403 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.3856 + Episode_Reward/track_angular_velocity: +51.9362 + Episode_Reward/upright: +26.5803 + Episode_Reward/leg_posture: -2.8517 + Episode_Reward/standstill: -6.0888 + Episode_Reward/action_rate_l2: -0.6115 + Episode_Reward/joint_torques_l2: -0.1453 + Episode_Reward/dof_pos_limits: -0.0002 + Episode_Reward/terminated: -0.0161 + Episode_Reward/unnecessary_wheel_lift: -0.1106 + Episode_Reward/rolling_leg_motion: -0.7738 + Episode_Reward/obstacle_progress: +2.6724 + Episode_Reward/wheel_body_intrusion: -0.2703 + Episode_Reward/pair_body_intrusion: -0.2798 + Curriculum/terrain_level_mean: +2.6785 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0963 + Metrics/base_velocity/error_vel_yaw: 0.1356 + Episode_Termination/time_out: 0.4785 + Episode_Termination/fell_over: 0.0184 + Episode_Termination/course_exit: 0.4847 +Episode_Termination/illegal_nonwheel_contact: 0.0245 +============================================================================== + +============================================================================== +Learning iteration 15600/50000 + Total steps: 63,897,600 + Steps per second: 11,281 + Iteration time: 0.363s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0859 + Mean episode length: 1343.5 + Actor loss: -9.4840 + Critic loss: +0.0028 + World model loss: +0.7809 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.3448 + Episode_Reward/track_angular_velocity: +50.7509 + Episode_Reward/upright: +26.0038 + Episode_Reward/leg_posture: -2.7851 + Episode_Reward/standstill: -6.4065 + Episode_Reward/action_rate_l2: -0.6078 + Episode_Reward/joint_torques_l2: -0.1427 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0131 + Episode_Reward/unnecessary_wheel_lift: -0.1251 + Episode_Reward/rolling_leg_motion: -0.7600 + Episode_Reward/obstacle_progress: +2.7200 + Episode_Reward/wheel_body_intrusion: -0.2643 + Episode_Reward/pair_body_intrusion: -0.2839 + Curriculum/terrain_level_mean: +2.6882 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0961 + Metrics/base_velocity/error_vel_yaw: 0.1365 + Episode_Termination/time_out: 0.4611 + Episode_Termination/fell_over: 0.0111 + Episode_Termination/course_exit: 0.5111 +Episode_Termination/illegal_nonwheel_contact: 0.0167 +============================================================================== + +============================================================================== +Learning iteration 15650/50000 + Total steps: 64,102,400 + Steps per second: 11,291 + Iteration time: 0.363s + Collection time: 0.075s + Learning time: 0.186s + Mean reward: +0.0859 + Mean episode length: 1314.0 + Actor loss: -9.4701 + Critic loss: +0.0102 + World model loss: +0.8220 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.2902 + Episode_Reward/track_angular_velocity: +49.6389 + Episode_Reward/upright: +25.4010 + Episode_Reward/leg_posture: -2.7485 + Episode_Reward/standstill: -6.2142 + Episode_Reward/action_rate_l2: -0.5886 + Episode_Reward/joint_torques_l2: -0.1402 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0257 + Episode_Reward/unnecessary_wheel_lift: -0.1438 + Episode_Reward/rolling_leg_motion: -0.7279 + Episode_Reward/obstacle_progress: +2.6800 + Episode_Reward/wheel_body_intrusion: -0.2627 + Episode_Reward/pair_body_intrusion: -0.3071 + Curriculum/terrain_level_mean: +2.6938 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0963 + Metrics/base_velocity/error_vel_yaw: 0.1363 + Episode_Termination/time_out: 0.4595 + Episode_Termination/fell_over: 0.0338 + Episode_Termination/course_exit: 0.4730 +Episode_Termination/illegal_nonwheel_contact: 0.0608 +============================================================================== + +============================================================================== +Learning iteration 15700/50000 + Total steps: 64,307,200 + Steps per second: 11,302 + Iteration time: 0.362s + Collection time: 0.075s + Learning time: 0.184s + Mean reward: +0.0862 + Mean episode length: 1386.0 + Actor loss: -9.4785 + Critic loss: +0.0032 + World model loss: +0.8220 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.8020 + Episode_Reward/track_angular_velocity: +52.4332 + Episode_Reward/upright: +26.8148 + Episode_Reward/leg_posture: -2.8708 + Episode_Reward/standstill: -6.1829 + Episode_Reward/action_rate_l2: -0.6145 + Episode_Reward/joint_torques_l2: -0.1488 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0189 + Episode_Reward/unnecessary_wheel_lift: -0.1272 + Episode_Reward/rolling_leg_motion: -0.7816 + Episode_Reward/obstacle_progress: +2.7912 + Episode_Reward/wheel_body_intrusion: -0.2736 + Episode_Reward/pair_body_intrusion: -0.3603 + Curriculum/terrain_level_mean: +2.7014 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0962 + Metrics/base_velocity/error_vel_yaw: 0.1349 + Episode_Termination/time_out: 0.4899 + Episode_Termination/fell_over: 0.0268 + Episode_Termination/course_exit: 0.4631 +Episode_Termination/illegal_nonwheel_contact: 0.0268 +============================================================================== + +============================================================================== +Learning iteration 15750/50000 + Total steps: 64,512,000 + Steps per second: 11,312 + Iteration time: 0.362s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0857 + Mean episode length: 1357.9 + Actor loss: -9.4688 + Critic loss: +0.0045 + World model loss: +0.7805 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.5628 + Episode_Reward/track_angular_velocity: +51.3033 + Episode_Reward/upright: +26.2622 + Episode_Reward/leg_posture: -2.8582 + Episode_Reward/standstill: -6.3537 + Episode_Reward/action_rate_l2: -0.5878 + Episode_Reward/joint_torques_l2: -0.1473 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0239 + Episode_Reward/unnecessary_wheel_lift: -0.1209 + Episode_Reward/rolling_leg_motion: -0.7518 + Episode_Reward/obstacle_progress: +2.6712 + Episode_Reward/wheel_body_intrusion: -0.2933 + Episode_Reward/pair_body_intrusion: -0.3215 + Curriculum/terrain_level_mean: +2.7073 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0984 + Metrics/base_velocity/error_vel_yaw: 0.1365 + Episode_Termination/time_out: 0.5145 + Episode_Termination/fell_over: 0.0231 + Episode_Termination/course_exit: 0.4335 +Episode_Termination/illegal_nonwheel_contact: 0.0405 +============================================================================== + +============================================================================== +Learning iteration 15800/50000 + Total steps: 64,716,800 + Steps per second: 11,322 + Iteration time: 0.362s + Collection time: 0.075s + Learning time: 0.185s + Mean reward: +0.0858 + Mean episode length: 1351.3 + Actor loss: -9.4616 + Critic loss: +0.0035 + World model loss: +0.8144 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.5114 + Episode_Reward/track_angular_velocity: +51.0393 + Episode_Reward/upright: +26.1057 + Episode_Reward/leg_posture: -2.8443 + Episode_Reward/standstill: -6.3736 + Episode_Reward/action_rate_l2: -0.5806 + Episode_Reward/joint_torques_l2: -0.1444 + Episode_Reward/dof_pos_limits: -0.0017 + Episode_Reward/terminated: -0.0158 + Episode_Reward/unnecessary_wheel_lift: -0.1160 + Episode_Reward/rolling_leg_motion: -0.7444 + Episode_Reward/obstacle_progress: +2.6709 + Episode_Reward/wheel_body_intrusion: -0.2841 + Episode_Reward/pair_body_intrusion: -0.3477 + Curriculum/terrain_level_mean: +2.7131 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0972 + Metrics/base_velocity/error_vel_yaw: 0.1367 + Episode_Termination/time_out: 0.4362 + Episode_Termination/fell_over: 0.0201 + Episode_Termination/course_exit: 0.5235 +Episode_Termination/illegal_nonwheel_contact: 0.0403 +============================================================================== + +============================================================================== +Learning iteration 15850/50000 + Total steps: 64,921,600 + Steps per second: 11,332 + Iteration time: 0.361s + Collection time: 0.075s + Learning time: 0.185s + Mean reward: +0.0856 + Mean episode length: 1336.5 + Actor loss: -9.4545 + Critic loss: +0.0030 + World model loss: +0.7897 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.9838 + Episode_Reward/track_angular_velocity: +50.4864 + Episode_Reward/upright: +25.8126 + Episode_Reward/leg_posture: -2.8687 + Episode_Reward/standstill: -6.4054 + Episode_Reward/action_rate_l2: -0.5750 + Episode_Reward/joint_torques_l2: -0.1455 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0183 + Episode_Reward/unnecessary_wheel_lift: -0.1356 + Episode_Reward/rolling_leg_motion: -0.7575 + Episode_Reward/obstacle_progress: +2.6844 + Episode_Reward/wheel_body_intrusion: -0.2791 + Episode_Reward/pair_body_intrusion: -0.3489 + Curriculum/terrain_level_mean: +2.7207 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0972 + Metrics/base_velocity/error_vel_yaw: 0.1366 + Episode_Termination/time_out: 0.4620 + Episode_Termination/fell_over: 0.0253 + Episode_Termination/course_exit: 0.4937 +Episode_Termination/illegal_nonwheel_contact: 0.0253 +============================================================================== + +============================================================================== +Learning iteration 15900/50000 + Total steps: 65,126,400 + Steps per second: 11,342 + Iteration time: 0.361s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0860 + Mean episode length: 1396.8 + Actor loss: -9.4546 + Critic loss: +0.0027 + World model loss: +0.7713 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.1766 + Episode_Reward/track_angular_velocity: +52.8056 + Episode_Reward/upright: +27.0174 + Episode_Reward/leg_posture: -2.9277 + Episode_Reward/standstill: -6.5312 + Episode_Reward/action_rate_l2: -0.5997 + Episode_Reward/joint_torques_l2: -0.1518 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0273 + Episode_Reward/unnecessary_wheel_lift: -0.1339 + Episode_Reward/rolling_leg_motion: -0.7644 + Episode_Reward/obstacle_progress: +2.8623 + Episode_Reward/wheel_body_intrusion: -0.2855 + Episode_Reward/pair_body_intrusion: -0.3417 + Curriculum/terrain_level_mean: +2.7256 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0965 + Metrics/base_velocity/error_vel_yaw: 0.1355 + Episode_Termination/time_out: 0.5294 + Episode_Termination/fell_over: 0.0458 + Episode_Termination/course_exit: 0.4052 +Episode_Termination/illegal_nonwheel_contact: 0.0458 +============================================================================== + +============================================================================== +Learning iteration 15950/50000 + Total steps: 65,331,200 + Steps per second: 11,352 + Iteration time: 0.361s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0860 + Mean episode length: 1315.4 + Actor loss: -9.4756 + Critic loss: +0.0032 + World model loss: +0.7728 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.3549 + Episode_Reward/track_angular_velocity: +49.7938 + Episode_Reward/upright: +25.4456 + Episode_Reward/leg_posture: -2.7226 + Episode_Reward/standstill: -6.3443 + Episode_Reward/action_rate_l2: -0.5621 + Episode_Reward/joint_torques_l2: -0.1413 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0154 + Episode_Reward/unnecessary_wheel_lift: -0.1266 + Episode_Reward/rolling_leg_motion: -0.7108 + Episode_Reward/obstacle_progress: +2.6951 + Episode_Reward/wheel_body_intrusion: -0.2636 + Episode_Reward/pair_body_intrusion: -0.3327 + Curriculum/terrain_level_mean: +2.7322 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0957 + Metrics/base_velocity/error_vel_yaw: 0.1340 + Episode_Termination/time_out: 0.3836 + Episode_Termination/fell_over: 0.0274 + Episode_Termination/course_exit: 0.5753 +Episode_Termination/illegal_nonwheel_contact: 0.0342 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[446] + +============================================================================== +Learning iteration 16000/50000 + Total steps: 65,536,000 + Steps per second: 11,362 + Iteration time: 0.361s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0856 + Mean episode length: 1386.6 + Actor loss: -9.4904 + Critic loss: +0.0027 + World model loss: +0.8370 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.8119 + Episode_Reward/track_angular_velocity: +52.3810 + Episode_Reward/upright: +26.8159 + Episode_Reward/leg_posture: -2.9017 + Episode_Reward/standstill: -7.0339 + Episode_Reward/action_rate_l2: -0.5918 + Episode_Reward/joint_torques_l2: -0.1504 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0271 + Episode_Reward/unnecessary_wheel_lift: -0.1414 + Episode_Reward/rolling_leg_motion: -0.7662 + Episode_Reward/obstacle_progress: +2.8531 + Episode_Reward/wheel_body_intrusion: -0.2774 + Episode_Reward/pair_body_intrusion: -0.3457 + Curriculum/terrain_level_mean: +2.7368 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0967 + Metrics/base_velocity/error_vel_yaw: 0.1365 + Episode_Termination/time_out: 0.5203 + Episode_Termination/fell_over: 0.0270 + Episode_Termination/course_exit: 0.4122 +Episode_Termination/illegal_nonwheel_contact: 0.0676 +============================================================================== + +============================================================================== +Learning iteration 16050/50000 + Total steps: 65,740,800 + Steps per second: 11,371 + Iteration time: 0.360s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0857 + Mean episode length: 1413.8 + Actor loss: -9.4499 + Critic loss: +0.0028 + World model loss: +0.8072 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.6533 + Episode_Reward/track_angular_velocity: +53.4314 + Episode_Reward/upright: +27.3317 + Episode_Reward/leg_posture: -2.9704 + Episode_Reward/standstill: -6.7647 + Episode_Reward/action_rate_l2: -0.6157 + Episode_Reward/joint_torques_l2: -0.1541 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0193 + Episode_Reward/unnecessary_wheel_lift: -0.1499 + Episode_Reward/rolling_leg_motion: -0.7806 + Episode_Reward/obstacle_progress: +2.8742 + Episode_Reward/wheel_body_intrusion: -0.2961 + Episode_Reward/pair_body_intrusion: -0.3835 + Curriculum/terrain_level_mean: +2.7434 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0974 + Metrics/base_velocity/error_vel_yaw: 0.1359 + Episode_Termination/time_out: 0.5350 + Episode_Termination/fell_over: 0.0318 + Episode_Termination/course_exit: 0.4204 +Episode_Termination/illegal_nonwheel_contact: 0.0318 +============================================================================== +Warning: EPA horizon = 24 isn't large enough. +Warning: EPA horizon = 24 isn't large enough. + +============================================================================== +Learning iteration 16100/50000 + Total steps: 65,945,600 + Steps per second: 11,381 + Iteration time: 0.360s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0857 + Mean episode length: 1324.4 + Actor loss: -9.4618 + Critic loss: +0.0053 + World model loss: +0.8246 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.4759 + Episode_Reward/track_angular_velocity: +50.0059 + Episode_Reward/upright: +25.5699 + Episode_Reward/leg_posture: -2.7201 + Episode_Reward/standstill: -6.4229 + Episode_Reward/action_rate_l2: -0.5629 + Episode_Reward/joint_torques_l2: -0.1441 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0310 + Episode_Reward/unnecessary_wheel_lift: -0.1364 + Episode_Reward/rolling_leg_motion: -0.7149 + Episode_Reward/obstacle_progress: +2.7686 + Episode_Reward/wheel_body_intrusion: -0.2742 + Episode_Reward/pair_body_intrusion: -0.3024 + Curriculum/terrain_level_mean: +2.7478 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0977 + Metrics/base_velocity/error_vel_yaw: 0.1368 + Episode_Termination/time_out: 0.4540 + Episode_Termination/fell_over: 0.0552 + Episode_Termination/course_exit: 0.4724 +Episode_Termination/illegal_nonwheel_contact: 0.0429 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[873] + +============================================================================== +Learning iteration 16150/50000 + Total steps: 66,150,400 + Steps per second: 11,391 + Iteration time: 0.360s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0862 + Mean episode length: 1451.1 + Actor loss: -9.4707 + Critic loss: +0.0074 + World model loss: +0.7973 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +51.0072 + Episode_Reward/track_angular_velocity: +54.8858 + Episode_Reward/upright: +28.0491 + Episode_Reward/leg_posture: -3.0029 + Episode_Reward/standstill: -6.6945 + Episode_Reward/action_rate_l2: -0.6161 + Episode_Reward/joint_torques_l2: -0.1574 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0028 + Episode_Reward/unnecessary_wheel_lift: -0.1185 + Episode_Reward/rolling_leg_motion: -0.7570 + Episode_Reward/obstacle_progress: +3.0724 + Episode_Reward/wheel_body_intrusion: -0.2788 + Episode_Reward/pair_body_intrusion: -0.3383 + Curriculum/terrain_level_mean: +2.7537 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0967 + Metrics/base_velocity/error_vel_yaw: 0.1349 + Episode_Termination/time_out: 0.6164 + Episode_Termination/fell_over: 0.0063 + Episode_Termination/course_exit: 0.3774 +Episode_Termination/illegal_nonwheel_contact: 0.0063 +============================================================================== + +============================================================================== +Learning iteration 16200/50000 + Total steps: 66,355,200 + Steps per second: 11,401 + Iteration time: 0.359s + Collection time: 0.075s + Learning time: 0.183s + Mean reward: +0.0858 + Mean episode length: 1375.1 + Actor loss: -9.4375 + Critic loss: +0.0042 + World model loss: +0.7837 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.2227 + Episode_Reward/track_angular_velocity: +51.9484 + Episode_Reward/upright: +26.5763 + Episode_Reward/leg_posture: -2.8411 + Episode_Reward/standstill: -6.6206 + Episode_Reward/action_rate_l2: -0.5986 + Episode_Reward/joint_torques_l2: -0.1488 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0215 + Episode_Reward/unnecessary_wheel_lift: -0.1248 + Episode_Reward/rolling_leg_motion: -0.7510 + Episode_Reward/obstacle_progress: +2.8823 + Episode_Reward/wheel_body_intrusion: -0.2746 + Episode_Reward/pair_body_intrusion: -0.3286 + Curriculum/terrain_level_mean: +2.7607 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0980 + Metrics/base_velocity/error_vel_yaw: 0.1363 + Episode_Termination/time_out: 0.4852 + Episode_Termination/fell_over: 0.0414 + Episode_Termination/course_exit: 0.4675 +Episode_Termination/illegal_nonwheel_contact: 0.0178 +============================================================================== + ++---------------------------------+ +| Base Environment | ++------------------------+--------+ +| Property | Value | ++------------------------+--------+ +| Number of environments | 1 | +| Environment device | cuda:0 | +| Environment seed | None | +| Physics step-size | 0.005 | +| Environment step-size | 0.02 | ++------------------------+--------+ + +[INFO] contains 1 active terms. ++-------------------------------------+ +| Active Event Terms in Mode: 'reset' | ++--------+----------------------------+ +| Index | Name | ++--------+----------------------------+ +| 0 | reset_base | +| 1 | reset_robot_joints | ++--------+----------------------------+ + +[INFO] contains 1 active terms. ++--------------------------------------+ +| Active Command Terms | ++-------+-------+----------------------+ +| Index | Name | Type | ++-------+-------+----------------------+ +| 0 | twist | MixedVelocityCommand | ++-------+-------+----------------------+ + +[INFO] contains 2 active terms. ++---------------------------------+ +| Active Action Terms (shape: 16) | ++-------+-----------+-------------+ +| Index | Name | Dimension | ++-------+-----------+-------------+ +| 0 | joint_pos | 12 | +| 1 | wheel_vel | 4 | ++-------+-----------+-------------+ + +[INFO] contains 1 groups. ++------------------------------------------------------------+ +| Active Observation Terms in Group: 'actor' (shape: (265,)) | ++--------+-------------------------+-------------------------+ +| Index | Name | Shape | ++--------+-------------------------+-------------------------+ +| 0 | base_ang_vel | (15,) ← 5×(3,) | +| 1 | projected_gravity | (15,) ← 5×(3,) | +| 2 | joint_pos | (60,) ← 5×(12,) | +| 3 | joint_vel | (60,) ← 5×(12,) | +| 4 | wheel_vel | (20,) ← 5×(4,) | +| 5 | actions | (80,) ← 5×(16,) | +| 6 | command | (15,) ← 5×(3,) | ++--------+-------------------------+-------------------------+ + +[INFO] contains 4 active terms. ++---------------------------------------------+ +| Active Termination Terms | ++-------+--------------------------+----------+ +| Index | Name | Time Out | ++-------+--------------------------+----------+ +| 0 | time_out | True | +| 1 | fell_over | False | +| 2 | course_exit | True | +| 3 | illegal_nonwheel_contact | False | ++-------+--------------------------+----------+ + +[INFO] contains 0 active terms. ++-----------------------+ +| Active Reward Terms | ++-------+------+--------+ +| Index | Name | Weight | ++-------+------+--------+ ++-------+------+--------+ + +[INFO] (inactive) +[INFO] (inactive) +[INFO] (inactive) +S10 video saved: logs/s10_terrain_v7_50k_20261101_225518/videos/iteration_016200.mp4 + +============================================================================== +Learning iteration 16250/50000 + Total steps: 66,560,000 + Steps per second: 11,399 + Iteration time: 0.359s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0859 + Mean episode length: 1322.9 + Actor loss: -9.4310 + Critic loss: +0.0074 + World model loss: +0.8031 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.3942 + Episode_Reward/track_angular_velocity: +49.9928 + Episode_Reward/upright: +25.5815 + Episode_Reward/leg_posture: -2.7225 + Episode_Reward/standstill: -6.1558 + Episode_Reward/action_rate_l2: -0.5738 + Episode_Reward/joint_torques_l2: -0.1425 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0207 + Episode_Reward/unnecessary_wheel_lift: -0.1157 + Episode_Reward/rolling_leg_motion: -0.7198 + Episode_Reward/obstacle_progress: +2.7469 + Episode_Reward/wheel_body_intrusion: -0.2515 + Episode_Reward/pair_body_intrusion: -0.3171 + Curriculum/terrain_level_mean: +2.7668 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0977 + Metrics/base_velocity/error_vel_yaw: 0.1361 + Episode_Termination/time_out: 0.5066 + Episode_Termination/fell_over: 0.0197 + Episode_Termination/course_exit: 0.4408 +Episode_Termination/illegal_nonwheel_contact: 0.0329 +============================================================================== + +============================================================================== +Learning iteration 16300/50000 + Total steps: 66,764,800 + Steps per second: 11,409 + Iteration time: 0.359s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0857 + Mean episode length: 1293.0 + Actor loss: -9.4562 + Critic loss: +0.0034 + World model loss: +0.7833 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +45.3476 + Episode_Reward/track_angular_velocity: +48.8038 + Episode_Reward/upright: +24.9849 + Episode_Reward/leg_posture: -2.6813 + Episode_Reward/standstill: -6.1654 + Episode_Reward/action_rate_l2: -0.5510 + Episode_Reward/joint_torques_l2: -0.1391 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0278 + Episode_Reward/unnecessary_wheel_lift: -0.1312 + Episode_Reward/rolling_leg_motion: -0.7109 + Episode_Reward/obstacle_progress: +2.6869 + Episode_Reward/wheel_body_intrusion: -0.2486 + Episode_Reward/pair_body_intrusion: -0.3290 + Curriculum/terrain_level_mean: +2.7739 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0979 + Metrics/base_velocity/error_vel_yaw: 0.1374 + Episode_Termination/time_out: 0.4713 + Episode_Termination/fell_over: 0.0255 + Episode_Termination/course_exit: 0.4586 +Episode_Termination/illegal_nonwheel_contact: 0.0573 +============================================================================== + +============================================================================== +Learning iteration 16350/50000 + Total steps: 66,969,600 + Steps per second: 11,418 + Iteration time: 0.359s + Collection time: 0.075s + Learning time: 0.193s + Mean reward: +0.0859 + Mean episode length: 1384.4 + Actor loss: -9.4547 + Critic loss: +0.0069 + World model loss: +0.7731 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.5993 + Episode_Reward/track_angular_velocity: +52.3616 + Episode_Reward/upright: +26.7659 + Episode_Reward/leg_posture: -2.9034 + Episode_Reward/standstill: -6.4136 + Episode_Reward/action_rate_l2: -0.5902 + Episode_Reward/joint_torques_l2: -0.1485 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0135 + Episode_Reward/unnecessary_wheel_lift: -0.1186 + Episode_Reward/rolling_leg_motion: -0.7673 + Episode_Reward/obstacle_progress: +2.7908 + Episode_Reward/wheel_body_intrusion: -0.2830 + Episode_Reward/pair_body_intrusion: -0.3321 + Curriculum/terrain_level_mean: +2.7808 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0972 + Metrics/base_velocity/error_vel_yaw: 0.1351 + Episode_Termination/time_out: 0.5524 + Episode_Termination/fell_over: 0.0140 + Episode_Termination/course_exit: 0.4126 +Episode_Termination/illegal_nonwheel_contact: 0.0280 +============================================================================== + +============================================================================== +Learning iteration 16400/50000 + Total steps: 67,174,400 + Steps per second: 11,427 + Iteration time: 0.358s + Collection time: 0.075s + Learning time: 0.185s + Mean reward: +0.0860 + Mean episode length: 1367.3 + Actor loss: -9.4365 + Critic loss: +0.0053 + World model loss: +0.8191 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.9561 + Episode_Reward/track_angular_velocity: +51.7387 + Episode_Reward/upright: +26.4051 + Episode_Reward/leg_posture: -2.8269 + Episode_Reward/standstill: -6.2923 + Episode_Reward/action_rate_l2: -0.5850 + Episode_Reward/joint_torques_l2: -0.1481 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0214 + Episode_Reward/unnecessary_wheel_lift: -0.1243 + Episode_Reward/rolling_leg_motion: -0.7484 + Episode_Reward/obstacle_progress: +2.8054 + Episode_Reward/wheel_body_intrusion: -0.2697 + Episode_Reward/pair_body_intrusion: -0.2828 + Curriculum/terrain_level_mean: +2.7849 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0978 + Metrics/base_velocity/error_vel_yaw: 0.1343 + Episode_Termination/time_out: 0.4925 + Episode_Termination/fell_over: 0.0373 + Episode_Termination/course_exit: 0.4478 +Episode_Termination/illegal_nonwheel_contact: 0.0373 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2421] + +============================================================================== +Learning iteration 16450/50000 + Total steps: 67,379,200 + Steps per second: 11,436 + Iteration time: 0.358s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0858 + Mean episode length: 1369.5 + Actor loss: -9.4301 + Critic loss: +0.0029 + World model loss: +0.7401 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.1420 + Episode_Reward/track_angular_velocity: +51.8286 + Episode_Reward/upright: +26.4676 + Episode_Reward/leg_posture: -2.8518 + Episode_Reward/standstill: -6.6493 + Episode_Reward/action_rate_l2: -0.5777 + Episode_Reward/joint_torques_l2: -0.1477 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0241 + Episode_Reward/unnecessary_wheel_lift: -0.1105 + Episode_Reward/rolling_leg_motion: -0.7544 + Episode_Reward/obstacle_progress: +2.7799 + Episode_Reward/wheel_body_intrusion: -0.2789 + Episode_Reward/pair_body_intrusion: -0.3006 + Curriculum/terrain_level_mean: +2.7903 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0969 + Metrics/base_velocity/error_vel_yaw: 0.1346 + Episode_Termination/time_out: 0.4932 + Episode_Termination/fell_over: 0.0411 + Episode_Termination/course_exit: 0.4452 +Episode_Termination/illegal_nonwheel_contact: 0.0274 +============================================================================== + +============================================================================== +Learning iteration 16500/50000 + Total steps: 67,584,000 + Steps per second: 11,446 + Iteration time: 0.358s + Collection time: 0.075s + Learning time: 0.184s + Mean reward: +0.0860 + Mean episode length: 1363.2 + Actor loss: -9.4236 + Critic loss: +0.0037 + World model loss: +0.8047 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.9801 + Episode_Reward/track_angular_velocity: +51.6183 + Episode_Reward/upright: +26.3205 + Episode_Reward/leg_posture: -2.9298 + Episode_Reward/standstill: -6.2402 + Episode_Reward/action_rate_l2: -0.5756 + Episode_Reward/joint_torques_l2: -0.1459 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0266 + Episode_Reward/unnecessary_wheel_lift: -0.1082 + Episode_Reward/rolling_leg_motion: -0.7704 + Episode_Reward/obstacle_progress: +2.7016 + Episode_Reward/wheel_body_intrusion: -0.2779 + Episode_Reward/pair_body_intrusion: -0.3235 + Curriculum/terrain_level_mean: +2.7961 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0960 + Metrics/base_velocity/error_vel_yaw: 0.1336 + Episode_Termination/time_out: 0.5342 + Episode_Termination/fell_over: 0.0616 + Episode_Termination/course_exit: 0.3973 +Episode_Termination/illegal_nonwheel_contact: 0.0411 +============================================================================== + +============================================================================== +Learning iteration 16550/50000 + Total steps: 67,788,800 + Steps per second: 11,455 + Iteration time: 0.358s + Collection time: 0.075s + Learning time: 0.185s + Mean reward: +0.0858 + Mean episode length: 1320.6 + Actor loss: -9.4429 + Critic loss: +0.0065 + World model loss: +0.7656 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.4373 + Episode_Reward/track_angular_velocity: +49.9490 + Episode_Reward/upright: +25.4978 + Episode_Reward/leg_posture: -2.8609 + Episode_Reward/standstill: -6.1875 + Episode_Reward/action_rate_l2: -0.5538 + Episode_Reward/joint_torques_l2: -0.1400 + Episode_Reward/dof_pos_limits: -0.0018 + Episode_Reward/terminated: -0.0206 + Episode_Reward/unnecessary_wheel_lift: -0.1173 + Episode_Reward/rolling_leg_motion: -0.7459 + Episode_Reward/obstacle_progress: +2.5623 + Episode_Reward/wheel_body_intrusion: -0.2607 + Episode_Reward/pair_body_intrusion: -0.2824 + Curriculum/terrain_level_mean: +2.8037 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0964 + Metrics/base_velocity/error_vel_yaw: 0.1353 + Episode_Termination/time_out: 0.4565 + Episode_Termination/fell_over: 0.0290 + Episode_Termination/course_exit: 0.4855 +Episode_Termination/illegal_nonwheel_contact: 0.0290 +============================================================================== + +============================================================================== +Learning iteration 16600/50000 + Total steps: 67,993,600 + Steps per second: 11,465 + Iteration time: 0.357s + Collection time: 0.076s + Learning time: 0.183s + Mean reward: +0.0855 + Mean episode length: 1364.6 + Actor loss: -9.4239 + Critic loss: +0.0060 + World model loss: +0.7922 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.9580 + Episode_Reward/track_angular_velocity: +51.5714 + Episode_Reward/upright: +26.3595 + Episode_Reward/leg_posture: -2.9273 + Episode_Reward/standstill: -6.7133 + Episode_Reward/action_rate_l2: -0.5741 + Episode_Reward/joint_torques_l2: -0.1465 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0133 + Episode_Reward/unnecessary_wheel_lift: -0.1146 + Episode_Reward/rolling_leg_motion: -0.7513 + Episode_Reward/obstacle_progress: +2.6850 + Episode_Reward/wheel_body_intrusion: -0.3113 + Episode_Reward/pair_body_intrusion: -0.3344 + Curriculum/terrain_level_mean: +2.8105 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0966 + Metrics/base_velocity/error_vel_yaw: 0.1360 + Episode_Termination/time_out: 0.4904 + Episode_Termination/fell_over: 0.0191 + Episode_Termination/course_exit: 0.4777 +Episode_Termination/illegal_nonwheel_contact: 0.0191 +============================================================================== + +============================================================================== +Learning iteration 16650/50000 + Total steps: 68,198,400 + Steps per second: 11,474 + Iteration time: 0.357s + Collection time: 0.075s + Learning time: 0.185s + Mean reward: +0.0857 + Mean episode length: 1314.4 + Actor loss: -9.4586 + Critic loss: +0.0031 + World model loss: +0.8067 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.2841 + Episode_Reward/track_angular_velocity: +49.7358 + Episode_Reward/upright: +25.3926 + Episode_Reward/leg_posture: -2.8264 + Episode_Reward/standstill: -6.2835 + Episode_Reward/action_rate_l2: -0.5625 + Episode_Reward/joint_torques_l2: -0.1394 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0154 + Episode_Reward/unnecessary_wheel_lift: -0.1084 + Episode_Reward/rolling_leg_motion: -0.7370 + Episode_Reward/obstacle_progress: +2.5572 + Episode_Reward/wheel_body_intrusion: -0.2600 + Episode_Reward/pair_body_intrusion: -0.3358 + Curriculum/terrain_level_mean: +2.8154 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0959 + Metrics/base_velocity/error_vel_yaw: 0.1344 + Episode_Termination/time_out: 0.4539 + Episode_Termination/fell_over: 0.0213 + Episode_Termination/course_exit: 0.5035 +Episode_Termination/illegal_nonwheel_contact: 0.0284 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[549] + +============================================================================== +Learning iteration 16700/50000 + Total steps: 68,403,200 + Steps per second: 11,484 + Iteration time: 0.357s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0855 + Mean episode length: 1314.6 + Actor loss: -9.4397 + Critic loss: +0.0061 + World model loss: +0.7974 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.2383 + Episode_Reward/track_angular_velocity: +49.6844 + Episode_Reward/upright: +25.3338 + Episode_Reward/leg_posture: -2.7765 + Episode_Reward/standstill: -6.4557 + Episode_Reward/action_rate_l2: -0.5760 + Episode_Reward/joint_torques_l2: -0.1413 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0180 + Episode_Reward/unnecessary_wheel_lift: -0.1205 + Episode_Reward/rolling_leg_motion: -0.7325 + Episode_Reward/obstacle_progress: +2.5789 + Episode_Reward/wheel_body_intrusion: -0.2767 + Episode_Reward/pair_body_intrusion: -0.3249 + Curriculum/terrain_level_mean: +2.8196 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0969 + Metrics/base_velocity/error_vel_yaw: 0.1367 + Episode_Termination/time_out: 0.4437 + Episode_Termination/fell_over: 0.0282 + Episode_Termination/course_exit: 0.5070 +Episode_Termination/illegal_nonwheel_contact: 0.0423 +============================================================================== + +============================================================================== +Learning iteration 16750/50000 + Total steps: 68,608,000 + Steps per second: 11,493 + Iteration time: 0.356s + Collection time: 0.075s + Learning time: 0.184s + Mean reward: +0.0857 + Mean episode length: 1340.2 + Actor loss: -9.4718 + Critic loss: +0.0035 + World model loss: +0.7961 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.2386 + Episode_Reward/track_angular_velocity: +50.6196 + Episode_Reward/upright: +25.7885 + Episode_Reward/leg_posture: -2.8818 + Episode_Reward/standstill: -6.3156 + Episode_Reward/action_rate_l2: -0.5936 + Episode_Reward/joint_torques_l2: -0.1467 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0183 + Episode_Reward/unnecessary_wheel_lift: -0.1309 + Episode_Reward/rolling_leg_motion: -0.7344 + Episode_Reward/obstacle_progress: +2.6706 + Episode_Reward/wheel_body_intrusion: -0.3149 + Episode_Reward/pair_body_intrusion: -0.3464 + Curriculum/terrain_level_mean: +2.8276 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0962 + Metrics/base_velocity/error_vel_yaw: 0.1371 + Episode_Termination/time_out: 0.4743 + Episode_Termination/fell_over: 0.0229 + Episode_Termination/course_exit: 0.4857 +Episode_Termination/illegal_nonwheel_contact: 0.0286 +============================================================================== + +============================================================================== +Learning iteration 16800/50000 + Total steps: 68,812,800 + Steps per second: 11,502 + Iteration time: 0.356s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0860 + Mean episode length: 1361.8 + Actor loss: -9.4243 + Critic loss: +0.0040 + World model loss: +0.7506 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.1056 + Episode_Reward/track_angular_velocity: +51.5195 + Episode_Reward/upright: +26.2294 + Episode_Reward/leg_posture: -2.8680 + Episode_Reward/standstill: -6.5628 + Episode_Reward/action_rate_l2: -0.5962 + Episode_Reward/joint_torques_l2: -0.1493 + Episode_Reward/dof_pos_limits: -0.0003 + Episode_Reward/terminated: -0.0053 + Episode_Reward/unnecessary_wheel_lift: -0.1017 + Episode_Reward/rolling_leg_motion: -0.7257 + Episode_Reward/obstacle_progress: +2.8660 + Episode_Reward/wheel_body_intrusion: -0.3042 + Episode_Reward/pair_body_intrusion: -0.3559 + Curriculum/terrain_level_mean: +2.8345 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0952 + Metrics/base_velocity/error_vel_yaw: 0.1354 + Episode_Termination/time_out: 0.4899 + Episode_Termination/fell_over: 0.0067 + Episode_Termination/course_exit: 0.4966 +Episode_Termination/illegal_nonwheel_contact: 0.0067 +============================================================================== + +============================================================================== +Learning iteration 16850/50000 + Total steps: 69,017,600 + Steps per second: 11,511 + Iteration time: 0.356s + Collection time: 0.075s + Learning time: 0.185s + Mean reward: +0.0856 + Mean episode length: 1358.9 + Actor loss: -9.4653 + Critic loss: +0.0032 + World model loss: +0.7636 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.7607 + Episode_Reward/track_angular_velocity: +51.3554 + Episode_Reward/upright: +26.1470 + Episode_Reward/leg_posture: -2.8267 + Episode_Reward/standstill: -6.6885 + Episode_Reward/action_rate_l2: -0.6098 + Episode_Reward/joint_torques_l2: -0.1495 + Episode_Reward/dof_pos_limits: -0.0002 + Episode_Reward/terminated: -0.0133 + Episode_Reward/unnecessary_wheel_lift: -0.1074 + Episode_Reward/rolling_leg_motion: -0.7278 + Episode_Reward/obstacle_progress: +2.8524 + Episode_Reward/wheel_body_intrusion: -0.2859 + Episode_Reward/pair_body_intrusion: -0.3564 + Curriculum/terrain_level_mean: +2.8418 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0975 + Metrics/base_velocity/error_vel_yaw: 0.1361 + Episode_Termination/time_out: 0.5069 + Episode_Termination/fell_over: 0.0208 + Episode_Termination/course_exit: 0.4583 +Episode_Termination/illegal_nonwheel_contact: 0.0139 +============================================================================== + +============================================================================== +Learning iteration 16900/50000 + Total steps: 69,222,400 + Steps per second: 11,521 + Iteration time: 0.356s + Collection time: 0.075s + Learning time: 0.183s + Mean reward: +0.0855 + Mean episode length: 1326.0 + Actor loss: -9.4868 + Critic loss: +0.0042 + World model loss: +0.8123 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.5344 + Episode_Reward/track_angular_velocity: +50.0692 + Episode_Reward/upright: +25.5124 + Episode_Reward/leg_posture: -2.7679 + Episode_Reward/standstill: -6.5294 + Episode_Reward/action_rate_l2: -0.6072 + Episode_Reward/joint_torques_l2: -0.1450 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0259 + Episode_Reward/unnecessary_wheel_lift: -0.1102 + Episode_Reward/rolling_leg_motion: -0.7173 + Episode_Reward/obstacle_progress: +2.7738 + Episode_Reward/wheel_body_intrusion: -0.2586 + Episode_Reward/pair_body_intrusion: -0.3431 + Curriculum/terrain_level_mean: +2.8484 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0987 + Metrics/base_velocity/error_vel_yaw: 0.1373 + Episode_Termination/time_out: 0.4516 + Episode_Termination/fell_over: 0.0323 + Episode_Termination/course_exit: 0.4839 +Episode_Termination/illegal_nonwheel_contact: 0.0387 +============================================================================== + +============================================================================== +Learning iteration 16950/50000 + Total steps: 69,427,200 + Steps per second: 11,530 + Iteration time: 0.355s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0858 + Mean episode length: 1381.9 + Actor loss: -9.4552 + Critic loss: +0.0055 + World model loss: +0.7841 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.5754 + Episode_Reward/track_angular_velocity: +52.1638 + Episode_Reward/upright: +26.6092 + Episode_Reward/leg_posture: -2.8722 + Episode_Reward/standstill: -6.5494 + Episode_Reward/action_rate_l2: -0.6285 + Episode_Reward/joint_torques_l2: -0.1508 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0243 + Episode_Reward/unnecessary_wheel_lift: -0.1183 + Episode_Reward/rolling_leg_motion: -0.7598 + Episode_Reward/obstacle_progress: +2.8833 + Episode_Reward/wheel_body_intrusion: -0.2693 + Episode_Reward/pair_body_intrusion: -0.3585 + Curriculum/terrain_level_mean: +2.8545 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0974 + Metrics/base_velocity/error_vel_yaw: 0.1374 + Episode_Termination/time_out: 0.5159 + Episode_Termination/fell_over: 0.0255 + Episode_Termination/course_exit: 0.4268 +Episode_Termination/illegal_nonwheel_contact: 0.0510 +============================================================================== +Warning: EPA horizon = 24 isn't large enough. + +============================================================================== +Learning iteration 17000/50000 + Total steps: 69,632,000 + Steps per second: 11,538 + Iteration time: 0.355s + Collection time: 0.075s + Learning time: 0.193s + Mean reward: +0.0859 + Mean episode length: 1364.8 + Actor loss: -9.4805 + Critic loss: +0.0100 + World model loss: +0.8144 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.1072 + Episode_Reward/track_angular_velocity: +51.5253 + Episode_Reward/upright: +26.2744 + Episode_Reward/leg_posture: -2.8146 + Episode_Reward/standstill: -6.5673 + Episode_Reward/action_rate_l2: -0.6057 + Episode_Reward/joint_torques_l2: -0.1496 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0213 + Episode_Reward/unnecessary_wheel_lift: -0.1015 + Episode_Reward/rolling_leg_motion: -0.7296 + Episode_Reward/obstacle_progress: +2.9694 + Episode_Reward/wheel_body_intrusion: -0.2676 + Episode_Reward/pair_body_intrusion: -0.3364 + Curriculum/terrain_level_mean: +2.8594 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0967 + Metrics/base_velocity/error_vel_yaw: 0.1374 + Episode_Termination/time_out: 0.5191 + Episode_Termination/fell_over: 0.0458 + Episode_Termination/course_exit: 0.4198 +Episode_Termination/illegal_nonwheel_contact: 0.0305 +============================================================================== + +============================================================================== +Learning iteration 17050/50000 + Total steps: 69,836,800 + Steps per second: 11,547 + Iteration time: 0.355s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0855 + Mean episode length: 1355.2 + Actor loss: -9.4597 + Critic loss: +0.0032 + World model loss: +0.7887 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.5758 + Episode_Reward/track_angular_velocity: +51.1664 + Episode_Reward/upright: +26.0763 + Episode_Reward/leg_posture: -2.8731 + Episode_Reward/standstill: -6.8001 + Episode_Reward/action_rate_l2: -0.6015 + Episode_Reward/joint_torques_l2: -0.1512 + Episode_Reward/dof_pos_limits: -0.0012 + Episode_Reward/terminated: -0.0212 + Episode_Reward/unnecessary_wheel_lift: -0.1167 + Episode_Reward/rolling_leg_motion: -0.7039 + Episode_Reward/obstacle_progress: +2.9819 + Episode_Reward/wheel_body_intrusion: -0.2841 + Episode_Reward/pair_body_intrusion: -0.3422 + Curriculum/terrain_level_mean: +2.8665 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0986 + Metrics/base_velocity/error_vel_yaw: 0.1373 + Episode_Termination/time_out: 0.4406 + Episode_Termination/fell_over: 0.0280 + Episode_Termination/course_exit: 0.5105 +Episode_Termination/illegal_nonwheel_contact: 0.0420 +============================================================================== + +============================================================================== +Learning iteration 17100/50000 + Total steps: 70,041,600 + Steps per second: 11,556 + Iteration time: 0.354s + Collection time: 0.075s + Learning time: 0.185s + Mean reward: +0.0858 + Mean episode length: 1310.3 + Actor loss: -9.4208 + Critic loss: +0.0056 + World model loss: +0.8144 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.1330 + Episode_Reward/track_angular_velocity: +49.4599 + Episode_Reward/upright: +25.2146 + Episode_Reward/leg_posture: -2.7717 + Episode_Reward/standstill: -6.3071 + Episode_Reward/action_rate_l2: -0.5879 + Episode_Reward/joint_torques_l2: -0.1461 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0230 + Episode_Reward/unnecessary_wheel_lift: -0.1251 + Episode_Reward/rolling_leg_motion: -0.7074 + Episode_Reward/obstacle_progress: +2.8538 + Episode_Reward/wheel_body_intrusion: -0.2700 + Episode_Reward/pair_body_intrusion: -0.3338 + Curriculum/terrain_level_mean: +2.8711 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0971 + Metrics/base_velocity/error_vel_yaw: 0.1376 + Episode_Termination/time_out: 0.4729 + Episode_Termination/fell_over: 0.0388 + Episode_Termination/course_exit: 0.4574 +Episode_Termination/illegal_nonwheel_contact: 0.0465 +============================================================================== + +============================================================================== +Learning iteration 17150/50000 + Total steps: 70,246,400 + Steps per second: 11,565 + Iteration time: 0.354s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0862 + Mean episode length: 1330.7 + Actor loss: -9.4698 + Critic loss: +0.0046 + World model loss: +0.7523 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.8686 + Episode_Reward/track_angular_velocity: +50.2856 + Episode_Reward/upright: +25.6169 + Episode_Reward/leg_posture: -2.8077 + Episode_Reward/standstill: -5.9452 + Episode_Reward/action_rate_l2: -0.5815 + Episode_Reward/joint_torques_l2: -0.1473 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0286 + Episode_Reward/unnecessary_wheel_lift: -0.1108 + Episode_Reward/rolling_leg_motion: -0.7059 + Episode_Reward/obstacle_progress: +2.8582 + Episode_Reward/wheel_body_intrusion: -0.2558 + Episode_Reward/pair_body_intrusion: -0.3125 + Curriculum/terrain_level_mean: +2.8774 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0962 + Metrics/base_velocity/error_vel_yaw: 0.1364 + Episode_Termination/time_out: 0.4786 + Episode_Termination/fell_over: 0.0286 + Episode_Termination/course_exit: 0.4429 +Episode_Termination/illegal_nonwheel_contact: 0.0643 +============================================================================== + +============================================================================== +Learning iteration 17200/50000 + Total steps: 70,451,200 + Steps per second: 11,574 + Iteration time: 0.354s + Collection time: 0.075s + Learning time: 0.186s + Mean reward: +0.0862 + Mean episode length: 1356.9 + Actor loss: -9.4675 + Critic loss: +0.0069 + World model loss: +0.7920 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.8062 + Episode_Reward/track_angular_velocity: +51.2614 + Episode_Reward/upright: +26.1048 + Episode_Reward/leg_posture: -2.8971 + Episode_Reward/standstill: -6.1138 + Episode_Reward/action_rate_l2: -0.5907 + Episode_Reward/joint_torques_l2: -0.1507 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0106 + Episode_Reward/unnecessary_wheel_lift: -0.1107 + Episode_Reward/rolling_leg_motion: -0.7436 + Episode_Reward/obstacle_progress: +2.9431 + Episode_Reward/wheel_body_intrusion: -0.2785 + Episode_Reward/pair_body_intrusion: -0.3017 + Curriculum/terrain_level_mean: +2.8838 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0963 + Metrics/base_velocity/error_vel_yaw: 0.1370 + Episode_Termination/time_out: 0.4815 + Episode_Termination/fell_over: 0.0222 + Episode_Termination/course_exit: 0.4889 +Episode_Termination/illegal_nonwheel_contact: 0.0148 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1141] + +============================================================================== +Learning iteration 17250/50000 + Total steps: 70,656,000 + Steps per second: 11,583 + Iteration time: 0.354s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0859 + Mean episode length: 1398.4 + Actor loss: -9.4616 + Critic loss: +0.0051 + World model loss: +0.8192 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.1443 + Episode_Reward/track_angular_velocity: +52.7967 + Episode_Reward/upright: +26.9058 + Episode_Reward/leg_posture: -2.9116 + Episode_Reward/standstill: -6.6761 + Episode_Reward/action_rate_l2: -0.6110 + Episode_Reward/joint_torques_l2: -0.1543 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0273 + Episode_Reward/unnecessary_wheel_lift: -0.1299 + Episode_Reward/rolling_leg_motion: -0.7441 + Episode_Reward/obstacle_progress: +3.0466 + Episode_Reward/wheel_body_intrusion: -0.2803 + Episode_Reward/pair_body_intrusion: -0.3001 + Curriculum/terrain_level_mean: +2.8892 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0972 + Metrics/base_velocity/error_vel_yaw: 0.1377 + Episode_Termination/time_out: 0.5157 + Episode_Termination/fell_over: 0.0314 + Episode_Termination/course_exit: 0.4214 +Episode_Termination/illegal_nonwheel_contact: 0.0377 +============================================================================== + +============================================================================== +Learning iteration 17300/50000 + Total steps: 70,860,800 + Steps per second: 11,591 + Iteration time: 0.353s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0859 + Mean episode length: 1399.4 + Actor loss: -9.4689 + Critic loss: +0.0041 + World model loss: +0.7969 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.1739 + Episode_Reward/track_angular_velocity: +52.8111 + Episode_Reward/upright: +26.9351 + Episode_Reward/leg_posture: -2.9461 + Episode_Reward/standstill: -6.5528 + Episode_Reward/action_rate_l2: -0.6280 + Episode_Reward/joint_torques_l2: -0.1555 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0246 + Episode_Reward/unnecessary_wheel_lift: -0.1358 + Episode_Reward/rolling_leg_motion: -0.7727 + Episode_Reward/obstacle_progress: +3.0635 + Episode_Reward/wheel_body_intrusion: -0.2946 + Episode_Reward/pair_body_intrusion: -0.3110 + Curriculum/terrain_level_mean: +2.8940 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0976 + Metrics/base_velocity/error_vel_yaw: 0.1379 + Episode_Termination/time_out: 0.5253 + Episode_Termination/fell_over: 0.0506 + Episode_Termination/course_exit: 0.4177 +Episode_Termination/illegal_nonwheel_contact: 0.0380 +============================================================================== + +============================================================================== +Learning iteration 17350/50000 + Total steps: 71,065,600 + Steps per second: 11,600 + Iteration time: 0.353s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0863 + Mean episode length: 1418.3 + Actor loss: -9.4701 + Critic loss: +0.0037 + World model loss: +0.7693 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.8687 + Episode_Reward/track_angular_velocity: +53.5512 + Episode_Reward/upright: +27.3330 + Episode_Reward/leg_posture: -2.9919 + Episode_Reward/standstill: -6.0809 + Episode_Reward/action_rate_l2: -0.6322 + Episode_Reward/joint_torques_l2: -0.1572 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0194 + Episode_Reward/unnecessary_wheel_lift: -0.1263 + Episode_Reward/rolling_leg_motion: -0.7618 + Episode_Reward/obstacle_progress: +3.0274 + Episode_Reward/wheel_body_intrusion: -0.3079 + Episode_Reward/pair_body_intrusion: -0.3026 + Curriculum/terrain_level_mean: +2.9009 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0968 + Metrics/base_velocity/error_vel_yaw: 0.1370 + Episode_Termination/time_out: 0.5280 + Episode_Termination/fell_over: 0.0311 + Episode_Termination/course_exit: 0.4286 +Episode_Termination/illegal_nonwheel_contact: 0.0248 +============================================================================== + +============================================================================== +Learning iteration 17400/50000 + Total steps: 71,270,400 + Steps per second: 11,609 + Iteration time: 0.353s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0863 + Mean episode length: 1359.2 + Actor loss: -9.4782 + Critic loss: +0.0037 + World model loss: +0.7704 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.9186 + Episode_Reward/track_angular_velocity: +51.3672 + Episode_Reward/upright: +26.2002 + Episode_Reward/leg_posture: -2.8398 + Episode_Reward/standstill: -6.1485 + Episode_Reward/action_rate_l2: -0.6124 + Episode_Reward/joint_torques_l2: -0.1502 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0159 + Episode_Reward/unnecessary_wheel_lift: -0.1294 + Episode_Reward/rolling_leg_motion: -0.7201 + Episode_Reward/obstacle_progress: +2.9892 + Episode_Reward/wheel_body_intrusion: -0.2627 + Episode_Reward/pair_body_intrusion: -0.3184 + Curriculum/terrain_level_mean: +2.9070 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0961 + Metrics/base_velocity/error_vel_yaw: 0.1359 + Episode_Termination/time_out: 0.4792 + Episode_Termination/fell_over: 0.0139 + Episode_Termination/course_exit: 0.4792 +Episode_Termination/illegal_nonwheel_contact: 0.0347 +============================================================================== + +============================================================================== +Learning iteration 17450/50000 + Total steps: 71,475,200 + Steps per second: 11,618 + Iteration time: 0.353s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0860 + Mean episode length: 1361.4 + Actor loss: -9.4844 + Critic loss: +0.0076 + World model loss: +0.7757 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.8957 + Episode_Reward/track_angular_velocity: +51.4178 + Episode_Reward/upright: +26.2173 + Episode_Reward/leg_posture: -2.8688 + Episode_Reward/standstill: -6.2208 + Episode_Reward/action_rate_l2: -0.6029 + Episode_Reward/joint_torques_l2: -0.1508 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0133 + Episode_Reward/unnecessary_wheel_lift: -0.1279 + Episode_Reward/rolling_leg_motion: -0.7306 + Episode_Reward/obstacle_progress: +2.8934 + Episode_Reward/wheel_body_intrusion: -0.2683 + Episode_Reward/pair_body_intrusion: -0.3212 + Curriculum/terrain_level_mean: +2.9106 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0968 + Metrics/base_velocity/error_vel_yaw: 0.1372 + Episode_Termination/time_out: 0.5338 + Episode_Termination/fell_over: 0.0135 + Episode_Termination/course_exit: 0.4324 +Episode_Termination/illegal_nonwheel_contact: 0.0270 +============================================================================== + +============================================================================== +Learning iteration 17500/50000 + Total steps: 71,680,000 + Steps per second: 11,627 + Iteration time: 0.352s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0862 + Mean episode length: 1420.3 + Actor loss: -9.4437 + Critic loss: +0.0042 + World model loss: +0.7972 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.0843 + Episode_Reward/track_angular_velocity: +53.6865 + Episode_Reward/upright: +27.3587 + Episode_Reward/leg_posture: -2.9885 + Episode_Reward/standstill: -6.3785 + Episode_Reward/action_rate_l2: -0.6356 + Episode_Reward/joint_torques_l2: -0.1565 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0222 + Episode_Reward/unnecessary_wheel_lift: -0.1138 + Episode_Reward/rolling_leg_motion: -0.7934 + Episode_Reward/obstacle_progress: +3.0157 + Episode_Reward/wheel_body_intrusion: -0.2927 + Episode_Reward/pair_body_intrusion: -0.3220 + Curriculum/terrain_level_mean: +2.9189 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0958 + Metrics/base_velocity/error_vel_yaw: 0.1358 + Episode_Termination/time_out: 0.5399 + Episode_Termination/fell_over: 0.0245 + Episode_Termination/course_exit: 0.4110 +Episode_Termination/illegal_nonwheel_contact: 0.0307 +============================================================================== + +============================================================================== +Learning iteration 17550/50000 + Total steps: 71,884,800 + Steps per second: 11,635 + Iteration time: 0.352s + Collection time: 0.076s + Learning time: 0.191s + Mean reward: +0.0863 + Mean episode length: 1381.6 + Actor loss: -9.4562 + Critic loss: +0.0055 + World model loss: +0.7917 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.8625 + Episode_Reward/track_angular_velocity: +52.2569 + Episode_Reward/upright: +26.6282 + Episode_Reward/leg_posture: -2.8788 + Episode_Reward/standstill: -6.1782 + Episode_Reward/action_rate_l2: -0.6061 + Episode_Reward/joint_torques_l2: -0.1534 + Episode_Reward/dof_pos_limits: -0.0011 + Episode_Reward/terminated: -0.0162 + Episode_Reward/unnecessary_wheel_lift: -0.1343 + Episode_Reward/rolling_leg_motion: -0.7679 + Episode_Reward/obstacle_progress: +2.8584 + Episode_Reward/wheel_body_intrusion: -0.2892 + Episode_Reward/pair_body_intrusion: -0.3297 + Curriculum/terrain_level_mean: +2.9255 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0943 + Metrics/base_velocity/error_vel_yaw: 0.1349 + Episode_Termination/time_out: 0.4771 + Episode_Termination/fell_over: 0.0196 + Episode_Termination/course_exit: 0.4837 +Episode_Termination/illegal_nonwheel_contact: 0.0261 +============================================================================== + +============================================================================== +Learning iteration 17600/50000 + Total steps: 72,089,600 + Steps per second: 11,643 + Iteration time: 0.352s + Collection time: 0.075s + Learning time: 0.184s + Mean reward: +0.0862 + Mean episode length: 1351.3 + Actor loss: -9.4852 + Critic loss: +0.0036 + World model loss: +0.7882 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.7799 + Episode_Reward/track_angular_velocity: +51.1280 + Episode_Reward/upright: +26.0361 + Episode_Reward/leg_posture: -2.7836 + Episode_Reward/standstill: -6.3521 + Episode_Reward/action_rate_l2: -0.5902 + Episode_Reward/joint_torques_l2: -0.1484 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0132 + Episode_Reward/unnecessary_wheel_lift: -0.1105 + Episode_Reward/rolling_leg_motion: -0.7301 + Episode_Reward/obstacle_progress: +2.7844 + Episode_Reward/wheel_body_intrusion: -0.2642 + Episode_Reward/pair_body_intrusion: -0.3060 + Curriculum/terrain_level_mean: +2.9324 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0943 + Metrics/base_velocity/error_vel_yaw: 0.1348 + Episode_Termination/time_out: 0.4733 + Episode_Termination/fell_over: 0.0200 + Episode_Termination/course_exit: 0.4933 +Episode_Termination/illegal_nonwheel_contact: 0.0200 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[960] + +============================================================================== +Learning iteration 17650/50000 + Total steps: 72,294,400 + Steps per second: 11,652 + Iteration time: 0.352s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0860 + Mean episode length: 1322.7 + Actor loss: -9.4994 + Critic loss: +0.0043 + World model loss: +0.7719 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.7435 + Episode_Reward/track_angular_velocity: +50.0004 + Episode_Reward/upright: +25.4641 + Episode_Reward/leg_posture: -2.7168 + Episode_Reward/standstill: -6.4028 + Episode_Reward/action_rate_l2: -0.5862 + Episode_Reward/joint_torques_l2: -0.1463 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0284 + Episode_Reward/unnecessary_wheel_lift: -0.1115 + Episode_Reward/rolling_leg_motion: -0.7202 + Episode_Reward/obstacle_progress: +2.8287 + Episode_Reward/wheel_body_intrusion: -0.2536 + Episode_Reward/pair_body_intrusion: -0.3207 + Curriculum/terrain_level_mean: +2.9382 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0947 + Metrics/base_velocity/error_vel_yaw: 0.1358 + Episode_Termination/time_out: 0.4780 + Episode_Termination/fell_over: 0.0629 + Episode_Termination/course_exit: 0.4528 +Episode_Termination/illegal_nonwheel_contact: 0.0377 +============================================================================== + +============================================================================== +Learning iteration 17700/50000 + Total steps: 72,499,200 + Steps per second: 11,660 + Iteration time: 0.351s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0860 + Mean episode length: 1314.7 + Actor loss: -9.4606 + Critic loss: +0.0081 + World model loss: +0.7670 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.3226 + Episode_Reward/track_angular_velocity: +49.6954 + Episode_Reward/upright: +25.2788 + Episode_Reward/leg_posture: -2.7472 + Episode_Reward/standstill: -6.1342 + Episode_Reward/action_rate_l2: -0.5736 + Episode_Reward/joint_torques_l2: -0.1452 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0128 + Episode_Reward/unnecessary_wheel_lift: -0.1159 + Episode_Reward/rolling_leg_motion: -0.7217 + Episode_Reward/obstacle_progress: +2.7417 + Episode_Reward/wheel_body_intrusion: -0.2683 + Episode_Reward/pair_body_intrusion: -0.3203 + Curriculum/terrain_level_mean: +2.9465 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0961 + Metrics/base_velocity/error_vel_yaw: 0.1360 + Episode_Termination/time_out: 0.4286 + Episode_Termination/fell_over: 0.0179 + Episode_Termination/course_exit: 0.5417 +Episode_Termination/illegal_nonwheel_contact: 0.0179 +============================================================================== + +============================================================================== +Learning iteration 17750/50000 + Total steps: 72,704,000 + Steps per second: 11,669 + Iteration time: 0.351s + Collection time: 0.075s + Learning time: 0.185s + Mean reward: +0.0859 + Mean episode length: 1371.8 + Actor loss: -9.4491 + Critic loss: +0.0068 + World model loss: +0.7816 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.2380 + Episode_Reward/track_angular_velocity: +51.8798 + Episode_Reward/upright: +26.4125 + Episode_Reward/leg_posture: -2.8271 + Episode_Reward/standstill: -6.3365 + Episode_Reward/action_rate_l2: -0.6257 + Episode_Reward/joint_torques_l2: -0.1518 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0188 + Episode_Reward/unnecessary_wheel_lift: -0.1336 + Episode_Reward/rolling_leg_motion: -0.7597 + Episode_Reward/obstacle_progress: +2.7787 + Episode_Reward/wheel_body_intrusion: -0.2875 + Episode_Reward/pair_body_intrusion: -0.3322 + Curriculum/terrain_level_mean: +2.9519 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0967 + Metrics/base_velocity/error_vel_yaw: 0.1353 + Episode_Termination/time_out: 0.4934 + Episode_Termination/fell_over: 0.0197 + Episode_Termination/course_exit: 0.4605 +Episode_Termination/illegal_nonwheel_contact: 0.0263 +============================================================================== + +============================================================================== +Learning iteration 17800/50000 + Total steps: 72,908,800 + Steps per second: 11,677 + Iteration time: 0.351s + Collection time: 0.075s + Learning time: 0.186s + Mean reward: +0.0861 + Mean episode length: 1354.1 + Actor loss: -9.4816 + Critic loss: +0.0068 + World model loss: +0.7798 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.8089 + Episode_Reward/track_angular_velocity: +51.1693 + Episode_Reward/upright: +26.0856 + Episode_Reward/leg_posture: -2.7755 + Episode_Reward/standstill: -6.3229 + Episode_Reward/action_rate_l2: -0.6016 + Episode_Reward/joint_torques_l2: -0.1505 + Episode_Reward/dof_pos_limits: -0.0002 + Episode_Reward/terminated: -0.0053 + Episode_Reward/unnecessary_wheel_lift: -0.0936 + Episode_Reward/rolling_leg_motion: -0.7232 + Episode_Reward/obstacle_progress: +2.8142 + Episode_Reward/wheel_body_intrusion: -0.2802 + Episode_Reward/pair_body_intrusion: -0.3573 + Curriculum/terrain_level_mean: +2.9590 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0949 + Metrics/base_velocity/error_vel_yaw: 0.1361 + Episode_Termination/time_out: 0.5156 + Episode_Termination/fell_over: 0.0000 + Episode_Termination/course_exit: 0.4688 +Episode_Termination/illegal_nonwheel_contact: 0.0156 +============================================================================== + +============================================================================== +Learning iteration 17850/50000 + Total steps: 73,113,600 + Steps per second: 11,686 + Iteration time: 0.351s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0858 + Mean episode length: 1359.6 + Actor loss: -9.4831 + Critic loss: +0.0039 + World model loss: +0.7714 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.7527 + Episode_Reward/track_angular_velocity: +51.3566 + Episode_Reward/upright: +26.1629 + Episode_Reward/leg_posture: -2.8118 + Episode_Reward/standstill: -6.3657 + Episode_Reward/action_rate_l2: -0.6103 + Episode_Reward/joint_torques_l2: -0.1521 + Episode_Reward/dof_pos_limits: -0.0003 + Episode_Reward/terminated: -0.0186 + Episode_Reward/unnecessary_wheel_lift: -0.1157 + Episode_Reward/rolling_leg_motion: -0.7320 + Episode_Reward/obstacle_progress: +2.8275 + Episode_Reward/wheel_body_intrusion: -0.2779 + Episode_Reward/pair_body_intrusion: -0.3226 + Curriculum/terrain_level_mean: +2.9641 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0974 + Metrics/base_velocity/error_vel_yaw: 0.1366 + Episode_Termination/time_out: 0.5355 + Episode_Termination/fell_over: 0.0065 + Episode_Termination/course_exit: 0.4194 +Episode_Termination/illegal_nonwheel_contact: 0.0452 +============================================================================== + +============================================================================== +Learning iteration 17900/50000 + Total steps: 73,318,400 + Steps per second: 11,694 + Iteration time: 0.350s + Collection time: 0.075s + Learning time: 0.183s + Mean reward: +0.0857 + Mean episode length: 1388.8 + Actor loss: -9.4715 + Critic loss: +0.0038 + World model loss: +0.8082 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.8258 + Episode_Reward/track_angular_velocity: +52.4859 + Episode_Reward/upright: +26.7071 + Episode_Reward/leg_posture: -2.9338 + Episode_Reward/standstill: -6.5882 + Episode_Reward/action_rate_l2: -0.6179 + Episode_Reward/joint_torques_l2: -0.1543 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0271 + Episode_Reward/unnecessary_wheel_lift: -0.1259 + Episode_Reward/rolling_leg_motion: -0.7425 + Episode_Reward/obstacle_progress: +2.7781 + Episode_Reward/wheel_body_intrusion: -0.2882 + Episode_Reward/pair_body_intrusion: -0.3356 + Curriculum/terrain_level_mean: +2.9692 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0969 + Metrics/base_velocity/error_vel_yaw: 0.1355 + Episode_Termination/time_out: 0.4819 + Episode_Termination/fell_over: 0.0422 + Episode_Termination/course_exit: 0.4578 +Episode_Termination/illegal_nonwheel_contact: 0.0361 +============================================================================== + +============================================================================== +Learning iteration 17950/50000 + Total steps: 73,523,200 + Steps per second: 11,703 + Iteration time: 0.350s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0860 + Mean episode length: 1399.2 + Actor loss: -9.4560 + Critic loss: +0.0029 + World model loss: +0.7329 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.2238 + Episode_Reward/track_angular_velocity: +52.9420 + Episode_Reward/upright: +26.8982 + Episode_Reward/leg_posture: -2.9586 + Episode_Reward/standstill: -6.3082 + Episode_Reward/action_rate_l2: -0.6122 + Episode_Reward/joint_torques_l2: -0.1554 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0273 + Episode_Reward/unnecessary_wheel_lift: -0.1177 + Episode_Reward/rolling_leg_motion: -0.7506 + Episode_Reward/obstacle_progress: +2.8557 + Episode_Reward/wheel_body_intrusion: -0.2886 + Episode_Reward/pair_body_intrusion: -0.3212 + Curriculum/terrain_level_mean: +2.9751 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0969 + Metrics/base_velocity/error_vel_yaw: 0.1344 + Episode_Termination/time_out: 0.5200 + Episode_Termination/fell_over: 0.0400 + Episode_Termination/course_exit: 0.4286 +Episode_Termination/illegal_nonwheel_contact: 0.0286 +============================================================================== + +============================================================================== +Learning iteration 18000/50000 + Total steps: 73,728,000 + Steps per second: 11,711 + Iteration time: 0.350s + Collection time: 0.075s + Learning time: 0.185s + Mean reward: +0.0857 + Mean episode length: 1410.2 + Actor loss: -9.4652 + Critic loss: +0.0032 + World model loss: +0.7971 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.5734 + Episode_Reward/track_angular_velocity: +53.2455 + Episode_Reward/upright: +27.1270 + Episode_Reward/leg_posture: -3.0165 + Episode_Reward/standstill: -6.4887 + Episode_Reward/action_rate_l2: -0.6060 + Episode_Reward/joint_torques_l2: -0.1572 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0193 + Episode_Reward/unnecessary_wheel_lift: -0.1218 + Episode_Reward/rolling_leg_motion: -0.7754 + Episode_Reward/obstacle_progress: +2.8302 + Episode_Reward/wheel_body_intrusion: -0.2972 + Episode_Reward/pair_body_intrusion: -0.3692 + Curriculum/terrain_level_mean: +2.9812 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0970 + Metrics/base_velocity/error_vel_yaw: 0.1368 + Episode_Termination/time_out: 0.5333 + Episode_Termination/fell_over: 0.0444 + Episode_Termination/course_exit: 0.4148 +Episode_Termination/illegal_nonwheel_contact: 0.0148 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1104] + +============================================================================== +Learning iteration 18050/50000 + Total steps: 73,932,800 + Steps per second: 11,719 + Iteration time: 0.350s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0858 + Mean episode length: 1346.6 + Actor loss: -9.4590 + Critic loss: +0.0031 + World model loss: +0.7711 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.4100 + Episode_Reward/track_angular_velocity: +50.8328 + Episode_Reward/upright: +25.9309 + Episode_Reward/leg_posture: -2.8524 + Episode_Reward/standstill: -6.3736 + Episode_Reward/action_rate_l2: -0.5929 + Episode_Reward/joint_torques_l2: -0.1494 + Episode_Reward/dof_pos_limits: -0.0003 + Episode_Reward/terminated: -0.0158 + Episode_Reward/unnecessary_wheel_lift: -0.1095 + Episode_Reward/rolling_leg_motion: -0.7331 + Episode_Reward/obstacle_progress: +2.7605 + Episode_Reward/wheel_body_intrusion: -0.2787 + Episode_Reward/pair_body_intrusion: -0.2929 + Curriculum/terrain_level_mean: +2.9895 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0963 + Metrics/base_velocity/error_vel_yaw: 0.1371 + Episode_Termination/time_out: 0.4967 + Episode_Termination/fell_over: 0.0132 + Episode_Termination/course_exit: 0.4636 +Episode_Termination/illegal_nonwheel_contact: 0.0331 +============================================================================== + +============================================================================== +Learning iteration 18100/50000 + Total steps: 74,137,600 + Steps per second: 11,727 + Iteration time: 0.349s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0858 + Mean episode length: 1351.4 + Actor loss: -9.4652 + Critic loss: +0.0061 + World model loss: +0.7483 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.4546 + Episode_Reward/track_angular_velocity: +50.9856 + Episode_Reward/upright: +25.9943 + Episode_Reward/leg_posture: -2.8414 + Episode_Reward/standstill: -6.1923 + Episode_Reward/action_rate_l2: -0.5832 + Episode_Reward/joint_torques_l2: -0.1518 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0290 + Episode_Reward/unnecessary_wheel_lift: -0.1226 + Episode_Reward/rolling_leg_motion: -0.7162 + Episode_Reward/obstacle_progress: +2.7165 + Episode_Reward/wheel_body_intrusion: -0.2684 + Episode_Reward/pair_body_intrusion: -0.2870 + Curriculum/terrain_level_mean: +2.9971 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0976 + Metrics/base_velocity/error_vel_yaw: 0.1378 + Episode_Termination/time_out: 0.4753 + Episode_Termination/fell_over: 0.0494 + Episode_Termination/course_exit: 0.4568 +Episode_Termination/illegal_nonwheel_contact: 0.0556 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2126] +RECOVERY reset 1 invalid environments; first IDs=[628] + +============================================================================== +Learning iteration 18150/50000 + Total steps: 74,342,400 + Steps per second: 11,735 + Iteration time: 0.349s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0863 + Mean episode length: 1385.4 + Actor loss: -9.4660 + Critic loss: +0.0044 + World model loss: +0.8018 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.8834 + Episode_Reward/track_angular_velocity: +52.2907 + Episode_Reward/upright: +26.6827 + Episode_Reward/leg_posture: -2.9277 + Episode_Reward/standstill: -6.1016 + Episode_Reward/action_rate_l2: -0.5951 + Episode_Reward/joint_torques_l2: -0.1528 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0189 + Episode_Reward/unnecessary_wheel_lift: -0.1119 + Episode_Reward/rolling_leg_motion: -0.7429 + Episode_Reward/obstacle_progress: +2.9114 + Episode_Reward/wheel_body_intrusion: -0.2787 + Episode_Reward/pair_body_intrusion: -0.3273 + Curriculum/terrain_level_mean: +3.0010 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0954 + Metrics/base_velocity/error_vel_yaw: 0.1373 + Episode_Termination/time_out: 0.5147 + Episode_Termination/fell_over: 0.0441 + Episode_Termination/course_exit: 0.4338 +Episode_Termination/illegal_nonwheel_contact: 0.0221 +============================================================================== + +============================================================================== +Learning iteration 18200/50000 + Total steps: 74,547,200 + Steps per second: 11,744 + Iteration time: 0.349s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0860 + Mean episode length: 1365.7 + Actor loss: -9.4663 + Critic loss: +0.0034 + World model loss: +0.7682 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.1116 + Episode_Reward/track_angular_velocity: +51.5441 + Episode_Reward/upright: +26.3025 + Episode_Reward/leg_posture: -2.8267 + Episode_Reward/standstill: -6.2806 + Episode_Reward/action_rate_l2: -0.5837 + Episode_Reward/joint_torques_l2: -0.1499 + Episode_Reward/dof_pos_limits: -0.0002 + Episode_Reward/terminated: -0.0080 + Episode_Reward/unnecessary_wheel_lift: -0.0981 + Episode_Reward/rolling_leg_motion: -0.7283 + Episode_Reward/obstacle_progress: +2.8431 + Episode_Reward/wheel_body_intrusion: -0.2707 + Episode_Reward/pair_body_intrusion: -0.3871 + Curriculum/terrain_level_mean: +3.0090 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0959 + Metrics/base_velocity/error_vel_yaw: 0.1376 + Episode_Termination/time_out: 0.4830 + Episode_Termination/fell_over: 0.0000 + Episode_Termination/course_exit: 0.4966 +Episode_Termination/illegal_nonwheel_contact: 0.0204 +============================================================================== + +============================================================================== +Learning iteration 18250/50000 + Total steps: 74,752,000 + Steps per second: 11,752 + Iteration time: 0.349s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0860 + Mean episode length: 1370.2 + Actor loss: -9.4866 + Critic loss: +0.0027 + World model loss: +0.7602 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.3400 + Episode_Reward/track_angular_velocity: +51.7568 + Episode_Reward/upright: +26.3787 + Episode_Reward/leg_posture: -2.8987 + Episode_Reward/standstill: -6.3931 + Episode_Reward/action_rate_l2: -0.5900 + Episode_Reward/joint_torques_l2: -0.1505 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0214 + Episode_Reward/unnecessary_wheel_lift: -0.1171 + Episode_Reward/rolling_leg_motion: -0.7426 + Episode_Reward/obstacle_progress: +2.8737 + Episode_Reward/wheel_body_intrusion: -0.2763 + Episode_Reward/pair_body_intrusion: -0.3400 + Curriculum/terrain_level_mean: +3.0132 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0953 + Metrics/base_velocity/error_vel_yaw: 0.1363 + Episode_Termination/time_out: 0.4792 + Episode_Termination/fell_over: 0.0278 + Episode_Termination/course_exit: 0.4653 +Episode_Termination/illegal_nonwheel_contact: 0.0417 +============================================================================== + +============================================================================== +Learning iteration 18300/50000 + Total steps: 74,956,800 + Steps per second: 11,760 + Iteration time: 0.348s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0866 + Mean episode length: 1339.2 + Actor loss: -9.4613 + Critic loss: +0.0035 + World model loss: +0.7660 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.3421 + Episode_Reward/track_angular_velocity: +50.6702 + Episode_Reward/upright: +25.8085 + Episode_Reward/leg_posture: -2.7938 + Episode_Reward/standstill: -5.8303 + Episode_Reward/action_rate_l2: -0.5739 + Episode_Reward/joint_torques_l2: -0.1460 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0183 + Episode_Reward/unnecessary_wheel_lift: -0.1012 + Episode_Reward/rolling_leg_motion: -0.6952 + Episode_Reward/obstacle_progress: +2.8763 + Episode_Reward/wheel_body_intrusion: -0.2639 + Episode_Reward/pair_body_intrusion: -0.3082 + Curriculum/terrain_level_mean: +3.0210 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0945 + Metrics/base_velocity/error_vel_yaw: 0.1345 + Episode_Termination/time_out: 0.4276 + Episode_Termination/fell_over: 0.0197 + Episode_Termination/course_exit: 0.5263 +Episode_Termination/illegal_nonwheel_contact: 0.0329 +============================================================================== + +============================================================================== +Learning iteration 18350/50000 + Total steps: 75,161,600 + Steps per second: 11,767 + Iteration time: 0.348s + Collection time: 0.076s + Learning time: 0.192s + Mean reward: +0.0864 + Mean episode length: 1424.6 + Actor loss: -9.4591 + Critic loss: +0.0063 + World model loss: +0.7407 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.2846 + Episode_Reward/track_angular_velocity: +53.8451 + Episode_Reward/upright: +27.4331 + Episode_Reward/leg_posture: -2.9975 + Episode_Reward/standstill: -6.3570 + Episode_Reward/action_rate_l2: -0.6104 + Episode_Reward/joint_torques_l2: -0.1560 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0250 + Episode_Reward/unnecessary_wheel_lift: -0.1182 + Episode_Reward/rolling_leg_motion: -0.7432 + Episode_Reward/obstacle_progress: +3.0752 + Episode_Reward/wheel_body_intrusion: -0.2917 + Episode_Reward/pair_body_intrusion: -0.2986 + Curriculum/terrain_level_mean: +3.0239 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0951 + Metrics/base_velocity/error_vel_yaw: 0.1354 + Episode_Termination/time_out: 0.5570 + Episode_Termination/fell_over: 0.0316 + Episode_Termination/course_exit: 0.3861 +Episode_Termination/illegal_nonwheel_contact: 0.0316 +============================================================================== + +============================================================================== +Learning iteration 18400/50000 + Total steps: 75,366,400 + Steps per second: 11,775 + Iteration time: 0.348s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0865 + Mean episode length: 1404.4 + Actor loss: -9.4435 + Critic loss: +0.0067 + World model loss: +0.7801 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.5359 + Episode_Reward/track_angular_velocity: +53.1004 + Episode_Reward/upright: +27.0553 + Episode_Reward/leg_posture: -2.9110 + Episode_Reward/standstill: -6.1970 + Episode_Reward/action_rate_l2: -0.6157 + Episode_Reward/joint_torques_l2: -0.1531 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0137 + Episode_Reward/unnecessary_wheel_lift: -0.1093 + Episode_Reward/rolling_leg_motion: -0.7359 + Episode_Reward/obstacle_progress: +3.0534 + Episode_Reward/wheel_body_intrusion: -0.2739 + Episode_Reward/pair_body_intrusion: -0.3204 + Curriculum/terrain_level_mean: +3.0283 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0950 + Metrics/base_velocity/error_vel_yaw: 0.1352 + Episode_Termination/time_out: 0.5139 + Episode_Termination/fell_over: 0.0278 + Episode_Termination/course_exit: 0.4514 +Episode_Termination/illegal_nonwheel_contact: 0.0208 +============================================================================== + +============================================================================== +Learning iteration 18450/50000 + Total steps: 75,571,200 + Steps per second: 11,783 + Iteration time: 0.348s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0856 + Mean episode length: 1372.8 + Actor loss: -9.4585 + Critic loss: +0.0103 + World model loss: +0.7875 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.2482 + Episode_Reward/track_angular_velocity: +51.8216 + Episode_Reward/upright: +26.4167 + Episode_Reward/leg_posture: -2.8578 + Episode_Reward/standstill: -6.8847 + Episode_Reward/action_rate_l2: -0.6196 + Episode_Reward/joint_torques_l2: -0.1500 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0214 + Episode_Reward/unnecessary_wheel_lift: -0.1240 + Episode_Reward/rolling_leg_motion: -0.7205 + Episode_Reward/obstacle_progress: +2.9611 + Episode_Reward/wheel_body_intrusion: -0.2700 + Episode_Reward/pair_body_intrusion: -0.3177 + Curriculum/terrain_level_mean: +3.0317 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0969 + Metrics/base_velocity/error_vel_yaw: 0.1370 + Episode_Termination/time_out: 0.5076 + Episode_Termination/fell_over: 0.0379 + Episode_Termination/course_exit: 0.4318 +Episode_Termination/illegal_nonwheel_contact: 0.0379 +============================================================================== + +============================================================================== +Learning iteration 18500/50000 + Total steps: 75,776,000 + Steps per second: 11,792 + Iteration time: 0.347s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0863 + Mean episode length: 1353.5 + Actor loss: -9.4551 + Critic loss: +0.0054 + World model loss: +0.7675 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.7356 + Episode_Reward/track_angular_velocity: +51.1895 + Episode_Reward/upright: +26.0638 + Episode_Reward/leg_posture: -2.7914 + Episode_Reward/standstill: -6.1954 + Episode_Reward/action_rate_l2: -0.5897 + Episode_Reward/joint_torques_l2: -0.1492 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0264 + Episode_Reward/unnecessary_wheel_lift: -0.1083 + Episode_Reward/rolling_leg_motion: -0.7079 + Episode_Reward/obstacle_progress: +2.9665 + Episode_Reward/wheel_body_intrusion: -0.2575 + Episode_Reward/pair_body_intrusion: -0.3123 + Curriculum/terrain_level_mean: +3.0383 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0953 + Metrics/base_velocity/error_vel_yaw: 0.1349 + Episode_Termination/time_out: 0.4884 + Episode_Termination/fell_over: 0.0291 + Episode_Termination/course_exit: 0.4535 +Episode_Termination/illegal_nonwheel_contact: 0.0407 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1762] + +============================================================================== +Learning iteration 18550/50000 + Total steps: 75,980,800 + Steps per second: 11,800 + Iteration time: 0.347s + Collection time: 0.076s + Learning time: 0.183s + Mean reward: +0.0859 + Mean episode length: 1308.2 + Actor loss: -9.4818 + Critic loss: +0.0055 + World model loss: +0.7237 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.0805 + Episode_Reward/track_angular_velocity: +49.3733 + Episode_Reward/upright: +25.1776 + Episode_Reward/leg_posture: -2.7114 + Episode_Reward/standstill: -6.3041 + Episode_Reward/action_rate_l2: -0.5777 + Episode_Reward/joint_torques_l2: -0.1438 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0256 + Episode_Reward/unnecessary_wheel_lift: -0.1013 + Episode_Reward/rolling_leg_motion: -0.6918 + Episode_Reward/obstacle_progress: +2.9133 + Episode_Reward/wheel_body_intrusion: -0.2657 + Episode_Reward/pair_body_intrusion: -0.3142 + Curriculum/terrain_level_mean: +3.0439 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0958 + Metrics/base_velocity/error_vel_yaw: 0.1371 + Episode_Termination/time_out: 0.4286 + Episode_Termination/fell_over: 0.0272 + Episode_Termination/course_exit: 0.5034 +Episode_Termination/illegal_nonwheel_contact: 0.0544 +============================================================================== + +============================================================================== +Learning iteration 18600/50000 + Total steps: 76,185,600 + Steps per second: 11,807 + Iteration time: 0.347s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0862 + Mean episode length: 1322.4 + Actor loss: -9.4981 + Critic loss: +0.0028 + World model loss: +0.7989 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.5626 + Episode_Reward/track_angular_velocity: +49.9120 + Episode_Reward/upright: +25.4665 + Episode_Reward/leg_posture: -2.7440 + Episode_Reward/standstill: -6.1403 + Episode_Reward/action_rate_l2: -0.5716 + Episode_Reward/joint_torques_l2: -0.1456 + Episode_Reward/dof_pos_limits: -0.0003 + Episode_Reward/terminated: -0.0155 + Episode_Reward/unnecessary_wheel_lift: -0.0927 + Episode_Reward/rolling_leg_motion: -0.6745 + Episode_Reward/obstacle_progress: +3.0026 + Episode_Reward/wheel_body_intrusion: -0.2766 + Episode_Reward/pair_body_intrusion: -0.2984 + Curriculum/terrain_level_mean: +3.0505 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0958 + Metrics/base_velocity/error_vel_yaw: 0.1369 + Episode_Termination/time_out: 0.4595 + Episode_Termination/fell_over: 0.0203 + Episode_Termination/course_exit: 0.5000 +Episode_Termination/illegal_nonwheel_contact: 0.0338 +============================================================================== + +============================================================================== +Learning iteration 18650/50000 + Total steps: 76,390,400 + Steps per second: 11,815 + Iteration time: 0.347s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0861 + Mean episode length: 1350.4 + Actor loss: -9.4765 + Critic loss: +0.0033 + World model loss: +0.7598 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.5352 + Episode_Reward/track_angular_velocity: +50.9775 + Episode_Reward/upright: +25.9815 + Episode_Reward/leg_posture: -2.7711 + Episode_Reward/standstill: -6.3417 + Episode_Reward/action_rate_l2: -0.5862 + Episode_Reward/joint_torques_l2: -0.1490 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0264 + Episode_Reward/unnecessary_wheel_lift: -0.1004 + Episode_Reward/rolling_leg_motion: -0.7003 + Episode_Reward/obstacle_progress: +3.1017 + Episode_Reward/wheel_body_intrusion: -0.2635 + Episode_Reward/pair_body_intrusion: -0.3329 + Curriculum/terrain_level_mean: +3.0535 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0961 + Metrics/base_velocity/error_vel_yaw: 0.1370 + Episode_Termination/time_out: 0.5182 + Episode_Termination/fell_over: 0.0219 + Episode_Termination/course_exit: 0.4088 +Episode_Termination/illegal_nonwheel_contact: 0.0584 +============================================================================== + +============================================================================== +Learning iteration 18700/50000 + Total steps: 76,595,200 + Steps per second: 11,823 + Iteration time: 0.346s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0866 + Mean episode length: 1335.4 + Actor loss: -9.4576 + Critic loss: +0.0036 + World model loss: +0.7756 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.2274 + Episode_Reward/track_angular_velocity: +50.5107 + Episode_Reward/upright: +25.7206 + Episode_Reward/leg_posture: -2.7299 + Episode_Reward/standstill: -6.0588 + Episode_Reward/action_rate_l2: -0.5837 + Episode_Reward/joint_torques_l2: -0.1453 + Episode_Reward/dof_pos_limits: -0.0010 + Episode_Reward/terminated: -0.0287 + Episode_Reward/unnecessary_wheel_lift: -0.0871 + Episode_Reward/rolling_leg_motion: -0.6690 + Episode_Reward/obstacle_progress: +3.0224 + Episode_Reward/wheel_body_intrusion: -0.2727 + Episode_Reward/pair_body_intrusion: -0.2927 + Curriculum/terrain_level_mean: +3.0566 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0939 + Metrics/base_velocity/error_vel_yaw: 0.1346 + Episode_Termination/time_out: 0.5231 + Episode_Termination/fell_over: 0.0231 + Episode_Termination/course_exit: 0.3923 +Episode_Termination/illegal_nonwheel_contact: 0.0769 +============================================================================== + +============================================================================== +Learning iteration 18750/50000 + Total steps: 76,800,000 + Steps per second: 11,831 + Iteration time: 0.346s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0862 + Mean episode length: 1330.7 + Actor loss: -9.4617 + Critic loss: +0.0053 + World model loss: +0.7218 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.9508 + Episode_Reward/track_angular_velocity: +50.3080 + Episode_Reward/upright: +25.6153 + Episode_Reward/leg_posture: -2.7439 + Episode_Reward/standstill: -6.1328 + Episode_Reward/action_rate_l2: -0.5718 + Episode_Reward/joint_torques_l2: -0.1450 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0156 + Episode_Reward/unnecessary_wheel_lift: -0.1044 + Episode_Reward/rolling_leg_motion: -0.6932 + Episode_Reward/obstacle_progress: +2.8576 + Episode_Reward/wheel_body_intrusion: -0.2593 + Episode_Reward/pair_body_intrusion: -0.3325 + Curriculum/terrain_level_mean: +3.0662 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0949 + Metrics/base_velocity/error_vel_yaw: 0.1353 + Episode_Termination/time_out: 0.4189 + Episode_Termination/fell_over: 0.0270 + Episode_Termination/course_exit: 0.5405 +Episode_Termination/illegal_nonwheel_contact: 0.0338 +============================================================================== + +============================================================================== +Learning iteration 18800/50000 + Total steps: 77,004,800 + Steps per second: 11,839 + Iteration time: 0.346s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0860 + Mean episode length: 1296.3 + Actor loss: -9.4568 + Critic loss: +0.0054 + World model loss: +0.7470 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +45.7821 + Episode_Reward/track_angular_velocity: +48.9939 + Episode_Reward/upright: +24.9626 + Episode_Reward/leg_posture: -2.6660 + Episode_Reward/standstill: -6.2707 + Episode_Reward/action_rate_l2: -0.5765 + Episode_Reward/joint_torques_l2: -0.1416 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0329 + Episode_Reward/unnecessary_wheel_lift: -0.1182 + Episode_Reward/rolling_leg_motion: -0.6970 + Episode_Reward/obstacle_progress: +2.8099 + Episode_Reward/wheel_body_intrusion: -0.2439 + Episode_Reward/pair_body_intrusion: -0.3103 + Curriculum/terrain_level_mean: +3.0720 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0947 + Metrics/base_velocity/error_vel_yaw: 0.1356 + Episode_Termination/time_out: 0.4277 + Episode_Termination/fell_over: 0.0361 + Episode_Termination/course_exit: 0.4940 +Episode_Termination/illegal_nonwheel_contact: 0.0602 +============================================================================== + +============================================================================== +Learning iteration 18850/50000 + Total steps: 77,209,600 + Steps per second: 11,846 + Iteration time: 0.346s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0859 + Mean episode length: 1309.4 + Actor loss: -9.4433 + Critic loss: +0.0064 + World model loss: +0.7632 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.3266 + Episode_Reward/track_angular_velocity: +49.4907 + Episode_Reward/upright: +25.2175 + Episode_Reward/leg_posture: -2.7109 + Episode_Reward/standstill: -6.5816 + Episode_Reward/action_rate_l2: -0.5613 + Episode_Reward/joint_torques_l2: -0.1436 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0281 + Episode_Reward/unnecessary_wheel_lift: -0.1024 + Episode_Reward/rolling_leg_motion: -0.6793 + Episode_Reward/obstacle_progress: +2.8262 + Episode_Reward/wheel_body_intrusion: -0.2711 + Episode_Reward/pair_body_intrusion: -0.3494 + Curriculum/terrain_level_mean: +3.0747 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0936 + Metrics/base_velocity/error_vel_yaw: 0.1352 + Episode_Termination/time_out: 0.4365 + Episode_Termination/fell_over: 0.0556 + Episode_Termination/course_exit: 0.4762 +Episode_Termination/illegal_nonwheel_contact: 0.0556 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2376] + +============================================================================== +Learning iteration 18900/50000 + Total steps: 77,414,400 + Steps per second: 11,854 + Iteration time: 0.346s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0859 + Mean episode length: 1337.6 + Actor loss: -9.5165 + Critic loss: +0.0027 + World model loss: +0.7608 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.0849 + Episode_Reward/track_angular_velocity: +50.4819 + Episode_Reward/upright: +25.7629 + Episode_Reward/leg_posture: -2.7601 + Episode_Reward/standstill: -6.4713 + Episode_Reward/action_rate_l2: -0.5786 + Episode_Reward/joint_torques_l2: -0.1469 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0183 + Episode_Reward/unnecessary_wheel_lift: -0.0961 + Episode_Reward/rolling_leg_motion: -0.6978 + Episode_Reward/obstacle_progress: +2.9340 + Episode_Reward/wheel_body_intrusion: -0.2762 + Episode_Reward/pair_body_intrusion: -0.3691 + Curriculum/terrain_level_mean: +3.0811 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0963 + Metrics/base_velocity/error_vel_yaw: 0.1368 + Episode_Termination/time_out: 0.4626 + Episode_Termination/fell_over: 0.0136 + Episode_Termination/course_exit: 0.4898 +Episode_Termination/illegal_nonwheel_contact: 0.0340 +============================================================================== + ++---------------------------------+ +| Base Environment | ++------------------------+--------+ +| Property | Value | ++------------------------+--------+ +| Number of environments | 1 | +| Environment device | cuda:0 | +| Environment seed | None | +| Physics step-size | 0.005 | +| Environment step-size | 0.02 | ++------------------------+--------+ + +[INFO] contains 1 active terms. ++-------------------------------------+ +| Active Event Terms in Mode: 'reset' | ++--------+----------------------------+ +| Index | Name | ++--------+----------------------------+ +| 0 | reset_base | +| 1 | reset_robot_joints | ++--------+----------------------------+ + +[INFO] contains 1 active terms. ++--------------------------------------+ +| Active Command Terms | ++-------+-------+----------------------+ +| Index | Name | Type | ++-------+-------+----------------------+ +| 0 | twist | MixedVelocityCommand | ++-------+-------+----------------------+ + +[INFO] contains 2 active terms. ++---------------------------------+ +| Active Action Terms (shape: 16) | ++-------+-----------+-------------+ +| Index | Name | Dimension | ++-------+-----------+-------------+ +| 0 | joint_pos | 12 | +| 1 | wheel_vel | 4 | ++-------+-----------+-------------+ + +[INFO] contains 1 groups. ++------------------------------------------------------------+ +| Active Observation Terms in Group: 'actor' (shape: (265,)) | ++--------+-------------------------+-------------------------+ +| Index | Name | Shape | ++--------+-------------------------+-------------------------+ +| 0 | base_ang_vel | (15,) ← 5×(3,) | +| 1 | projected_gravity | (15,) ← 5×(3,) | +| 2 | joint_pos | (60,) ← 5×(12,) | +| 3 | joint_vel | (60,) ← 5×(12,) | +| 4 | wheel_vel | (20,) ← 5×(4,) | +| 5 | actions | (80,) ← 5×(16,) | +| 6 | command | (15,) ← 5×(3,) | ++--------+-------------------------+-------------------------+ + +[INFO] contains 4 active terms. ++---------------------------------------------+ +| Active Termination Terms | ++-------+--------------------------+----------+ +| Index | Name | Time Out | ++-------+--------------------------+----------+ +| 0 | time_out | True | +| 1 | fell_over | False | +| 2 | course_exit | True | +| 3 | illegal_nonwheel_contact | False | ++-------+--------------------------+----------+ + +[INFO] contains 0 active terms. ++-----------------------+ +| Active Reward Terms | ++-------+------+--------+ +| Index | Name | Weight | ++-------+------+--------+ ++-------+------+--------+ + +[INFO] (inactive) +[INFO] (inactive) +[INFO] (inactive) +S10 video saved: logs/s10_terrain_v7_50k_20261101_225518/videos/iteration_018900.mp4 + +============================================================================== +Learning iteration 18950/50000 + Total steps: 77,619,200 + Steps per second: 11,851 + Iteration time: 0.346s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0854 + Mean episode length: 1305.1 + Actor loss: -9.4691 + Critic loss: +0.0106 + World model loss: +0.7348 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +45.8292 + Episode_Reward/track_angular_velocity: +49.2211 + Episode_Reward/upright: +25.0869 + Episode_Reward/leg_posture: -2.7268 + Episode_Reward/standstill: -6.6584 + Episode_Reward/action_rate_l2: -0.5738 + Episode_Reward/joint_torques_l2: -0.1459 + Episode_Reward/dof_pos_limits: -0.0017 + Episode_Reward/terminated: -0.0331 + Episode_Reward/unnecessary_wheel_lift: -0.1064 + Episode_Reward/rolling_leg_motion: -0.6858 + Episode_Reward/obstacle_progress: +2.8429 + Episode_Reward/wheel_body_intrusion: -0.2605 + Episode_Reward/pair_body_intrusion: -0.3454 + Curriculum/terrain_level_mean: +3.0854 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0973 + Metrics/base_velocity/error_vel_yaw: 0.1378 + Episode_Termination/time_out: 0.4658 + Episode_Termination/fell_over: 0.0616 + Episode_Termination/course_exit: 0.4452 +Episode_Termination/illegal_nonwheel_contact: 0.0411 +============================================================================== + +============================================================================== +Learning iteration 19000/50000 + Total steps: 77,824,000 + Steps per second: 11,858 + Iteration time: 0.345s + Collection time: 0.076s + Learning time: 0.192s + Mean reward: +0.0859 + Mean episode length: 1395.5 + Actor loss: -9.4648 + Critic loss: +0.0034 + World model loss: +0.7317 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.1725 + Episode_Reward/track_angular_velocity: +52.6483 + Episode_Reward/upright: +26.8208 + Episode_Reward/leg_posture: -2.9370 + Episode_Reward/standstill: -6.5247 + Episode_Reward/action_rate_l2: -0.6111 + Episode_Reward/joint_torques_l2: -0.1541 + Episode_Reward/dof_pos_limits: -0.0010 + Episode_Reward/terminated: -0.0327 + Episode_Reward/unnecessary_wheel_lift: -0.1191 + Episode_Reward/rolling_leg_motion: -0.7320 + Episode_Reward/obstacle_progress: +3.0163 + Episode_Reward/wheel_body_intrusion: -0.2656 + Episode_Reward/pair_body_intrusion: -0.3799 + Curriculum/terrain_level_mean: +3.0874 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0959 + Metrics/base_velocity/error_vel_yaw: 0.1374 + Episode_Termination/time_out: 0.4720 + Episode_Termination/fell_over: 0.0559 + Episode_Termination/course_exit: 0.4534 +Episode_Termination/illegal_nonwheel_contact: 0.0559 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1857] + +============================================================================== +Learning iteration 19050/50000 + Total steps: 78,028,800 + Steps per second: 11,866 + Iteration time: 0.345s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0861 + Mean episode length: 1366.9 + Actor loss: -9.4645 + Critic loss: +0.0031 + World model loss: +0.8035 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.2707 + Episode_Reward/track_angular_velocity: +51.6583 + Episode_Reward/upright: +26.3360 + Episode_Reward/leg_posture: -2.8512 + Episode_Reward/standstill: -6.5040 + Episode_Reward/action_rate_l2: -0.5736 + Episode_Reward/joint_torques_l2: -0.1515 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0214 + Episode_Reward/unnecessary_wheel_lift: -0.1131 + Episode_Reward/rolling_leg_motion: -0.7064 + Episode_Reward/obstacle_progress: +2.9701 + Episode_Reward/wheel_body_intrusion: -0.2766 + Episode_Reward/pair_body_intrusion: -0.3534 + Curriculum/terrain_level_mean: +3.0916 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0946 + Metrics/base_velocity/error_vel_yaw: 0.1355 + Episode_Termination/time_out: 0.5232 + Episode_Termination/fell_over: 0.0132 + Episode_Termination/course_exit: 0.4238 +Episode_Termination/illegal_nonwheel_contact: 0.0530 +============================================================================== + +============================================================================== +Learning iteration 19100/50000 + Total steps: 78,233,600 + Steps per second: 11,873 + Iteration time: 0.345s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0862 + Mean episode length: 1346.2 + Actor loss: -9.4705 + Critic loss: +0.0037 + World model loss: +0.7566 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.5838 + Episode_Reward/track_angular_velocity: +50.9201 + Episode_Reward/upright: +25.9327 + Episode_Reward/leg_posture: -2.7912 + Episode_Reward/standstill: -6.2974 + Episode_Reward/action_rate_l2: -0.5866 + Episode_Reward/joint_torques_l2: -0.1502 + Episode_Reward/dof_pos_limits: -0.0001 + Episode_Reward/terminated: -0.0158 + Episode_Reward/unnecessary_wheel_lift: -0.1335 + Episode_Reward/rolling_leg_motion: -0.7218 + Episode_Reward/obstacle_progress: +2.8801 + Episode_Reward/wheel_body_intrusion: -0.2595 + Episode_Reward/pair_body_intrusion: -0.3270 + Curriculum/terrain_level_mean: +3.0979 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0940 + Metrics/base_velocity/error_vel_yaw: 0.1344 + Episode_Termination/time_out: 0.5301 + Episode_Termination/fell_over: 0.0181 + Episode_Termination/course_exit: 0.4337 +Episode_Termination/illegal_nonwheel_contact: 0.0241 +============================================================================== + +============================================================================== +Learning iteration 19150/50000 + Total steps: 78,438,400 + Steps per second: 11,881 + Iteration time: 0.345s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0861 + Mean episode length: 1409.2 + Actor loss: -9.4352 + Critic loss: +0.0057 + World model loss: +0.7589 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.8190 + Episode_Reward/track_angular_velocity: +53.3059 + Episode_Reward/upright: +27.1282 + Episode_Reward/leg_posture: -2.9086 + Episode_Reward/standstill: -6.7651 + Episode_Reward/action_rate_l2: -0.6070 + Episode_Reward/joint_torques_l2: -0.1549 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0165 + Episode_Reward/unnecessary_wheel_lift: -0.1331 + Episode_Reward/rolling_leg_motion: -0.7620 + Episode_Reward/obstacle_progress: +3.0866 + Episode_Reward/wheel_body_intrusion: -0.2798 + Episode_Reward/pair_body_intrusion: -0.3249 + Curriculum/terrain_level_mean: +3.1042 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0942 + Metrics/base_velocity/error_vel_yaw: 0.1345 + Episode_Termination/time_out: 0.5287 + Episode_Termination/fell_over: 0.0191 + Episode_Termination/course_exit: 0.4331 +Episode_Termination/illegal_nonwheel_contact: 0.0255 +============================================================================== + +============================================================================== +Learning iteration 19200/50000 + Total steps: 78,643,200 + Steps per second: 11,889 + Iteration time: 0.345s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0858 + Mean episode length: 1362.2 + Actor loss: -9.4570 + Critic loss: +0.0053 + World model loss: +0.7824 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.0274 + Episode_Reward/track_angular_velocity: +51.4950 + Episode_Reward/upright: +26.2014 + Episode_Reward/leg_posture: -2.8586 + Episode_Reward/standstill: -6.6648 + Episode_Reward/action_rate_l2: -0.5929 + Episode_Reward/joint_torques_l2: -0.1520 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0213 + Episode_Reward/unnecessary_wheel_lift: -0.1178 + Episode_Reward/rolling_leg_motion: -0.7271 + Episode_Reward/obstacle_progress: +2.9789 + Episode_Reward/wheel_body_intrusion: -0.2842 + Episode_Reward/pair_body_intrusion: -0.3928 + Curriculum/terrain_level_mean: +3.1086 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0952 + Metrics/base_velocity/error_vel_yaw: 0.1351 + Episode_Termination/time_out: 0.4777 + Episode_Termination/fell_over: 0.0382 + Episode_Termination/course_exit: 0.4713 +Episode_Termination/illegal_nonwheel_contact: 0.0318 +============================================================================== + +============================================================================== +Learning iteration 19250/50000 + Total steps: 78,848,000 + Steps per second: 11,896 + Iteration time: 0.344s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0861 + Mean episode length: 1337.1 + Actor loss: -9.4666 + Critic loss: +0.0072 + World model loss: +0.7589 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.2991 + Episode_Reward/track_angular_velocity: +50.5333 + Episode_Reward/upright: +25.6944 + Episode_Reward/leg_posture: -2.7656 + Episode_Reward/standstill: -6.4847 + Episode_Reward/action_rate_l2: -0.5822 + Episode_Reward/joint_torques_l2: -0.1490 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0287 + Episode_Reward/unnecessary_wheel_lift: -0.1190 + Episode_Reward/rolling_leg_motion: -0.7112 + Episode_Reward/obstacle_progress: +2.9597 + Episode_Reward/wheel_body_intrusion: -0.2456 + Episode_Reward/pair_body_intrusion: -0.3361 + Curriculum/terrain_level_mean: +3.1147 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0939 + Metrics/base_velocity/error_vel_yaw: 0.1356 + Episode_Termination/time_out: 0.4525 + Episode_Termination/fell_over: 0.0223 + Episode_Termination/course_exit: 0.4860 +Episode_Termination/illegal_nonwheel_contact: 0.0503 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1372] + +============================================================================== +Learning iteration 19300/50000 + Total steps: 79,052,800 + Steps per second: 11,903 + Iteration time: 0.344s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0858 + Mean episode length: 1353.9 + Actor loss: -9.4671 + Critic loss: +0.0035 + World model loss: +0.7699 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.8340 + Episode_Reward/track_angular_velocity: +51.1938 + Episode_Reward/upright: +26.0469 + Episode_Reward/leg_posture: -2.8174 + Episode_Reward/standstill: -6.9196 + Episode_Reward/action_rate_l2: -0.5809 + Episode_Reward/joint_torques_l2: -0.1515 + Episode_Reward/dof_pos_limits: -0.0003 + Episode_Reward/terminated: -0.0212 + Episode_Reward/unnecessary_wheel_lift: -0.1187 + Episode_Reward/rolling_leg_motion: -0.7085 + Episode_Reward/obstacle_progress: +3.0177 + Episode_Reward/wheel_body_intrusion: -0.2708 + Episode_Reward/pair_body_intrusion: -0.3511 + Curriculum/terrain_level_mean: +3.1216 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0948 + Metrics/base_velocity/error_vel_yaw: 0.1351 + Episode_Termination/time_out: 0.4832 + Episode_Termination/fell_over: 0.0403 + Episode_Termination/course_exit: 0.4631 +Episode_Termination/illegal_nonwheel_contact: 0.0268 +============================================================================== + +============================================================================== +Learning iteration 19350/50000 + Total steps: 79,257,600 + Steps per second: 11,911 + Iteration time: 0.344s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0861 + Mean episode length: 1386.2 + Actor loss: -9.4775 + Critic loss: +0.0037 + World model loss: +0.7033 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.9855 + Episode_Reward/track_angular_velocity: +52.4736 + Episode_Reward/upright: +26.6643 + Episode_Reward/leg_posture: -2.8349 + Episode_Reward/standstill: -6.9268 + Episode_Reward/action_rate_l2: -0.6100 + Episode_Reward/joint_torques_l2: -0.1520 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0054 + Episode_Reward/unnecessary_wheel_lift: -0.0984 + Episode_Reward/rolling_leg_motion: -0.7222 + Episode_Reward/obstacle_progress: +3.1081 + Episode_Reward/wheel_body_intrusion: -0.2605 + Episode_Reward/pair_body_intrusion: -0.3331 + Curriculum/terrain_level_mean: +3.1272 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0945 + Metrics/base_velocity/error_vel_yaw: 0.1337 + Episode_Termination/time_out: 0.5474 + Episode_Termination/fell_over: 0.0146 + Episode_Termination/course_exit: 0.4380 +Episode_Termination/illegal_nonwheel_contact: 0.0000 +============================================================================== + +============================================================================== +Learning iteration 19400/50000 + Total steps: 79,462,400 + Steps per second: 11,918 + Iteration time: 0.344s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0862 + Mean episode length: 1361.5 + Actor loss: -9.5019 + Critic loss: +0.0036 + World model loss: +0.7241 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.0344 + Episode_Reward/track_angular_velocity: +51.4718 + Episode_Reward/upright: +26.1586 + Episode_Reward/leg_posture: -2.7868 + Episode_Reward/standstill: -6.4495 + Episode_Reward/action_rate_l2: -0.6060 + Episode_Reward/joint_torques_l2: -0.1491 + Episode_Reward/dof_pos_limits: -0.0011 + Episode_Reward/terminated: -0.0080 + Episode_Reward/unnecessary_wheel_lift: -0.1107 + Episode_Reward/rolling_leg_motion: -0.7160 + Episode_Reward/obstacle_progress: +3.0526 + Episode_Reward/wheel_body_intrusion: -0.2502 + Episode_Reward/pair_body_intrusion: -0.3105 + Curriculum/terrain_level_mean: +3.1345 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0954 + Metrics/base_velocity/error_vel_yaw: 0.1354 + Episode_Termination/time_out: 0.5065 + Episode_Termination/fell_over: 0.0000 + Episode_Termination/course_exit: 0.4740 +Episode_Termination/illegal_nonwheel_contact: 0.0195 +============================================================================== + +============================================================================== +Learning iteration 19450/50000 + Total steps: 79,667,200 + Steps per second: 11,926 + Iteration time: 0.343s + Collection time: 0.075s + Learning time: 0.186s + Mean reward: +0.0862 + Mean episode length: 1373.1 + Actor loss: -9.4435 + Critic loss: +0.0061 + World model loss: +0.7375 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.4446 + Episode_Reward/track_angular_velocity: +51.8186 + Episode_Reward/upright: +26.3904 + Episode_Reward/leg_posture: -2.7850 + Episode_Reward/standstill: -6.3498 + Episode_Reward/action_rate_l2: -0.6131 + Episode_Reward/joint_torques_l2: -0.1512 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0322 + Episode_Reward/unnecessary_wheel_lift: -0.1201 + Episode_Reward/rolling_leg_motion: -0.7162 + Episode_Reward/obstacle_progress: +3.1162 + Episode_Reward/wheel_body_intrusion: -0.2558 + Episode_Reward/pair_body_intrusion: -0.3313 + Curriculum/terrain_level_mean: +3.1392 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0954 + Metrics/base_velocity/error_vel_yaw: 0.1375 + Episode_Termination/time_out: 0.5153 + Episode_Termination/fell_over: 0.0368 + Episode_Termination/course_exit: 0.4110 +Episode_Termination/illegal_nonwheel_contact: 0.0613 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2364] +RECOVERY reset 1 invalid environments; first IDs=[2189] + +============================================================================== +Learning iteration 19500/50000 + Total steps: 79,872,000 + Steps per second: 11,933 + Iteration time: 0.343s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0863 + Mean episode length: 1392.8 + Actor loss: -9.4733 + Critic loss: +0.0054 + World model loss: +0.7814 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.0815 + Episode_Reward/track_angular_velocity: +52.6420 + Episode_Reward/upright: +26.7859 + Episode_Reward/leg_posture: -2.8318 + Episode_Reward/standstill: -6.4097 + Episode_Reward/action_rate_l2: -0.6270 + Episode_Reward/joint_torques_l2: -0.1526 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0136 + Episode_Reward/unnecessary_wheel_lift: -0.1140 + Episode_Reward/rolling_leg_motion: -0.7331 + Episode_Reward/obstacle_progress: +3.1287 + Episode_Reward/wheel_body_intrusion: -0.2579 + Episode_Reward/pair_body_intrusion: -0.3535 + Curriculum/terrain_level_mean: +3.1433 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0955 + Metrics/base_velocity/error_vel_yaw: 0.1353 + Episode_Termination/time_out: 0.5109 + Episode_Termination/fell_over: 0.0219 + Episode_Termination/course_exit: 0.4526 +Episode_Termination/illegal_nonwheel_contact: 0.0219 +============================================================================== + +============================================================================== +Learning iteration 19550/50000 + Total steps: 80,076,800 + Steps per second: 11,939 + Iteration time: 0.343s + Collection time: 0.076s + Learning time: 0.193s + Mean reward: +0.0865 + Mean episode length: 1361.7 + Actor loss: -9.4550 + Critic loss: +0.0040 + World model loss: +0.7658 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.9816 + Episode_Reward/track_angular_velocity: +51.4943 + Episode_Reward/upright: +26.1898 + Episode_Reward/leg_posture: -2.8125 + Episode_Reward/standstill: -6.0449 + Episode_Reward/action_rate_l2: -0.5995 + Episode_Reward/joint_torques_l2: -0.1511 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0239 + Episode_Reward/unnecessary_wheel_lift: -0.1235 + Episode_Reward/rolling_leg_motion: -0.6873 + Episode_Reward/obstacle_progress: +3.1212 + Episode_Reward/wheel_body_intrusion: -0.2631 + Episode_Reward/pair_body_intrusion: -0.3303 + Curriculum/terrain_level_mean: +3.1479 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0957 + Metrics/base_velocity/error_vel_yaw: 0.1348 + Episode_Termination/time_out: 0.4643 + Episode_Termination/fell_over: 0.0357 + Episode_Termination/course_exit: 0.4714 +Episode_Termination/illegal_nonwheel_contact: 0.0500 +============================================================================== + +============================================================================== +Learning iteration 19600/50000 + Total steps: 80,281,600 + Steps per second: 11,947 + Iteration time: 0.343s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0861 + Mean episode length: 1378.3 + Actor loss: -9.4593 + Critic loss: +0.0042 + World model loss: +0.7710 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.4784 + Episode_Reward/track_angular_velocity: +52.1094 + Episode_Reward/upright: +26.5043 + Episode_Reward/leg_posture: -2.8509 + Episode_Reward/standstill: -6.4428 + Episode_Reward/action_rate_l2: -0.6014 + Episode_Reward/joint_torques_l2: -0.1516 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0135 + Episode_Reward/unnecessary_wheel_lift: -0.0941 + Episode_Reward/rolling_leg_motion: -0.7067 + Episode_Reward/obstacle_progress: +3.1488 + Episode_Reward/wheel_body_intrusion: -0.2827 + Episode_Reward/pair_body_intrusion: -0.3712 + Curriculum/terrain_level_mean: +3.1545 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0963 + Metrics/base_velocity/error_vel_yaw: 0.1352 + Episode_Termination/time_out: 0.5208 + Episode_Termination/fell_over: 0.0208 + Episode_Termination/course_exit: 0.4514 +Episode_Termination/illegal_nonwheel_contact: 0.0278 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1370] +RECOVERY reset 1 invalid environments; first IDs=[2400] + +============================================================================== +Learning iteration 19650/50000 + Total steps: 80,486,400 + Steps per second: 11,954 + Iteration time: 0.343s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0864 + Mean episode length: 1357.8 + Actor loss: -9.4411 + Critic loss: +0.0093 + World model loss: +0.7410 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.8491 + Episode_Reward/track_angular_velocity: +51.2912 + Episode_Reward/upright: +26.0749 + Episode_Reward/leg_posture: -2.8013 + Episode_Reward/standstill: -6.0588 + Episode_Reward/action_rate_l2: -0.6034 + Episode_Reward/joint_torques_l2: -0.1490 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0212 + Episode_Reward/unnecessary_wheel_lift: -0.1014 + Episode_Reward/rolling_leg_motion: -0.6895 + Episode_Reward/obstacle_progress: +3.1251 + Episode_Reward/wheel_body_intrusion: -0.2779 + Episode_Reward/pair_body_intrusion: -0.3561 + Curriculum/terrain_level_mean: +3.1614 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0959 + Metrics/base_velocity/error_vel_yaw: 0.1360 + Episode_Termination/time_out: 0.5031 + Episode_Termination/fell_over: 0.0123 + Episode_Termination/course_exit: 0.4479 +Episode_Termination/illegal_nonwheel_contact: 0.0368 +============================================================================== + +============================================================================== +Learning iteration 19700/50000 + Total steps: 80,691,200 + Steps per second: 11,961 + Iteration time: 0.342s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0864 + Mean episode length: 1423.4 + Actor loss: -9.4739 + Critic loss: +0.0038 + World model loss: +0.7209 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.1065 + Episode_Reward/track_angular_velocity: +53.7727 + Episode_Reward/upright: +27.3750 + Episode_Reward/leg_posture: -2.9087 + Episode_Reward/standstill: -6.4197 + Episode_Reward/action_rate_l2: -0.6280 + Episode_Reward/joint_torques_l2: -0.1570 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0195 + Episode_Reward/unnecessary_wheel_lift: -0.1255 + Episode_Reward/rolling_leg_motion: -0.7236 + Episode_Reward/obstacle_progress: +3.2677 + Episode_Reward/wheel_body_intrusion: -0.2701 + Episode_Reward/pair_body_intrusion: -0.3415 + Curriculum/terrain_level_mean: +3.1658 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0962 + Metrics/base_velocity/error_vel_yaw: 0.1359 + Episode_Termination/time_out: 0.5732 + Episode_Termination/fell_over: 0.0122 + Episode_Termination/course_exit: 0.3841 +Episode_Termination/illegal_nonwheel_contact: 0.0305 +============================================================================== + +============================================================================== +Learning iteration 19750/50000 + Total steps: 80,896,000 + Steps per second: 11,968 + Iteration time: 0.342s + Collection time: 0.075s + Learning time: 0.186s + Mean reward: +0.0865 + Mean episode length: 1372.5 + Actor loss: -9.4729 + Critic loss: +0.0048 + World model loss: +0.7221 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.4033 + Episode_Reward/track_angular_velocity: +51.8726 + Episode_Reward/upright: +26.4085 + Episode_Reward/leg_posture: -2.8307 + Episode_Reward/standstill: -6.0127 + Episode_Reward/action_rate_l2: -0.6120 + Episode_Reward/joint_torques_l2: -0.1496 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0241 + Episode_Reward/unnecessary_wheel_lift: -0.1106 + Episode_Reward/rolling_leg_motion: -0.7119 + Episode_Reward/obstacle_progress: +3.0916 + Episode_Reward/wheel_body_intrusion: -0.2602 + Episode_Reward/pair_body_intrusion: -0.3406 + Curriculum/terrain_level_mean: +3.1707 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0950 + Metrics/base_velocity/error_vel_yaw: 0.1357 + Episode_Termination/time_out: 0.4828 + Episode_Termination/fell_over: 0.0414 + Episode_Termination/course_exit: 0.4552 +Episode_Termination/illegal_nonwheel_contact: 0.0552 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2145] +RECOVERY reset 1 invalid environments; first IDs=[1370] + +============================================================================== +Learning iteration 19800/50000 + Total steps: 81,100,800 + Steps per second: 11,976 + Iteration time: 0.342s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0861 + Mean episode length: 1355.1 + Actor loss: -9.4584 + Critic loss: +0.0039 + World model loss: +0.7159 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.7358 + Episode_Reward/track_angular_velocity: +51.1895 + Episode_Reward/upright: +26.0242 + Episode_Reward/leg_posture: -2.7884 + Episode_Reward/standstill: -6.2654 + Episode_Reward/action_rate_l2: -0.6013 + Episode_Reward/joint_torques_l2: -0.1498 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0132 + Episode_Reward/unnecessary_wheel_lift: -0.1045 + Episode_Reward/rolling_leg_motion: -0.7289 + Episode_Reward/obstacle_progress: +2.9627 + Episode_Reward/wheel_body_intrusion: -0.2727 + Episode_Reward/pair_body_intrusion: -0.3170 + Curriculum/terrain_level_mean: +3.1755 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0957 + Metrics/base_velocity/error_vel_yaw: 0.1361 + Episode_Termination/time_out: 0.4759 + Episode_Termination/fell_over: 0.0138 + Episode_Termination/course_exit: 0.4897 +Episode_Termination/illegal_nonwheel_contact: 0.0276 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2285] + +============================================================================== +Learning iteration 19850/50000 + Total steps: 81,305,600 + Steps per second: 11,983 + Iteration time: 0.342s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0861 + Mean episode length: 1372.1 + Actor loss: -9.4406 + Critic loss: +0.0057 + World model loss: +0.7461 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.5071 + Episode_Reward/track_angular_velocity: +51.8670 + Episode_Reward/upright: +26.3668 + Episode_Reward/leg_posture: -2.8375 + Episode_Reward/standstill: -6.4472 + Episode_Reward/action_rate_l2: -0.6090 + Episode_Reward/joint_torques_l2: -0.1507 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0268 + Episode_Reward/unnecessary_wheel_lift: -0.1132 + Episode_Reward/rolling_leg_motion: -0.7390 + Episode_Reward/obstacle_progress: +2.9806 + Episode_Reward/wheel_body_intrusion: -0.2779 + Episode_Reward/pair_body_intrusion: -0.3264 + Curriculum/terrain_level_mean: +3.1790 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0942 + Metrics/base_velocity/error_vel_yaw: 0.1359 + Episode_Termination/time_out: 0.5152 + Episode_Termination/fell_over: 0.0364 + Episode_Termination/course_exit: 0.4242 +Episode_Termination/illegal_nonwheel_contact: 0.0545 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1744] + +============================================================================== +Learning iteration 19900/50000 + Total steps: 81,510,400 + Steps per second: 11,990 + Iteration time: 0.342s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0859 + Mean episode length: 1350.3 + Actor loss: -9.4623 + Critic loss: +0.0086 + World model loss: +0.7000 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.5339 + Episode_Reward/track_angular_velocity: +51.0048 + Episode_Reward/upright: +25.9358 + Episode_Reward/leg_posture: -2.7835 + Episode_Reward/standstill: -6.4767 + Episode_Reward/action_rate_l2: -0.5991 + Episode_Reward/joint_torques_l2: -0.1483 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0105 + Episode_Reward/unnecessary_wheel_lift: -0.0970 + Episode_Reward/rolling_leg_motion: -0.7249 + Episode_Reward/obstacle_progress: +2.9535 + Episode_Reward/wheel_body_intrusion: -0.2644 + Episode_Reward/pair_body_intrusion: -0.3595 + Curriculum/terrain_level_mean: +3.1880 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0957 + Metrics/base_velocity/error_vel_yaw: 0.1364 + Episode_Termination/time_out: 0.4800 + Episode_Termination/fell_over: 0.0000 + Episode_Termination/course_exit: 0.4933 +Episode_Termination/illegal_nonwheel_contact: 0.0267 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2264] + +============================================================================== +Learning iteration 19950/50000 + Total steps: 81,715,200 + Steps per second: 11,997 + Iteration time: 0.341s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0862 + Mean episode length: 1356.6 + Actor loss: -9.4730 + Critic loss: +0.0037 + World model loss: +0.7324 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.7676 + Episode_Reward/track_angular_velocity: +51.2648 + Episode_Reward/upright: +26.0786 + Episode_Reward/leg_posture: -2.7799 + Episode_Reward/standstill: -6.2708 + Episode_Reward/action_rate_l2: -0.6083 + Episode_Reward/joint_torques_l2: -0.1482 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0212 + Episode_Reward/unnecessary_wheel_lift: -0.0991 + Episode_Reward/rolling_leg_motion: -0.7248 + Episode_Reward/obstacle_progress: +2.9822 + Episode_Reward/wheel_body_intrusion: -0.2634 + Episode_Reward/pair_body_intrusion: -0.3056 + Curriculum/terrain_level_mean: +3.1914 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0958 + Metrics/base_velocity/error_vel_yaw: 0.1358 + Episode_Termination/time_out: 0.5034 + Episode_Termination/fell_over: 0.0207 + Episode_Termination/course_exit: 0.4414 +Episode_Termination/illegal_nonwheel_contact: 0.0483 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1060] + +============================================================================== +Learning iteration 20000/50000 + Total steps: 81,920,000 + Steps per second: 12,004 + Iteration time: 0.341s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0861 + Mean episode length: 1380.1 + Actor loss: -9.4767 + Critic loss: +0.0052 + World model loss: +0.7248 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.6078 + Episode_Reward/track_angular_velocity: +52.1197 + Episode_Reward/upright: +26.4973 + Episode_Reward/leg_posture: -2.8599 + Episode_Reward/standstill: -6.2791 + Episode_Reward/action_rate_l2: -0.6178 + Episode_Reward/joint_torques_l2: -0.1521 + Episode_Reward/dof_pos_limits: -0.0010 + Episode_Reward/terminated: -0.0162 + Episode_Reward/unnecessary_wheel_lift: -0.1001 + Episode_Reward/rolling_leg_motion: -0.7358 + Episode_Reward/obstacle_progress: +3.0023 + Episode_Reward/wheel_body_intrusion: -0.3045 + Episode_Reward/pair_body_intrusion: -0.3511 + Curriculum/terrain_level_mean: +3.1948 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0959 + Metrics/base_velocity/error_vel_yaw: 0.1365 + Episode_Termination/time_out: 0.5234 + Episode_Termination/fell_over: 0.0234 + Episode_Termination/course_exit: 0.4297 +Episode_Termination/illegal_nonwheel_contact: 0.0391 +============================================================================== +Warning: EPA horizon = 24 isn't large enough. +RECOVERY reset 1 invalid environments; first IDs=[2206] + +============================================================================== +Learning iteration 20050/50000 + Total steps: 82,124,800 + Steps per second: 12,011 + Iteration time: 0.341s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0861 + Mean episode length: 1301.6 + Actor loss: -9.4323 + Critic loss: +0.0061 + World model loss: +0.7460 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +45.8034 + Episode_Reward/track_angular_velocity: +49.1452 + Episode_Reward/upright: +24.9886 + Episode_Reward/leg_posture: -2.6881 + Episode_Reward/standstill: -5.9642 + Episode_Reward/action_rate_l2: -0.5696 + Episode_Reward/joint_torques_l2: -0.1437 + Episode_Reward/dof_pos_limits: -0.0016 + Episode_Reward/terminated: -0.0203 + Episode_Reward/unnecessary_wheel_lift: -0.0961 + Episode_Reward/rolling_leg_motion: -0.6788 + Episode_Reward/obstacle_progress: +2.8813 + Episode_Reward/wheel_body_intrusion: -0.2654 + Episode_Reward/pair_body_intrusion: -0.2991 + Curriculum/terrain_level_mean: +3.1982 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0962 + Metrics/base_velocity/error_vel_yaw: 0.1366 + Episode_Termination/time_out: 0.4638 + Episode_Termination/fell_over: 0.0290 + Episode_Termination/course_exit: 0.4783 +Episode_Termination/illegal_nonwheel_contact: 0.0435 +============================================================================== + +============================================================================== +Learning iteration 20100/50000 + Total steps: 82,329,600 + Steps per second: 12,018 + Iteration time: 0.341s + Collection time: 0.075s + Learning time: 0.185s + Mean reward: +0.0863 + Mean episode length: 1357.4 + Actor loss: -9.4766 + Critic loss: +0.0040 + World model loss: +0.7786 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.8544 + Episode_Reward/track_angular_velocity: +51.2945 + Episode_Reward/upright: +26.0650 + Episode_Reward/leg_posture: -2.7971 + Episode_Reward/standstill: -6.1611 + Episode_Reward/action_rate_l2: -0.5920 + Episode_Reward/joint_torques_l2: -0.1496 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0133 + Episode_Reward/unnecessary_wheel_lift: -0.1049 + Episode_Reward/rolling_leg_motion: -0.7149 + Episode_Reward/obstacle_progress: +2.9494 + Episode_Reward/wheel_body_intrusion: -0.2521 + Episode_Reward/pair_body_intrusion: -0.2903 + Curriculum/terrain_level_mean: +3.2039 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0950 + Metrics/base_velocity/error_vel_yaw: 0.1358 + Episode_Termination/time_out: 0.5034 + Episode_Termination/fell_over: 0.0201 + Episode_Termination/course_exit: 0.4631 +Episode_Termination/illegal_nonwheel_contact: 0.0134 +============================================================================== + +============================================================================== +Learning iteration 20150/50000 + Total steps: 82,534,400 + Steps per second: 12,025 + Iteration time: 0.341s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0866 + Mean episode length: 1370.5 + Actor loss: -9.4942 + Critic loss: +0.0035 + World model loss: +0.7186 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.3439 + Episode_Reward/track_angular_velocity: +51.8315 + Episode_Reward/upright: +26.3377 + Episode_Reward/leg_posture: -2.7292 + Episode_Reward/standstill: -6.0097 + Episode_Reward/action_rate_l2: -0.6079 + Episode_Reward/joint_torques_l2: -0.1501 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0134 + Episode_Reward/unnecessary_wheel_lift: -0.1089 + Episode_Reward/rolling_leg_motion: -0.7157 + Episode_Reward/obstacle_progress: +3.0633 + Episode_Reward/wheel_body_intrusion: -0.2500 + Episode_Reward/pair_body_intrusion: -0.2952 + Curriculum/terrain_level_mean: +3.2090 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0948 + Metrics/base_velocity/error_vel_yaw: 0.1346 + Episode_Termination/time_out: 0.4894 + Episode_Termination/fell_over: 0.0142 + Episode_Termination/course_exit: 0.4752 +Episode_Termination/illegal_nonwheel_contact: 0.0355 +============================================================================== + +============================================================================== +Learning iteration 20200/50000 + Total steps: 82,739,200 + Steps per second: 12,032 + Iteration time: 0.340s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0862 + Mean episode length: 1304.3 + Actor loss: -9.4340 + Critic loss: +0.0080 + World model loss: +0.7725 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +45.8938 + Episode_Reward/track_angular_velocity: +49.2847 + Episode_Reward/upright: +25.0342 + Episode_Reward/leg_posture: -2.6348 + Episode_Reward/standstill: -5.9855 + Episode_Reward/action_rate_l2: -0.5762 + Episode_Reward/joint_torques_l2: -0.1430 + Episode_Reward/dof_pos_limits: -0.0010 + Episode_Reward/terminated: -0.0229 + Episode_Reward/unnecessary_wheel_lift: -0.0903 + Episode_Reward/rolling_leg_motion: -0.6584 + Episode_Reward/obstacle_progress: +2.9477 + Episode_Reward/wheel_body_intrusion: -0.2501 + Episode_Reward/pair_body_intrusion: -0.3011 + Curriculum/terrain_level_mean: +3.2146 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0965 + Metrics/base_velocity/error_vel_yaw: 0.1358 + Episode_Termination/time_out: 0.4130 + Episode_Termination/fell_over: 0.0435 + Episode_Termination/course_exit: 0.5217 +Episode_Termination/illegal_nonwheel_contact: 0.0507 +============================================================================== + +============================================================================== +Learning iteration 20250/50000 + Total steps: 82,944,000 + Steps per second: 12,039 + Iteration time: 0.340s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0863 + Mean episode length: 1413.8 + Actor loss: -9.4710 + Critic loss: +0.0047 + World model loss: +0.7244 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.6798 + Episode_Reward/track_angular_velocity: +53.4104 + Episode_Reward/upright: +27.1662 + Episode_Reward/leg_posture: -2.8667 + Episode_Reward/standstill: -6.3642 + Episode_Reward/action_rate_l2: -0.6411 + Episode_Reward/joint_torques_l2: -0.1576 + Episode_Reward/dof_pos_limits: -0.0014 + Episode_Reward/terminated: -0.0166 + Episode_Reward/unnecessary_wheel_lift: -0.1288 + Episode_Reward/rolling_leg_motion: -0.7248 + Episode_Reward/obstacle_progress: +3.2376 + Episode_Reward/wheel_body_intrusion: -0.2755 + Episode_Reward/pair_body_intrusion: -0.3142 + Curriculum/terrain_level_mean: +3.2202 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0964 + Metrics/base_velocity/error_vel_yaw: 0.1360 + Episode_Termination/time_out: 0.5361 + Episode_Termination/fell_over: 0.0181 + Episode_Termination/course_exit: 0.4277 +Episode_Termination/illegal_nonwheel_contact: 0.0301 +============================================================================== + +============================================================================== +Learning iteration 20300/50000 + Total steps: 83,148,800 + Steps per second: 12,046 + Iteration time: 0.340s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0862 + Mean episode length: 1357.3 + Actor loss: -9.4876 + Critic loss: +0.0038 + World model loss: +0.7246 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.8822 + Episode_Reward/track_angular_velocity: +51.3061 + Episode_Reward/upright: +26.0410 + Episode_Reward/leg_posture: -2.7334 + Episode_Reward/standstill: -6.5907 + Episode_Reward/action_rate_l2: -0.6062 + Episode_Reward/joint_torques_l2: -0.1500 + Episode_Reward/dof_pos_limits: -0.0014 + Episode_Reward/terminated: -0.0292 + Episode_Reward/unnecessary_wheel_lift: -0.1277 + Episode_Reward/rolling_leg_motion: -0.6807 + Episode_Reward/obstacle_progress: +3.2019 + Episode_Reward/wheel_body_intrusion: -0.2688 + Episode_Reward/pair_body_intrusion: -0.2927 + Curriculum/terrain_level_mean: +3.2241 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0950 + Metrics/base_velocity/error_vel_yaw: 0.1352 + Episode_Termination/time_out: 0.5195 + Episode_Termination/fell_over: 0.0325 + Episode_Termination/course_exit: 0.4091 +Episode_Termination/illegal_nonwheel_contact: 0.0519 +============================================================================== + +============================================================================== +Learning iteration 20350/50000 + Total steps: 83,353,600 + Steps per second: 12,053 + Iteration time: 0.340s + Collection time: 0.076s + Learning time: 0.192s + Mean reward: +0.0861 + Mean episode length: 1400.4 + Actor loss: -9.4819 + Critic loss: +0.0041 + World model loss: +0.7828 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.3339 + Episode_Reward/track_angular_velocity: +52.8614 + Episode_Reward/upright: +26.8704 + Episode_Reward/leg_posture: -2.8515 + Episode_Reward/standstill: -6.7084 + Episode_Reward/action_rate_l2: -0.6027 + Episode_Reward/joint_torques_l2: -0.1539 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0246 + Episode_Reward/unnecessary_wheel_lift: -0.1034 + Episode_Reward/rolling_leg_motion: -0.6979 + Episode_Reward/obstacle_progress: +3.2627 + Episode_Reward/wheel_body_intrusion: -0.2829 + Episode_Reward/pair_body_intrusion: -0.3263 + Curriculum/terrain_level_mean: +3.2266 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0958 + Metrics/base_velocity/error_vel_yaw: 0.1369 + Episode_Termination/time_out: 0.4932 + Episode_Termination/fell_over: 0.0205 + Episode_Termination/course_exit: 0.4452 +Episode_Termination/illegal_nonwheel_contact: 0.0479 +============================================================================== + +============================================================================== +Learning iteration 20400/50000 + Total steps: 83,558,400 + Steps per second: 12,060 + Iteration time: 0.340s + Collection time: 0.076s + Learning time: 0.183s + Mean reward: +0.0860 + Mean episode length: 1338.1 + Actor loss: -9.4980 + Critic loss: +0.0045 + World model loss: +0.7846 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.1142 + Episode_Reward/track_angular_velocity: +50.6016 + Episode_Reward/upright: +25.6829 + Episode_Reward/leg_posture: -2.7824 + Episode_Reward/standstill: -6.3544 + Episode_Reward/action_rate_l2: -0.5764 + Episode_Reward/joint_torques_l2: -0.1483 + Episode_Reward/dof_pos_limits: -0.0012 + Episode_Reward/terminated: -0.0366 + Episode_Reward/unnecessary_wheel_lift: -0.1016 + Episode_Reward/rolling_leg_motion: -0.6762 + Episode_Reward/obstacle_progress: +3.0181 + Episode_Reward/wheel_body_intrusion: -0.2908 + Episode_Reward/pair_body_intrusion: -0.3278 + Curriculum/terrain_level_mean: +3.2295 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0957 + Metrics/base_velocity/error_vel_yaw: 0.1349 + Episode_Termination/time_out: 0.4238 + Episode_Termination/fell_over: 0.0662 + Episode_Termination/course_exit: 0.4834 +Episode_Termination/illegal_nonwheel_contact: 0.0596 +============================================================================== + +============================================================================== +Learning iteration 20450/50000 + Total steps: 83,763,200 + Steps per second: 12,067 + Iteration time: 0.339s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0860 + Mean episode length: 1393.3 + Actor loss: -9.4483 + Critic loss: +0.0074 + World model loss: +0.7243 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.0649 + Episode_Reward/track_angular_velocity: +52.6506 + Episode_Reward/upright: +26.7454 + Episode_Reward/leg_posture: -2.8985 + Episode_Reward/standstill: -6.6500 + Episode_Reward/action_rate_l2: -0.5957 + Episode_Reward/joint_torques_l2: -0.1534 + Episode_Reward/dof_pos_limits: -0.0010 + Episode_Reward/terminated: -0.0218 + Episode_Reward/unnecessary_wheel_lift: -0.1032 + Episode_Reward/rolling_leg_motion: -0.6901 + Episode_Reward/obstacle_progress: +3.1161 + Episode_Reward/wheel_body_intrusion: -0.2988 + Episode_Reward/pair_body_intrusion: -0.3217 + Curriculum/terrain_level_mean: +3.2322 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0958 + Metrics/base_velocity/error_vel_yaw: 0.1358 + Episode_Termination/time_out: 0.5076 + Episode_Termination/fell_over: 0.0455 + Episode_Termination/course_exit: 0.4318 +Episode_Termination/illegal_nonwheel_contact: 0.0303 +============================================================================== + +============================================================================== +Learning iteration 20500/50000 + Total steps: 83,968,000 + Steps per second: 12,073 + Iteration time: 0.339s + Collection time: 0.075s + Learning time: 0.185s + Mean reward: +0.0860 + Mean episode length: 1421.9 + Actor loss: -9.4688 + Critic loss: +0.0050 + World model loss: +0.7166 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.1456 + Episode_Reward/track_angular_velocity: +53.7459 + Episode_Reward/upright: +27.2602 + Episode_Reward/leg_posture: -2.9208 + Episode_Reward/standstill: -6.9801 + Episode_Reward/action_rate_l2: -0.6113 + Episode_Reward/joint_torques_l2: -0.1563 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0250 + Episode_Reward/unnecessary_wheel_lift: -0.1466 + Episode_Reward/rolling_leg_motion: -0.7135 + Episode_Reward/obstacle_progress: +3.2055 + Episode_Reward/wheel_body_intrusion: -0.2790 + Episode_Reward/pair_body_intrusion: -0.2949 + Curriculum/terrain_level_mean: +3.2380 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0956 + Metrics/base_velocity/error_vel_yaw: 0.1351 + Episode_Termination/time_out: 0.4968 + Episode_Termination/fell_over: 0.0382 + Episode_Termination/course_exit: 0.4459 +Episode_Termination/illegal_nonwheel_contact: 0.0446 +============================================================================== + +============================================================================== +Learning iteration 20550/50000 + Total steps: 84,172,800 + Steps per second: 12,080 + Iteration time: 0.339s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0862 + Mean episode length: 1391.3 + Actor loss: -9.4818 + Critic loss: +0.0051 + World model loss: +0.7316 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.1373 + Episode_Reward/track_angular_velocity: +52.6051 + Episode_Reward/upright: +26.7143 + Episode_Reward/leg_posture: -2.8101 + Episode_Reward/standstill: -6.5968 + Episode_Reward/action_rate_l2: -0.6115 + Episode_Reward/joint_torques_l2: -0.1517 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0163 + Episode_Reward/unnecessary_wheel_lift: -0.1110 + Episode_Reward/rolling_leg_motion: -0.7196 + Episode_Reward/obstacle_progress: +3.1274 + Episode_Reward/wheel_body_intrusion: -0.2469 + Episode_Reward/pair_body_intrusion: -0.3248 + Curriculum/terrain_level_mean: +3.2419 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0945 + Metrics/base_velocity/error_vel_yaw: 0.1347 + Episode_Termination/time_out: 0.5000 + Episode_Termination/fell_over: 0.0062 + Episode_Termination/course_exit: 0.4630 +Episode_Termination/illegal_nonwheel_contact: 0.0309 +============================================================================== +Warning: EPA horizon = 24 isn't large enough. + +============================================================================== +Learning iteration 20600/50000 + Total steps: 84,377,600 + Steps per second: 12,087 + Iteration time: 0.339s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0866 + Mean episode length: 1359.6 + Actor loss: -9.4800 + Critic loss: +0.0043 + World model loss: +0.7249 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.0644 + Episode_Reward/track_angular_velocity: +51.3988 + Episode_Reward/upright: +26.1006 + Episode_Reward/leg_posture: -2.7451 + Episode_Reward/standstill: -6.1146 + Episode_Reward/action_rate_l2: -0.5901 + Episode_Reward/joint_torques_l2: -0.1487 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0239 + Episode_Reward/unnecessary_wheel_lift: -0.0950 + Episode_Reward/rolling_leg_motion: -0.6846 + Episode_Reward/obstacle_progress: +3.1264 + Episode_Reward/wheel_body_intrusion: -0.2469 + Episode_Reward/pair_body_intrusion: -0.3380 + Curriculum/terrain_level_mean: +3.2446 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0941 + Metrics/base_velocity/error_vel_yaw: 0.1350 + Episode_Termination/time_out: 0.4264 + Episode_Termination/fell_over: 0.0078 + Episode_Termination/course_exit: 0.5039 +Episode_Termination/illegal_nonwheel_contact: 0.0620 +============================================================================== + +============================================================================== +Learning iteration 20650/50000 + Total steps: 84,582,400 + Steps per second: 12,094 + Iteration time: 0.339s + Collection time: 0.075s + Learning time: 0.185s + Mean reward: +0.0863 + Mean episode length: 1352.0 + Actor loss: -9.4516 + Critic loss: +0.0102 + World model loss: +0.7716 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.5999 + Episode_Reward/track_angular_velocity: +51.0535 + Episode_Reward/upright: +25.9258 + Episode_Reward/leg_posture: -2.7262 + Episode_Reward/standstill: -6.1834 + Episode_Reward/action_rate_l2: -0.5909 + Episode_Reward/joint_torques_l2: -0.1473 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0158 + Episode_Reward/unnecessary_wheel_lift: -0.0976 + Episode_Reward/rolling_leg_motion: -0.6699 + Episode_Reward/obstacle_progress: +3.1046 + Episode_Reward/wheel_body_intrusion: -0.2663 + Episode_Reward/pair_body_intrusion: -0.3309 + Curriculum/terrain_level_mean: +3.2500 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0960 + Metrics/base_velocity/error_vel_yaw: 0.1362 + Episode_Termination/time_out: 0.4895 + Episode_Termination/fell_over: 0.0350 + Episode_Termination/course_exit: 0.4685 +Episode_Termination/illegal_nonwheel_contact: 0.0210 +============================================================================== + +============================================================================== +Learning iteration 20700/50000 + Total steps: 84,787,200 + Steps per second: 12,100 + Iteration time: 0.339s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0863 + Mean episode length: 1381.1 + Actor loss: -9.4436 + Critic loss: +0.0037 + World model loss: +0.7407 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.8237 + Episode_Reward/track_angular_velocity: +52.2276 + Episode_Reward/upright: +26.4830 + Episode_Reward/leg_posture: -2.7904 + Episode_Reward/standstill: -6.6222 + Episode_Reward/action_rate_l2: -0.5949 + Episode_Reward/joint_torques_l2: -0.1501 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0108 + Episode_Reward/unnecessary_wheel_lift: -0.0936 + Episode_Reward/rolling_leg_motion: -0.6768 + Episode_Reward/obstacle_progress: +3.1603 + Episode_Reward/wheel_body_intrusion: -0.2456 + Episode_Reward/pair_body_intrusion: -0.3574 + Curriculum/terrain_level_mean: +3.2556 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0940 + Metrics/base_velocity/error_vel_yaw: 0.1345 + Episode_Termination/time_out: 0.5000 + Episode_Termination/fell_over: 0.0286 + Episode_Termination/course_exit: 0.4714 +Episode_Termination/illegal_nonwheel_contact: 0.0143 +============================================================================== + +============================================================================== +Learning iteration 20750/50000 + Total steps: 84,992,000 + Steps per second: 12,107 + Iteration time: 0.338s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0861 + Mean episode length: 1333.9 + Actor loss: -9.4454 + Critic loss: +0.0058 + World model loss: +0.7108 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.9930 + Episode_Reward/track_angular_velocity: +50.4486 + Episode_Reward/upright: +25.5670 + Episode_Reward/leg_posture: -2.7470 + Episode_Reward/standstill: -6.3538 + Episode_Reward/action_rate_l2: -0.5800 + Episode_Reward/joint_torques_l2: -0.1458 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0156 + Episode_Reward/unnecessary_wheel_lift: -0.1043 + Episode_Reward/rolling_leg_motion: -0.6707 + Episode_Reward/obstacle_progress: +2.9786 + Episode_Reward/wheel_body_intrusion: -0.2728 + Episode_Reward/pair_body_intrusion: -0.3004 + Curriculum/terrain_level_mean: +3.2620 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0956 + Metrics/base_velocity/error_vel_yaw: 0.1343 + Episode_Termination/time_out: 0.4699 + Episode_Termination/fell_over: 0.0241 + Episode_Termination/course_exit: 0.4940 +Episode_Termination/illegal_nonwheel_contact: 0.0301 +============================================================================== + +============================================================================== +Learning iteration 20800/50000 + Total steps: 85,196,800 + Steps per second: 12,114 + Iteration time: 0.338s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0859 + Mean episode length: 1361.1 + Actor loss: -9.4361 + Critic loss: +0.0046 + World model loss: +0.7592 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.0022 + Episode_Reward/track_angular_velocity: +51.5007 + Episode_Reward/upright: +26.0753 + Episode_Reward/leg_posture: -2.7939 + Episode_Reward/standstill: -6.7618 + Episode_Reward/action_rate_l2: -0.6046 + Episode_Reward/joint_torques_l2: -0.1488 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0159 + Episode_Reward/unnecessary_wheel_lift: -0.1092 + Episode_Reward/rolling_leg_motion: -0.6962 + Episode_Reward/obstacle_progress: +3.0006 + Episode_Reward/wheel_body_intrusion: -0.2645 + Episode_Reward/pair_body_intrusion: -0.3126 + Curriculum/terrain_level_mean: +3.2668 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0950 + Metrics/base_velocity/error_vel_yaw: 0.1340 + Episode_Termination/time_out: 0.5270 + Episode_Termination/fell_over: 0.0203 + Episode_Termination/course_exit: 0.4324 +Episode_Termination/illegal_nonwheel_contact: 0.0270 +============================================================================== + +============================================================================== +Learning iteration 20850/50000 + Total steps: 85,401,600 + Steps per second: 12,120 + Iteration time: 0.338s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0858 + Mean episode length: 1342.3 + Actor loss: -9.4655 + Critic loss: +0.0040 + World model loss: +0.7012 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.2721 + Episode_Reward/track_angular_velocity: +50.7883 + Episode_Reward/upright: +25.6843 + Episode_Reward/leg_posture: -2.7388 + Episode_Reward/standstill: -6.7092 + Episode_Reward/action_rate_l2: -0.5930 + Episode_Reward/joint_torques_l2: -0.1464 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0236 + Episode_Reward/unnecessary_wheel_lift: -0.1083 + Episode_Reward/rolling_leg_motion: -0.6790 + Episode_Reward/obstacle_progress: +2.9687 + Episode_Reward/wheel_body_intrusion: -0.2521 + Episode_Reward/pair_body_intrusion: -0.3156 + Curriculum/terrain_level_mean: +3.2705 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0956 + Metrics/base_velocity/error_vel_yaw: 0.1338 + Episode_Termination/time_out: 0.4610 + Episode_Termination/fell_over: 0.0325 + Episode_Termination/course_exit: 0.4805 +Episode_Termination/illegal_nonwheel_contact: 0.0455 +============================================================================== + +============================================================================== +Learning iteration 20900/50000 + Total steps: 85,606,400 + Steps per second: 12,127 + Iteration time: 0.338s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0857 + Mean episode length: 1372.1 + Actor loss: -9.4456 + Critic loss: +0.0078 + World model loss: +0.7111 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.2762 + Episode_Reward/track_angular_velocity: +51.9346 + Episode_Reward/upright: +26.2252 + Episode_Reward/leg_posture: -2.8236 + Episode_Reward/standstill: -6.8476 + Episode_Reward/action_rate_l2: -0.6008 + Episode_Reward/joint_torques_l2: -0.1494 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0295 + Episode_Reward/unnecessary_wheel_lift: -0.1162 + Episode_Reward/rolling_leg_motion: -0.7002 + Episode_Reward/obstacle_progress: +3.0302 + Episode_Reward/wheel_body_intrusion: -0.2679 + Episode_Reward/pair_body_intrusion: -0.3073 + Curriculum/terrain_level_mean: +3.2739 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0963 + Metrics/base_velocity/error_vel_yaw: 0.1336 + Episode_Termination/time_out: 0.5181 + Episode_Termination/fell_over: 0.0301 + Episode_Termination/course_exit: 0.4157 +Episode_Termination/illegal_nonwheel_contact: 0.0482 +============================================================================== + +============================================================================== +Learning iteration 20950/50000 + Total steps: 85,811,200 + Steps per second: 12,134 + Iteration time: 0.338s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0862 + Mean episode length: 1336.3 + Actor loss: -9.4475 + Critic loss: +0.0056 + World model loss: +0.7617 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.1311 + Episode_Reward/track_angular_velocity: +50.6161 + Episode_Reward/upright: +25.5916 + Episode_Reward/leg_posture: -2.7270 + Episode_Reward/standstill: -6.3389 + Episode_Reward/action_rate_l2: -0.5947 + Episode_Reward/joint_torques_l2: -0.1445 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0418 + Episode_Reward/unnecessary_wheel_lift: -0.1091 + Episode_Reward/rolling_leg_motion: -0.6779 + Episode_Reward/obstacle_progress: +2.9992 + Episode_Reward/wheel_body_intrusion: -0.2589 + Episode_Reward/pair_body_intrusion: -0.2934 + Curriculum/terrain_level_mean: +3.2771 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0950 + Metrics/base_velocity/error_vel_yaw: 0.1330 + Episode_Termination/time_out: 0.5097 + Episode_Termination/fell_over: 0.0645 + Episode_Termination/course_exit: 0.3871 +Episode_Termination/illegal_nonwheel_contact: 0.0645 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[416] + +============================================================================== +Learning iteration 21000/50000 + Total steps: 86,016,000 + Steps per second: 12,139 + Iteration time: 0.337s + Collection time: 0.076s + Learning time: 0.192s + Mean reward: +0.0861 + Mean episode length: 1455.7 + Actor loss: -9.4362 + Critic loss: +0.0047 + World model loss: +0.7485 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +51.3357 + Episode_Reward/track_angular_velocity: +55.1174 + Episode_Reward/upright: +27.9201 + Episode_Reward/leg_posture: -2.9976 + Episode_Reward/standstill: -6.9788 + Episode_Reward/action_rate_l2: -0.6431 + Episode_Reward/joint_torques_l2: -0.1566 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0114 + Episode_Reward/unnecessary_wheel_lift: -0.1153 + Episode_Reward/rolling_leg_motion: -0.7473 + Episode_Reward/obstacle_progress: +3.2817 + Episode_Reward/wheel_body_intrusion: -0.2901 + Episode_Reward/pair_body_intrusion: -0.3610 + Curriculum/terrain_level_mean: +3.2815 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0951 + Metrics/base_velocity/error_vel_yaw: 0.1334 + Episode_Termination/time_out: 0.5894 + Episode_Termination/fell_over: 0.0265 + Episode_Termination/course_exit: 0.3841 +Episode_Termination/illegal_nonwheel_contact: 0.0199 +============================================================================== + +============================================================================== +Learning iteration 21050/50000 + Total steps: 86,220,800 + Steps per second: 12,146 + Iteration time: 0.337s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0867 + Mean episode length: 1348.2 + Actor loss: -9.4627 + Critic loss: +0.0039 + World model loss: +0.7142 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.7490 + Episode_Reward/track_angular_velocity: +51.0764 + Episode_Reward/upright: +25.8579 + Episode_Reward/leg_posture: -2.7351 + Episode_Reward/standstill: -6.0904 + Episode_Reward/action_rate_l2: -0.5973 + Episode_Reward/joint_torques_l2: -0.1450 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0158 + Episode_Reward/unnecessary_wheel_lift: -0.0937 + Episode_Reward/rolling_leg_motion: -0.6656 + Episode_Reward/obstacle_progress: +3.0586 + Episode_Reward/wheel_body_intrusion: -0.2544 + Episode_Reward/pair_body_intrusion: -0.3035 + Curriculum/terrain_level_mean: +3.2869 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0931 + Metrics/base_velocity/error_vel_yaw: 0.1323 + Episode_Termination/time_out: 0.4648 + Episode_Termination/fell_over: 0.0211 + Episode_Termination/course_exit: 0.4930 +Episode_Termination/illegal_nonwheel_contact: 0.0352 +============================================================================== + +============================================================================== +Learning iteration 21100/50000 + Total steps: 86,425,600 + Steps per second: 12,152 + Iteration time: 0.337s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0865 + Mean episode length: 1401.2 + Actor loss: -9.4403 + Critic loss: +0.0086 + World model loss: +0.7241 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.5075 + Episode_Reward/track_angular_velocity: +53.0895 + Episode_Reward/upright: +26.8996 + Episode_Reward/leg_posture: -2.8557 + Episode_Reward/standstill: -6.4794 + Episode_Reward/action_rate_l2: -0.6060 + Episode_Reward/joint_torques_l2: -0.1520 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0137 + Episode_Reward/unnecessary_wheel_lift: -0.0998 + Episode_Reward/rolling_leg_motion: -0.6837 + Episode_Reward/obstacle_progress: +3.1843 + Episode_Reward/wheel_body_intrusion: -0.2836 + Episode_Reward/pair_body_intrusion: -0.3250 + Curriculum/terrain_level_mean: +3.2913 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0943 + Metrics/base_velocity/error_vel_yaw: 0.1324 + Episode_Termination/time_out: 0.5366 + Episode_Termination/fell_over: 0.0244 + Episode_Termination/course_exit: 0.4228 +Episode_Termination/illegal_nonwheel_contact: 0.0244 +============================================================================== + +============================================================================== +Learning iteration 21150/50000 + Total steps: 86,630,400 + Steps per second: 12,159 + Iteration time: 0.337s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0862 + Mean episode length: 1369.4 + Actor loss: -9.4495 + Critic loss: +0.0038 + World model loss: +0.6962 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.2243 + Episode_Reward/track_angular_velocity: +51.7846 + Episode_Reward/upright: +26.2615 + Episode_Reward/leg_posture: -2.7933 + Episode_Reward/standstill: -6.3209 + Episode_Reward/action_rate_l2: -0.6022 + Episode_Reward/joint_torques_l2: -0.1483 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0187 + Episode_Reward/unnecessary_wheel_lift: -0.1162 + Episode_Reward/rolling_leg_motion: -0.6778 + Episode_Reward/obstacle_progress: +3.0715 + Episode_Reward/wheel_body_intrusion: -0.2743 + Episode_Reward/pair_body_intrusion: -0.3058 + Curriculum/terrain_level_mean: +3.2996 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0953 + Metrics/base_velocity/error_vel_yaw: 0.1348 + Episode_Termination/time_out: 0.4969 + Episode_Termination/fell_over: 0.0314 + Episode_Termination/course_exit: 0.4591 +Episode_Termination/illegal_nonwheel_contact: 0.0252 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1141] +RECOVERY reset 1 invalid environments; first IDs=[2512] + +============================================================================== +Learning iteration 21200/50000 + Total steps: 86,835,200 + Steps per second: 12,165 + Iteration time: 0.337s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0865 + Mean episode length: 1383.7 + Actor loss: -9.4090 + Critic loss: +0.0180 + World model loss: +0.7502 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.8863 + Episode_Reward/track_angular_velocity: +52.3513 + Episode_Reward/upright: +26.5351 + Episode_Reward/leg_posture: -2.8185 + Episode_Reward/standstill: -6.2036 + Episode_Reward/action_rate_l2: -0.6103 + Episode_Reward/joint_torques_l2: -0.1497 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0297 + Episode_Reward/unnecessary_wheel_lift: -0.1242 + Episode_Reward/rolling_leg_motion: -0.7127 + Episode_Reward/obstacle_progress: +3.2037 + Episode_Reward/wheel_body_intrusion: -0.2722 + Episode_Reward/pair_body_intrusion: -0.3552 + Curriculum/terrain_level_mean: +3.3044 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0941 + Metrics/base_velocity/error_vel_yaw: 0.1339 + Episode_Termination/time_out: 0.4974 + Episode_Termination/fell_over: 0.0311 + Episode_Termination/course_exit: 0.4456 +Episode_Termination/illegal_nonwheel_contact: 0.0518 +============================================================================== + +============================================================================== +Learning iteration 21250/50000 + Total steps: 87,040,000 + Steps per second: 12,172 + Iteration time: 0.337s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0866 + Mean episode length: 1348.7 + Actor loss: -9.4638 + Critic loss: +0.0041 + World model loss: +0.7035 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.6194 + Episode_Reward/track_angular_velocity: +50.9746 + Episode_Reward/upright: +25.8788 + Episode_Reward/leg_posture: -2.7360 + Episode_Reward/standstill: -5.9071 + Episode_Reward/action_rate_l2: -0.5813 + Episode_Reward/joint_torques_l2: -0.1451 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0158 + Episode_Reward/unnecessary_wheel_lift: -0.1376 + Episode_Reward/rolling_leg_motion: -0.6731 + Episode_Reward/obstacle_progress: +3.1430 + Episode_Reward/wheel_body_intrusion: -0.2677 + Episode_Reward/pair_body_intrusion: -0.3771 + Curriculum/terrain_level_mean: +3.3098 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0944 + Metrics/base_velocity/error_vel_yaw: 0.1348 + Episode_Termination/time_out: 0.4355 + Episode_Termination/fell_over: 0.0161 + Episode_Termination/course_exit: 0.5161 +Episode_Termination/illegal_nonwheel_contact: 0.0403 +============================================================================== + +============================================================================== +Learning iteration 21300/50000 + Total steps: 87,244,800 + Steps per second: 12,178 + Iteration time: 0.336s + Collection time: 0.075s + Learning time: 0.185s + Mean reward: +0.0867 + Mean episode length: 1421.3 + Actor loss: -9.4284 + Critic loss: +0.0086 + World model loss: +0.7100 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.1473 + Episode_Reward/track_angular_velocity: +53.7458 + Episode_Reward/upright: +27.2488 + Episode_Reward/leg_posture: -2.8609 + Episode_Reward/standstill: -6.2306 + Episode_Reward/action_rate_l2: -0.6247 + Episode_Reward/joint_torques_l2: -0.1546 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0167 + Episode_Reward/unnecessary_wheel_lift: -0.1071 + Episode_Reward/rolling_leg_motion: -0.6923 + Episode_Reward/obstacle_progress: +3.4728 + Episode_Reward/wheel_body_intrusion: -0.2940 + Episode_Reward/pair_body_intrusion: -0.3381 + Curriculum/terrain_level_mean: +3.3140 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0948 + Metrics/base_velocity/error_vel_yaw: 0.1348 + Episode_Termination/time_out: 0.5271 + Episode_Termination/fell_over: 0.0078 + Episode_Termination/course_exit: 0.4264 +Episode_Termination/illegal_nonwheel_contact: 0.0465 +============================================================================== + +============================================================================== +Learning iteration 21350/50000 + Total steps: 87,449,600 + Steps per second: 12,185 + Iteration time: 0.336s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0864 + Mean episode length: 1292.3 + Actor loss: -9.4809 + Critic loss: +0.0059 + World model loss: +0.7198 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +45.6411 + Episode_Reward/track_angular_velocity: +48.8404 + Episode_Reward/upright: +24.7333 + Episode_Reward/leg_posture: -2.6070 + Episode_Reward/standstill: -6.0488 + Episode_Reward/action_rate_l2: -0.5468 + Episode_Reward/joint_torques_l2: -0.1428 + Episode_Reward/dof_pos_limits: -0.0003 + Episode_Reward/terminated: -0.0177 + Episode_Reward/unnecessary_wheel_lift: -0.0874 + Episode_Reward/rolling_leg_motion: -0.6226 + Episode_Reward/obstacle_progress: +3.1569 + Episode_Reward/wheel_body_intrusion: -0.2565 + Episode_Reward/pair_body_intrusion: -0.3262 + Curriculum/terrain_level_mean: +3.3174 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0944 + Metrics/base_velocity/error_vel_yaw: 0.1352 + Episode_Termination/time_out: 0.4632 + Episode_Termination/fell_over: 0.0147 + Episode_Termination/course_exit: 0.4853 +Episode_Termination/illegal_nonwheel_contact: 0.0441 +============================================================================== + +============================================================================== +Learning iteration 21400/50000 + Total steps: 87,654,400 + Steps per second: 12,191 + Iteration time: 0.336s + Collection time: 0.075s + Learning time: 0.185s + Mean reward: +0.0864 + Mean episode length: 1374.8 + Actor loss: -9.4545 + Critic loss: +0.0040 + World model loss: +0.7303 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.5278 + Episode_Reward/track_angular_velocity: +51.9462 + Episode_Reward/upright: +26.3156 + Episode_Reward/leg_posture: -2.7196 + Episode_Reward/standstill: -6.3735 + Episode_Reward/action_rate_l2: -0.5923 + Episode_Reward/joint_torques_l2: -0.1508 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0081 + Episode_Reward/unnecessary_wheel_lift: -0.0995 + Episode_Reward/rolling_leg_motion: -0.6783 + Episode_Reward/obstacle_progress: +3.3134 + Episode_Reward/wheel_body_intrusion: -0.2786 + Episode_Reward/pair_body_intrusion: -0.3492 + Curriculum/terrain_level_mean: +3.3245 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0946 + Metrics/base_velocity/error_vel_yaw: 0.1360 + Episode_Termination/time_out: 0.5215 + Episode_Termination/fell_over: 0.0184 + Episode_Termination/course_exit: 0.4601 +Episode_Termination/illegal_nonwheel_contact: 0.0000 +============================================================================== + +============================================================================== +Learning iteration 21450/50000 + Total steps: 87,859,200 + Steps per second: 12,198 + Iteration time: 0.336s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0866 + Mean episode length: 1401.6 + Actor loss: -9.4533 + Critic loss: +0.0079 + World model loss: +0.7106 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.5716 + Episode_Reward/track_angular_velocity: +53.0219 + Episode_Reward/upright: +26.8727 + Episode_Reward/leg_posture: -2.7452 + Episode_Reward/standstill: -6.5119 + Episode_Reward/action_rate_l2: -0.6053 + Episode_Reward/joint_torques_l2: -0.1515 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0137 + Episode_Reward/unnecessary_wheel_lift: -0.1055 + Episode_Reward/rolling_leg_motion: -0.6838 + Episode_Reward/obstacle_progress: +3.3469 + Episode_Reward/wheel_body_intrusion: -0.2497 + Episode_Reward/pair_body_intrusion: -0.3134 + Curriculum/terrain_level_mean: +3.3306 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0937 + Metrics/base_velocity/error_vel_yaw: 0.1342 + Episode_Termination/time_out: 0.5556 + Episode_Termination/fell_over: 0.0309 + Episode_Termination/course_exit: 0.4136 +Episode_Termination/illegal_nonwheel_contact: 0.0123 +============================================================================== + +============================================================================== +Learning iteration 21500/50000 + Total steps: 88,064,000 + Steps per second: 12,204 + Iteration time: 0.336s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0870 + Mean episode length: 1354.6 + Actor loss: -9.4580 + Critic loss: +0.0116 + World model loss: +0.6834 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.9629 + Episode_Reward/track_angular_velocity: +51.2303 + Episode_Reward/upright: +25.9728 + Episode_Reward/leg_posture: -2.6065 + Episode_Reward/standstill: -5.8553 + Episode_Reward/action_rate_l2: -0.6011 + Episode_Reward/joint_torques_l2: -0.1466 + Episode_Reward/dof_pos_limits: -0.0003 + Episode_Reward/terminated: -0.0132 + Episode_Reward/unnecessary_wheel_lift: -0.0938 + Episode_Reward/rolling_leg_motion: -0.6648 + Episode_Reward/obstacle_progress: +3.2435 + Episode_Reward/wheel_body_intrusion: -0.2480 + Episode_Reward/pair_body_intrusion: -0.3248 + Curriculum/terrain_level_mean: +3.3359 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0930 + Metrics/base_velocity/error_vel_yaw: 0.1342 + Episode_Termination/time_out: 0.4734 + Episode_Termination/fell_over: 0.0000 + Episode_Termination/course_exit: 0.4970 +Episode_Termination/illegal_nonwheel_contact: 0.0296 +============================================================================== + +============================================================================== +Learning iteration 21550/50000 + Total steps: 88,268,800 + Steps per second: 12,210 + Iteration time: 0.335s + Collection time: 0.076s + Learning time: 0.192s + Mean reward: +0.0867 + Mean episode length: 1393.6 + Actor loss: -9.4694 + Critic loss: +0.0047 + World model loss: +0.7113 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.2154 + Episode_Reward/track_angular_velocity: +52.7161 + Episode_Reward/upright: +26.7020 + Episode_Reward/leg_posture: -2.7564 + Episode_Reward/standstill: -6.2658 + Episode_Reward/action_rate_l2: -0.6149 + Episode_Reward/joint_torques_l2: -0.1519 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0109 + Episode_Reward/unnecessary_wheel_lift: -0.1018 + Episode_Reward/rolling_leg_motion: -0.6905 + Episode_Reward/obstacle_progress: +3.3444 + Episode_Reward/wheel_body_intrusion: -0.2563 + Episode_Reward/pair_body_intrusion: -0.3345 + Curriculum/terrain_level_mean: +3.3408 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0943 + Metrics/base_velocity/error_vel_yaw: 0.1342 + Episode_Termination/time_out: 0.5034 + Episode_Termination/fell_over: 0.0138 + Episode_Termination/course_exit: 0.4690 +Episode_Termination/illegal_nonwheel_contact: 0.0138 +============================================================================== + +============================================================================== +Learning iteration 21600/50000 + Total steps: 88,473,600 + Steps per second: 12,216 + Iteration time: 0.335s + Collection time: 0.075s + Learning time: 0.185s + Mean reward: +0.0867 + Mean episode length: 1373.0 + Actor loss: -9.4770 + Critic loss: +0.0037 + World model loss: +0.7091 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.5074 + Episode_Reward/track_angular_velocity: +51.8778 + Episode_Reward/upright: +26.2985 + Episode_Reward/leg_posture: -2.7294 + Episode_Reward/standstill: -5.9552 + Episode_Reward/action_rate_l2: -0.6093 + Episode_Reward/joint_torques_l2: -0.1502 + Episode_Reward/dof_pos_limits: -0.0003 + Episode_Reward/terminated: -0.0134 + Episode_Reward/unnecessary_wheel_lift: -0.1117 + Episode_Reward/rolling_leg_motion: -0.6892 + Episode_Reward/obstacle_progress: +3.2423 + Episode_Reward/wheel_body_intrusion: -0.2794 + Episode_Reward/pair_body_intrusion: -0.3476 + Curriculum/terrain_level_mean: +3.3457 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0943 + Metrics/base_velocity/error_vel_yaw: 0.1358 + Episode_Termination/time_out: 0.5000 + Episode_Termination/fell_over: 0.0301 + Episode_Termination/course_exit: 0.4699 +Episode_Termination/illegal_nonwheel_contact: 0.0181 +============================================================================== + ++---------------------------------+ +| Base Environment | ++------------------------+--------+ +| Property | Value | ++------------------------+--------+ +| Number of environments | 1 | +| Environment device | cuda:0 | +| Environment seed | None | +| Physics step-size | 0.005 | +| Environment step-size | 0.02 | ++------------------------+--------+ + +[INFO] contains 1 active terms. ++-------------------------------------+ +| Active Event Terms in Mode: 'reset' | ++--------+----------------------------+ +| Index | Name | ++--------+----------------------------+ +| 0 | reset_base | +| 1 | reset_robot_joints | ++--------+----------------------------+ + +[INFO] contains 1 active terms. ++--------------------------------------+ +| Active Command Terms | ++-------+-------+----------------------+ +| Index | Name | Type | ++-------+-------+----------------------+ +| 0 | twist | MixedVelocityCommand | ++-------+-------+----------------------+ + +[INFO] contains 2 active terms. ++---------------------------------+ +| Active Action Terms (shape: 16) | ++-------+-----------+-------------+ +| Index | Name | Dimension | ++-------+-----------+-------------+ +| 0 | joint_pos | 12 | +| 1 | wheel_vel | 4 | ++-------+-----------+-------------+ + +[INFO] contains 1 groups. ++------------------------------------------------------------+ +| Active Observation Terms in Group: 'actor' (shape: (265,)) | ++--------+-------------------------+-------------------------+ +| Index | Name | Shape | ++--------+-------------------------+-------------------------+ +| 0 | base_ang_vel | (15,) ← 5×(3,) | +| 1 | projected_gravity | (15,) ← 5×(3,) | +| 2 | joint_pos | (60,) ← 5×(12,) | +| 3 | joint_vel | (60,) ← 5×(12,) | +| 4 | wheel_vel | (20,) ← 5×(4,) | +| 5 | actions | (80,) ← 5×(16,) | +| 6 | command | (15,) ← 5×(3,) | ++--------+-------------------------+-------------------------+ + +[INFO] contains 4 active terms. ++---------------------------------------------+ +| Active Termination Terms | ++-------+--------------------------+----------+ +| Index | Name | Time Out | ++-------+--------------------------+----------+ +| 0 | time_out | True | +| 1 | fell_over | False | +| 2 | course_exit | True | +| 3 | illegal_nonwheel_contact | False | ++-------+--------------------------+----------+ + +[INFO] contains 0 active terms. ++-----------------------+ +| Active Reward Terms | ++-------+------+--------+ +| Index | Name | Weight | ++-------+------+--------+ ++-------+------+--------+ + +[INFO] (inactive) +[INFO] (inactive) +[INFO] (inactive) +S10 video saved: logs/s10_terrain_v7_50k_20261101_225518/videos/iteration_021600.mp4 + +============================================================================== +Learning iteration 21650/50000 + Total steps: 88,678,400 + Steps per second: 12,212 + Iteration time: 0.335s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0865 + Mean episode length: 1448.6 + Actor loss: -9.4543 + Critic loss: +0.0100 + World model loss: +0.7342 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +51.1243 + Episode_Reward/track_angular_velocity: +54.7020 + Episode_Reward/upright: +27.7672 + Episode_Reward/leg_posture: -2.9255 + Episode_Reward/standstill: -6.4043 + Episode_Reward/action_rate_l2: -0.6434 + Episode_Reward/joint_torques_l2: -0.1607 + Episode_Reward/dof_pos_limits: -0.0003 + Episode_Reward/terminated: -0.0170 + Episode_Reward/unnecessary_wheel_lift: -0.1025 + Episode_Reward/rolling_leg_motion: -0.7175 + Episode_Reward/obstacle_progress: +3.4180 + Episode_Reward/wheel_body_intrusion: -0.3117 + Episode_Reward/pair_body_intrusion: -0.4050 + Curriculum/terrain_level_mean: +3.3499 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0950 + Metrics/base_velocity/error_vel_yaw: 0.1365 + Episode_Termination/time_out: 0.5725 + Episode_Termination/fell_over: 0.0000 + Episode_Termination/course_exit: 0.3841 +Episode_Termination/illegal_nonwheel_contact: 0.0435 +============================================================================== + +============================================================================== +Learning iteration 21700/50000 + Total steps: 88,883,200 + Steps per second: 12,219 + Iteration time: 0.335s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0868 + Mean episode length: 1360.9 + Actor loss: -9.4621 + Critic loss: +0.0107 + World model loss: +0.7552 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.0044 + Episode_Reward/track_angular_velocity: +51.3728 + Episode_Reward/upright: +26.0706 + Episode_Reward/leg_posture: -2.7297 + Episode_Reward/standstill: -5.7691 + Episode_Reward/action_rate_l2: -0.5967 + Episode_Reward/joint_torques_l2: -0.1501 + Episode_Reward/dof_pos_limits: -0.0014 + Episode_Reward/terminated: -0.0159 + Episode_Reward/unnecessary_wheel_lift: -0.1156 + Episode_Reward/rolling_leg_motion: -0.6597 + Episode_Reward/obstacle_progress: +3.2807 + Episode_Reward/wheel_body_intrusion: -0.2611 + Episode_Reward/pair_body_intrusion: -0.3684 + Curriculum/terrain_level_mean: +3.3540 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0951 + Metrics/base_velocity/error_vel_yaw: 0.1366 + Episode_Termination/time_out: 0.5099 + Episode_Termination/fell_over: 0.0199 + Episode_Termination/course_exit: 0.4503 +Episode_Termination/illegal_nonwheel_contact: 0.0331 +============================================================================== + +============================================================================== +Learning iteration 21750/50000 + Total steps: 89,088,000 + Steps per second: 12,225 + Iteration time: 0.335s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0863 + Mean episode length: 1323.7 + Actor loss: -9.4930 + Critic loss: +0.0037 + World model loss: +0.7616 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.5381 + Episode_Reward/track_angular_velocity: +50.0465 + Episode_Reward/upright: +25.3275 + Episode_Reward/leg_posture: -2.6392 + Episode_Reward/standstill: -6.0614 + Episode_Reward/action_rate_l2: -0.5829 + Episode_Reward/joint_torques_l2: -0.1454 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0259 + Episode_Reward/unnecessary_wheel_lift: -0.1138 + Episode_Reward/rolling_leg_motion: -0.6416 + Episode_Reward/obstacle_progress: +3.1704 + Episode_Reward/wheel_body_intrusion: -0.2448 + Episode_Reward/pair_body_intrusion: -0.3378 + Curriculum/terrain_level_mean: +3.3582 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0967 + Metrics/base_velocity/error_vel_yaw: 0.1348 + Episode_Termination/time_out: 0.4348 + Episode_Termination/fell_over: 0.0497 + Episode_Termination/course_exit: 0.5031 +Episode_Termination/illegal_nonwheel_contact: 0.0435 +============================================================================== + +============================================================================== +Learning iteration 21800/50000 + Total steps: 89,292,800 + Steps per second: 12,231 + Iteration time: 0.335s + Collection time: 0.075s + Learning time: 0.185s + Mean reward: +0.0860 + Mean episode length: 1339.5 + Actor loss: -9.4491 + Critic loss: +0.0044 + World model loss: +0.7006 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.0708 + Episode_Reward/track_angular_velocity: +50.5615 + Episode_Reward/upright: +25.6237 + Episode_Reward/leg_posture: -2.6954 + Episode_Reward/standstill: -6.4850 + Episode_Reward/action_rate_l2: -0.5829 + Episode_Reward/joint_torques_l2: -0.1485 + Episode_Reward/dof_pos_limits: -0.0010 + Episode_Reward/terminated: -0.0288 + Episode_Reward/unnecessary_wheel_lift: -0.1146 + Episode_Reward/rolling_leg_motion: -0.6491 + Episode_Reward/obstacle_progress: +3.1961 + Episode_Reward/wheel_body_intrusion: -0.2626 + Episode_Reward/pair_body_intrusion: -0.3245 + Curriculum/terrain_level_mean: +3.3616 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0968 + Metrics/base_velocity/error_vel_yaw: 0.1367 + Episode_Termination/time_out: 0.4167 + Episode_Termination/fell_over: 0.0606 + Episode_Termination/course_exit: 0.5000 +Episode_Termination/illegal_nonwheel_contact: 0.0455 +============================================================================== +Warning: EPA horizon = 24 isn't large enough. + +============================================================================== +Learning iteration 21850/50000 + Total steps: 89,497,600 + Steps per second: 12,237 + Iteration time: 0.335s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0863 + Mean episode length: 1375.2 + Actor loss: -9.4637 + Critic loss: +0.0070 + World model loss: +0.7398 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.4995 + Episode_Reward/track_angular_velocity: +51.9871 + Episode_Reward/upright: +26.2869 + Episode_Reward/leg_posture: -2.7239 + Episode_Reward/standstill: -6.5751 + Episode_Reward/action_rate_l2: -0.6032 + Episode_Reward/joint_torques_l2: -0.1533 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0134 + Episode_Reward/unnecessary_wheel_lift: -0.1040 + Episode_Reward/rolling_leg_motion: -0.6704 + Episode_Reward/obstacle_progress: +3.3578 + Episode_Reward/wheel_body_intrusion: -0.2685 + Episode_Reward/pair_body_intrusion: -0.2856 + Curriculum/terrain_level_mean: +3.3679 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0951 + Metrics/base_velocity/error_vel_yaw: 0.1350 + Episode_Termination/time_out: 0.4904 + Episode_Termination/fell_over: 0.0127 + Episode_Termination/course_exit: 0.4777 +Episode_Termination/illegal_nonwheel_contact: 0.0318 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[821] +RECOVERY reset 1 invalid environments; first IDs=[854] + +============================================================================== +Learning iteration 21900/50000 + Total steps: 89,702,400 + Steps per second: 12,244 + Iteration time: 0.335s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0867 + Mean episode length: 1394.7 + Actor loss: -9.4815 + Critic loss: +0.0049 + World model loss: +0.7178 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.2714 + Episode_Reward/track_angular_velocity: +52.7551 + Episode_Reward/upright: +26.7257 + Episode_Reward/leg_posture: -2.7547 + Episode_Reward/standstill: -6.4079 + Episode_Reward/action_rate_l2: -0.5881 + Episode_Reward/joint_torques_l2: -0.1535 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0109 + Episode_Reward/unnecessary_wheel_lift: -0.0857 + Episode_Reward/rolling_leg_motion: -0.6741 + Episode_Reward/obstacle_progress: +3.3672 + Episode_Reward/wheel_body_intrusion: -0.2773 + Episode_Reward/pair_body_intrusion: -0.3172 + Curriculum/terrain_level_mean: +3.3721 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0944 + Metrics/base_velocity/error_vel_yaw: 0.1343 + Episode_Termination/time_out: 0.4793 + Episode_Termination/fell_over: 0.0165 + Episode_Termination/course_exit: 0.4876 +Episode_Termination/illegal_nonwheel_contact: 0.0165 +============================================================================== + +============================================================================== +Learning iteration 21950/50000 + Total steps: 89,907,200 + Steps per second: 12,250 + Iteration time: 0.334s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0869 + Mean episode length: 1353.3 + Actor loss: -9.4628 + Critic loss: +0.0051 + World model loss: +0.7589 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.7638 + Episode_Reward/track_angular_velocity: +51.1093 + Episode_Reward/upright: +25.9244 + Episode_Reward/leg_posture: -2.6898 + Episode_Reward/standstill: -5.7359 + Episode_Reward/action_rate_l2: -0.5846 + Episode_Reward/joint_torques_l2: -0.1510 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0106 + Episode_Reward/unnecessary_wheel_lift: -0.0972 + Episode_Reward/rolling_leg_motion: -0.6515 + Episode_Reward/obstacle_progress: +3.2829 + Episode_Reward/wheel_body_intrusion: -0.2692 + Episode_Reward/pair_body_intrusion: -0.3202 + Curriculum/terrain_level_mean: +3.3782 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0946 + Metrics/base_velocity/error_vel_yaw: 0.1362 + Episode_Termination/time_out: 0.4672 + Episode_Termination/fell_over: 0.0219 + Episode_Termination/course_exit: 0.5036 +Episode_Termination/illegal_nonwheel_contact: 0.0219 +============================================================================== + +============================================================================== +Learning iteration 22000/50000 + Total steps: 90,112,000 + Steps per second: 12,256 + Iteration time: 0.334s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0869 + Mean episode length: 1411.0 + Actor loss: -9.4906 + Critic loss: +0.0033 + World model loss: +0.7360 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.9309 + Episode_Reward/track_angular_velocity: +53.2867 + Episode_Reward/upright: +27.0868 + Episode_Reward/leg_posture: -2.7504 + Episode_Reward/standstill: -6.2043 + Episode_Reward/action_rate_l2: -0.6187 + Episode_Reward/joint_torques_l2: -0.1556 + Episode_Reward/dof_pos_limits: -0.0014 + Episode_Reward/terminated: -0.0138 + Episode_Reward/unnecessary_wheel_lift: -0.1098 + Episode_Reward/rolling_leg_motion: -0.6968 + Episode_Reward/obstacle_progress: +3.4457 + Episode_Reward/wheel_body_intrusion: -0.2644 + Episode_Reward/pair_body_intrusion: -0.3195 + Curriculum/terrain_level_mean: +3.3821 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0937 + Metrics/base_velocity/error_vel_yaw: 0.1365 + Episode_Termination/time_out: 0.5669 + Episode_Termination/fell_over: 0.0191 + Episode_Termination/course_exit: 0.4013 +Episode_Termination/illegal_nonwheel_contact: 0.0127 +============================================================================== + +============================================================================== +Learning iteration 22050/50000 + Total steps: 90,316,800 + Steps per second: 12,262 + Iteration time: 0.334s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0869 + Mean episode length: 1438.0 + Actor loss: -9.4961 + Critic loss: +0.0047 + World model loss: +0.7369 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +51.0564 + Episode_Reward/track_angular_velocity: +54.3389 + Episode_Reward/upright: +27.6005 + Episode_Reward/leg_posture: -2.8476 + Episode_Reward/standstill: -6.4188 + Episode_Reward/action_rate_l2: -0.6149 + Episode_Reward/joint_torques_l2: -0.1590 + Episode_Reward/dof_pos_limits: -0.0010 + Episode_Reward/terminated: -0.0253 + Episode_Reward/unnecessary_wheel_lift: -0.1040 + Episode_Reward/rolling_leg_motion: -0.7140 + Episode_Reward/obstacle_progress: +3.4682 + Episode_Reward/wheel_body_intrusion: -0.2809 + Episode_Reward/pair_body_intrusion: -0.3283 + Curriculum/terrain_level_mean: +3.3833 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0921 + Metrics/base_velocity/error_vel_yaw: 0.1356 + Episode_Termination/time_out: 0.5779 + Episode_Termination/fell_over: 0.0455 + Episode_Termination/course_exit: 0.3636 +Episode_Termination/illegal_nonwheel_contact: 0.0325 +============================================================================== + +============================================================================== +Learning iteration 22100/50000 + Total steps: 90,521,600 + Steps per second: 12,268 + Iteration time: 0.334s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0871 + Mean episode length: 1396.4 + Actor loss: -9.4575 + Critic loss: +0.0065 + World model loss: +0.7623 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.6012 + Episode_Reward/track_angular_velocity: +52.8563 + Episode_Reward/upright: +26.8332 + Episode_Reward/leg_posture: -2.8254 + Episode_Reward/standstill: -6.0766 + Episode_Reward/action_rate_l2: -0.5811 + Episode_Reward/joint_torques_l2: -0.1552 + Episode_Reward/dof_pos_limits: -0.0012 + Episode_Reward/terminated: -0.0164 + Episode_Reward/unnecessary_wheel_lift: -0.0938 + Episode_Reward/rolling_leg_motion: -0.6812 + Episode_Reward/obstacle_progress: +3.3263 + Episode_Reward/wheel_body_intrusion: -0.2707 + Episode_Reward/pair_body_intrusion: -0.3058 + Curriculum/terrain_level_mean: +3.3872 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0921 + Metrics/base_velocity/error_vel_yaw: 0.1336 + Episode_Termination/time_out: 0.4859 + Episode_Termination/fell_over: 0.0141 + Episode_Termination/course_exit: 0.4718 +Episode_Termination/illegal_nonwheel_contact: 0.0352 +============================================================================== + +============================================================================== +Learning iteration 22150/50000 + Total steps: 90,726,400 + Steps per second: 12,274 + Iteration time: 0.334s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0869 + Mean episode length: 1329.1 + Actor loss: -9.4724 + Critic loss: +0.0066 + World model loss: +0.7268 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.0397 + Episode_Reward/track_angular_velocity: +50.2717 + Episode_Reward/upright: +25.5334 + Episode_Reward/leg_posture: -2.6670 + Episode_Reward/standstill: -5.6861 + Episode_Reward/action_rate_l2: -0.5567 + Episode_Reward/joint_torques_l2: -0.1478 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0182 + Episode_Reward/unnecessary_wheel_lift: -0.0852 + Episode_Reward/rolling_leg_motion: -0.6405 + Episode_Reward/obstacle_progress: +3.1381 + Episode_Reward/wheel_body_intrusion: -0.2603 + Episode_Reward/pair_body_intrusion: -0.3700 + Curriculum/terrain_level_mean: +3.3904 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0937 + Metrics/base_velocity/error_vel_yaw: 0.1341 + Episode_Termination/time_out: 0.4586 + Episode_Termination/fell_over: 0.0318 + Episode_Termination/course_exit: 0.4968 +Episode_Termination/illegal_nonwheel_contact: 0.0191 +============================================================================== + +============================================================================== +Learning iteration 22200/50000 + Total steps: 90,931,200 + Steps per second: 12,280 + Iteration time: 0.334s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0868 + Mean episode length: 1342.8 + Actor loss: -9.5024 + Critic loss: +0.0062 + World model loss: +0.7310 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.5859 + Episode_Reward/track_angular_velocity: +50.8353 + Episode_Reward/upright: +25.7897 + Episode_Reward/leg_posture: -2.6805 + Episode_Reward/standstill: -6.1353 + Episode_Reward/action_rate_l2: -0.5651 + Episode_Reward/joint_torques_l2: -0.1480 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0210 + Episode_Reward/unnecessary_wheel_lift: -0.1219 + Episode_Reward/rolling_leg_motion: -0.6434 + Episode_Reward/obstacle_progress: +3.2488 + Episode_Reward/wheel_body_intrusion: -0.2546 + Episode_Reward/pair_body_intrusion: -0.3297 + Curriculum/terrain_level_mean: +3.3950 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0928 + Metrics/base_velocity/error_vel_yaw: 0.1335 + Episode_Termination/time_out: 0.4315 + Episode_Termination/fell_over: 0.0205 + Episode_Termination/course_exit: 0.5137 +Episode_Termination/illegal_nonwheel_contact: 0.0479 +============================================================================== + +============================================================================== +Learning iteration 22250/50000 + Total steps: 91,136,000 + Steps per second: 12,286 + Iteration time: 0.333s + Collection time: 0.076s + Learning time: 0.183s + Mean reward: +0.0872 + Mean episode length: 1414.4 + Actor loss: -9.5025 + Critic loss: +0.0032 + World model loss: +0.6861 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.2260 + Episode_Reward/track_angular_velocity: +53.5814 + Episode_Reward/upright: +27.1648 + Episode_Reward/leg_posture: -2.8220 + Episode_Reward/standstill: -5.9639 + Episode_Reward/action_rate_l2: -0.6043 + Episode_Reward/joint_torques_l2: -0.1551 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0193 + Episode_Reward/unnecessary_wheel_lift: -0.1144 + Episode_Reward/rolling_leg_motion: -0.7040 + Episode_Reward/obstacle_progress: +3.3954 + Episode_Reward/wheel_body_intrusion: -0.2827 + Episode_Reward/pair_body_intrusion: -0.3634 + Curriculum/terrain_level_mean: +3.3992 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0920 + Metrics/base_velocity/error_vel_yaw: 0.1324 + Episode_Termination/time_out: 0.5429 + Episode_Termination/fell_over: 0.0286 + Episode_Termination/course_exit: 0.4071 +Episode_Termination/illegal_nonwheel_contact: 0.0214 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1650] + +============================================================================== +Learning iteration 22300/50000 + Total steps: 91,340,800 + Steps per second: 12,292 + Iteration time: 0.333s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0872 + Mean episode length: 1398.6 + Actor loss: -9.4995 + Critic loss: +0.0037 + World model loss: +0.7358 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.5154 + Episode_Reward/track_angular_velocity: +52.9527 + Episode_Reward/upright: +26.8525 + Episode_Reward/leg_posture: -2.7510 + Episode_Reward/standstill: -5.7701 + Episode_Reward/action_rate_l2: -0.6079 + Episode_Reward/joint_torques_l2: -0.1544 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0219 + Episode_Reward/unnecessary_wheel_lift: -0.1111 + Episode_Reward/rolling_leg_motion: -0.6905 + Episode_Reward/obstacle_progress: +3.3810 + Episode_Reward/wheel_body_intrusion: -0.2736 + Episode_Reward/pair_body_intrusion: -0.3594 + Curriculum/terrain_level_mean: +3.4048 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0932 + Metrics/base_velocity/error_vel_yaw: 0.1331 + Episode_Termination/time_out: 0.4939 + Episode_Termination/fell_over: 0.0061 + Episode_Termination/course_exit: 0.4573 +Episode_Termination/illegal_nonwheel_contact: 0.0427 +============================================================================== + +============================================================================== +Learning iteration 22350/50000 + Total steps: 91,545,600 + Steps per second: 12,298 + Iteration time: 0.333s + Collection time: 0.076s + Learning time: 0.193s + Mean reward: +0.0871 + Mean episode length: 1256.0 + Actor loss: -9.4982 + Critic loss: +0.0037 + World model loss: +0.6739 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +44.4905 + Episode_Reward/track_angular_velocity: +47.4742 + Episode_Reward/upright: +24.1014 + Episode_Reward/leg_posture: -2.4830 + Episode_Reward/standstill: -5.3461 + Episode_Reward/action_rate_l2: -0.5434 + Episode_Reward/joint_torques_l2: -0.1405 + Episode_Reward/dof_pos_limits: -0.0002 + Episode_Reward/terminated: -0.0172 + Episode_Reward/unnecessary_wheel_lift: -0.0817 + Episode_Reward/rolling_leg_motion: -0.6107 + Episode_Reward/obstacle_progress: +3.1053 + Episode_Reward/wheel_body_intrusion: -0.2399 + Episode_Reward/pair_body_intrusion: -0.2939 + Curriculum/terrain_level_mean: +3.4097 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0932 + Metrics/base_velocity/error_vel_yaw: 0.1349 + Episode_Termination/time_out: 0.3958 + Episode_Termination/fell_over: 0.0347 + Episode_Termination/course_exit: 0.5556 +Episode_Termination/illegal_nonwheel_contact: 0.0208 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1610] + +============================================================================== +Learning iteration 22400/50000 + Total steps: 91,750,400 + Steps per second: 12,303 + Iteration time: 0.333s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0871 + Mean episode length: 1321.3 + Actor loss: -9.4907 + Critic loss: +0.0075 + World model loss: +0.7200 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.6520 + Episode_Reward/track_angular_velocity: +49.9533 + Episode_Reward/upright: +25.3565 + Episode_Reward/leg_posture: -2.6552 + Episode_Reward/standstill: -5.4491 + Episode_Reward/action_rate_l2: -0.5641 + Episode_Reward/joint_torques_l2: -0.1477 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0129 + Episode_Reward/unnecessary_wheel_lift: -0.0914 + Episode_Reward/rolling_leg_motion: -0.6328 + Episode_Reward/obstacle_progress: +3.2455 + Episode_Reward/wheel_body_intrusion: -0.2599 + Episode_Reward/pair_body_intrusion: -0.3104 + Curriculum/terrain_level_mean: +3.4172 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0945 + Metrics/base_velocity/error_vel_yaw: 0.1349 + Episode_Termination/time_out: 0.4444 + Episode_Termination/fell_over: 0.0185 + Episode_Termination/course_exit: 0.5247 +Episode_Termination/illegal_nonwheel_contact: 0.0185 +============================================================================== + +============================================================================== +Learning iteration 22450/50000 + Total steps: 91,955,200 + Steps per second: 12,309 + Iteration time: 0.333s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0864 + Mean episode length: 1366.5 + Actor loss: -9.5070 + Critic loss: +0.0035 + World model loss: +0.7247 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.1598 + Episode_Reward/track_angular_velocity: +51.5642 + Episode_Reward/upright: +26.1916 + Episode_Reward/leg_posture: -2.7559 + Episode_Reward/standstill: -6.2711 + Episode_Reward/action_rate_l2: -0.5862 + Episode_Reward/joint_torques_l2: -0.1546 + Episode_Reward/dof_pos_limits: -0.0012 + Episode_Reward/terminated: -0.0107 + Episode_Reward/unnecessary_wheel_lift: -0.1079 + Episode_Reward/rolling_leg_motion: -0.6683 + Episode_Reward/obstacle_progress: +3.3533 + Episode_Reward/wheel_body_intrusion: -0.2707 + Episode_Reward/pair_body_intrusion: -0.3264 + Curriculum/terrain_level_mean: +3.4226 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0956 + Metrics/base_velocity/error_vel_yaw: 0.1369 + Episode_Termination/time_out: 0.5000 + Episode_Termination/fell_over: 0.0274 + Episode_Termination/course_exit: 0.4726 +Episode_Termination/illegal_nonwheel_contact: 0.0068 +============================================================================== + +============================================================================== +Learning iteration 22500/50000 + Total steps: 92,160,000 + Steps per second: 12,315 + Iteration time: 0.333s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0866 + Mean episode length: 1394.5 + Actor loss: -9.4938 + Critic loss: +0.0035 + World model loss: +0.7552 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.2035 + Episode_Reward/track_angular_velocity: +52.6623 + Episode_Reward/upright: +26.7171 + Episode_Reward/leg_posture: -2.7655 + Episode_Reward/standstill: -6.4213 + Episode_Reward/action_rate_l2: -0.6255 + Episode_Reward/joint_torques_l2: -0.1566 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0191 + Episode_Reward/unnecessary_wheel_lift: -0.1078 + Episode_Reward/rolling_leg_motion: -0.6735 + Episode_Reward/obstacle_progress: +3.5187 + Episode_Reward/wheel_body_intrusion: -0.2442 + Episode_Reward/pair_body_intrusion: -0.2955 + Curriculum/terrain_level_mean: +3.4275 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0951 + Metrics/base_velocity/error_vel_yaw: 0.1362 + Episode_Termination/time_out: 0.5062 + Episode_Termination/fell_over: 0.0370 + Episode_Termination/course_exit: 0.4506 +Episode_Termination/illegal_nonwheel_contact: 0.0247 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1580] + +============================================================================== +Learning iteration 22550/50000 + Total steps: 92,364,800 + Steps per second: 12,321 + Iteration time: 0.332s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0870 + Mean episode length: 1390.4 + Actor loss: -9.5290 + Critic loss: +0.0055 + World model loss: +0.7310 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.2091 + Episode_Reward/track_angular_velocity: +52.5432 + Episode_Reward/upright: +26.6597 + Episode_Reward/leg_posture: -2.7547 + Episode_Reward/standstill: -6.0420 + Episode_Reward/action_rate_l2: -0.5999 + Episode_Reward/joint_torques_l2: -0.1555 + Episode_Reward/dof_pos_limits: -0.0014 + Episode_Reward/terminated: -0.0163 + Episode_Reward/unnecessary_wheel_lift: -0.0897 + Episode_Reward/rolling_leg_motion: -0.6715 + Episode_Reward/obstacle_progress: +3.4668 + Episode_Reward/wheel_body_intrusion: -0.2460 + Episode_Reward/pair_body_intrusion: -0.2827 + Curriculum/terrain_level_mean: +3.4319 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0936 + Metrics/base_velocity/error_vel_yaw: 0.1354 + Episode_Termination/time_out: 0.4658 + Episode_Termination/fell_over: 0.0205 + Episode_Termination/course_exit: 0.4932 +Episode_Termination/illegal_nonwheel_contact: 0.0411 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2336] +RECOVERY reset 1 invalid environments; first IDs=[2548] + +============================================================================== +Learning iteration 22600/50000 + Total steps: 92,569,600 + Steps per second: 12,327 + Iteration time: 0.332s + Collection time: 0.076s + Learning time: 0.183s + Mean reward: +0.0867 + Mean episode length: 1362.2 + Actor loss: -9.5058 + Critic loss: +0.0073 + World model loss: +0.6907 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.0598 + Episode_Reward/track_angular_velocity: +51.4760 + Episode_Reward/upright: +26.0982 + Episode_Reward/leg_posture: -2.7239 + Episode_Reward/standstill: -6.1245 + Episode_Reward/action_rate_l2: -0.5999 + Episode_Reward/joint_torques_l2: -0.1530 + Episode_Reward/dof_pos_limits: -0.0016 + Episode_Reward/terminated: -0.0080 + Episode_Reward/unnecessary_wheel_lift: -0.0945 + Episode_Reward/rolling_leg_motion: -0.6623 + Episode_Reward/obstacle_progress: +3.3946 + Episode_Reward/wheel_body_intrusion: -0.2718 + Episode_Reward/pair_body_intrusion: -0.3196 + Curriculum/terrain_level_mean: +3.4390 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0950 + Metrics/base_velocity/error_vel_yaw: 0.1355 + Episode_Termination/time_out: 0.4615 + Episode_Termination/fell_over: 0.0192 + Episode_Termination/course_exit: 0.5192 +Episode_Termination/illegal_nonwheel_contact: 0.0128 +============================================================================== + +============================================================================== +Learning iteration 22650/50000 + Total steps: 92,774,400 + Steps per second: 12,333 + Iteration time: 0.332s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0867 + Mean episode length: 1400.7 + Actor loss: -9.4654 + Critic loss: +0.0073 + World model loss: +0.7115 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.4673 + Episode_Reward/track_angular_velocity: +52.9666 + Episode_Reward/upright: +26.8751 + Episode_Reward/leg_posture: -2.8322 + Episode_Reward/standstill: -6.3004 + Episode_Reward/action_rate_l2: -0.6158 + Episode_Reward/joint_torques_l2: -0.1569 + Episode_Reward/dof_pos_limits: -0.0017 + Episode_Reward/terminated: -0.0219 + Episode_Reward/unnecessary_wheel_lift: -0.1215 + Episode_Reward/rolling_leg_motion: -0.6829 + Episode_Reward/obstacle_progress: +3.4889 + Episode_Reward/wheel_body_intrusion: -0.2816 + Episode_Reward/pair_body_intrusion: -0.3174 + Curriculum/terrain_level_mean: +3.4429 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0947 + Metrics/base_velocity/error_vel_yaw: 0.1347 + Episode_Termination/time_out: 0.4867 + Episode_Termination/fell_over: 0.0467 + Episode_Termination/course_exit: 0.4600 +Episode_Termination/illegal_nonwheel_contact: 0.0333 +============================================================================== + +============================================================================== +Learning iteration 22700/50000 + Total steps: 92,979,200 + Steps per second: 12,339 + Iteration time: 0.332s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0870 + Mean episode length: 1361.8 + Actor loss: -9.4883 + Critic loss: +0.0046 + World model loss: +0.7475 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.0857 + Episode_Reward/track_angular_velocity: +51.4556 + Episode_Reward/upright: +26.1187 + Episode_Reward/leg_posture: -2.6880 + Episode_Reward/standstill: -5.8545 + Episode_Reward/action_rate_l2: -0.5907 + Episode_Reward/joint_torques_l2: -0.1510 + Episode_Reward/dof_pos_limits: -0.0022 + Episode_Reward/terminated: -0.0293 + Episode_Reward/unnecessary_wheel_lift: -0.1023 + Episode_Reward/rolling_leg_motion: -0.6534 + Episode_Reward/obstacle_progress: +3.4553 + Episode_Reward/wheel_body_intrusion: -0.2612 + Episode_Reward/pair_body_intrusion: -0.3206 + Curriculum/terrain_level_mean: +3.4468 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0946 + Metrics/base_velocity/error_vel_yaw: 0.1361 + Episode_Termination/time_out: 0.4452 + Episode_Termination/fell_over: 0.0479 + Episode_Termination/course_exit: 0.4795 +Episode_Termination/illegal_nonwheel_contact: 0.0479 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2337] + +============================================================================== +Learning iteration 22750/50000 + Total steps: 93,184,000 + Steps per second: 12,345 + Iteration time: 0.332s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0868 + Mean episode length: 1399.0 + Actor loss: -9.4851 + Critic loss: +0.0052 + World model loss: +0.7154 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.3028 + Episode_Reward/track_angular_velocity: +52.8485 + Episode_Reward/upright: +26.8402 + Episode_Reward/leg_posture: -2.8031 + Episode_Reward/standstill: -6.1015 + Episode_Reward/action_rate_l2: -0.6098 + Episode_Reward/joint_torques_l2: -0.1544 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0383 + Episode_Reward/unnecessary_wheel_lift: -0.1325 + Episode_Reward/rolling_leg_motion: -0.6921 + Episode_Reward/obstacle_progress: +3.5299 + Episode_Reward/wheel_body_intrusion: -0.2700 + Episode_Reward/pair_body_intrusion: -0.3334 + Curriculum/terrain_level_mean: +3.4485 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0957 + Metrics/base_velocity/error_vel_yaw: 0.1359 + Episode_Termination/time_out: 0.4882 + Episode_Termination/fell_over: 0.0294 + Episode_Termination/course_exit: 0.4294 +Episode_Termination/illegal_nonwheel_contact: 0.0706 +============================================================================== + +============================================================================== +Learning iteration 22800/50000 + Total steps: 93,388,800 + Steps per second: 12,351 + Iteration time: 0.332s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0871 + Mean episode length: 1341.3 + Actor loss: -9.4952 + Critic loss: +0.0074 + World model loss: +0.7120 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.4002 + Episode_Reward/track_angular_velocity: +50.7493 + Episode_Reward/upright: +25.7502 + Episode_Reward/leg_posture: -2.6650 + Episode_Reward/standstill: -5.6158 + Episode_Reward/action_rate_l2: -0.5777 + Episode_Reward/joint_torques_l2: -0.1484 + Episode_Reward/dof_pos_limits: -0.0003 + Episode_Reward/terminated: -0.0236 + Episode_Reward/unnecessary_wheel_lift: -0.0952 + Episode_Reward/rolling_leg_motion: -0.6554 + Episode_Reward/obstacle_progress: +3.2686 + Episode_Reward/wheel_body_intrusion: -0.2358 + Episode_Reward/pair_body_intrusion: -0.3197 + Curriculum/terrain_level_mean: +3.4519 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0944 + Metrics/base_velocity/error_vel_yaw: 0.1337 + Episode_Termination/time_out: 0.4476 + Episode_Termination/fell_over: 0.0280 + Episode_Termination/course_exit: 0.4895 +Episode_Termination/illegal_nonwheel_contact: 0.0559 +============================================================================== + +============================================================================== +Learning iteration 22850/50000 + Total steps: 93,593,600 + Steps per second: 12,357 + Iteration time: 0.331s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0874 + Mean episode length: 1318.5 + Actor loss: -9.5098 + Critic loss: +0.0031 + World model loss: +0.7052 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.6348 + Episode_Reward/track_angular_velocity: +49.9145 + Episode_Reward/upright: +25.3040 + Episode_Reward/leg_posture: -2.5684 + Episode_Reward/standstill: -5.3443 + Episode_Reward/action_rate_l2: -0.5721 + Episode_Reward/joint_torques_l2: -0.1454 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0206 + Episode_Reward/unnecessary_wheel_lift: -0.0896 + Episode_Reward/rolling_leg_motion: -0.6267 + Episode_Reward/obstacle_progress: +3.3117 + Episode_Reward/wheel_body_intrusion: -0.2322 + Episode_Reward/pair_body_intrusion: -0.2814 + Curriculum/terrain_level_mean: +3.4561 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0943 + Metrics/base_velocity/error_vel_yaw: 0.1334 + Episode_Termination/time_out: 0.4565 + Episode_Termination/fell_over: 0.0290 + Episode_Termination/course_exit: 0.4855 +Episode_Termination/illegal_nonwheel_contact: 0.0507 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1872] + +============================================================================== +Learning iteration 22900/50000 + Total steps: 93,798,400 + Steps per second: 12,362 + Iteration time: 0.331s + Collection time: 0.076s + Learning time: 0.183s + Mean reward: +0.0874 + Mean episode length: 1367.3 + Actor loss: -9.4847 + Critic loss: +0.0063 + World model loss: +0.7616 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.3229 + Episode_Reward/track_angular_velocity: +51.7354 + Episode_Reward/upright: +26.2478 + Episode_Reward/leg_posture: -2.6555 + Episode_Reward/standstill: -5.4069 + Episode_Reward/action_rate_l2: -0.5960 + Episode_Reward/joint_torques_l2: -0.1506 + Episode_Reward/dof_pos_limits: -0.0011 + Episode_Reward/terminated: -0.0214 + Episode_Reward/unnecessary_wheel_lift: -0.0970 + Episode_Reward/rolling_leg_motion: -0.6644 + Episode_Reward/obstacle_progress: +3.3839 + Episode_Reward/wheel_body_intrusion: -0.2530 + Episode_Reward/pair_body_intrusion: -0.2977 + Curriculum/terrain_level_mean: +3.4612 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0943 + Metrics/base_velocity/error_vel_yaw: 0.1342 + Episode_Termination/time_out: 0.4583 + Episode_Termination/fell_over: 0.0238 + Episode_Termination/course_exit: 0.4940 +Episode_Termination/illegal_nonwheel_contact: 0.0298 +============================================================================== + +============================================================================== +Learning iteration 22950/50000 + Total steps: 94,003,200 + Steps per second: 12,368 + Iteration time: 0.331s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0872 + Mean episode length: 1378.5 + Actor loss: -9.4962 + Critic loss: +0.0033 + World model loss: +0.7193 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.5810 + Episode_Reward/track_angular_velocity: +52.1379 + Episode_Reward/upright: +26.4658 + Episode_Reward/leg_posture: -2.6945 + Episode_Reward/standstill: -5.5464 + Episode_Reward/action_rate_l2: -0.6131 + Episode_Reward/joint_torques_l2: -0.1519 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0162 + Episode_Reward/unnecessary_wheel_lift: -0.1004 + Episode_Reward/rolling_leg_motion: -0.6677 + Episode_Reward/obstacle_progress: +3.3358 + Episode_Reward/wheel_body_intrusion: -0.2371 + Episode_Reward/pair_body_intrusion: -0.3001 + Curriculum/terrain_level_mean: +3.4678 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0954 + Metrics/base_velocity/error_vel_yaw: 0.1342 + Episode_Termination/time_out: 0.4881 + Episode_Termination/fell_over: 0.0119 + Episode_Termination/course_exit: 0.4762 +Episode_Termination/illegal_nonwheel_contact: 0.0298 +============================================================================== + +============================================================================== +Learning iteration 23000/50000 + Total steps: 94,208,000 + Steps per second: 12,373 + Iteration time: 0.331s + Collection time: 0.076s + Learning time: 0.192s + Mean reward: +0.0871 + Mean episode length: 1222.1 + Actor loss: -9.5077 + Critic loss: +0.0029 + World model loss: +0.7191 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +43.1853 + Episode_Reward/track_angular_velocity: +46.1783 + Episode_Reward/upright: +23.4364 + Episode_Reward/leg_posture: -2.3792 + Episode_Reward/standstill: -5.1744 + Episode_Reward/action_rate_l2: -0.5378 + Episode_Reward/joint_torques_l2: -0.1350 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0263 + Episode_Reward/unnecessary_wheel_lift: -0.0956 + Episode_Reward/rolling_leg_motion: -0.5767 + Episode_Reward/obstacle_progress: +3.0614 + Episode_Reward/wheel_body_intrusion: -0.2268 + Episode_Reward/pair_body_intrusion: -0.2732 + Curriculum/terrain_level_mean: +3.4697 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0948 + Metrics/base_velocity/error_vel_yaw: 0.1356 + Episode_Termination/time_out: 0.3493 + Episode_Termination/fell_over: 0.0479 + Episode_Termination/course_exit: 0.5753 +Episode_Termination/illegal_nonwheel_contact: 0.0479 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1447] + +============================================================================== +Learning iteration 23050/50000 + Total steps: 94,412,800 + Steps per second: 12,379 + Iteration time: 0.331s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0867 + Mean episode length: 1339.6 + Actor loss: -9.4752 + Critic loss: +0.0038 + World model loss: +0.7191 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.1180 + Episode_Reward/track_angular_velocity: +50.5632 + Episode_Reward/upright: +25.6707 + Episode_Reward/leg_posture: -2.5955 + Episode_Reward/standstill: -5.8008 + Episode_Reward/action_rate_l2: -0.6022 + Episode_Reward/joint_torques_l2: -0.1479 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0209 + Episode_Reward/unnecessary_wheel_lift: -0.0858 + Episode_Reward/rolling_leg_motion: -0.6369 + Episode_Reward/obstacle_progress: +3.3011 + Episode_Reward/wheel_body_intrusion: -0.2503 + Episode_Reward/pair_body_intrusion: -0.3278 + Curriculum/terrain_level_mean: +3.4736 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0967 + Metrics/base_velocity/error_vel_yaw: 0.1363 + Episode_Termination/time_out: 0.4207 + Episode_Termination/fell_over: 0.0276 + Episode_Termination/course_exit: 0.5241 +Episode_Termination/illegal_nonwheel_contact: 0.0483 +============================================================================== + +============================================================================== +Learning iteration 23100/50000 + Total steps: 94,617,600 + Steps per second: 12,385 + Iteration time: 0.331s + Collection time: 0.075s + Learning time: 0.185s + Mean reward: +0.0870 + Mean episode length: 1293.4 + Actor loss: -9.4962 + Critic loss: +0.0040 + World model loss: +0.7094 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +45.5381 + Episode_Reward/track_angular_velocity: +48.7950 + Episode_Reward/upright: +24.7898 + Episode_Reward/leg_posture: -2.5099 + Episode_Reward/standstill: -5.3483 + Episode_Reward/action_rate_l2: -0.5795 + Episode_Reward/joint_torques_l2: -0.1451 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0152 + Episode_Reward/unnecessary_wheel_lift: -0.0840 + Episode_Reward/rolling_leg_motion: -0.6086 + Episode_Reward/obstacle_progress: +3.2497 + Episode_Reward/wheel_body_intrusion: -0.2351 + Episode_Reward/pair_body_intrusion: -0.3226 + Curriculum/terrain_level_mean: +3.4768 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0963 + Metrics/base_velocity/error_vel_yaw: 0.1373 + Episode_Termination/time_out: 0.4275 + Episode_Termination/fell_over: 0.0145 + Episode_Termination/course_exit: 0.5290 +Episode_Termination/illegal_nonwheel_contact: 0.0362 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2212] + +============================================================================== +Learning iteration 23150/50000 + Total steps: 94,822,400 + Steps per second: 12,390 + Iteration time: 0.331s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0869 + Mean episode length: 1382.3 + Actor loss: -9.4839 + Critic loss: +0.0041 + World model loss: +0.7002 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.5850 + Episode_Reward/track_angular_velocity: +52.1016 + Episode_Reward/upright: +26.4997 + Episode_Reward/leg_posture: -2.6344 + Episode_Reward/standstill: -5.8932 + Episode_Reward/action_rate_l2: -0.6220 + Episode_Reward/joint_torques_l2: -0.1528 + Episode_Reward/dof_pos_limits: -0.0012 + Episode_Reward/terminated: -0.0297 + Episode_Reward/unnecessary_wheel_lift: -0.0996 + Episode_Reward/rolling_leg_motion: -0.6469 + Episode_Reward/obstacle_progress: +3.5274 + Episode_Reward/wheel_body_intrusion: -0.2448 + Episode_Reward/pair_body_intrusion: -0.3141 + Curriculum/terrain_level_mean: +3.4795 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0971 + Metrics/base_velocity/error_vel_yaw: 0.1384 + Episode_Termination/time_out: 0.4901 + Episode_Termination/fell_over: 0.0132 + Episode_Termination/course_exit: 0.4371 +Episode_Termination/illegal_nonwheel_contact: 0.0662 +============================================================================== + +============================================================================== +Learning iteration 23200/50000 + Total steps: 95,027,200 + Steps per second: 12,396 + Iteration time: 0.330s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0872 + Mean episode length: 1422.2 + Actor loss: -9.4758 + Critic loss: +0.0052 + World model loss: +0.7310 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.1238 + Episode_Reward/track_angular_velocity: +53.6665 + Episode_Reward/upright: +27.2865 + Episode_Reward/leg_posture: -2.6636 + Episode_Reward/standstill: -5.8437 + Episode_Reward/action_rate_l2: -0.6365 + Episode_Reward/joint_torques_l2: -0.1553 + Episode_Reward/dof_pos_limits: -0.0020 + Episode_Reward/terminated: -0.0194 + Episode_Reward/unnecessary_wheel_lift: -0.0965 + Episode_Reward/rolling_leg_motion: -0.6621 + Episode_Reward/obstacle_progress: +3.6169 + Episode_Reward/wheel_body_intrusion: -0.2523 + Episode_Reward/pair_body_intrusion: -0.3110 + Curriculum/terrain_level_mean: +3.4829 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0961 + Metrics/base_velocity/error_vel_yaw: 0.1369 + Episode_Termination/time_out: 0.5548 + Episode_Termination/fell_over: 0.0194 + Episode_Termination/course_exit: 0.4000 +Episode_Termination/illegal_nonwheel_contact: 0.0323 +============================================================================== + +============================================================================== +Learning iteration 23250/50000 + Total steps: 95,232,000 + Steps per second: 12,402 + Iteration time: 0.330s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0872 + Mean episode length: 1400.6 + Actor loss: -9.4587 + Critic loss: +0.0108 + World model loss: +0.7242 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.4424 + Episode_Reward/track_angular_velocity: +52.8350 + Episode_Reward/upright: +26.9189 + Episode_Reward/leg_posture: -2.6602 + Episode_Reward/standstill: -5.8489 + Episode_Reward/action_rate_l2: -0.6233 + Episode_Reward/joint_torques_l2: -0.1543 + Episode_Reward/dof_pos_limits: -0.0015 + Episode_Reward/terminated: -0.0219 + Episode_Reward/unnecessary_wheel_lift: -0.1094 + Episode_Reward/rolling_leg_motion: -0.6699 + Episode_Reward/obstacle_progress: +3.6085 + Episode_Reward/wheel_body_intrusion: -0.2653 + Episode_Reward/pair_body_intrusion: -0.3057 + Curriculum/terrain_level_mean: +3.4846 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0950 + Metrics/base_velocity/error_vel_yaw: 0.1376 + Episode_Termination/time_out: 0.5127 + Episode_Termination/fell_over: 0.0443 + Episode_Termination/course_exit: 0.4367 +Episode_Termination/illegal_nonwheel_contact: 0.0380 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[891] + +============================================================================== +Learning iteration 23300/50000 + Total steps: 95,436,800 + Steps per second: 12,407 + Iteration time: 0.330s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0876 + Mean episode length: 1262.9 + Actor loss: -9.5064 + Critic loss: +0.0032 + World model loss: +0.7390 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +44.7384 + Episode_Reward/track_angular_velocity: +47.7024 + Episode_Reward/upright: +24.2935 + Episode_Reward/leg_posture: -2.4178 + Episode_Reward/standstill: -5.0653 + Episode_Reward/action_rate_l2: -0.5595 + Episode_Reward/joint_torques_l2: -0.1386 + Episode_Reward/dof_pos_limits: -0.0012 + Episode_Reward/terminated: -0.0123 + Episode_Reward/unnecessary_wheel_lift: -0.0916 + Episode_Reward/rolling_leg_motion: -0.6010 + Episode_Reward/obstacle_progress: +3.2523 + Episode_Reward/wheel_body_intrusion: -0.2522 + Episode_Reward/pair_body_intrusion: -0.2720 + Curriculum/terrain_level_mean: +3.4871 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0936 + Metrics/base_velocity/error_vel_yaw: 0.1357 + Episode_Termination/time_out: 0.4361 + Episode_Termination/fell_over: 0.0301 + Episode_Termination/course_exit: 0.5263 +Episode_Termination/illegal_nonwheel_contact: 0.0226 +============================================================================== + +============================================================================== +Learning iteration 23350/50000 + Total steps: 95,641,600 + Steps per second: 12,413 + Iteration time: 0.330s + Collection time: 0.075s + Learning time: 0.185s + Mean reward: +0.0875 + Mean episode length: 1324.0 + Actor loss: -9.4700 + Critic loss: +0.0040 + World model loss: +0.7126 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.9420 + Episode_Reward/track_angular_velocity: +50.0370 + Episode_Reward/upright: +25.4470 + Episode_Reward/leg_posture: -2.5156 + Episode_Reward/standstill: -5.4133 + Episode_Reward/action_rate_l2: -0.5767 + Episode_Reward/joint_torques_l2: -0.1448 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0259 + Episode_Reward/unnecessary_wheel_lift: -0.1115 + Episode_Reward/rolling_leg_motion: -0.6379 + Episode_Reward/obstacle_progress: +3.3612 + Episode_Reward/wheel_body_intrusion: -0.2493 + Episode_Reward/pair_body_intrusion: -0.3044 + Curriculum/terrain_level_mean: +3.4880 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0934 + Metrics/base_velocity/error_vel_yaw: 0.1351 + Episode_Termination/time_out: 0.4671 + Episode_Termination/fell_over: 0.0329 + Episode_Termination/course_exit: 0.4671 +Episode_Termination/illegal_nonwheel_contact: 0.0658 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2018] + +============================================================================== +Learning iteration 23400/50000 + Total steps: 95,846,400 + Steps per second: 12,418 + Iteration time: 0.330s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0871 + Mean episode length: 1360.4 + Actor loss: -9.4856 + Critic loss: +0.0088 + World model loss: +0.6721 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.2234 + Episode_Reward/track_angular_velocity: +51.3643 + Episode_Reward/upright: +26.1016 + Episode_Reward/leg_posture: -2.5950 + Episode_Reward/standstill: -6.1023 + Episode_Reward/action_rate_l2: -0.5931 + Episode_Reward/joint_torques_l2: -0.1512 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0159 + Episode_Reward/unnecessary_wheel_lift: -0.0974 + Episode_Reward/rolling_leg_motion: -0.6377 + Episode_Reward/obstacle_progress: +3.5027 + Episode_Reward/wheel_body_intrusion: -0.2610 + Episode_Reward/pair_body_intrusion: -0.2821 + Curriculum/terrain_level_mean: +3.4910 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0936 + Metrics/base_velocity/error_vel_yaw: 0.1362 + Episode_Termination/time_out: 0.4702 + Episode_Termination/fell_over: 0.0199 + Episode_Termination/course_exit: 0.4901 +Episode_Termination/illegal_nonwheel_contact: 0.0199 +============================================================================== + +============================================================================== +Learning iteration 23450/50000 + Total steps: 96,051,200 + Steps per second: 12,424 + Iteration time: 0.330s + Collection time: 0.076s + Learning time: 0.183s + Mean reward: +0.0871 + Mean episode length: 1338.0 + Actor loss: -9.5122 + Critic loss: +0.0030 + World model loss: +0.7431 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.3293 + Episode_Reward/track_angular_velocity: +50.4853 + Episode_Reward/upright: +25.6816 + Episode_Reward/leg_posture: -2.5728 + Episode_Reward/standstill: -5.9568 + Episode_Reward/action_rate_l2: -0.5688 + Episode_Reward/joint_torques_l2: -0.1478 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0261 + Episode_Reward/unnecessary_wheel_lift: -0.1023 + Episode_Reward/rolling_leg_motion: -0.6204 + Episode_Reward/obstacle_progress: +3.5169 + Episode_Reward/wheel_body_intrusion: -0.2452 + Episode_Reward/pair_body_intrusion: -0.2656 + Curriculum/terrain_level_mean: +3.4949 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0942 + Metrics/base_velocity/error_vel_yaw: 0.1363 + Episode_Termination/time_out: 0.4459 + Episode_Termination/fell_over: 0.0255 + Episode_Termination/course_exit: 0.4904 +Episode_Termination/illegal_nonwheel_contact: 0.0446 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1462] + +============================================================================== +Learning iteration 23500/50000 + Total steps: 96,256,000 + Steps per second: 12,430 + Iteration time: 0.330s + Collection time: 0.076s + Learning time: 0.183s + Mean reward: +0.0875 + Mean episode length: 1354.1 + Actor loss: -9.4899 + Critic loss: +0.0039 + World model loss: +0.7644 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.9427 + Episode_Reward/track_angular_velocity: +51.1564 + Episode_Reward/upright: +26.0205 + Episode_Reward/leg_posture: -2.5671 + Episode_Reward/standstill: -5.5870 + Episode_Reward/action_rate_l2: -0.5813 + Episode_Reward/joint_torques_l2: -0.1485 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0344 + Episode_Reward/unnecessary_wheel_lift: -0.1028 + Episode_Reward/rolling_leg_motion: -0.6313 + Episode_Reward/obstacle_progress: +3.4964 + Episode_Reward/wheel_body_intrusion: -0.2436 + Episode_Reward/pair_body_intrusion: -0.2411 + Curriculum/terrain_level_mean: +3.4961 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0940 + Metrics/base_velocity/error_vel_yaw: 0.1351 + Episode_Termination/time_out: 0.5163 + Episode_Termination/fell_over: 0.0392 + Episode_Termination/course_exit: 0.4052 +Episode_Termination/illegal_nonwheel_contact: 0.0719 +============================================================================== + +============================================================================== +Learning iteration 23550/50000 + Total steps: 96,460,800 + Steps per second: 12,435 + Iteration time: 0.329s + Collection time: 0.076s + Learning time: 0.192s + Mean reward: +0.0879 + Mean episode length: 1261.4 + Actor loss: -9.5098 + Critic loss: +0.0038 + World model loss: +0.7224 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +44.7699 + Episode_Reward/track_angular_velocity: +47.6992 + Episode_Reward/upright: +24.2376 + Episode_Reward/leg_posture: -2.3702 + Episode_Reward/standstill: -5.0143 + Episode_Reward/action_rate_l2: -0.5377 + Episode_Reward/joint_torques_l2: -0.1382 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0222 + Episode_Reward/unnecessary_wheel_lift: -0.0960 + Episode_Reward/rolling_leg_motion: -0.5893 + Episode_Reward/obstacle_progress: +3.3617 + Episode_Reward/wheel_body_intrusion: -0.2091 + Episode_Reward/pair_body_intrusion: -0.2482 + Curriculum/terrain_level_mean: +3.4983 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0931 + Metrics/base_velocity/error_vel_yaw: 0.1342 + Episode_Termination/time_out: 0.4091 + Episode_Termination/fell_over: 0.0390 + Episode_Termination/course_exit: 0.5325 +Episode_Termination/illegal_nonwheel_contact: 0.0325 +============================================================================== + +============================================================================== +Learning iteration 23600/50000 + Total steps: 96,665,600 + Steps per second: 12,440 + Iteration time: 0.329s + Collection time: 0.075s + Learning time: 0.185s + Mean reward: +0.0878 + Mean episode length: 1382.2 + Actor loss: -9.5264 + Critic loss: +0.0063 + World model loss: +0.7382 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.0778 + Episode_Reward/track_angular_velocity: +52.2748 + Episode_Reward/upright: +26.5784 + Episode_Reward/leg_posture: -2.6220 + Episode_Reward/standstill: -5.5844 + Episode_Reward/action_rate_l2: -0.6012 + Episode_Reward/joint_torques_l2: -0.1518 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0162 + Episode_Reward/unnecessary_wheel_lift: -0.0901 + Episode_Reward/rolling_leg_motion: -0.6340 + Episode_Reward/obstacle_progress: +3.6860 + Episode_Reward/wheel_body_intrusion: -0.2581 + Episode_Reward/pair_body_intrusion: -0.3021 + Curriculum/terrain_level_mean: +3.5024 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0926 + Metrics/base_velocity/error_vel_yaw: 0.1343 + Episode_Termination/time_out: 0.5135 + Episode_Termination/fell_over: 0.0338 + Episode_Termination/course_exit: 0.4459 +Episode_Termination/illegal_nonwheel_contact: 0.0135 +============================================================================== + +============================================================================== +Learning iteration 23650/50000 + Total steps: 96,870,400 + Steps per second: 12,446 + Iteration time: 0.329s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0876 + Mean episode length: 1300.6 + Actor loss: -9.4938 + Critic loss: +0.0054 + World model loss: +0.6697 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.1816 + Episode_Reward/track_angular_velocity: +49.2088 + Episode_Reward/upright: +24.9945 + Episode_Reward/leg_posture: -2.4531 + Episode_Reward/standstill: -5.5545 + Episode_Reward/action_rate_l2: -0.5590 + Episode_Reward/joint_torques_l2: -0.1422 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0178 + Episode_Reward/unnecessary_wheel_lift: -0.0881 + Episode_Reward/rolling_leg_motion: -0.5800 + Episode_Reward/obstacle_progress: +3.4753 + Episode_Reward/wheel_body_intrusion: -0.2392 + Episode_Reward/pair_body_intrusion: -0.2832 + Curriculum/terrain_level_mean: +3.5061 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0924 + Metrics/base_velocity/error_vel_yaw: 0.1338 + Episode_Termination/time_out: 0.4029 + Episode_Termination/fell_over: 0.0144 + Episode_Termination/course_exit: 0.5468 +Episode_Termination/illegal_nonwheel_contact: 0.0432 +============================================================================== + +============================================================================== +Learning iteration 23700/50000 + Total steps: 97,075,200 + Steps per second: 12,451 + Iteration time: 0.329s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0872 + Mean episode length: 1306.7 + Actor loss: -9.5002 + Critic loss: +0.0044 + World model loss: +0.7113 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.4068 + Episode_Reward/track_angular_velocity: +49.4388 + Episode_Reward/upright: +25.1139 + Episode_Reward/leg_posture: -2.4332 + Episode_Reward/standstill: -6.0180 + Episode_Reward/action_rate_l2: -0.5853 + Episode_Reward/joint_torques_l2: -0.1429 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0306 + Episode_Reward/unnecessary_wheel_lift: -0.1095 + Episode_Reward/rolling_leg_motion: -0.6034 + Episode_Reward/obstacle_progress: +3.4331 + Episode_Reward/wheel_body_intrusion: -0.2429 + Episode_Reward/pair_body_intrusion: -0.2646 + Curriculum/terrain_level_mean: +3.5093 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0924 + Metrics/base_velocity/error_vel_yaw: 0.1335 + Episode_Termination/time_out: 0.4337 + Episode_Termination/fell_over: 0.0482 + Episode_Termination/course_exit: 0.4940 +Episode_Termination/illegal_nonwheel_contact: 0.0361 +============================================================================== + +============================================================================== +Learning iteration 23750/50000 + Total steps: 97,280,000 + Steps per second: 12,457 + Iteration time: 0.329s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0871 + Mean episode length: 1367.0 + Actor loss: -9.5295 + Critic loss: +0.0087 + World model loss: +0.7454 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.5594 + Episode_Reward/track_angular_velocity: +51.6949 + Episode_Reward/upright: +26.2824 + Episode_Reward/leg_posture: -2.5623 + Episode_Reward/standstill: -6.2887 + Episode_Reward/action_rate_l2: -0.5978 + Episode_Reward/joint_torques_l2: -0.1485 + Episode_Reward/dof_pos_limits: -0.0003 + Episode_Reward/terminated: -0.0160 + Episode_Reward/unnecessary_wheel_lift: -0.1017 + Episode_Reward/rolling_leg_motion: -0.6310 + Episode_Reward/obstacle_progress: +3.4959 + Episode_Reward/wheel_body_intrusion: -0.2515 + Episode_Reward/pair_body_intrusion: -0.3277 + Curriculum/terrain_level_mean: +3.5132 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0922 + Metrics/base_velocity/error_vel_yaw: 0.1343 + Episode_Termination/time_out: 0.4606 + Episode_Termination/fell_over: 0.0121 + Episode_Termination/course_exit: 0.5030 +Episode_Termination/illegal_nonwheel_contact: 0.0303 +============================================================================== + +============================================================================== +Learning iteration 23800/50000 + Total steps: 97,484,800 + Steps per second: 12,462 + Iteration time: 0.329s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0874 + Mean episode length: 1362.0 + Actor loss: -9.5075 + Critic loss: +0.0051 + World model loss: +0.7523 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.4403 + Episode_Reward/track_angular_velocity: +51.5690 + Episode_Reward/upright: +26.1946 + Episode_Reward/leg_posture: -2.5821 + Episode_Reward/standstill: -5.8613 + Episode_Reward/action_rate_l2: -0.5954 + Episode_Reward/joint_torques_l2: -0.1488 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0160 + Episode_Reward/unnecessary_wheel_lift: -0.1047 + Episode_Reward/rolling_leg_motion: -0.6371 + Episode_Reward/obstacle_progress: +3.4232 + Episode_Reward/wheel_body_intrusion: -0.2589 + Episode_Reward/pair_body_intrusion: -0.3219 + Curriculum/terrain_level_mean: +3.5181 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0914 + Metrics/base_velocity/error_vel_yaw: 0.1326 + Episode_Termination/time_out: 0.4968 + Episode_Termination/fell_over: 0.0318 + Episode_Termination/course_exit: 0.4650 +Episode_Termination/illegal_nonwheel_contact: 0.0191 +============================================================================== + +============================================================================== +Learning iteration 23850/50000 + Total steps: 97,689,600 + Steps per second: 12,467 + Iteration time: 0.329s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0874 + Mean episode length: 1331.7 + Actor loss: -9.5066 + Critic loss: +0.0041 + World model loss: +0.7005 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.2738 + Episode_Reward/track_angular_velocity: +50.3839 + Episode_Reward/upright: +25.5912 + Episode_Reward/leg_posture: -2.5064 + Episode_Reward/standstill: -5.7528 + Episode_Reward/action_rate_l2: -0.5810 + Episode_Reward/joint_torques_l2: -0.1445 + Episode_Reward/dof_pos_limits: -0.0003 + Episode_Reward/terminated: -0.0260 + Episode_Reward/unnecessary_wheel_lift: -0.0971 + Episode_Reward/rolling_leg_motion: -0.6149 + Episode_Reward/obstacle_progress: +3.3655 + Episode_Reward/wheel_body_intrusion: -0.2474 + Episode_Reward/pair_body_intrusion: -0.3001 + Curriculum/terrain_level_mean: +3.5225 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0924 + Metrics/base_velocity/error_vel_yaw: 0.1337 + Episode_Termination/time_out: 0.4494 + Episode_Termination/fell_over: 0.0443 + Episode_Termination/course_exit: 0.4873 +Episode_Termination/illegal_nonwheel_contact: 0.0443 +============================================================================== + +============================================================================== +Learning iteration 23900/50000 + Total steps: 97,894,400 + Steps per second: 12,473 + Iteration time: 0.328s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0874 + Mean episode length: 1355.4 + Actor loss: -9.5133 + Critic loss: +0.0057 + World model loss: +0.7168 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.1465 + Episode_Reward/track_angular_velocity: +51.2645 + Episode_Reward/upright: +26.0240 + Episode_Reward/leg_posture: -2.5850 + Episode_Reward/standstill: -5.7778 + Episode_Reward/action_rate_l2: -0.5862 + Episode_Reward/joint_torques_l2: -0.1488 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0212 + Episode_Reward/unnecessary_wheel_lift: -0.0937 + Episode_Reward/rolling_leg_motion: -0.6278 + Episode_Reward/obstacle_progress: +3.4079 + Episode_Reward/wheel_body_intrusion: -0.2580 + Episode_Reward/pair_body_intrusion: -0.3057 + Curriculum/terrain_level_mean: +3.5251 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0923 + Metrics/base_velocity/error_vel_yaw: 0.1339 + Episode_Termination/time_out: 0.4938 + Episode_Termination/fell_over: 0.0432 + Episode_Termination/course_exit: 0.4568 +Episode_Termination/illegal_nonwheel_contact: 0.0185 +============================================================================== + +============================================================================== +Learning iteration 23950/50000 + Total steps: 98,099,200 + Steps per second: 12,478 + Iteration time: 0.328s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0875 + Mean episode length: 1398.5 + Actor loss: -9.5077 + Critic loss: +0.0043 + World model loss: +0.6914 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.6806 + Episode_Reward/track_angular_velocity: +52.9069 + Episode_Reward/upright: +26.8320 + Episode_Reward/leg_posture: -2.7076 + Episode_Reward/standstill: -5.8355 + Episode_Reward/action_rate_l2: -0.6064 + Episode_Reward/joint_torques_l2: -0.1529 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0137 + Episode_Reward/unnecessary_wheel_lift: -0.0913 + Episode_Reward/rolling_leg_motion: -0.6395 + Episode_Reward/obstacle_progress: +3.5522 + Episode_Reward/wheel_body_intrusion: -0.2787 + Episode_Reward/pair_body_intrusion: -0.3361 + Curriculum/terrain_level_mean: +3.5298 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0922 + Metrics/base_velocity/error_vel_yaw: 0.1337 + Episode_Termination/time_out: 0.5070 + Episode_Termination/fell_over: 0.0282 + Episode_Termination/course_exit: 0.4577 +Episode_Termination/illegal_nonwheel_contact: 0.0211 +============================================================================== + +============================================================================== +Learning iteration 24000/50000 + Total steps: 98,304,000 + Steps per second: 12,483 + Iteration time: 0.328s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0872 + Mean episode length: 1358.0 + Actor loss: -9.5228 + Critic loss: +0.0027 + World model loss: +0.6925 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.0593 + Episode_Reward/track_angular_velocity: +51.3349 + Episode_Reward/upright: +26.0650 + Episode_Reward/leg_posture: -2.5813 + Episode_Reward/standstill: -5.7592 + Episode_Reward/action_rate_l2: -0.6086 + Episode_Reward/joint_torques_l2: -0.1478 + Episode_Reward/dof_pos_limits: -0.0003 + Episode_Reward/terminated: -0.0212 + Episode_Reward/unnecessary_wheel_lift: -0.1045 + Episode_Reward/rolling_leg_motion: -0.6437 + Episode_Reward/obstacle_progress: +3.4259 + Episode_Reward/wheel_body_intrusion: -0.2624 + Episode_Reward/pair_body_intrusion: -0.3696 + Curriculum/terrain_level_mean: +3.5317 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0937 + Metrics/base_velocity/error_vel_yaw: 0.1349 + Episode_Termination/time_out: 0.4830 + Episode_Termination/fell_over: 0.0408 + Episode_Termination/course_exit: 0.4626 +Episode_Termination/illegal_nonwheel_contact: 0.0272 +============================================================================== + +============================================================================== +Learning iteration 24050/50000 + Total steps: 98,508,800 + Steps per second: 12,489 + Iteration time: 0.328s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0873 + Mean episode length: 1352.5 + Actor loss: -9.4885 + Critic loss: +0.0058 + World model loss: +0.6593 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.8587 + Episode_Reward/track_angular_velocity: +51.0961 + Episode_Reward/upright: +25.9598 + Episode_Reward/leg_posture: -2.5894 + Episode_Reward/standstill: -5.5626 + Episode_Reward/action_rate_l2: -0.6001 + Episode_Reward/joint_torques_l2: -0.1491 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0132 + Episode_Reward/unnecessary_wheel_lift: -0.0898 + Episode_Reward/rolling_leg_motion: -0.6284 + Episode_Reward/obstacle_progress: +3.4251 + Episode_Reward/wheel_body_intrusion: -0.2645 + Episode_Reward/pair_body_intrusion: -0.3783 + Curriculum/terrain_level_mean: +3.5369 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0940 + Metrics/base_velocity/error_vel_yaw: 0.1356 + Episode_Termination/time_out: 0.4933 + Episode_Termination/fell_over: 0.0133 + Episode_Termination/course_exit: 0.4733 +Episode_Termination/illegal_nonwheel_contact: 0.0200 +============================================================================== + +============================================================================== +Learning iteration 24100/50000 + Total steps: 98,713,600 + Steps per second: 12,494 + Iteration time: 0.328s + Collection time: 0.075s + Learning time: 0.185s + Mean reward: +0.0874 + Mean episode length: 1385.0 + Actor loss: -9.5159 + Critic loss: +0.0044 + World model loss: +0.7059 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.0722 + Episode_Reward/track_angular_velocity: +52.2939 + Episode_Reward/upright: +26.5694 + Episode_Reward/leg_posture: -2.6386 + Episode_Reward/standstill: -5.5970 + Episode_Reward/action_rate_l2: -0.6270 + Episode_Reward/joint_torques_l2: -0.1526 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0189 + Episode_Reward/unnecessary_wheel_lift: -0.1102 + Episode_Reward/rolling_leg_motion: -0.6753 + Episode_Reward/obstacle_progress: +3.4697 + Episode_Reward/wheel_body_intrusion: -0.2589 + Episode_Reward/pair_body_intrusion: -0.3367 + Curriculum/terrain_level_mean: +3.5403 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0934 + Metrics/base_velocity/error_vel_yaw: 0.1362 + Episode_Termination/time_out: 0.4595 + Episode_Termination/fell_over: 0.0203 + Episode_Termination/course_exit: 0.4932 +Episode_Termination/illegal_nonwheel_contact: 0.0405 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1937] +RECOVERY reset 1 invalid environments; first IDs=[1388] + +============================================================================== +Learning iteration 24150/50000 + Total steps: 98,918,400 + Steps per second: 12,499 + Iteration time: 0.328s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0875 + Mean episode length: 1409.6 + Actor loss: -9.4740 + Critic loss: +0.0065 + World model loss: +0.7213 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.0038 + Episode_Reward/track_angular_velocity: +53.2062 + Episode_Reward/upright: +27.0701 + Episode_Reward/leg_posture: -2.7048 + Episode_Reward/standstill: -5.6490 + Episode_Reward/action_rate_l2: -0.6227 + Episode_Reward/joint_torques_l2: -0.1545 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0193 + Episode_Reward/unnecessary_wheel_lift: -0.1074 + Episode_Reward/rolling_leg_motion: -0.6660 + Episode_Reward/obstacle_progress: +3.5351 + Episode_Reward/wheel_body_intrusion: -0.2557 + Episode_Reward/pair_body_intrusion: -0.3114 + Curriculum/terrain_level_mean: +3.5435 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0927 + Metrics/base_velocity/error_vel_yaw: 0.1364 + Episode_Termination/time_out: 0.5411 + Episode_Termination/fell_over: 0.0342 + Episode_Termination/course_exit: 0.4110 +Episode_Termination/illegal_nonwheel_contact: 0.0342 +============================================================================== + +============================================================================== +Learning iteration 24200/50000 + Total steps: 99,123,200 + Steps per second: 12,505 + Iteration time: 0.328s + Collection time: 0.075s + Learning time: 0.185s + Mean reward: +0.0874 + Mean episode length: 1412.3 + Actor loss: -9.5013 + Critic loss: +0.0039 + World model loss: +0.7312 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.1016 + Episode_Reward/track_angular_velocity: +53.3033 + Episode_Reward/upright: +27.1426 + Episode_Reward/leg_posture: -2.7309 + Episode_Reward/standstill: -5.7059 + Episode_Reward/action_rate_l2: -0.6105 + Episode_Reward/joint_torques_l2: -0.1567 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0166 + Episode_Reward/unnecessary_wheel_lift: -0.1067 + Episode_Reward/rolling_leg_motion: -0.6506 + Episode_Reward/obstacle_progress: +3.5083 + Episode_Reward/wheel_body_intrusion: -0.2619 + Episode_Reward/pair_body_intrusion: -0.3330 + Curriculum/terrain_level_mean: +3.5466 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0927 + Metrics/base_velocity/error_vel_yaw: 0.1363 + Episode_Termination/time_out: 0.4805 + Episode_Termination/fell_over: 0.0195 + Episode_Termination/course_exit: 0.4805 +Episode_Termination/illegal_nonwheel_contact: 0.0325 +============================================================================== + +============================================================================== +Learning iteration 24250/50000 + Total steps: 99,328,000 + Steps per second: 12,510 + Iteration time: 0.327s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0872 + Mean episode length: 1331.9 + Actor loss: -9.5033 + Critic loss: +0.0044 + World model loss: +0.7014 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.2953 + Episode_Reward/track_angular_velocity: +50.2477 + Episode_Reward/upright: +25.5997 + Episode_Reward/leg_posture: -2.5296 + Episode_Reward/standstill: -5.6333 + Episode_Reward/action_rate_l2: -0.5733 + Episode_Reward/joint_torques_l2: -0.1469 + Episode_Reward/dof_pos_limits: -0.0011 + Episode_Reward/terminated: -0.0286 + Episode_Reward/unnecessary_wheel_lift: -0.0965 + Episode_Reward/rolling_leg_motion: -0.6356 + Episode_Reward/obstacle_progress: +3.2869 + Episode_Reward/wheel_body_intrusion: -0.2465 + Episode_Reward/pair_body_intrusion: -0.3484 + Curriculum/terrain_level_mean: +3.5493 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0921 + Metrics/base_velocity/error_vel_yaw: 0.1365 + Episode_Termination/time_out: 0.4731 + Episode_Termination/fell_over: 0.0376 + Episode_Termination/course_exit: 0.4677 +Episode_Termination/illegal_nonwheel_contact: 0.0215 +============================================================================== + +============================================================================== +Learning iteration 24300/50000 + Total steps: 99,532,800 + Steps per second: 12,515 + Iteration time: 0.327s + Collection time: 0.075s + Learning time: 0.185s + Mean reward: +0.0875 + Mean episode length: 1437.8 + Actor loss: -9.4676 + Critic loss: +0.0056 + World model loss: +0.6964 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +51.1858 + Episode_Reward/track_angular_velocity: +54.2827 + Episode_Reward/upright: +27.6202 + Episode_Reward/leg_posture: -2.7489 + Episode_Reward/standstill: -5.9878 + Episode_Reward/action_rate_l2: -0.6053 + Episode_Reward/joint_torques_l2: -0.1576 + Episode_Reward/dof_pos_limits: -0.0012 + Episode_Reward/terminated: -0.0084 + Episode_Reward/unnecessary_wheel_lift: -0.0880 + Episode_Reward/rolling_leg_motion: -0.6570 + Episode_Reward/obstacle_progress: +3.5763 + Episode_Reward/wheel_body_intrusion: -0.2833 + Episode_Reward/pair_body_intrusion: -0.3429 + Curriculum/terrain_level_mean: +3.5530 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0912 + Metrics/base_velocity/error_vel_yaw: 0.1356 + Episode_Termination/time_out: 0.5591 + Episode_Termination/fell_over: 0.0079 + Episode_Termination/course_exit: 0.4173 +Episode_Termination/illegal_nonwheel_contact: 0.0236 +============================================================================== + ++---------------------------------+ +| Base Environment | ++------------------------+--------+ +| Property | Value | ++------------------------+--------+ +| Number of environments | 1 | +| Environment device | cuda:0 | +| Environment seed | None | +| Physics step-size | 0.005 | +| Environment step-size | 0.02 | ++------------------------+--------+ + +[INFO] contains 1 active terms. ++-------------------------------------+ +| Active Event Terms in Mode: 'reset' | ++--------+----------------------------+ +| Index | Name | ++--------+----------------------------+ +| 0 | reset_base | +| 1 | reset_robot_joints | ++--------+----------------------------+ + +[INFO] contains 1 active terms. ++--------------------------------------+ +| Active Command Terms | ++-------+-------+----------------------+ +| Index | Name | Type | ++-------+-------+----------------------+ +| 0 | twist | MixedVelocityCommand | ++-------+-------+----------------------+ + +[INFO] contains 2 active terms. ++---------------------------------+ +| Active Action Terms (shape: 16) | ++-------+-----------+-------------+ +| Index | Name | Dimension | ++-------+-----------+-------------+ +| 0 | joint_pos | 12 | +| 1 | wheel_vel | 4 | ++-------+-----------+-------------+ + +[INFO] contains 1 groups. ++------------------------------------------------------------+ +| Active Observation Terms in Group: 'actor' (shape: (265,)) | ++--------+-------------------------+-------------------------+ +| Index | Name | Shape | ++--------+-------------------------+-------------------------+ +| 0 | base_ang_vel | (15,) ← 5×(3,) | +| 1 | projected_gravity | (15,) ← 5×(3,) | +| 2 | joint_pos | (60,) ← 5×(12,) | +| 3 | joint_vel | (60,) ← 5×(12,) | +| 4 | wheel_vel | (20,) ← 5×(4,) | +| 5 | actions | (80,) ← 5×(16,) | +| 6 | command | (15,) ← 5×(3,) | ++--------+-------------------------+-------------------------+ + +[INFO] contains 4 active terms. ++---------------------------------------------+ +| Active Termination Terms | ++-------+--------------------------+----------+ +| Index | Name | Time Out | ++-------+--------------------------+----------+ +| 0 | time_out | True | +| 1 | fell_over | False | +| 2 | course_exit | True | +| 3 | illegal_nonwheel_contact | False | ++-------+--------------------------+----------+ + +[INFO] contains 0 active terms. ++-----------------------+ +| Active Reward Terms | ++-------+------+--------+ +| Index | Name | Weight | ++-------+------+--------+ ++-------+------+--------+ + +[INFO] (inactive) +[INFO] (inactive) +[INFO] (inactive) +S10 video saved: logs/s10_terrain_v7_50k_20261101_225518/videos/iteration_024300.mp4 + +============================================================================== +Learning iteration 24350/50000 + Total steps: 99,737,600 + Steps per second: 12,511 + Iteration time: 0.327s + Collection time: 0.076s + Learning time: 0.192s + Mean reward: +0.0872 + Mean episode length: 1281.4 + Actor loss: -9.5081 + Critic loss: +0.0047 + World model loss: +0.6854 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +45.4884 + Episode_Reward/track_angular_velocity: +48.3859 + Episode_Reward/upright: +24.6305 + Episode_Reward/leg_posture: -2.4590 + Episode_Reward/standstill: -5.4872 + Episode_Reward/action_rate_l2: -0.5520 + Episode_Reward/joint_torques_l2: -0.1411 + Episode_Reward/dof_pos_limits: -0.0014 + Episode_Reward/terminated: -0.0100 + Episode_Reward/unnecessary_wheel_lift: -0.1041 + Episode_Reward/rolling_leg_motion: -0.6132 + Episode_Reward/obstacle_progress: +3.1845 + Episode_Reward/wheel_body_intrusion: -0.2452 + Episode_Reward/pair_body_intrusion: -0.3172 + Curriculum/terrain_level_mean: +3.5591 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0923 + Metrics/base_velocity/error_vel_yaw: 0.1359 + Episode_Termination/time_out: 0.3865 + Episode_Termination/fell_over: 0.0000 + Episode_Termination/course_exit: 0.5890 +Episode_Termination/illegal_nonwheel_contact: 0.0245 +============================================================================== + +============================================================================== +Learning iteration 24400/50000 + Total steps: 99,942,400 + Steps per second: 12,516 + Iteration time: 0.327s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0872 + Mean episode length: 1350.7 + Actor loss: -9.5101 + Critic loss: +0.0030 + World model loss: +0.7197 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.0020 + Episode_Reward/track_angular_velocity: +51.0575 + Episode_Reward/upright: +25.9362 + Episode_Reward/leg_posture: -2.6290 + Episode_Reward/standstill: -5.8809 + Episode_Reward/action_rate_l2: -0.5799 + Episode_Reward/joint_torques_l2: -0.1481 + Episode_Reward/dof_pos_limits: -0.0014 + Episode_Reward/terminated: -0.0132 + Episode_Reward/unnecessary_wheel_lift: -0.1096 + Episode_Reward/rolling_leg_motion: -0.6316 + Episode_Reward/obstacle_progress: +3.4208 + Episode_Reward/wheel_body_intrusion: -0.2502 + Episode_Reward/pair_body_intrusion: -0.3526 + Curriculum/terrain_level_mean: +3.5618 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0920 + Metrics/base_velocity/error_vel_yaw: 0.1345 + Episode_Termination/time_out: 0.4583 + Episode_Termination/fell_over: 0.0208 + Episode_Termination/course_exit: 0.5069 +Episode_Termination/illegal_nonwheel_contact: 0.0208 +============================================================================== + +============================================================================== +Learning iteration 24450/50000 + Total steps: 100,147,200 + Steps per second: 12,521 + Iteration time: 0.327s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0871 + Mean episode length: 1298.0 + Actor loss: -9.5052 + Critic loss: +0.0042 + World model loss: +0.7199 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.0992 + Episode_Reward/track_angular_velocity: +49.0075 + Episode_Reward/upright: +24.9038 + Episode_Reward/leg_posture: -2.5017 + Episode_Reward/standstill: -5.6924 + Episode_Reward/action_rate_l2: -0.5605 + Episode_Reward/joint_torques_l2: -0.1420 + Episode_Reward/dof_pos_limits: -0.0019 + Episode_Reward/terminated: -0.0330 + Episode_Reward/unnecessary_wheel_lift: -0.0919 + Episode_Reward/rolling_leg_motion: -0.5860 + Episode_Reward/obstacle_progress: +3.3422 + Episode_Reward/wheel_body_intrusion: -0.2548 + Episode_Reward/pair_body_intrusion: -0.3716 + Curriculum/terrain_level_mean: +3.5632 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0923 + Metrics/base_velocity/error_vel_yaw: 0.1361 + Episode_Termination/time_out: 0.4507 + Episode_Termination/fell_over: 0.0563 + Episode_Termination/course_exit: 0.4577 +Episode_Termination/illegal_nonwheel_contact: 0.0704 +============================================================================== + +============================================================================== +Learning iteration 24500/50000 + Total steps: 100,352,000 + Steps per second: 12,526 + Iteration time: 0.327s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0872 + Mean episode length: 1325.4 + Actor loss: -9.5306 + Critic loss: +0.0052 + World model loss: +0.7134 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.0547 + Episode_Reward/track_angular_velocity: +50.0764 + Episode_Reward/upright: +25.4766 + Episode_Reward/leg_posture: -2.5789 + Episode_Reward/standstill: -5.7671 + Episode_Reward/action_rate_l2: -0.5682 + Episode_Reward/joint_torques_l2: -0.1451 + Episode_Reward/dof_pos_limits: -0.0012 + Episode_Reward/terminated: -0.0337 + Episode_Reward/unnecessary_wheel_lift: -0.0992 + Episode_Reward/rolling_leg_motion: -0.6086 + Episode_Reward/obstacle_progress: +3.3523 + Episode_Reward/wheel_body_intrusion: -0.2507 + Episode_Reward/pair_body_intrusion: -0.3673 + Curriculum/terrain_level_mean: +3.5671 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0921 + Metrics/base_velocity/error_vel_yaw: 0.1354 + Episode_Termination/time_out: 0.4641 + Episode_Termination/fell_over: 0.0719 + Episode_Termination/course_exit: 0.4510 +Episode_Termination/illegal_nonwheel_contact: 0.0327 +============================================================================== + +============================================================================== +Learning iteration 24550/50000 + Total steps: 100,556,800 + Steps per second: 12,531 + Iteration time: 0.327s + Collection time: 0.075s + Learning time: 0.185s + Mean reward: +0.0872 + Mean episode length: 1386.3 + Actor loss: -9.4920 + Critic loss: +0.0060 + World model loss: +0.7004 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.1865 + Episode_Reward/track_angular_velocity: +52.4062 + Episode_Reward/upright: +26.6165 + Episode_Reward/leg_posture: -2.6673 + Episode_Reward/standstill: -6.0991 + Episode_Reward/action_rate_l2: -0.6040 + Episode_Reward/joint_torques_l2: -0.1521 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0162 + Episode_Reward/unnecessary_wheel_lift: -0.0784 + Episode_Reward/rolling_leg_motion: -0.6289 + Episode_Reward/obstacle_progress: +3.5616 + Episode_Reward/wheel_body_intrusion: -0.2629 + Episode_Reward/pair_body_intrusion: -0.3339 + Curriculum/terrain_level_mean: +3.5688 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0925 + Metrics/base_velocity/error_vel_yaw: 0.1341 + Episode_Termination/time_out: 0.5118 + Episode_Termination/fell_over: 0.0236 + Episode_Termination/course_exit: 0.4409 +Episode_Termination/illegal_nonwheel_contact: 0.0236 +============================================================================== + +============================================================================== +Learning iteration 24600/50000 + Total steps: 100,761,600 + Steps per second: 12,537 + Iteration time: 0.327s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0869 + Mean episode length: 1292.8 + Actor loss: -9.4944 + Critic loss: +0.0037 + World model loss: +0.6940 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +45.6671 + Episode_Reward/track_angular_velocity: +48.8369 + Episode_Reward/upright: +24.8162 + Episode_Reward/leg_posture: -2.5263 + Episode_Reward/standstill: -5.8653 + Episode_Reward/action_rate_l2: -0.5663 + Episode_Reward/joint_torques_l2: -0.1433 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0303 + Episode_Reward/unnecessary_wheel_lift: -0.0878 + Episode_Reward/rolling_leg_motion: -0.5920 + Episode_Reward/obstacle_progress: +3.2900 + Episode_Reward/wheel_body_intrusion: -0.2265 + Episode_Reward/pair_body_intrusion: -0.2573 + Curriculum/terrain_level_mean: +3.5708 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0946 + Metrics/base_velocity/error_vel_yaw: 0.1349 + Episode_Termination/time_out: 0.4241 + Episode_Termination/fell_over: 0.0570 + Episode_Termination/course_exit: 0.5063 +Episode_Termination/illegal_nonwheel_contact: 0.0380 +============================================================================== + +============================================================================== +Learning iteration 24650/50000 + Total steps: 100,966,400 + Steps per second: 12,542 + Iteration time: 0.327s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0869 + Mean episode length: 1407.8 + Actor loss: -9.4909 + Critic loss: +0.0055 + World model loss: +0.7093 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.7295 + Episode_Reward/track_angular_velocity: +53.1767 + Episode_Reward/upright: +27.0279 + Episode_Reward/leg_posture: -2.7367 + Episode_Reward/standstill: -6.2594 + Episode_Reward/action_rate_l2: -0.6265 + Episode_Reward/joint_torques_l2: -0.1550 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0275 + Episode_Reward/unnecessary_wheel_lift: -0.1030 + Episode_Reward/rolling_leg_motion: -0.6645 + Episode_Reward/obstacle_progress: +3.5215 + Episode_Reward/wheel_body_intrusion: -0.2725 + Episode_Reward/pair_body_intrusion: -0.3137 + Curriculum/terrain_level_mean: +3.5742 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0944 + Metrics/base_velocity/error_vel_yaw: 0.1354 + Episode_Termination/time_out: 0.5460 + Episode_Termination/fell_over: 0.0245 + Episode_Termination/course_exit: 0.3926 +Episode_Termination/illegal_nonwheel_contact: 0.0368 +============================================================================== + +============================================================================== +Learning iteration 24700/50000 + Total steps: 101,171,200 + Steps per second: 12,547 + Iteration time: 0.326s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0872 + Mean episode length: 1332.8 + Actor loss: -9.5120 + Critic loss: +0.0046 + World model loss: +0.7062 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.2704 + Episode_Reward/track_angular_velocity: +50.3750 + Episode_Reward/upright: +25.6048 + Episode_Reward/leg_posture: -2.6026 + Episode_Reward/standstill: -5.8560 + Episode_Reward/action_rate_l2: -0.5805 + Episode_Reward/joint_torques_l2: -0.1441 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0156 + Episode_Reward/unnecessary_wheel_lift: -0.0883 + Episode_Reward/rolling_leg_motion: -0.6293 + Episode_Reward/obstacle_progress: +3.3998 + Episode_Reward/wheel_body_intrusion: -0.2644 + Episode_Reward/pair_body_intrusion: -0.3089 + Curriculum/terrain_level_mean: +3.5798 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0927 + Metrics/base_velocity/error_vel_yaw: 0.1346 + Episode_Termination/time_out: 0.4528 + Episode_Termination/fell_over: 0.0189 + Episode_Termination/course_exit: 0.5094 +Episode_Termination/illegal_nonwheel_contact: 0.0314 +============================================================================== + +============================================================================== +Learning iteration 24750/50000 + Total steps: 101,376,000 + Steps per second: 12,552 + Iteration time: 0.326s + Collection time: 0.076s + Learning time: 0.183s + Mean reward: +0.0870 + Mean episode length: 1329.5 + Actor loss: -9.5097 + Critic loss: +0.0029 + World model loss: +0.6811 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.0583 + Episode_Reward/track_angular_velocity: +50.2429 + Episode_Reward/upright: +25.5441 + Episode_Reward/leg_posture: -2.6081 + Episode_Reward/standstill: -5.8540 + Episode_Reward/action_rate_l2: -0.5827 + Episode_Reward/joint_torques_l2: -0.1448 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0234 + Episode_Reward/unnecessary_wheel_lift: -0.1098 + Episode_Reward/rolling_leg_motion: -0.6211 + Episode_Reward/obstacle_progress: +3.3590 + Episode_Reward/wheel_body_intrusion: -0.2521 + Episode_Reward/pair_body_intrusion: -0.3118 + Curriculum/terrain_level_mean: +3.5833 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0935 + Metrics/base_velocity/error_vel_yaw: 0.1349 + Episode_Termination/time_out: 0.4307 + Episode_Termination/fell_over: 0.0365 + Episode_Termination/course_exit: 0.5036 +Episode_Termination/illegal_nonwheel_contact: 0.0438 +============================================================================== + +============================================================================== +Learning iteration 24800/50000 + Total steps: 101,580,800 + Steps per second: 12,557 + Iteration time: 0.326s + Collection time: 0.075s + Learning time: 0.185s + Mean reward: +0.0871 + Mean episode length: 1349.8 + Actor loss: -9.5087 + Critic loss: +0.0040 + World model loss: +0.7113 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.8703 + Episode_Reward/track_angular_velocity: +51.0313 + Episode_Reward/upright: +25.9154 + Episode_Reward/leg_posture: -2.6164 + Episode_Reward/standstill: -6.0735 + Episode_Reward/action_rate_l2: -0.5909 + Episode_Reward/joint_torques_l2: -0.1492 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0211 + Episode_Reward/unnecessary_wheel_lift: -0.0909 + Episode_Reward/rolling_leg_motion: -0.6146 + Episode_Reward/obstacle_progress: +3.4774 + Episode_Reward/wheel_body_intrusion: -0.2673 + Episode_Reward/pair_body_intrusion: -0.3360 + Curriculum/terrain_level_mean: +3.5840 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0928 + Metrics/base_velocity/error_vel_yaw: 0.1345 + Episode_Termination/time_out: 0.4500 + Episode_Termination/fell_over: 0.0357 + Episode_Termination/course_exit: 0.4929 +Episode_Termination/illegal_nonwheel_contact: 0.0357 +============================================================================== + +============================================================================== +Learning iteration 24850/50000 + Total steps: 101,785,600 + Steps per second: 12,562 + Iteration time: 0.326s + Collection time: 0.075s + Learning time: 0.185s + Mean reward: +0.0869 + Mean episode length: 1344.9 + Actor loss: -9.5216 + Critic loss: +0.0047 + World model loss: +0.7023 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.7177 + Episode_Reward/track_angular_velocity: +50.8406 + Episode_Reward/upright: +25.8198 + Episode_Reward/leg_posture: -2.6318 + Episode_Reward/standstill: -6.2618 + Episode_Reward/action_rate_l2: -0.5885 + Episode_Reward/joint_torques_l2: -0.1468 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0184 + Episode_Reward/unnecessary_wheel_lift: -0.1000 + Episode_Reward/rolling_leg_motion: -0.6202 + Episode_Reward/obstacle_progress: +3.4327 + Episode_Reward/wheel_body_intrusion: -0.2584 + Episode_Reward/pair_body_intrusion: -0.3081 + Curriculum/terrain_level_mean: +3.5864 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0925 + Metrics/base_velocity/error_vel_yaw: 0.1348 + Episode_Termination/time_out: 0.4348 + Episode_Termination/fell_over: 0.0362 + Episode_Termination/course_exit: 0.5145 +Episode_Termination/illegal_nonwheel_contact: 0.0290 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2233] + +============================================================================== +Learning iteration 24900/50000 + Total steps: 101,990,400 + Steps per second: 12,568 + Iteration time: 0.326s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0870 + Mean episode length: 1424.7 + Actor loss: -9.5214 + Critic loss: +0.0038 + World model loss: +0.6827 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.5858 + Episode_Reward/track_angular_velocity: +53.8750 + Episode_Reward/upright: +27.3554 + Episode_Reward/leg_posture: -2.7761 + Episode_Reward/standstill: -6.6151 + Episode_Reward/action_rate_l2: -0.6138 + Episode_Reward/joint_torques_l2: -0.1575 + Episode_Reward/dof_pos_limits: -0.0003 + Episode_Reward/terminated: -0.0223 + Episode_Reward/unnecessary_wheel_lift: -0.0992 + Episode_Reward/rolling_leg_motion: -0.6494 + Episode_Reward/obstacle_progress: +3.6051 + Episode_Reward/wheel_body_intrusion: -0.2689 + Episode_Reward/pair_body_intrusion: -0.3042 + Curriculum/terrain_level_mean: +3.5891 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0920 + Metrics/base_velocity/error_vel_yaw: 0.1344 + Episode_Termination/time_out: 0.5540 + Episode_Termination/fell_over: 0.0288 + Episode_Termination/course_exit: 0.3885 +Episode_Termination/illegal_nonwheel_contact: 0.0504 +============================================================================== + +============================================================================== +Learning iteration 24950/50000 + Total steps: 102,195,200 + Steps per second: 12,573 + Iteration time: 0.326s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0868 + Mean episode length: 1403.5 + Actor loss: -9.5059 + Critic loss: +0.0045 + World model loss: +0.6940 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.6567 + Episode_Reward/track_angular_velocity: +53.0872 + Episode_Reward/upright: +26.9558 + Episode_Reward/leg_posture: -2.7551 + Episode_Reward/standstill: -6.6301 + Episode_Reward/action_rate_l2: -0.6114 + Episode_Reward/joint_torques_l2: -0.1556 + Episode_Reward/dof_pos_limits: -0.0011 + Episode_Reward/terminated: -0.0082 + Episode_Reward/unnecessary_wheel_lift: -0.1118 + Episode_Reward/rolling_leg_motion: -0.6488 + Episode_Reward/obstacle_progress: +3.5253 + Episode_Reward/wheel_body_intrusion: -0.2571 + Episode_Reward/pair_body_intrusion: -0.2777 + Curriculum/terrain_level_mean: +3.5950 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0936 + Metrics/base_velocity/error_vel_yaw: 0.1340 + Episode_Termination/time_out: 0.5423 + Episode_Termination/fell_over: 0.0141 + Episode_Termination/course_exit: 0.4366 +Episode_Termination/illegal_nonwheel_contact: 0.0141 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1950] + +============================================================================== +Learning iteration 25000/50000 + Total steps: 102,400,000 + Steps per second: 12,577 + Iteration time: 0.326s + Collection time: 0.076s + Learning time: 0.192s + Mean reward: +0.0865 + Mean episode length: 1353.0 + Actor loss: -9.4888 + Critic loss: +0.0038 + World model loss: +0.6713 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.9245 + Episode_Reward/track_angular_velocity: +51.0942 + Episode_Reward/upright: +25.9474 + Episode_Reward/leg_posture: -2.6930 + Episode_Reward/standstill: -6.6229 + Episode_Reward/action_rate_l2: -0.6023 + Episode_Reward/joint_torques_l2: -0.1497 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0317 + Episode_Reward/unnecessary_wheel_lift: -0.0938 + Episode_Reward/rolling_leg_motion: -0.6242 + Episode_Reward/obstacle_progress: +3.4218 + Episode_Reward/wheel_body_intrusion: -0.2673 + Episode_Reward/pair_body_intrusion: -0.3249 + Curriculum/terrain_level_mean: +3.5974 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0935 + Metrics/base_velocity/error_vel_yaw: 0.1360 + Episode_Termination/time_out: 0.4610 + Episode_Termination/fell_over: 0.0455 + Episode_Termination/course_exit: 0.4610 +Episode_Termination/illegal_nonwheel_contact: 0.0519 +============================================================================== + +============================================================================== +Learning iteration 25050/50000 + Total steps: 102,604,800 + Steps per second: 12,582 + Iteration time: 0.326s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0868 + Mean episode length: 1295.2 + Actor loss: -9.4912 + Critic loss: +0.0058 + World model loss: +0.6641 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +45.8036 + Episode_Reward/track_angular_velocity: +48.9165 + Episode_Reward/upright: +24.8565 + Episode_Reward/leg_posture: -2.5487 + Episode_Reward/standstill: -5.8360 + Episode_Reward/action_rate_l2: -0.5681 + Episode_Reward/joint_torques_l2: -0.1441 + Episode_Reward/dof_pos_limits: -0.0011 + Episode_Reward/terminated: -0.0354 + Episode_Reward/unnecessary_wheel_lift: -0.0830 + Episode_Reward/rolling_leg_motion: -0.6042 + Episode_Reward/obstacle_progress: +3.2252 + Episode_Reward/wheel_body_intrusion: -0.2545 + Episode_Reward/pair_body_intrusion: -0.3356 + Curriculum/terrain_level_mean: +3.5986 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0939 + Metrics/base_velocity/error_vel_yaw: 0.1357 + Episode_Termination/time_out: 0.4315 + Episode_Termination/fell_over: 0.0479 + Episode_Termination/course_exit: 0.4726 +Episode_Termination/illegal_nonwheel_contact: 0.0753 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2598] + +============================================================================== +Learning iteration 25100/50000 + Total steps: 102,809,600 + Steps per second: 12,587 + Iteration time: 0.325s + Collection time: 0.076s + Learning time: 0.183s + Mean reward: +0.0869 + Mean episode length: 1327.3 + Actor loss: -9.4774 + Critic loss: +0.0110 + World model loss: +0.6755 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.9167 + Episode_Reward/track_angular_velocity: +50.1103 + Episode_Reward/upright: +25.4668 + Episode_Reward/leg_posture: -2.6137 + Episode_Reward/standstill: -5.8954 + Episode_Reward/action_rate_l2: -0.5719 + Episode_Reward/joint_torques_l2: -0.1470 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0207 + Episode_Reward/unnecessary_wheel_lift: -0.0961 + Episode_Reward/rolling_leg_motion: -0.6077 + Episode_Reward/obstacle_progress: +3.3225 + Episode_Reward/wheel_body_intrusion: -0.2515 + Episode_Reward/pair_body_intrusion: -0.3291 + Curriculum/terrain_level_mean: +3.6023 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0944 + Metrics/base_velocity/error_vel_yaw: 0.1359 + Episode_Termination/time_out: 0.4268 + Episode_Termination/fell_over: 0.0255 + Episode_Termination/course_exit: 0.5223 +Episode_Termination/illegal_nonwheel_contact: 0.0382 +============================================================================== + +============================================================================== +Learning iteration 25150/50000 + Total steps: 103,014,400 + Steps per second: 12,592 + Iteration time: 0.325s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0868 + Mean episode length: 1331.5 + Actor loss: -9.5128 + Critic loss: +0.0036 + World model loss: +0.7525 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.0691 + Episode_Reward/track_angular_velocity: +50.2398 + Episode_Reward/upright: +25.5431 + Episode_Reward/leg_posture: -2.6497 + Episode_Reward/standstill: -5.8896 + Episode_Reward/action_rate_l2: -0.5829 + Episode_Reward/joint_torques_l2: -0.1474 + Episode_Reward/dof_pos_limits: -0.0010 + Episode_Reward/terminated: -0.0260 + Episode_Reward/unnecessary_wheel_lift: -0.1073 + Episode_Reward/rolling_leg_motion: -0.6150 + Episode_Reward/obstacle_progress: +3.3395 + Episode_Reward/wheel_body_intrusion: -0.2644 + Episode_Reward/pair_body_intrusion: -0.3561 + Curriculum/terrain_level_mean: +3.6035 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0942 + Metrics/base_velocity/error_vel_yaw: 0.1366 + Episode_Termination/time_out: 0.4431 + Episode_Termination/fell_over: 0.0299 + Episode_Termination/course_exit: 0.4970 +Episode_Termination/illegal_nonwheel_contact: 0.0359 +============================================================================== + +============================================================================== +Learning iteration 25200/50000 + Total steps: 103,219,200 + Steps per second: 12,597 + Iteration time: 0.325s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0867 + Mean episode length: 1326.4 + Actor loss: -9.5040 + Critic loss: +0.0061 + World model loss: +0.6473 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.8494 + Episode_Reward/track_angular_velocity: +50.0874 + Episode_Reward/upright: +25.4630 + Episode_Reward/leg_posture: -2.6149 + Episode_Reward/standstill: -6.0446 + Episode_Reward/action_rate_l2: -0.5858 + Episode_Reward/joint_torques_l2: -0.1471 + Episode_Reward/dof_pos_limits: -0.0003 + Episode_Reward/terminated: -0.0181 + Episode_Reward/unnecessary_wheel_lift: -0.1059 + Episode_Reward/rolling_leg_motion: -0.6350 + Episode_Reward/obstacle_progress: +3.3111 + Episode_Reward/wheel_body_intrusion: -0.2634 + Episode_Reward/pair_body_intrusion: -0.3126 + Curriculum/terrain_level_mean: +3.6069 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0944 + Metrics/base_velocity/error_vel_yaw: 0.1359 + Episode_Termination/time_out: 0.4902 + Episode_Termination/fell_over: 0.0392 + Episode_Termination/course_exit: 0.4641 +Episode_Termination/illegal_nonwheel_contact: 0.0392 +============================================================================== + +============================================================================== +Learning iteration 25250/50000 + Total steps: 103,424,000 + Steps per second: 12,602 + Iteration time: 0.325s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0869 + Mean episode length: 1393.8 + Actor loss: -9.4570 + Critic loss: +0.0094 + World model loss: +0.6778 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.3432 + Episode_Reward/track_angular_velocity: +52.6456 + Episode_Reward/upright: +26.7568 + Episode_Reward/leg_posture: -2.6875 + Episode_Reward/standstill: -6.3784 + Episode_Reward/action_rate_l2: -0.6136 + Episode_Reward/joint_torques_l2: -0.1542 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0109 + Episode_Reward/unnecessary_wheel_lift: -0.0993 + Episode_Reward/rolling_leg_motion: -0.6481 + Episode_Reward/obstacle_progress: +3.5128 + Episode_Reward/wheel_body_intrusion: -0.2613 + Episode_Reward/pair_body_intrusion: -0.3074 + Curriculum/terrain_level_mean: +3.6094 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0937 + Metrics/base_velocity/error_vel_yaw: 0.1357 + Episode_Termination/time_out: 0.4875 + Episode_Termination/fell_over: 0.0187 + Episode_Termination/course_exit: 0.4875 +Episode_Termination/illegal_nonwheel_contact: 0.0125 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1647] + +============================================================================== +Learning iteration 25300/50000 + Total steps: 103,628,800 + Steps per second: 12,607 + Iteration time: 0.325s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0869 + Mean episode length: 1346.0 + Actor loss: -9.4999 + Critic loss: +0.0050 + World model loss: +0.7107 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.5483 + Episode_Reward/track_angular_velocity: +50.9271 + Episode_Reward/upright: +25.8429 + Episode_Reward/leg_posture: -2.6140 + Episode_Reward/standstill: -5.8997 + Episode_Reward/action_rate_l2: -0.5850 + Episode_Reward/joint_torques_l2: -0.1487 + Episode_Reward/dof_pos_limits: -0.0013 + Episode_Reward/terminated: -0.0105 + Episode_Reward/unnecessary_wheel_lift: -0.0946 + Episode_Reward/rolling_leg_motion: -0.6405 + Episode_Reward/obstacle_progress: +3.2643 + Episode_Reward/wheel_body_intrusion: -0.2494 + Episode_Reward/pair_body_intrusion: -0.3216 + Curriculum/terrain_level_mean: +3.6152 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0945 + Metrics/base_velocity/error_vel_yaw: 0.1337 + Episode_Termination/time_out: 0.4296 + Episode_Termination/fell_over: 0.0211 + Episode_Termination/course_exit: 0.5423 +Episode_Termination/illegal_nonwheel_contact: 0.0141 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1163] + +============================================================================== +Learning iteration 25350/50000 + Total steps: 103,833,600 + Steps per second: 12,612 + Iteration time: 0.325s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0871 + Mean episode length: 1331.0 + Actor loss: -9.4734 + Critic loss: +0.0041 + World model loss: +0.6361 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.0988 + Episode_Reward/track_angular_velocity: +50.3609 + Episode_Reward/upright: +25.5377 + Episode_Reward/leg_posture: -2.5757 + Episode_Reward/standstill: -5.7681 + Episode_Reward/action_rate_l2: -0.5752 + Episode_Reward/joint_torques_l2: -0.1468 + Episode_Reward/dof_pos_limits: -0.0012 + Episode_Reward/terminated: -0.0312 + Episode_Reward/unnecessary_wheel_lift: -0.0861 + Episode_Reward/rolling_leg_motion: -0.6222 + Episode_Reward/obstacle_progress: +3.2735 + Episode_Reward/wheel_body_intrusion: -0.2797 + Episode_Reward/pair_body_intrusion: -0.2633 + Curriculum/terrain_level_mean: +3.6179 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0938 + Metrics/base_velocity/error_vel_yaw: 0.1335 + Episode_Termination/time_out: 0.4452 + Episode_Termination/fell_over: 0.0516 + Episode_Termination/course_exit: 0.4774 +Episode_Termination/illegal_nonwheel_contact: 0.0387 +============================================================================== + +============================================================================== +Learning iteration 25400/50000 + Total steps: 104,038,400 + Steps per second: 12,617 + Iteration time: 0.325s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0869 + Mean episode length: 1352.1 + Actor loss: -9.4729 + Critic loss: +0.0041 + World model loss: +0.6759 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.8444 + Episode_Reward/track_angular_velocity: +51.1049 + Episode_Reward/upright: +25.9595 + Episode_Reward/leg_posture: -2.6218 + Episode_Reward/standstill: -6.1845 + Episode_Reward/action_rate_l2: -0.5727 + Episode_Reward/joint_torques_l2: -0.1489 + Episode_Reward/dof_pos_limits: -0.0014 + Episode_Reward/terminated: -0.0132 + Episode_Reward/unnecessary_wheel_lift: -0.0770 + Episode_Reward/rolling_leg_motion: -0.6152 + Episode_Reward/obstacle_progress: +3.3420 + Episode_Reward/wheel_body_intrusion: -0.2736 + Episode_Reward/pair_body_intrusion: -0.2993 + Curriculum/terrain_level_mean: +3.6208 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0939 + Metrics/base_velocity/error_vel_yaw: 0.1346 + Episode_Termination/time_out: 0.4741 + Episode_Termination/fell_over: 0.0259 + Episode_Termination/course_exit: 0.4828 +Episode_Termination/illegal_nonwheel_contact: 0.0431 +============================================================================== + +============================================================================== +Learning iteration 25450/50000 + Total steps: 104,243,200 + Steps per second: 12,622 + Iteration time: 0.325s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0872 + Mean episode length: 1396.8 + Actor loss: -9.4785 + Critic loss: +0.0060 + World model loss: +0.6699 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.5384 + Episode_Reward/track_angular_velocity: +52.7932 + Episode_Reward/upright: +26.7910 + Episode_Reward/leg_posture: -2.7194 + Episode_Reward/standstill: -5.9911 + Episode_Reward/action_rate_l2: -0.5899 + Episode_Reward/joint_torques_l2: -0.1528 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0191 + Episode_Reward/unnecessary_wheel_lift: -0.0931 + Episode_Reward/rolling_leg_motion: -0.6473 + Episode_Reward/obstacle_progress: +3.5470 + Episode_Reward/wheel_body_intrusion: -0.2797 + Episode_Reward/pair_body_intrusion: -0.3111 + Curriculum/terrain_level_mean: +3.6240 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0927 + Metrics/base_velocity/error_vel_yaw: 0.1345 + Episode_Termination/time_out: 0.4929 + Episode_Termination/fell_over: 0.0429 + Episode_Termination/course_exit: 0.4571 +Episode_Termination/illegal_nonwheel_contact: 0.0214 +============================================================================== + +============================================================================== +Learning iteration 25500/50000 + Total steps: 104,448,000 + Steps per second: 12,626 + Iteration time: 0.324s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0869 + Mean episode length: 1370.5 + Actor loss: -9.5010 + Critic loss: +0.0036 + World model loss: +0.7031 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.4804 + Episode_Reward/track_angular_velocity: +51.7642 + Episode_Reward/upright: +26.2660 + Episode_Reward/leg_posture: -2.6654 + Episode_Reward/standstill: -6.1605 + Episode_Reward/action_rate_l2: -0.6022 + Episode_Reward/joint_torques_l2: -0.1508 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0134 + Episode_Reward/unnecessary_wheel_lift: -0.0976 + Episode_Reward/rolling_leg_motion: -0.6416 + Episode_Reward/obstacle_progress: +3.5173 + Episode_Reward/wheel_body_intrusion: -0.2659 + Episode_Reward/pair_body_intrusion: -0.3300 + Curriculum/terrain_level_mean: +3.6299 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0938 + Metrics/base_velocity/error_vel_yaw: 0.1357 + Episode_Termination/time_out: 0.4793 + Episode_Termination/fell_over: 0.0059 + Episode_Termination/course_exit: 0.4911 +Episode_Termination/illegal_nonwheel_contact: 0.0296 +============================================================================== + +============================================================================== +Learning iteration 25550/50000 + Total steps: 104,652,800 + Steps per second: 12,631 + Iteration time: 0.324s + Collection time: 0.076s + Learning time: 0.192s + Mean reward: +0.0868 + Mean episode length: 1358.7 + Actor loss: -9.5206 + Critic loss: +0.0031 + World model loss: +0.6447 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.0567 + Episode_Reward/track_angular_velocity: +51.3937 + Episode_Reward/upright: +26.0454 + Episode_Reward/leg_posture: -2.6658 + Episode_Reward/standstill: -6.1533 + Episode_Reward/action_rate_l2: -0.5869 + Episode_Reward/joint_torques_l2: -0.1489 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0239 + Episode_Reward/unnecessary_wheel_lift: -0.0977 + Episode_Reward/rolling_leg_motion: -0.6294 + Episode_Reward/obstacle_progress: +3.3846 + Episode_Reward/wheel_body_intrusion: -0.2533 + Episode_Reward/pair_body_intrusion: -0.3219 + Curriculum/terrain_level_mean: +3.6323 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0938 + Metrics/base_velocity/error_vel_yaw: 0.1338 + Episode_Termination/time_out: 0.5169 + Episode_Termination/fell_over: 0.0337 + Episode_Termination/course_exit: 0.4326 +Episode_Termination/illegal_nonwheel_contact: 0.0169 +============================================================================== + +============================================================================== +Learning iteration 25600/50000 + Total steps: 104,857,600 + Steps per second: 12,636 + Iteration time: 0.324s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0871 + Mean episode length: 1386.7 + Actor loss: -9.5015 + Critic loss: +0.0036 + World model loss: +0.7006 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.1799 + Episode_Reward/track_angular_velocity: +52.4293 + Episode_Reward/upright: +26.6234 + Episode_Reward/leg_posture: -2.7114 + Episode_Reward/standstill: -6.1169 + Episode_Reward/action_rate_l2: -0.5835 + Episode_Reward/joint_torques_l2: -0.1521 + Episode_Reward/dof_pos_limits: -0.0010 + Episode_Reward/terminated: -0.0163 + Episode_Reward/unnecessary_wheel_lift: -0.0871 + Episode_Reward/rolling_leg_motion: -0.6325 + Episode_Reward/obstacle_progress: +3.4703 + Episode_Reward/wheel_body_intrusion: -0.2663 + Episode_Reward/pair_body_intrusion: -0.3456 + Curriculum/terrain_level_mean: +3.6360 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0928 + Metrics/base_velocity/error_vel_yaw: 0.1346 + Episode_Termination/time_out: 0.5347 + Episode_Termination/fell_over: 0.0347 + Episode_Termination/course_exit: 0.4236 +Episode_Termination/illegal_nonwheel_contact: 0.0278 +============================================================================== + +============================================================================== +Learning iteration 25650/50000 + Total steps: 105,062,400 + Steps per second: 12,640 + Iteration time: 0.324s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0868 + Mean episode length: 1459.1 + Actor loss: -9.4621 + Critic loss: +0.0069 + World model loss: +0.6681 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +51.6970 + Episode_Reward/track_angular_velocity: +55.1812 + Episode_Reward/upright: +27.9900 + Episode_Reward/leg_posture: -2.8627 + Episode_Reward/standstill: -6.7209 + Episode_Reward/action_rate_l2: -0.6350 + Episode_Reward/joint_torques_l2: -0.1598 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0171 + Episode_Reward/unnecessary_wheel_lift: -0.0917 + Episode_Reward/rolling_leg_motion: -0.6716 + Episode_Reward/obstacle_progress: +3.6542 + Episode_Reward/wheel_body_intrusion: -0.3006 + Episode_Reward/pair_body_intrusion: -0.3862 + Curriculum/terrain_level_mean: +3.6384 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0927 + Metrics/base_velocity/error_vel_yaw: 0.1343 + Episode_Termination/time_out: 0.5490 + Episode_Termination/fell_over: 0.0261 + Episode_Termination/course_exit: 0.4118 +Episode_Termination/illegal_nonwheel_contact: 0.0261 +============================================================================== + +============================================================================== +Learning iteration 25700/50000 + Total steps: 105,267,200 + Steps per second: 12,645 + Iteration time: 0.324s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0869 + Mean episode length: 1383.5 + Actor loss: -9.4778 + Critic loss: +0.0042 + World model loss: +0.6582 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.0038 + Episode_Reward/track_angular_velocity: +52.2951 + Episode_Reward/upright: +26.5345 + Episode_Reward/leg_posture: -2.7208 + Episode_Reward/standstill: -6.2264 + Episode_Reward/action_rate_l2: -0.5788 + Episode_Reward/joint_torques_l2: -0.1520 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0108 + Episode_Reward/unnecessary_wheel_lift: -0.0850 + Episode_Reward/rolling_leg_motion: -0.6368 + Episode_Reward/obstacle_progress: +3.4691 + Episode_Reward/wheel_body_intrusion: -0.2845 + Episode_Reward/pair_body_intrusion: -0.3654 + Curriculum/terrain_level_mean: +3.6418 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0929 + Metrics/base_velocity/error_vel_yaw: 0.1348 + Episode_Termination/time_out: 0.5221 + Episode_Termination/fell_over: 0.0074 + Episode_Termination/course_exit: 0.4485 +Episode_Termination/illegal_nonwheel_contact: 0.0221 +============================================================================== + +============================================================================== +Learning iteration 25750/50000 + Total steps: 105,472,000 + Steps per second: 12,647 + Iteration time: 0.324s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0869 + Mean episode length: 1371.7 + Actor loss: -9.4911 + Critic loss: +0.0036 + World model loss: +0.6484 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.5665 + Episode_Reward/track_angular_velocity: +51.8726 + Episode_Reward/upright: +26.2758 + Episode_Reward/leg_posture: -2.6613 + Episode_Reward/standstill: -6.3193 + Episode_Reward/action_rate_l2: -0.5735 + Episode_Reward/joint_torques_l2: -0.1507 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0188 + Episode_Reward/unnecessary_wheel_lift: -0.1001 + Episode_Reward/rolling_leg_motion: -0.6188 + Episode_Reward/obstacle_progress: +3.5497 + Episode_Reward/wheel_body_intrusion: -0.2844 + Episode_Reward/pair_body_intrusion: -0.3590 + Curriculum/terrain_level_mean: +3.6455 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0933 + Metrics/base_velocity/error_vel_yaw: 0.1344 + Episode_Termination/time_out: 0.5063 + Episode_Termination/fell_over: 0.0190 + Episode_Termination/course_exit: 0.4494 +Episode_Termination/illegal_nonwheel_contact: 0.0380 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2369] + +============================================================================== +Learning iteration 25800/50000 + Total steps: 105,676,800 + Steps per second: 12,652 + Iteration time: 0.324s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0873 + Mean episode length: 1390.6 + Actor loss: -9.4983 + Critic loss: +0.0073 + World model loss: +0.6725 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.2045 + Episode_Reward/track_angular_velocity: +52.6045 + Episode_Reward/upright: +26.6663 + Episode_Reward/leg_posture: -2.6711 + Episode_Reward/standstill: -5.9186 + Episode_Reward/action_rate_l2: -0.5913 + Episode_Reward/joint_torques_l2: -0.1523 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0081 + Episode_Reward/unnecessary_wheel_lift: -0.0835 + Episode_Reward/rolling_leg_motion: -0.6168 + Episode_Reward/obstacle_progress: +3.6205 + Episode_Reward/wheel_body_intrusion: -0.2925 + Episode_Reward/pair_body_intrusion: -0.3521 + Curriculum/terrain_level_mean: +3.6499 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0933 + Metrics/base_velocity/error_vel_yaw: 0.1338 + Episode_Termination/time_out: 0.4872 + Episode_Termination/fell_over: 0.0192 + Episode_Termination/course_exit: 0.4936 +Episode_Termination/illegal_nonwheel_contact: 0.0064 +============================================================================== + +============================================================================== +Learning iteration 25850/50000 + Total steps: 105,881,600 + Steps per second: 12,656 + Iteration time: 0.324s + Collection time: 0.075s + Learning time: 0.185s + Mean reward: +0.0874 + Mean episode length: 1371.3 + Actor loss: -9.5306 + Critic loss: +0.0035 + World model loss: +0.6697 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.5011 + Episode_Reward/track_angular_velocity: +51.8350 + Episode_Reward/upright: +26.2910 + Episode_Reward/leg_posture: -2.5912 + Episode_Reward/standstill: -5.8632 + Episode_Reward/action_rate_l2: -0.5791 + Episode_Reward/joint_torques_l2: -0.1513 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0187 + Episode_Reward/unnecessary_wheel_lift: -0.0773 + Episode_Reward/rolling_leg_motion: -0.6066 + Episode_Reward/obstacle_progress: +3.6578 + Episode_Reward/wheel_body_intrusion: -0.2790 + Episode_Reward/pair_body_intrusion: -0.3386 + Curriculum/terrain_level_mean: +3.6499 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0938 + Metrics/base_velocity/error_vel_yaw: 0.1345 + Episode_Termination/time_out: 0.4884 + Episode_Termination/fell_over: 0.0078 + Episode_Termination/course_exit: 0.4574 +Episode_Termination/illegal_nonwheel_contact: 0.0465 +============================================================================== + +============================================================================== +Learning iteration 25900/50000 + Total steps: 106,086,400 + Steps per second: 12,661 + Iteration time: 0.324s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0874 + Mean episode length: 1415.1 + Actor loss: -9.5073 + Critic loss: +0.0034 + World model loss: +0.6723 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.1128 + Episode_Reward/track_angular_velocity: +53.4506 + Episode_Reward/upright: +27.1444 + Episode_Reward/leg_posture: -2.6496 + Episode_Reward/standstill: -6.0852 + Episode_Reward/action_rate_l2: -0.6122 + Episode_Reward/joint_torques_l2: -0.1564 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0193 + Episode_Reward/unnecessary_wheel_lift: -0.0825 + Episode_Reward/rolling_leg_motion: -0.6299 + Episode_Reward/obstacle_progress: +3.8534 + Episode_Reward/wheel_body_intrusion: -0.2697 + Episode_Reward/pair_body_intrusion: -0.3934 + Curriculum/terrain_level_mean: +3.6519 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0935 + Metrics/base_velocity/error_vel_yaw: 0.1356 + Episode_Termination/time_out: 0.5299 + Episode_Termination/fell_over: 0.0224 + Episode_Termination/course_exit: 0.4179 +Episode_Termination/illegal_nonwheel_contact: 0.0373 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2044] + +============================================================================== +Learning iteration 25950/50000 + Total steps: 106,291,200 + Steps per second: 12,666 + Iteration time: 0.323s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0871 + Mean episode length: 1380.6 + Actor loss: -9.4802 + Critic loss: +0.0052 + World model loss: +0.6615 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.7177 + Episode_Reward/track_angular_velocity: +52.1051 + Episode_Reward/upright: +26.4809 + Episode_Reward/leg_posture: -2.6303 + Episode_Reward/standstill: -5.8843 + Episode_Reward/action_rate_l2: -0.5804 + Episode_Reward/joint_torques_l2: -0.1552 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0189 + Episode_Reward/unnecessary_wheel_lift: -0.0880 + Episode_Reward/rolling_leg_motion: -0.6207 + Episode_Reward/obstacle_progress: +3.5838 + Episode_Reward/wheel_body_intrusion: -0.3093 + Episode_Reward/pair_body_intrusion: -0.3847 + Curriculum/terrain_level_mean: +3.6555 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0948 + Metrics/base_velocity/error_vel_yaw: 0.1365 + Episode_Termination/time_out: 0.5217 + Episode_Termination/fell_over: 0.0217 + Episode_Termination/course_exit: 0.4275 +Episode_Termination/illegal_nonwheel_contact: 0.0290 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2323] + +============================================================================== +Learning iteration 26000/50000 + Total steps: 106,496,000 + Steps per second: 12,671 + Iteration time: 0.323s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0869 + Mean episode length: 1379.6 + Actor loss: -9.5030 + Critic loss: +0.0047 + World model loss: +0.6879 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.7079 + Episode_Reward/track_angular_velocity: +52.0348 + Episode_Reward/upright: +26.4853 + Episode_Reward/leg_posture: -2.6435 + Episode_Reward/standstill: -6.1722 + Episode_Reward/action_rate_l2: -0.5945 + Episode_Reward/joint_torques_l2: -0.1545 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0323 + Episode_Reward/unnecessary_wheel_lift: -0.1041 + Episode_Reward/rolling_leg_motion: -0.6397 + Episode_Reward/obstacle_progress: +3.5550 + Episode_Reward/wheel_body_intrusion: -0.2971 + Episode_Reward/pair_body_intrusion: -0.3001 + Curriculum/terrain_level_mean: +3.6580 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0948 + Metrics/base_velocity/error_vel_yaw: 0.1370 + Episode_Termination/time_out: 0.5351 + Episode_Termination/fell_over: 0.0486 + Episode_Termination/course_exit: 0.4000 +Episode_Termination/illegal_nonwheel_contact: 0.0324 +============================================================================== + +============================================================================== +Learning iteration 26050/50000 + Total steps: 106,700,800 + Steps per second: 12,675 + Iteration time: 0.323s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0871 + Mean episode length: 1350.6 + Actor loss: -9.5063 + Critic loss: +0.0047 + World model loss: +0.6492 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.7889 + Episode_Reward/track_angular_velocity: +51.0392 + Episode_Reward/upright: +25.9378 + Episode_Reward/leg_posture: -2.5722 + Episode_Reward/standstill: -5.9605 + Episode_Reward/action_rate_l2: -0.5831 + Episode_Reward/joint_torques_l2: -0.1500 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0317 + Episode_Reward/unnecessary_wheel_lift: -0.0934 + Episode_Reward/rolling_leg_motion: -0.6194 + Episode_Reward/obstacle_progress: +3.4448 + Episode_Reward/wheel_body_intrusion: -0.2467 + Episode_Reward/pair_body_intrusion: -0.2799 + Curriculum/terrain_level_mean: +3.6602 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0938 + Metrics/base_velocity/error_vel_yaw: 0.1348 + Episode_Termination/time_out: 0.4641 + Episode_Termination/fell_over: 0.0523 + Episode_Termination/course_exit: 0.4575 +Episode_Termination/illegal_nonwheel_contact: 0.0588 +============================================================================== + +============================================================================== +Learning iteration 26100/50000 + Total steps: 106,905,600 + Steps per second: 12,680 + Iteration time: 0.323s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0873 + Mean episode length: 1362.9 + Actor loss: -9.4979 + Critic loss: +0.0046 + World model loss: +0.6704 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.3885 + Episode_Reward/track_angular_velocity: +51.5023 + Episode_Reward/upright: +26.1964 + Episode_Reward/leg_posture: -2.5896 + Episode_Reward/standstill: -6.0782 + Episode_Reward/action_rate_l2: -0.6024 + Episode_Reward/joint_torques_l2: -0.1517 + Episode_Reward/dof_pos_limits: -0.0003 + Episode_Reward/terminated: -0.0213 + Episode_Reward/unnecessary_wheel_lift: -0.0731 + Episode_Reward/rolling_leg_motion: -0.6136 + Episode_Reward/obstacle_progress: +3.5332 + Episode_Reward/wheel_body_intrusion: -0.2464 + Episode_Reward/pair_body_intrusion: -0.2758 + Curriculum/terrain_level_mean: +3.6633 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0927 + Metrics/base_velocity/error_vel_yaw: 0.1349 + Episode_Termination/time_out: 0.4810 + Episode_Termination/fell_over: 0.0253 + Episode_Termination/course_exit: 0.4684 +Episode_Termination/illegal_nonwheel_contact: 0.0316 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1233] + +============================================================================== +Learning iteration 26150/50000 + Total steps: 107,110,400 + Steps per second: 12,685 + Iteration time: 0.323s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0873 + Mean episode length: 1360.2 + Actor loss: -9.4855 + Critic loss: +0.0057 + World model loss: +0.6859 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.3371 + Episode_Reward/track_angular_velocity: +51.4305 + Episode_Reward/upright: +26.1613 + Episode_Reward/leg_posture: -2.5884 + Episode_Reward/standstill: -6.0963 + Episode_Reward/action_rate_l2: -0.5862 + Episode_Reward/joint_torques_l2: -0.1512 + Episode_Reward/dof_pos_limits: -0.0002 + Episode_Reward/terminated: -0.0133 + Episode_Reward/unnecessary_wheel_lift: -0.0879 + Episode_Reward/rolling_leg_motion: -0.6238 + Episode_Reward/obstacle_progress: +3.4596 + Episode_Reward/wheel_body_intrusion: -0.2671 + Episode_Reward/pair_body_intrusion: -0.2650 + Curriculum/terrain_level_mean: +3.6658 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0921 + Metrics/base_velocity/error_vel_yaw: 0.1344 + Episode_Termination/time_out: 0.4514 + Episode_Termination/fell_over: 0.0278 + Episode_Termination/course_exit: 0.5139 +Episode_Termination/illegal_nonwheel_contact: 0.0208 +============================================================================== + +============================================================================== +Learning iteration 26200/50000 + Total steps: 107,315,200 + Steps per second: 12,689 + Iteration time: 0.323s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0872 + Mean episode length: 1372.9 + Actor loss: -9.4777 + Critic loss: +0.0098 + World model loss: +0.6652 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.6902 + Episode_Reward/track_angular_velocity: +51.8560 + Episode_Reward/upright: +26.3663 + Episode_Reward/leg_posture: -2.6225 + Episode_Reward/standstill: -6.0264 + Episode_Reward/action_rate_l2: -0.5931 + Episode_Reward/joint_torques_l2: -0.1534 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0268 + Episode_Reward/unnecessary_wheel_lift: -0.0922 + Episode_Reward/rolling_leg_motion: -0.6415 + Episode_Reward/obstacle_progress: +3.5197 + Episode_Reward/wheel_body_intrusion: -0.2610 + Episode_Reward/pair_body_intrusion: -0.3255 + Curriculum/terrain_level_mean: +3.6692 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0926 + Metrics/base_velocity/error_vel_yaw: 0.1355 + Episode_Termination/time_out: 0.4653 + Episode_Termination/fell_over: 0.0486 + Episode_Termination/course_exit: 0.4653 +Episode_Termination/illegal_nonwheel_contact: 0.0417 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2218] + +============================================================================== +Learning iteration 26250/50000 + Total steps: 107,520,000 + Steps per second: 12,694 + Iteration time: 0.323s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0873 + Mean episode length: 1366.3 + Actor loss: -9.5038 + Critic loss: +0.0081 + World model loss: +0.6667 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.5464 + Episode_Reward/track_angular_velocity: +51.6374 + Episode_Reward/upright: +26.2556 + Episode_Reward/leg_posture: -2.5705 + Episode_Reward/standstill: -6.0426 + Episode_Reward/action_rate_l2: -0.5841 + Episode_Reward/joint_torques_l2: -0.1515 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0107 + Episode_Reward/unnecessary_wheel_lift: -0.0792 + Episode_Reward/rolling_leg_motion: -0.6240 + Episode_Reward/obstacle_progress: +3.5195 + Episode_Reward/wheel_body_intrusion: -0.2575 + Episode_Reward/pair_body_intrusion: -0.2925 + Curriculum/terrain_level_mean: +3.6726 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0917 + Metrics/base_velocity/error_vel_yaw: 0.1349 + Episode_Termination/time_out: 0.4641 + Episode_Termination/fell_over: 0.0196 + Episode_Termination/course_exit: 0.5098 +Episode_Termination/illegal_nonwheel_contact: 0.0196 +============================================================================== + +============================================================================== +Learning iteration 26300/50000 + Total steps: 107,724,800 + Steps per second: 12,699 + Iteration time: 0.323s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0874 + Mean episode length: 1294.4 + Actor loss: -9.5163 + Critic loss: +0.0033 + World model loss: +0.6484 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.0620 + Episode_Reward/track_angular_velocity: +48.9875 + Episode_Reward/upright: +24.8908 + Episode_Reward/leg_posture: -2.4867 + Episode_Reward/standstill: -5.7592 + Episode_Reward/action_rate_l2: -0.5483 + Episode_Reward/joint_torques_l2: -0.1415 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0202 + Episode_Reward/unnecessary_wheel_lift: -0.0829 + Episode_Reward/rolling_leg_motion: -0.6007 + Episode_Reward/obstacle_progress: +3.3448 + Episode_Reward/wheel_body_intrusion: -0.2589 + Episode_Reward/pair_body_intrusion: -0.3100 + Curriculum/terrain_level_mean: +3.6733 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0913 + Metrics/base_velocity/error_vel_yaw: 0.1332 + Episode_Termination/time_out: 0.4306 + Episode_Termination/fell_over: 0.0278 + Episode_Termination/course_exit: 0.5139 +Episode_Termination/illegal_nonwheel_contact: 0.0486 +============================================================================== + +============================================================================== +Learning iteration 26350/50000 + Total steps: 107,929,600 + Steps per second: 12,703 + Iteration time: 0.322s + Collection time: 0.076s + Learning time: 0.192s + Mean reward: +0.0873 + Mean episode length: 1390.4 + Actor loss: -9.4869 + Critic loss: +0.0061 + World model loss: +0.6590 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.5097 + Episode_Reward/track_angular_velocity: +52.6043 + Episode_Reward/upright: +26.7337 + Episode_Reward/leg_posture: -2.6836 + Episode_Reward/standstill: -6.2752 + Episode_Reward/action_rate_l2: -0.5984 + Episode_Reward/joint_torques_l2: -0.1526 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0217 + Episode_Reward/unnecessary_wheel_lift: -0.0869 + Episode_Reward/rolling_leg_motion: -0.6379 + Episode_Reward/obstacle_progress: +3.6117 + Episode_Reward/wheel_body_intrusion: -0.2914 + Episode_Reward/pair_body_intrusion: -0.3046 + Curriculum/terrain_level_mean: +3.6746 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0912 + Metrics/base_velocity/error_vel_yaw: 0.1337 + Episode_Termination/time_out: 0.5321 + Episode_Termination/fell_over: 0.0385 + Episode_Termination/course_exit: 0.4167 +Episode_Termination/illegal_nonwheel_contact: 0.0128 +============================================================================== + +============================================================================== +Learning iteration 26400/50000 + Total steps: 108,134,400 + Steps per second: 12,707 + Iteration time: 0.322s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0870 + Mean episode length: 1411.9 + Actor loss: -9.5033 + Critic loss: +0.0056 + World model loss: +0.6489 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.1741 + Episode_Reward/track_angular_velocity: +53.4427 + Episode_Reward/upright: +27.1281 + Episode_Reward/leg_posture: -2.7071 + Episode_Reward/standstill: -6.7598 + Episode_Reward/action_rate_l2: -0.6141 + Episode_Reward/joint_torques_l2: -0.1545 + Episode_Reward/dof_pos_limits: -0.0013 + Episode_Reward/terminated: -0.0221 + Episode_Reward/unnecessary_wheel_lift: -0.1064 + Episode_Reward/rolling_leg_motion: -0.6468 + Episode_Reward/obstacle_progress: +3.6768 + Episode_Reward/wheel_body_intrusion: -0.2973 + Episode_Reward/pair_body_intrusion: -0.3310 + Curriculum/terrain_level_mean: +3.6760 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0920 + Metrics/base_velocity/error_vel_yaw: 0.1330 + Episode_Termination/time_out: 0.5443 + Episode_Termination/fell_over: 0.0316 + Episode_Termination/course_exit: 0.4051 +Episode_Termination/illegal_nonwheel_contact: 0.0380 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1474] + +============================================================================== +Learning iteration 26450/50000 + Total steps: 108,339,200 + Steps per second: 12,712 + Iteration time: 0.322s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0874 + Mean episode length: 1407.1 + Actor loss: -9.5045 + Critic loss: +0.0047 + World model loss: +0.6445 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.9458 + Episode_Reward/track_angular_velocity: +53.2579 + Episode_Reward/upright: +27.0767 + Episode_Reward/leg_posture: -2.6455 + Episode_Reward/standstill: -6.1471 + Episode_Reward/action_rate_l2: -0.5990 + Episode_Reward/joint_torques_l2: -0.1532 + Episode_Reward/dof_pos_limits: -0.0014 + Episode_Reward/terminated: -0.0302 + Episode_Reward/unnecessary_wheel_lift: -0.0870 + Episode_Reward/rolling_leg_motion: -0.6410 + Episode_Reward/obstacle_progress: +3.5897 + Episode_Reward/wheel_body_intrusion: -0.2807 + Episode_Reward/pair_body_intrusion: -0.3219 + Curriculum/terrain_level_mean: +3.6780 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0925 + Metrics/base_velocity/error_vel_yaw: 0.1329 + Episode_Termination/time_out: 0.5101 + Episode_Termination/fell_over: 0.0470 + Episode_Termination/course_exit: 0.4161 +Episode_Termination/illegal_nonwheel_contact: 0.0537 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1778] + +============================================================================== +Learning iteration 26500/50000 + Total steps: 108,544,000 + Steps per second: 12,716 + Iteration time: 0.322s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0876 + Mean episode length: 1355.6 + Actor loss: -9.5030 + Critic loss: +0.0038 + World model loss: +0.6600 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.1961 + Episode_Reward/track_angular_velocity: +51.3098 + Episode_Reward/upright: +26.1238 + Episode_Reward/leg_posture: -2.5593 + Episode_Reward/standstill: -5.7390 + Episode_Reward/action_rate_l2: -0.5706 + Episode_Reward/joint_torques_l2: -0.1460 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0212 + Episode_Reward/unnecessary_wheel_lift: -0.0725 + Episode_Reward/rolling_leg_motion: -0.5889 + Episode_Reward/obstacle_progress: +3.4783 + Episode_Reward/wheel_body_intrusion: -0.2777 + Episode_Reward/pair_body_intrusion: -0.3280 + Curriculum/terrain_level_mean: +3.6807 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0919 + Metrics/base_velocity/error_vel_yaw: 0.1330 + Episode_Termination/time_out: 0.4748 + Episode_Termination/fell_over: 0.0432 + Episode_Termination/course_exit: 0.4676 +Episode_Termination/illegal_nonwheel_contact: 0.0360 +============================================================================== + +============================================================================== +Learning iteration 26550/50000 + Total steps: 108,748,800 + Steps per second: 12,721 + Iteration time: 0.322s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0872 + Mean episode length: 1340.2 + Actor loss: -9.5492 + Critic loss: +0.0057 + World model loss: +0.6349 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.5361 + Episode_Reward/track_angular_velocity: +50.6945 + Episode_Reward/upright: +25.8006 + Episode_Reward/leg_posture: -2.5834 + Episode_Reward/standstill: -5.9663 + Episode_Reward/action_rate_l2: -0.5658 + Episode_Reward/joint_torques_l2: -0.1450 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0183 + Episode_Reward/unnecessary_wheel_lift: -0.0776 + Episode_Reward/rolling_leg_motion: -0.5973 + Episode_Reward/obstacle_progress: +3.4320 + Episode_Reward/wheel_body_intrusion: -0.2871 + Episode_Reward/pair_body_intrusion: -0.3599 + Curriculum/terrain_level_mean: +3.6843 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0927 + Metrics/base_velocity/error_vel_yaw: 0.1334 + Episode_Termination/time_out: 0.4067 + Episode_Termination/fell_over: 0.0200 + Episode_Termination/course_exit: 0.5467 +Episode_Termination/illegal_nonwheel_contact: 0.0467 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1208] + +============================================================================== +Learning iteration 26600/50000 + Total steps: 108,953,600 + Steps per second: 12,726 + Iteration time: 0.322s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0873 + Mean episode length: 1325.1 + Actor loss: -9.4936 + Critic loss: +0.0064 + World model loss: +0.6322 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.9602 + Episode_Reward/track_angular_velocity: +50.0416 + Episode_Reward/upright: +25.4947 + Episode_Reward/leg_posture: -2.5379 + Episode_Reward/standstill: -5.7308 + Episode_Reward/action_rate_l2: -0.5658 + Episode_Reward/joint_torques_l2: -0.1449 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0155 + Episode_Reward/unnecessary_wheel_lift: -0.0855 + Episode_Reward/rolling_leg_motion: -0.5962 + Episode_Reward/obstacle_progress: +3.4290 + Episode_Reward/wheel_body_intrusion: -0.2939 + Episode_Reward/pair_body_intrusion: -0.3190 + Curriculum/terrain_level_mean: +3.6873 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0929 + Metrics/base_velocity/error_vel_yaw: 0.1355 + Episode_Termination/time_out: 0.4380 + Episode_Termination/fell_over: 0.0219 + Episode_Termination/course_exit: 0.5182 +Episode_Termination/illegal_nonwheel_contact: 0.0292 +============================================================================== + +============================================================================== +Learning iteration 26650/50000 + Total steps: 109,158,400 + Steps per second: 12,730 + Iteration time: 0.322s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0872 + Mean episode length: 1339.5 + Actor loss: -9.5062 + Critic loss: +0.0046 + World model loss: +0.6318 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.3251 + Episode_Reward/track_angular_velocity: +50.6020 + Episode_Reward/upright: +25.7507 + Episode_Reward/leg_posture: -2.5421 + Episode_Reward/standstill: -5.8126 + Episode_Reward/action_rate_l2: -0.5824 + Episode_Reward/joint_torques_l2: -0.1466 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0105 + Episode_Reward/unnecessary_wheel_lift: -0.0881 + Episode_Reward/rolling_leg_motion: -0.5990 + Episode_Reward/obstacle_progress: +3.4540 + Episode_Reward/wheel_body_intrusion: -0.2790 + Episode_Reward/pair_body_intrusion: -0.3251 + Curriculum/terrain_level_mean: +3.6929 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0944 + Metrics/base_velocity/error_vel_yaw: 0.1350 + Episode_Termination/time_out: 0.4483 + Episode_Termination/fell_over: 0.0138 + Episode_Termination/course_exit: 0.5241 +Episode_Termination/illegal_nonwheel_contact: 0.0207 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1396] + +============================================================================== +Learning iteration 26700/50000 + Total steps: 109,363,200 + Steps per second: 12,735 + Iteration time: 0.322s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0871 + Mean episode length: 1349.4 + Actor loss: -9.5126 + Critic loss: +0.0039 + World model loss: +0.6082 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.6379 + Episode_Reward/track_angular_velocity: +50.9421 + Episode_Reward/upright: +25.9099 + Episode_Reward/leg_posture: -2.5500 + Episode_Reward/standstill: -5.8576 + Episode_Reward/action_rate_l2: -0.5877 + Episode_Reward/joint_torques_l2: -0.1469 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0132 + Episode_Reward/unnecessary_wheel_lift: -0.0888 + Episode_Reward/rolling_leg_motion: -0.6139 + Episode_Reward/obstacle_progress: +3.4564 + Episode_Reward/wheel_body_intrusion: -0.2742 + Episode_Reward/pair_body_intrusion: -0.3392 + Curriculum/terrain_level_mean: +3.6958 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0946 + Metrics/base_velocity/error_vel_yaw: 0.1362 + Episode_Termination/time_out: 0.4740 + Episode_Termination/fell_over: 0.0195 + Episode_Termination/course_exit: 0.4935 +Episode_Termination/illegal_nonwheel_contact: 0.0195 +============================================================================== + +============================================================================== +Learning iteration 26750/50000 + Total steps: 109,568,000 + Steps per second: 12,739 + Iteration time: 0.322s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0871 + Mean episode length: 1392.4 + Actor loss: -9.4797 + Critic loss: +0.0081 + World model loss: +0.6438 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.2729 + Episode_Reward/track_angular_velocity: +52.5701 + Episode_Reward/upright: +26.7119 + Episode_Reward/leg_posture: -2.6279 + Episode_Reward/standstill: -6.0579 + Episode_Reward/action_rate_l2: -0.6052 + Episode_Reward/joint_torques_l2: -0.1520 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0245 + Episode_Reward/unnecessary_wheel_lift: -0.0916 + Episode_Reward/rolling_leg_motion: -0.6304 + Episode_Reward/obstacle_progress: +3.6214 + Episode_Reward/wheel_body_intrusion: -0.2863 + Episode_Reward/pair_body_intrusion: -0.3602 + Curriculum/terrain_level_mean: +3.6980 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0937 + Metrics/base_velocity/error_vel_yaw: 0.1357 + Episode_Termination/time_out: 0.5094 + Episode_Termination/fell_over: 0.0377 + Episode_Termination/course_exit: 0.4340 +Episode_Termination/illegal_nonwheel_contact: 0.0503 +============================================================================== + +============================================================================== +Learning iteration 26800/50000 + Total steps: 109,772,800 + Steps per second: 12,744 + Iteration time: 0.321s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0875 + Mean episode length: 1387.0 + Actor loss: -9.5053 + Critic loss: +0.0052 + World model loss: +0.6429 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.1848 + Episode_Reward/track_angular_velocity: +52.4685 + Episode_Reward/upright: +26.6415 + Episode_Reward/leg_posture: -2.6523 + Episode_Reward/standstill: -5.9316 + Episode_Reward/action_rate_l2: -0.5822 + Episode_Reward/joint_torques_l2: -0.1514 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0108 + Episode_Reward/unnecessary_wheel_lift: -0.0712 + Episode_Reward/rolling_leg_motion: -0.6083 + Episode_Reward/obstacle_progress: +3.6842 + Episode_Reward/wheel_body_intrusion: -0.2853 + Episode_Reward/pair_body_intrusion: -0.3416 + Curriculum/terrain_level_mean: +3.7012 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0927 + Metrics/base_velocity/error_vel_yaw: 0.1338 + Episode_Termination/time_out: 0.4922 + Episode_Termination/fell_over: 0.0078 + Episode_Termination/course_exit: 0.4844 +Episode_Termination/illegal_nonwheel_contact: 0.0234 +============================================================================== + +============================================================================== +Learning iteration 26850/50000 + Total steps: 109,977,600 + Steps per second: 12,748 + Iteration time: 0.321s + Collection time: 0.076s + Learning time: 0.183s + Mean reward: +0.0871 + Mean episode length: 1370.3 + Actor loss: -9.5136 + Critic loss: +0.0036 + World model loss: +0.6855 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.4609 + Episode_Reward/track_angular_velocity: +51.7958 + Episode_Reward/upright: +26.3116 + Episode_Reward/leg_posture: -2.5972 + Episode_Reward/standstill: -6.1275 + Episode_Reward/action_rate_l2: -0.5770 + Episode_Reward/joint_torques_l2: -0.1482 + Episode_Reward/dof_pos_limits: -0.0013 + Episode_Reward/terminated: -0.0187 + Episode_Reward/unnecessary_wheel_lift: -0.0850 + Episode_Reward/rolling_leg_motion: -0.6042 + Episode_Reward/obstacle_progress: +3.5863 + Episode_Reward/wheel_body_intrusion: -0.2784 + Episode_Reward/pair_body_intrusion: -0.3039 + Curriculum/terrain_level_mean: +3.7043 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0940 + Metrics/base_velocity/error_vel_yaw: 0.1345 + Episode_Termination/time_out: 0.4830 + Episode_Termination/fell_over: 0.0340 + Episode_Termination/course_exit: 0.4694 +Episode_Termination/illegal_nonwheel_contact: 0.0272 +============================================================================== + +============================================================================== +Learning iteration 26900/50000 + Total steps: 110,182,400 + Steps per second: 12,753 + Iteration time: 0.321s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0869 + Mean episode length: 1338.1 + Actor loss: -9.5061 + Critic loss: +0.0076 + World model loss: +0.6657 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.3280 + Episode_Reward/track_angular_velocity: +50.5304 + Episode_Reward/upright: +25.6707 + Episode_Reward/leg_posture: -2.5266 + Episode_Reward/standstill: -6.2325 + Episode_Reward/action_rate_l2: -0.5866 + Episode_Reward/joint_torques_l2: -0.1457 + Episode_Reward/dof_pos_limits: -0.0013 + Episode_Reward/terminated: -0.0209 + Episode_Reward/unnecessary_wheel_lift: -0.0751 + Episode_Reward/rolling_leg_motion: -0.5913 + Episode_Reward/obstacle_progress: +3.5002 + Episode_Reward/wheel_body_intrusion: -0.2602 + Episode_Reward/pair_body_intrusion: -0.2893 + Curriculum/terrain_level_mean: +3.7068 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0939 + Metrics/base_velocity/error_vel_yaw: 0.1357 + Episode_Termination/time_out: 0.5000 + Episode_Termination/fell_over: 0.0423 + Episode_Termination/course_exit: 0.4437 +Episode_Termination/illegal_nonwheel_contact: 0.0211 +============================================================================== + +============================================================================== +Learning iteration 26950/50000 + Total steps: 110,387,200 + Steps per second: 12,757 + Iteration time: 0.321s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0875 + Mean episode length: 1416.5 + Actor loss: -9.5146 + Critic loss: +0.0037 + World model loss: +0.6566 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.1122 + Episode_Reward/track_angular_velocity: +53.5230 + Episode_Reward/upright: +27.1960 + Episode_Reward/leg_posture: -2.6723 + Episode_Reward/standstill: -5.8870 + Episode_Reward/action_rate_l2: -0.6120 + Episode_Reward/joint_torques_l2: -0.1525 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0055 + Episode_Reward/unnecessary_wheel_lift: -0.0821 + Episode_Reward/rolling_leg_motion: -0.6334 + Episode_Reward/obstacle_progress: +3.7615 + Episode_Reward/wheel_body_intrusion: -0.2563 + Episode_Reward/pair_body_intrusion: -0.3481 + Curriculum/terrain_level_mean: +3.7109 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0936 + Metrics/base_velocity/error_vel_yaw: 0.1349 + Episode_Termination/time_out: 0.5373 + Episode_Termination/fell_over: 0.0149 + Episode_Termination/course_exit: 0.4478 +Episode_Termination/illegal_nonwheel_contact: 0.0000 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1612] + +============================================================================== +Learning iteration 27000/50000 + Total steps: 110,592,000 + Steps per second: 12,761 + Iteration time: 0.321s + Collection time: 0.076s + Learning time: 0.192s + Mean reward: +0.0876 + Mean episode length: 1401.2 + Actor loss: -9.4941 + Critic loss: +0.0053 + World model loss: +0.6974 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.6659 + Episode_Reward/track_angular_velocity: +52.9634 + Episode_Reward/upright: +26.9322 + Episode_Reward/leg_posture: -2.6384 + Episode_Reward/standstill: -5.8486 + Episode_Reward/action_rate_l2: -0.6023 + Episode_Reward/joint_torques_l2: -0.1517 + Episode_Reward/dof_pos_limits: -0.0011 + Episode_Reward/terminated: -0.0192 + Episode_Reward/unnecessary_wheel_lift: -0.1021 + Episode_Reward/rolling_leg_motion: -0.6232 + Episode_Reward/obstacle_progress: +3.8054 + Episode_Reward/wheel_body_intrusion: -0.2675 + Episode_Reward/pair_body_intrusion: -0.3157 + Curriculum/terrain_level_mean: +3.7139 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0928 + Metrics/base_velocity/error_vel_yaw: 0.1345 + Episode_Termination/time_out: 0.5417 + Episode_Termination/fell_over: 0.0417 + Episode_Termination/course_exit: 0.4097 +Episode_Termination/illegal_nonwheel_contact: 0.0417 +============================================================================== + ++---------------------------------+ +| Base Environment | ++------------------------+--------+ +| Property | Value | ++------------------------+--------+ +| Number of environments | 1 | +| Environment device | cuda:0 | +| Environment seed | None | +| Physics step-size | 0.005 | +| Environment step-size | 0.02 | ++------------------------+--------+ + +[INFO] contains 1 active terms. ++-------------------------------------+ +| Active Event Terms in Mode: 'reset' | ++--------+----------------------------+ +| Index | Name | ++--------+----------------------------+ +| 0 | reset_base | +| 1 | reset_robot_joints | ++--------+----------------------------+ + +[INFO] contains 1 active terms. ++--------------------------------------+ +| Active Command Terms | ++-------+-------+----------------------+ +| Index | Name | Type | ++-------+-------+----------------------+ +| 0 | twist | MixedVelocityCommand | ++-------+-------+----------------------+ + +[INFO] contains 2 active terms. ++---------------------------------+ +| Active Action Terms (shape: 16) | ++-------+-----------+-------------+ +| Index | Name | Dimension | ++-------+-----------+-------------+ +| 0 | joint_pos | 12 | +| 1 | wheel_vel | 4 | ++-------+-----------+-------------+ + +[INFO] contains 1 groups. ++------------------------------------------------------------+ +| Active Observation Terms in Group: 'actor' (shape: (265,)) | ++--------+-------------------------+-------------------------+ +| Index | Name | Shape | ++--------+-------------------------+-------------------------+ +| 0 | base_ang_vel | (15,) ← 5×(3,) | +| 1 | projected_gravity | (15,) ← 5×(3,) | +| 2 | joint_pos | (60,) ← 5×(12,) | +| 3 | joint_vel | (60,) ← 5×(12,) | +| 4 | wheel_vel | (20,) ← 5×(4,) | +| 5 | actions | (80,) ← 5×(16,) | +| 6 | command | (15,) ← 5×(3,) | ++--------+-------------------------+-------------------------+ + +[INFO] contains 4 active terms. ++---------------------------------------------+ +| Active Termination Terms | ++-------+--------------------------+----------+ +| Index | Name | Time Out | ++-------+--------------------------+----------+ +| 0 | time_out | True | +| 1 | fell_over | False | +| 2 | course_exit | True | +| 3 | illegal_nonwheel_contact | False | ++-------+--------------------------+----------+ + +[INFO] contains 0 active terms. ++-----------------------+ +| Active Reward Terms | ++-------+------+--------+ +| Index | Name | Weight | ++-------+------+--------+ ++-------+------+--------+ + +[INFO] (inactive) +[INFO] (inactive) +[INFO] (inactive) +S10 video saved: logs/s10_terrain_v7_50k_20261101_225518/videos/iteration_027000.mp4 +RECOVERY reset 1 invalid environments; first IDs=[2603] + +============================================================================== +Learning iteration 27050/50000 + Total steps: 110,796,800 + Steps per second: 12,757 + Iteration time: 0.321s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0876 + Mean episode length: 1451.7 + Actor loss: -9.5092 + Critic loss: +0.0054 + World model loss: +0.6410 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +51.4013 + Episode_Reward/track_angular_velocity: +54.8325 + Episode_Reward/upright: +27.8639 + Episode_Reward/leg_posture: -2.7824 + Episode_Reward/standstill: -5.8016 + Episode_Reward/action_rate_l2: -0.6125 + Episode_Reward/joint_torques_l2: -0.1595 + Episode_Reward/dof_pos_limits: -0.0010 + Episode_Reward/terminated: -0.0113 + Episode_Reward/unnecessary_wheel_lift: -0.0914 + Episode_Reward/rolling_leg_motion: -0.6518 + Episode_Reward/obstacle_progress: +3.8226 + Episode_Reward/wheel_body_intrusion: -0.2902 + Episode_Reward/pair_body_intrusion: -0.3225 + Curriculum/terrain_level_mean: +3.7166 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0934 + Metrics/base_velocity/error_vel_yaw: 0.1355 + Episode_Termination/time_out: 0.5674 + Episode_Termination/fell_over: 0.0213 + Episode_Termination/course_exit: 0.4043 +Episode_Termination/illegal_nonwheel_contact: 0.0142 +============================================================================== + +============================================================================== +Learning iteration 27100/50000 + Total steps: 111,001,600 + Steps per second: 12,761 + Iteration time: 0.321s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0875 + Mean episode length: 1438.6 + Actor loss: -9.4866 + Critic loss: +0.0048 + World model loss: +0.6499 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +51.0188 + Episode_Reward/track_angular_velocity: +54.3522 + Episode_Reward/upright: +27.6273 + Episode_Reward/leg_posture: -2.7928 + Episode_Reward/standstill: -5.9295 + Episode_Reward/action_rate_l2: -0.6266 + Episode_Reward/joint_torques_l2: -0.1568 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0140 + Episode_Reward/unnecessary_wheel_lift: -0.0962 + Episode_Reward/rolling_leg_motion: -0.6668 + Episode_Reward/obstacle_progress: +3.8123 + Episode_Reward/wheel_body_intrusion: -0.2890 + Episode_Reward/pair_body_intrusion: -0.3184 + Curriculum/terrain_level_mean: +3.7190 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0929 + Metrics/base_velocity/error_vel_yaw: 0.1352 + Episode_Termination/time_out: 0.5161 + Episode_Termination/fell_over: 0.0194 + Episode_Termination/course_exit: 0.4516 +Episode_Termination/illegal_nonwheel_contact: 0.0258 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1398] + +============================================================================== +Learning iteration 27150/50000 + Total steps: 111,206,400 + Steps per second: 12,766 + Iteration time: 0.321s + Collection time: 0.076s + Learning time: 0.183s + Mean reward: +0.0873 + Mean episode length: 1350.3 + Actor loss: -9.5029 + Critic loss: +0.0029 + World model loss: +0.6422 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.7993 + Episode_Reward/track_angular_velocity: +51.0015 + Episode_Reward/upright: +25.9361 + Episode_Reward/leg_posture: -2.5859 + Episode_Reward/standstill: -5.8239 + Episode_Reward/action_rate_l2: -0.5729 + Episode_Reward/joint_torques_l2: -0.1469 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: +0.0000 + Episode_Reward/unnecessary_wheel_lift: -0.0871 + Episode_Reward/rolling_leg_motion: -0.6185 + Episode_Reward/obstacle_progress: +3.5350 + Episode_Reward/wheel_body_intrusion: -0.2751 + Episode_Reward/pair_body_intrusion: -0.3142 + Curriculum/terrain_level_mean: +3.7234 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0934 + Metrics/base_velocity/error_vel_yaw: 0.1353 + Episode_Termination/time_out: 0.3986 + Episode_Termination/fell_over: 0.0000 + Episode_Termination/course_exit: 0.6014 +Episode_Termination/illegal_nonwheel_contact: 0.0000 +============================================================================== + +============================================================================== +Learning iteration 27200/50000 + Total steps: 111,411,200 + Steps per second: 12,770 + Iteration time: 0.321s + Collection time: 0.076s + Learning time: 0.183s + Mean reward: +0.0876 + Mean episode length: 1334.4 + Actor loss: -9.5037 + Critic loss: +0.0029 + World model loss: +0.6474 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.3732 + Episode_Reward/track_angular_velocity: +50.4444 + Episode_Reward/upright: +25.6437 + Episode_Reward/leg_posture: -2.5871 + Episode_Reward/standstill: -5.4414 + Episode_Reward/action_rate_l2: -0.5647 + Episode_Reward/joint_torques_l2: -0.1462 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0235 + Episode_Reward/unnecessary_wheel_lift: -0.0850 + Episode_Reward/rolling_leg_motion: -0.5971 + Episode_Reward/obstacle_progress: +3.5189 + Episode_Reward/wheel_body_intrusion: -0.2734 + Episode_Reward/pair_body_intrusion: -0.3009 + Curriculum/terrain_level_mean: +3.7253 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0922 + Metrics/base_velocity/error_vel_yaw: 0.1344 + Episode_Termination/time_out: 0.4726 + Episode_Termination/fell_over: 0.0342 + Episode_Termination/course_exit: 0.4658 +Episode_Termination/illegal_nonwheel_contact: 0.0479 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2711] + +============================================================================== +Learning iteration 27250/50000 + Total steps: 111,616,000 + Steps per second: 12,775 + Iteration time: 0.321s + Collection time: 0.076s + Learning time: 0.183s + Mean reward: +0.0875 + Mean episode length: 1447.3 + Actor loss: -9.5080 + Critic loss: +0.0034 + World model loss: +0.6678 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +51.3842 + Episode_Reward/track_angular_velocity: +54.6676 + Episode_Reward/upright: +27.8272 + Episode_Reward/leg_posture: -2.7642 + Episode_Reward/standstill: -6.1378 + Episode_Reward/action_rate_l2: -0.6231 + Episode_Reward/joint_torques_l2: -0.1565 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0141 + Episode_Reward/unnecessary_wheel_lift: -0.0859 + Episode_Reward/rolling_leg_motion: -0.6639 + Episode_Reward/obstacle_progress: +3.8448 + Episode_Reward/wheel_body_intrusion: -0.2725 + Episode_Reward/pair_body_intrusion: -0.3014 + Curriculum/terrain_level_mean: +3.7295 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0923 + Metrics/base_velocity/error_vel_yaw: 0.1351 + Episode_Termination/time_out: 0.5759 + Episode_Termination/fell_over: 0.0127 + Episode_Termination/course_exit: 0.3924 +Episode_Termination/illegal_nonwheel_contact: 0.0190 +============================================================================== + +============================================================================== +Learning iteration 27300/50000 + Total steps: 111,820,800 + Steps per second: 12,780 + Iteration time: 0.321s + Collection time: 0.076s + Learning time: 0.183s + Mean reward: +0.0873 + Mean episode length: 1425.2 + Actor loss: -9.4637 + Critic loss: +0.0041 + World model loss: +0.6563 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.4689 + Episode_Reward/track_angular_velocity: +53.8409 + Episode_Reward/upright: +27.3858 + Episode_Reward/leg_posture: -2.7621 + Episode_Reward/standstill: -6.1851 + Episode_Reward/action_rate_l2: -0.6014 + Episode_Reward/joint_torques_l2: -0.1555 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0167 + Episode_Reward/unnecessary_wheel_lift: -0.0862 + Episode_Reward/rolling_leg_motion: -0.6431 + Episode_Reward/obstacle_progress: +3.8205 + Episode_Reward/wheel_body_intrusion: -0.2838 + Episode_Reward/pair_body_intrusion: -0.3095 + Curriculum/terrain_level_mean: +3.7310 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0931 + Metrics/base_velocity/error_vel_yaw: 0.1351 + Episode_Termination/time_out: 0.5427 + Episode_Termination/fell_over: 0.0183 + Episode_Termination/course_exit: 0.4207 +Episode_Termination/illegal_nonwheel_contact: 0.0366 +============================================================================== + +============================================================================== +Learning iteration 27350/50000 + Total steps: 112,025,600 + Steps per second: 12,784 + Iteration time: 0.320s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0874 + Mean episode length: 1374.1 + Actor loss: -9.5266 + Critic loss: +0.0031 + World model loss: +0.6722 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.6507 + Episode_Reward/track_angular_velocity: +51.9427 + Episode_Reward/upright: +26.4121 + Episode_Reward/leg_posture: -2.6158 + Episode_Reward/standstill: -5.9664 + Episode_Reward/action_rate_l2: -0.5868 + Episode_Reward/joint_torques_l2: -0.1478 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0242 + Episode_Reward/unnecessary_wheel_lift: -0.0912 + Episode_Reward/rolling_leg_motion: -0.6126 + Episode_Reward/obstacle_progress: +3.6841 + Episode_Reward/wheel_body_intrusion: -0.2693 + Episode_Reward/pair_body_intrusion: -0.2882 + Curriculum/terrain_level_mean: +3.7336 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0936 + Metrics/base_velocity/error_vel_yaw: 0.1346 + Episode_Termination/time_out: 0.4762 + Episode_Termination/fell_over: 0.0476 + Episode_Termination/course_exit: 0.4626 +Episode_Termination/illegal_nonwheel_contact: 0.0476 +============================================================================== + +============================================================================== +Learning iteration 27400/50000 + Total steps: 112,230,400 + Steps per second: 12,788 + Iteration time: 0.320s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0874 + Mean episode length: 1378.3 + Actor loss: -9.5409 + Critic loss: +0.0033 + World model loss: +0.6467 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.7774 + Episode_Reward/track_angular_velocity: +52.0286 + Episode_Reward/upright: +26.4699 + Episode_Reward/leg_posture: -2.6174 + Episode_Reward/standstill: -5.9051 + Episode_Reward/action_rate_l2: -0.5867 + Episode_Reward/joint_torques_l2: -0.1487 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0108 + Episode_Reward/unnecessary_wheel_lift: -0.0777 + Episode_Reward/rolling_leg_motion: -0.5991 + Episode_Reward/obstacle_progress: +3.6973 + Episode_Reward/wheel_body_intrusion: -0.2650 + Episode_Reward/pair_body_intrusion: -0.3073 + Curriculum/terrain_level_mean: +3.7371 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0939 + Metrics/base_velocity/error_vel_yaw: 0.1359 + Episode_Termination/time_out: 0.5188 + Episode_Termination/fell_over: 0.0226 + Episode_Termination/course_exit: 0.4511 +Episode_Termination/illegal_nonwheel_contact: 0.0150 +============================================================================== + +============================================================================== +Learning iteration 27450/50000 + Total steps: 112,435,200 + Steps per second: 12,793 + Iteration time: 0.320s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0873 + Mean episode length: 1436.2 + Actor loss: -9.4930 + Critic loss: +0.0051 + World model loss: +0.6464 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.8643 + Episode_Reward/track_angular_velocity: +54.3101 + Episode_Reward/upright: +27.5525 + Episode_Reward/leg_posture: -2.7614 + Episode_Reward/standstill: -6.2450 + Episode_Reward/action_rate_l2: -0.6179 + Episode_Reward/joint_torques_l2: -0.1566 + Episode_Reward/dof_pos_limits: -0.0003 + Episode_Reward/terminated: -0.0140 + Episode_Reward/unnecessary_wheel_lift: -0.0982 + Episode_Reward/rolling_leg_motion: -0.6445 + Episode_Reward/obstacle_progress: +3.8448 + Episode_Reward/wheel_body_intrusion: -0.2795 + Episode_Reward/pair_body_intrusion: -0.3181 + Curriculum/terrain_level_mean: +3.7383 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0934 + Metrics/base_velocity/error_vel_yaw: 0.1339 + Episode_Termination/time_out: 0.5746 + Episode_Termination/fell_over: 0.0149 + Episode_Termination/course_exit: 0.3881 +Episode_Termination/illegal_nonwheel_contact: 0.0299 +============================================================================== + +============================================================================== +Learning iteration 27500/50000 + Total steps: 112,640,000 + Steps per second: 12,797 + Iteration time: 0.320s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0877 + Mean episode length: 1368.2 + Actor loss: -9.5152 + Critic loss: +0.0032 + World model loss: +0.6693 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.4718 + Episode_Reward/track_angular_velocity: +51.7552 + Episode_Reward/upright: +26.2656 + Episode_Reward/leg_posture: -2.6141 + Episode_Reward/standstill: -5.6175 + Episode_Reward/action_rate_l2: -0.5849 + Episode_Reward/joint_torques_l2: -0.1503 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0053 + Episode_Reward/unnecessary_wheel_lift: -0.0786 + Episode_Reward/rolling_leg_motion: -0.6054 + Episode_Reward/obstacle_progress: +3.6865 + Episode_Reward/wheel_body_intrusion: -0.2630 + Episode_Reward/pair_body_intrusion: -0.2764 + Curriculum/terrain_level_mean: +3.7419 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0933 + Metrics/base_velocity/error_vel_yaw: 0.1333 + Episode_Termination/time_out: 0.5034 + Episode_Termination/fell_over: 0.0069 + Episode_Termination/course_exit: 0.4828 +Episode_Termination/illegal_nonwheel_contact: 0.0138 +============================================================================== + +============================================================================== +Learning iteration 27550/50000 + Total steps: 112,844,800 + Steps per second: 12,801 + Iteration time: 0.320s + Collection time: 0.076s + Learning time: 0.192s + Mean reward: +0.0877 + Mean episode length: 1358.6 + Actor loss: -9.5101 + Critic loss: +0.0034 + World model loss: +0.6233 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.1982 + Episode_Reward/track_angular_velocity: +51.3582 + Episode_Reward/upright: +26.1018 + Episode_Reward/leg_posture: -2.5683 + Episode_Reward/standstill: -5.6339 + Episode_Reward/action_rate_l2: -0.5839 + Episode_Reward/joint_torques_l2: -0.1468 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0106 + Episode_Reward/unnecessary_wheel_lift: -0.0821 + Episode_Reward/rolling_leg_motion: -0.6117 + Episode_Reward/obstacle_progress: +3.6666 + Episode_Reward/wheel_body_intrusion: -0.2572 + Episode_Reward/pair_body_intrusion: -0.2691 + Curriculum/terrain_level_mean: +3.7458 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0930 + Metrics/base_velocity/error_vel_yaw: 0.1341 + Episode_Termination/time_out: 0.4717 + Episode_Termination/fell_over: 0.0063 + Episode_Termination/course_exit: 0.5031 +Episode_Termination/illegal_nonwheel_contact: 0.0252 +============================================================================== + +============================================================================== +Learning iteration 27600/50000 + Total steps: 113,049,600 + Steps per second: 12,805 + Iteration time: 0.320s + Collection time: 0.076s + Learning time: 0.183s + Mean reward: +0.0876 + Mean episode length: 1349.2 + Actor loss: -9.5203 + Critic loss: +0.0045 + World model loss: +0.6841 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.7457 + Episode_Reward/track_angular_velocity: +50.9893 + Episode_Reward/upright: +25.9038 + Episode_Reward/leg_posture: -2.5951 + Episode_Reward/standstill: -5.3924 + Episode_Reward/action_rate_l2: -0.5893 + Episode_Reward/joint_torques_l2: -0.1461 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0237 + Episode_Reward/unnecessary_wheel_lift: -0.0826 + Episode_Reward/rolling_leg_motion: -0.6038 + Episode_Reward/obstacle_progress: +3.5950 + Episode_Reward/wheel_body_intrusion: -0.2698 + Episode_Reward/pair_body_intrusion: -0.2899 + Curriculum/terrain_level_mean: +3.7488 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0938 + Metrics/base_velocity/error_vel_yaw: 0.1348 + Episode_Termination/time_out: 0.4324 + Episode_Termination/fell_over: 0.0338 + Episode_Termination/course_exit: 0.5068 +Episode_Termination/illegal_nonwheel_contact: 0.0338 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1413] + +============================================================================== +Learning iteration 27650/50000 + Total steps: 113,254,400 + Steps per second: 12,809 + Iteration time: 0.320s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0875 + Mean episode length: 1322.5 + Actor loss: -9.5107 + Critic loss: +0.0046 + World model loss: +0.6709 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.7169 + Episode_Reward/track_angular_velocity: +49.9353 + Episode_Reward/upright: +25.4192 + Episode_Reward/leg_posture: -2.5271 + Episode_Reward/standstill: -5.3171 + Episode_Reward/action_rate_l2: -0.5907 + Episode_Reward/joint_torques_l2: -0.1449 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0181 + Episode_Reward/unnecessary_wheel_lift: -0.0984 + Episode_Reward/rolling_leg_motion: -0.6264 + Episode_Reward/obstacle_progress: +3.5023 + Episode_Reward/wheel_body_intrusion: -0.2575 + Episode_Reward/pair_body_intrusion: -0.2814 + Curriculum/terrain_level_mean: +3.7517 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0947 + Metrics/base_velocity/error_vel_yaw: 0.1361 + Episode_Termination/time_out: 0.4036 + Episode_Termination/fell_over: 0.0301 + Episode_Termination/course_exit: 0.5542 +Episode_Termination/illegal_nonwheel_contact: 0.0120 +============================================================================== + +============================================================================== +Learning iteration 27700/50000 + Total steps: 113,459,200 + Steps per second: 12,814 + Iteration time: 0.320s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0874 + Mean episode length: 1365.2 + Actor loss: -9.5054 + Critic loss: +0.0029 + World model loss: +0.6419 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.3230 + Episode_Reward/track_angular_velocity: +51.5562 + Episode_Reward/upright: +26.2334 + Episode_Reward/leg_posture: -2.6076 + Episode_Reward/standstill: -5.7971 + Episode_Reward/action_rate_l2: -0.5982 + Episode_Reward/joint_torques_l2: -0.1498 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0267 + Episode_Reward/unnecessary_wheel_lift: -0.0902 + Episode_Reward/rolling_leg_motion: -0.6302 + Episode_Reward/obstacle_progress: +3.6510 + Episode_Reward/wheel_body_intrusion: -0.2741 + Episode_Reward/pair_body_intrusion: -0.2946 + Curriculum/terrain_level_mean: +3.7539 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0941 + Metrics/base_velocity/error_vel_yaw: 0.1357 + Episode_Termination/time_out: 0.4500 + Episode_Termination/fell_over: 0.0312 + Episode_Termination/course_exit: 0.4875 +Episode_Termination/illegal_nonwheel_contact: 0.0500 +============================================================================== + +============================================================================== +Learning iteration 27750/50000 + Total steps: 113,664,000 + Steps per second: 12,818 + Iteration time: 0.320s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0875 + Mean episode length: 1398.6 + Actor loss: -9.5085 + Critic loss: +0.0048 + World model loss: +0.6407 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.5863 + Episode_Reward/track_angular_velocity: +52.8444 + Episode_Reward/upright: +26.8954 + Episode_Reward/leg_posture: -2.6545 + Episode_Reward/standstill: -6.0506 + Episode_Reward/action_rate_l2: -0.6099 + Episode_Reward/joint_torques_l2: -0.1511 + Episode_Reward/dof_pos_limits: -0.0010 + Episode_Reward/terminated: -0.0137 + Episode_Reward/unnecessary_wheel_lift: -0.0845 + Episode_Reward/rolling_leg_motion: -0.6245 + Episode_Reward/obstacle_progress: +3.7899 + Episode_Reward/wheel_body_intrusion: -0.2820 + Episode_Reward/pair_body_intrusion: -0.2823 + Curriculum/terrain_level_mean: +3.7561 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0932 + Metrics/base_velocity/error_vel_yaw: 0.1350 + Episode_Termination/time_out: 0.5031 + Episode_Termination/fell_over: 0.0252 + Episode_Termination/course_exit: 0.4654 +Episode_Termination/illegal_nonwheel_contact: 0.0252 +============================================================================== + +============================================================================== +Learning iteration 27800/50000 + Total steps: 113,868,800 + Steps per second: 12,822 + Iteration time: 0.319s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0873 + Mean episode length: 1378.4 + Actor loss: -9.4902 + Critic loss: +0.0088 + World model loss: +0.6450 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.8390 + Episode_Reward/track_angular_velocity: +52.1336 + Episode_Reward/upright: +26.4905 + Episode_Reward/leg_posture: -2.6001 + Episode_Reward/standstill: -6.1515 + Episode_Reward/action_rate_l2: -0.5940 + Episode_Reward/joint_torques_l2: -0.1487 + Episode_Reward/dof_pos_limits: -0.0010 + Episode_Reward/terminated: -0.0188 + Episode_Reward/unnecessary_wheel_lift: -0.0861 + Episode_Reward/rolling_leg_motion: -0.6123 + Episode_Reward/obstacle_progress: +3.6892 + Episode_Reward/wheel_body_intrusion: -0.2636 + Episode_Reward/pair_body_intrusion: -0.3023 + Curriculum/terrain_level_mean: +3.7588 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0935 + Metrics/base_velocity/error_vel_yaw: 0.1339 + Episode_Termination/time_out: 0.5266 + Episode_Termination/fell_over: 0.0237 + Episode_Termination/course_exit: 0.4320 +Episode_Termination/illegal_nonwheel_contact: 0.0237 +============================================================================== + +============================================================================== +Learning iteration 27850/50000 + Total steps: 114,073,600 + Steps per second: 12,826 + Iteration time: 0.319s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0878 + Mean episode length: 1435.7 + Actor loss: -9.4975 + Critic loss: +0.0057 + World model loss: +0.6653 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.8179 + Episode_Reward/track_angular_velocity: +54.2074 + Episode_Reward/upright: +27.5656 + Episode_Reward/leg_posture: -2.6758 + Episode_Reward/standstill: -5.6683 + Episode_Reward/action_rate_l2: -0.6114 + Episode_Reward/joint_torques_l2: -0.1558 + Episode_Reward/dof_pos_limits: -0.0012 + Episode_Reward/terminated: -0.0196 + Episode_Reward/unnecessary_wheel_lift: -0.0883 + Episode_Reward/rolling_leg_motion: -0.6469 + Episode_Reward/obstacle_progress: +3.8380 + Episode_Reward/wheel_body_intrusion: -0.2694 + Episode_Reward/pair_body_intrusion: -0.2742 + Curriculum/terrain_level_mean: +3.7607 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0941 + Metrics/base_velocity/error_vel_yaw: 0.1359 + Episode_Termination/time_out: 0.5484 + Episode_Termination/fell_over: 0.0194 + Episode_Termination/course_exit: 0.4065 +Episode_Termination/illegal_nonwheel_contact: 0.0323 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2711] + +============================================================================== +Learning iteration 27900/50000 + Total steps: 114,278,400 + Steps per second: 12,830 + Iteration time: 0.319s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0877 + Mean episode length: 1424.3 + Actor loss: -9.5112 + Critic loss: +0.0048 + World model loss: +0.6470 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.3764 + Episode_Reward/track_angular_velocity: +53.8268 + Episode_Reward/upright: +27.3384 + Episode_Reward/leg_posture: -2.6586 + Episode_Reward/standstill: -5.8320 + Episode_Reward/action_rate_l2: -0.6082 + Episode_Reward/joint_torques_l2: -0.1563 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0167 + Episode_Reward/unnecessary_wheel_lift: -0.0960 + Episode_Reward/rolling_leg_motion: -0.6322 + Episode_Reward/obstacle_progress: +3.8724 + Episode_Reward/wheel_body_intrusion: -0.2635 + Episode_Reward/pair_body_intrusion: -0.3001 + Curriculum/terrain_level_mean: +3.7620 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0945 + Metrics/base_velocity/error_vel_yaw: 0.1348 + Episode_Termination/time_out: 0.5362 + Episode_Termination/fell_over: 0.0217 + Episode_Termination/course_exit: 0.4203 +Episode_Termination/illegal_nonwheel_contact: 0.0435 +============================================================================== + +============================================================================== +Learning iteration 27950/50000 + Total steps: 114,483,200 + Steps per second: 12,835 + Iteration time: 0.319s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0874 + Mean episode length: 1331.1 + Actor loss: -9.5093 + Critic loss: +0.0042 + World model loss: +0.6706 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.0838 + Episode_Reward/track_angular_velocity: +50.2903 + Episode_Reward/upright: +25.5540 + Episode_Reward/leg_posture: -2.5026 + Episode_Reward/standstill: -5.7571 + Episode_Reward/action_rate_l2: -0.5674 + Episode_Reward/joint_torques_l2: -0.1439 + Episode_Reward/dof_pos_limits: -0.0015 + Episode_Reward/terminated: -0.0312 + Episode_Reward/unnecessary_wheel_lift: -0.0848 + Episode_Reward/rolling_leg_motion: -0.5876 + Episode_Reward/obstacle_progress: +3.6314 + Episode_Reward/wheel_body_intrusion: -0.2481 + Episode_Reward/pair_body_intrusion: -0.2742 + Curriculum/terrain_level_mean: +3.7649 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0941 + Metrics/base_velocity/error_vel_yaw: 0.1350 + Episode_Termination/time_out: 0.4667 + Episode_Termination/fell_over: 0.0667 + Episode_Termination/course_exit: 0.4444 +Episode_Termination/illegal_nonwheel_contact: 0.0370 +============================================================================== + +============================================================================== +Learning iteration 28000/50000 + Total steps: 114,688,000 + Steps per second: 12,839 + Iteration time: 0.319s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0875 + Mean episode length: 1401.5 + Actor loss: -9.4875 + Critic loss: +0.0061 + World model loss: +0.6450 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.5057 + Episode_Reward/track_angular_velocity: +52.9376 + Episode_Reward/upright: +26.9288 + Episode_Reward/leg_posture: -2.6473 + Episode_Reward/standstill: -5.8255 + Episode_Reward/action_rate_l2: -0.6052 + Episode_Reward/joint_torques_l2: -0.1523 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0137 + Episode_Reward/unnecessary_wheel_lift: -0.0916 + Episode_Reward/rolling_leg_motion: -0.6218 + Episode_Reward/obstacle_progress: +3.8381 + Episode_Reward/wheel_body_intrusion: -0.2795 + Episode_Reward/pair_body_intrusion: -0.2954 + Curriculum/terrain_level_mean: +3.7666 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0945 + Metrics/base_velocity/error_vel_yaw: 0.1350 + Episode_Termination/time_out: 0.5337 + Episode_Termination/fell_over: 0.0123 + Episode_Termination/course_exit: 0.4356 +Episode_Termination/illegal_nonwheel_contact: 0.0245 +============================================================================== + +============================================================================== +Learning iteration 28050/50000 + Total steps: 114,892,800 + Steps per second: 12,843 + Iteration time: 0.319s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0876 + Mean episode length: 1306.1 + Actor loss: -9.5220 + Critic loss: +0.0075 + World model loss: +0.6258 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.2083 + Episode_Reward/track_angular_velocity: +49.3733 + Episode_Reward/upright: +25.1091 + Episode_Reward/leg_posture: -2.4595 + Episode_Reward/standstill: -5.4119 + Episode_Reward/action_rate_l2: -0.5548 + Episode_Reward/joint_torques_l2: -0.1424 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0204 + Episode_Reward/unnecessary_wheel_lift: -0.0842 + Episode_Reward/rolling_leg_motion: -0.5819 + Episode_Reward/obstacle_progress: +3.5373 + Episode_Reward/wheel_body_intrusion: -0.2668 + Episode_Reward/pair_body_intrusion: -0.3065 + Curriculum/terrain_level_mean: +3.7688 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0942 + Metrics/base_velocity/error_vel_yaw: 0.1343 + Episode_Termination/time_out: 0.4228 + Episode_Termination/fell_over: 0.0201 + Episode_Termination/course_exit: 0.5235 +Episode_Termination/illegal_nonwheel_contact: 0.0336 +============================================================================== + +============================================================================== +Learning iteration 28100/50000 + Total steps: 115,097,600 + Steps per second: 12,847 + Iteration time: 0.319s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0876 + Mean episode length: 1411.5 + Actor loss: -9.5225 + Critic loss: +0.0039 + World model loss: +0.6463 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.9686 + Episode_Reward/track_angular_velocity: +53.4313 + Episode_Reward/upright: +27.1364 + Episode_Reward/leg_posture: -2.6800 + Episode_Reward/standstill: -5.9650 + Episode_Reward/action_rate_l2: -0.5965 + Episode_Reward/joint_torques_l2: -0.1523 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0221 + Episode_Reward/unnecessary_wheel_lift: -0.0837 + Episode_Reward/rolling_leg_motion: -0.6127 + Episode_Reward/obstacle_progress: +3.7881 + Episode_Reward/wheel_body_intrusion: -0.2734 + Episode_Reward/pair_body_intrusion: -0.3000 + Curriculum/terrain_level_mean: +3.7690 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0935 + Metrics/base_velocity/error_vel_yaw: 0.1324 + Episode_Termination/time_out: 0.5347 + Episode_Termination/fell_over: 0.0278 + Episode_Termination/course_exit: 0.4097 +Episode_Termination/illegal_nonwheel_contact: 0.0347 +============================================================================== + +============================================================================== +Learning iteration 28150/50000 + Total steps: 115,302,400 + Steps per second: 12,851 + Iteration time: 0.319s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0876 + Mean episode length: 1313.2 + Actor loss: -9.5277 + Critic loss: +0.0050 + World model loss: +0.6398 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.5418 + Episode_Reward/track_angular_velocity: +49.6471 + Episode_Reward/upright: +25.2316 + Episode_Reward/leg_posture: -2.4253 + Episode_Reward/standstill: -5.5633 + Episode_Reward/action_rate_l2: -0.5492 + Episode_Reward/joint_torques_l2: -0.1427 + Episode_Reward/dof_pos_limits: -0.0012 + Episode_Reward/terminated: -0.0282 + Episode_Reward/unnecessary_wheel_lift: -0.0798 + Episode_Reward/rolling_leg_motion: -0.5668 + Episode_Reward/obstacle_progress: +3.5381 + Episode_Reward/wheel_body_intrusion: -0.2532 + Episode_Reward/pair_body_intrusion: -0.2999 + Curriculum/terrain_level_mean: +3.7710 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0930 + Metrics/base_velocity/error_vel_yaw: 0.1339 + Episode_Termination/time_out: 0.4568 + Episode_Termination/fell_over: 0.0432 + Episode_Termination/course_exit: 0.4753 +Episode_Termination/illegal_nonwheel_contact: 0.0494 +============================================================================== + +============================================================================== +Learning iteration 28200/50000 + Total steps: 115,507,200 + Steps per second: 12,855 + Iteration time: 0.319s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0873 + Mean episode length: 1427.1 + Actor loss: -9.4918 + Critic loss: +0.0089 + World model loss: +0.6503 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.4428 + Episode_Reward/track_angular_velocity: +53.9271 + Episode_Reward/upright: +27.3925 + Episode_Reward/leg_posture: -2.7177 + Episode_Reward/standstill: -6.1187 + Episode_Reward/action_rate_l2: -0.5981 + Episode_Reward/joint_torques_l2: -0.1570 + Episode_Reward/dof_pos_limits: -0.0018 + Episode_Reward/terminated: -0.0167 + Episode_Reward/unnecessary_wheel_lift: -0.0928 + Episode_Reward/rolling_leg_motion: -0.6217 + Episode_Reward/obstacle_progress: +3.7705 + Episode_Reward/wheel_body_intrusion: -0.2971 + Episode_Reward/pair_body_intrusion: -0.3667 + Curriculum/terrain_level_mean: +3.7737 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0940 + Metrics/base_velocity/error_vel_yaw: 0.1342 + Episode_Termination/time_out: 0.4839 + Episode_Termination/fell_over: 0.0194 + Episode_Termination/course_exit: 0.4774 +Episode_Termination/illegal_nonwheel_contact: 0.0258 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1868] + +============================================================================== +Learning iteration 28250/50000 + Total steps: 115,712,000 + Steps per second: 12,860 + Iteration time: 0.319s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0876 + Mean episode length: 1370.7 + Actor loss: -9.5288 + Critic loss: +0.0037 + World model loss: +0.6336 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.5767 + Episode_Reward/track_angular_velocity: +51.8483 + Episode_Reward/upright: +26.3023 + Episode_Reward/leg_posture: -2.5611 + Episode_Reward/standstill: -5.8016 + Episode_Reward/action_rate_l2: -0.5733 + Episode_Reward/joint_torques_l2: -0.1501 + Episode_Reward/dof_pos_limits: -0.0016 + Episode_Reward/terminated: -0.0107 + Episode_Reward/unnecessary_wheel_lift: -0.0791 + Episode_Reward/rolling_leg_motion: -0.5853 + Episode_Reward/obstacle_progress: +3.6607 + Episode_Reward/wheel_body_intrusion: -0.2575 + Episode_Reward/pair_body_intrusion: -0.2914 + Curriculum/terrain_level_mean: +3.7764 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0925 + Metrics/base_velocity/error_vel_yaw: 0.1333 + Episode_Termination/time_out: 0.5034 + Episode_Termination/fell_over: 0.0138 + Episode_Termination/course_exit: 0.4690 +Episode_Termination/illegal_nonwheel_contact: 0.0138 +============================================================================== + +============================================================================== +Learning iteration 28300/50000 + Total steps: 115,916,800 + Steps per second: 12,864 + Iteration time: 0.318s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0876 + Mean episode length: 1321.7 + Actor loss: -9.5227 + Critic loss: +0.0043 + World model loss: +0.6556 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.8024 + Episode_Reward/track_angular_velocity: +49.9782 + Episode_Reward/upright: +25.3450 + Episode_Reward/leg_posture: -2.5082 + Episode_Reward/standstill: -5.4809 + Episode_Reward/action_rate_l2: -0.5504 + Episode_Reward/joint_torques_l2: -0.1445 + Episode_Reward/dof_pos_limits: -0.0012 + Episode_Reward/terminated: -0.0181 + Episode_Reward/unnecessary_wheel_lift: -0.0733 + Episode_Reward/rolling_leg_motion: -0.5629 + Episode_Reward/obstacle_progress: +3.5753 + Episode_Reward/wheel_body_intrusion: -0.2632 + Episode_Reward/pair_body_intrusion: -0.2947 + Curriculum/terrain_level_mean: +3.7781 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0932 + Metrics/base_velocity/error_vel_yaw: 0.1334 + Episode_Termination/time_out: 0.4514 + Episode_Termination/fell_over: 0.0347 + Episode_Termination/course_exit: 0.5000 +Episode_Termination/illegal_nonwheel_contact: 0.0139 +============================================================================== + +============================================================================== +Learning iteration 28350/50000 + Total steps: 116,121,600 + Steps per second: 12,867 + Iteration time: 0.318s + Collection time: 0.075s + Learning time: 0.192s + Mean reward: +0.0877 + Mean episode length: 1323.2 + Actor loss: -9.5127 + Critic loss: +0.0052 + World model loss: +0.6642 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.9299 + Episode_Reward/track_angular_velocity: +49.9545 + Episode_Reward/upright: +25.3973 + Episode_Reward/leg_posture: -2.4732 + Episode_Reward/standstill: -5.3606 + Episode_Reward/action_rate_l2: -0.5642 + Episode_Reward/joint_torques_l2: -0.1449 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0207 + Episode_Reward/unnecessary_wheel_lift: -0.0758 + Episode_Reward/rolling_leg_motion: -0.5802 + Episode_Reward/obstacle_progress: +3.5473 + Episode_Reward/wheel_body_intrusion: -0.2563 + Episode_Reward/pair_body_intrusion: -0.3040 + Curriculum/terrain_level_mean: +3.7815 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0927 + Metrics/base_velocity/error_vel_yaw: 0.1356 + Episode_Termination/time_out: 0.4167 + Episode_Termination/fell_over: 0.0347 + Episode_Termination/course_exit: 0.5278 +Episode_Termination/illegal_nonwheel_contact: 0.0417 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1557] + +============================================================================== +Learning iteration 28400/50000 + Total steps: 116,326,400 + Steps per second: 12,871 + Iteration time: 0.318s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0875 + Mean episode length: 1329.3 + Actor loss: -9.5428 + Critic loss: +0.0044 + World model loss: +0.6478 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.0146 + Episode_Reward/track_angular_velocity: +50.1461 + Episode_Reward/upright: +25.5392 + Episode_Reward/leg_posture: -2.4726 + Episode_Reward/standstill: -5.5274 + Episode_Reward/action_rate_l2: -0.5660 + Episode_Reward/joint_torques_l2: -0.1453 + Episode_Reward/dof_pos_limits: -0.0012 + Episode_Reward/terminated: -0.0234 + Episode_Reward/unnecessary_wheel_lift: -0.0986 + Episode_Reward/rolling_leg_motion: -0.5861 + Episode_Reward/obstacle_progress: +3.5747 + Episode_Reward/wheel_body_intrusion: -0.2628 + Episode_Reward/pair_body_intrusion: -0.2919 + Curriculum/terrain_level_mean: +3.7830 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0938 + Metrics/base_velocity/error_vel_yaw: 0.1365 + Episode_Termination/time_out: 0.4398 + Episode_Termination/fell_over: 0.0181 + Episode_Termination/course_exit: 0.5060 +Episode_Termination/illegal_nonwheel_contact: 0.0422 +============================================================================== + +============================================================================== +Learning iteration 28450/50000 + Total steps: 116,531,200 + Steps per second: 12,876 + Iteration time: 0.318s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0876 + Mean episode length: 1409.4 + Actor loss: -9.5298 + Critic loss: +0.0035 + World model loss: +0.6324 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.8764 + Episode_Reward/track_angular_velocity: +53.2225 + Episode_Reward/upright: +27.0638 + Episode_Reward/leg_posture: -2.5941 + Episode_Reward/standstill: -5.8981 + Episode_Reward/action_rate_l2: -0.5809 + Episode_Reward/joint_torques_l2: -0.1537 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0165 + Episode_Reward/unnecessary_wheel_lift: -0.0948 + Episode_Reward/rolling_leg_motion: -0.6184 + Episode_Reward/obstacle_progress: +3.8155 + Episode_Reward/wheel_body_intrusion: -0.2594 + Episode_Reward/pair_body_intrusion: -0.2667 + Curriculum/terrain_level_mean: +3.7849 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0940 + Metrics/base_velocity/error_vel_yaw: 0.1352 + Episode_Termination/time_out: 0.5096 + Episode_Termination/fell_over: 0.0191 + Episode_Termination/course_exit: 0.4522 +Episode_Termination/illegal_nonwheel_contact: 0.0318 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[728] + +============================================================================== +Learning iteration 28500/50000 + Total steps: 116,736,000 + Steps per second: 12,880 + Iteration time: 0.318s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0877 + Mean episode length: 1407.0 + Actor loss: -9.5493 + Critic loss: +0.0049 + World model loss: +0.6271 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.7997 + Episode_Reward/track_angular_velocity: +53.1302 + Episode_Reward/upright: +26.9896 + Episode_Reward/leg_posture: -2.6273 + Episode_Reward/standstill: -5.7792 + Episode_Reward/action_rate_l2: -0.5929 + Episode_Reward/joint_torques_l2: -0.1540 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0247 + Episode_Reward/unnecessary_wheel_lift: -0.0948 + Episode_Reward/rolling_leg_motion: -0.6168 + Episode_Reward/obstacle_progress: +3.8883 + Episode_Reward/wheel_body_intrusion: -0.2710 + Episode_Reward/pair_body_intrusion: -0.2845 + Curriculum/terrain_level_mean: +3.7847 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0939 + Metrics/base_velocity/error_vel_yaw: 0.1352 + Episode_Termination/time_out: 0.5442 + Episode_Termination/fell_over: 0.0272 + Episode_Termination/course_exit: 0.3946 +Episode_Termination/illegal_nonwheel_contact: 0.0544 +============================================================================== + +============================================================================== +Learning iteration 28550/50000 + Total steps: 116,940,800 + Steps per second: 12,884 + Iteration time: 0.318s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0873 + Mean episode length: 1373.0 + Actor loss: -9.4991 + Critic loss: +0.0062 + World model loss: +0.6257 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.5238 + Episode_Reward/track_angular_velocity: +51.8630 + Episode_Reward/upright: +26.3474 + Episode_Reward/leg_posture: -2.5662 + Episode_Reward/standstill: -6.0235 + Episode_Reward/action_rate_l2: -0.5878 + Episode_Reward/joint_torques_l2: -0.1504 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0188 + Episode_Reward/unnecessary_wheel_lift: -0.0768 + Episode_Reward/rolling_leg_motion: -0.5884 + Episode_Reward/obstacle_progress: +3.7727 + Episode_Reward/wheel_body_intrusion: -0.2736 + Episode_Reward/pair_body_intrusion: -0.3137 + Curriculum/terrain_level_mean: +3.7866 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0946 + Metrics/base_velocity/error_vel_yaw: 0.1349 + Episode_Termination/time_out: 0.4714 + Episode_Termination/fell_over: 0.0357 + Episode_Termination/course_exit: 0.4786 +Episode_Termination/illegal_nonwheel_contact: 0.0357 +============================================================================== + +============================================================================== +Learning iteration 28600/50000 + Total steps: 117,145,600 + Steps per second: 12,888 + Iteration time: 0.318s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0877 + Mean episode length: 1293.1 + Actor loss: -9.5166 + Critic loss: +0.0056 + World model loss: +0.6550 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +45.7508 + Episode_Reward/track_angular_velocity: +48.8055 + Episode_Reward/upright: +24.7904 + Episode_Reward/leg_posture: -2.3764 + Episode_Reward/standstill: -5.3084 + Episode_Reward/action_rate_l2: -0.5562 + Episode_Reward/joint_torques_l2: -0.1408 + Episode_Reward/dof_pos_limits: -0.0011 + Episode_Reward/terminated: -0.0328 + Episode_Reward/unnecessary_wheel_lift: -0.0931 + Episode_Reward/rolling_leg_motion: -0.5707 + Episode_Reward/obstacle_progress: +3.5728 + Episode_Reward/wheel_body_intrusion: -0.2372 + Episode_Reward/pair_body_intrusion: -0.2302 + Curriculum/terrain_level_mean: +3.7905 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0942 + Metrics/base_velocity/error_vel_yaw: 0.1360 + Episode_Termination/time_out: 0.3987 + Episode_Termination/fell_over: 0.0506 + Episode_Termination/course_exit: 0.5190 +Episode_Termination/illegal_nonwheel_contact: 0.0570 +============================================================================== + +============================================================================== +Learning iteration 28650/50000 + Total steps: 117,350,400 + Steps per second: 12,892 + Iteration time: 0.318s + Collection time: 0.075s + Learning time: 0.185s + Mean reward: +0.0876 + Mean episode length: 1314.2 + Actor loss: -9.5218 + Critic loss: +0.0038 + World model loss: +0.6547 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.4690 + Episode_Reward/track_angular_velocity: +49.6570 + Episode_Reward/upright: +25.2309 + Episode_Reward/leg_posture: -2.4265 + Episode_Reward/standstill: -5.4154 + Episode_Reward/action_rate_l2: -0.5629 + Episode_Reward/joint_torques_l2: -0.1437 + Episode_Reward/dof_pos_limits: -0.0012 + Episode_Reward/terminated: -0.0257 + Episode_Reward/unnecessary_wheel_lift: -0.0895 + Episode_Reward/rolling_leg_motion: -0.5795 + Episode_Reward/obstacle_progress: +3.5502 + Episode_Reward/wheel_body_intrusion: -0.2661 + Episode_Reward/pair_body_intrusion: -0.2724 + Curriculum/terrain_level_mean: +3.7927 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0940 + Metrics/base_velocity/error_vel_yaw: 0.1347 + Episode_Termination/time_out: 0.4406 + Episode_Termination/fell_over: 0.0210 + Episode_Termination/course_exit: 0.4895 +Episode_Termination/illegal_nonwheel_contact: 0.0559 +============================================================================== + +============================================================================== +Learning iteration 28700/50000 + Total steps: 117,555,200 + Steps per second: 12,896 + Iteration time: 0.318s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0878 + Mean episode length: 1305.6 + Actor loss: -9.4998 + Critic loss: +0.0048 + World model loss: +0.6793 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.2366 + Episode_Reward/track_angular_velocity: +49.3407 + Episode_Reward/upright: +25.0639 + Episode_Reward/leg_posture: -2.4516 + Episode_Reward/standstill: -5.2002 + Episode_Reward/action_rate_l2: -0.5392 + Episode_Reward/joint_torques_l2: -0.1437 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0153 + Episode_Reward/unnecessary_wheel_lift: -0.0880 + Episode_Reward/rolling_leg_motion: -0.5707 + Episode_Reward/obstacle_progress: +3.5135 + Episode_Reward/wheel_body_intrusion: -0.2789 + Episode_Reward/pair_body_intrusion: -0.2902 + Curriculum/terrain_level_mean: +3.7949 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0934 + Metrics/base_velocity/error_vel_yaw: 0.1345 + Episode_Termination/time_out: 0.4583 + Episode_Termination/fell_over: 0.0208 + Episode_Termination/course_exit: 0.5000 +Episode_Termination/illegal_nonwheel_contact: 0.0278 +============================================================================== + +============================================================================== +Learning iteration 28750/50000 + Total steps: 117,760,000 + Steps per second: 12,900 + Iteration time: 0.318s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0874 + Mean episode length: 1393.8 + Actor loss: -9.5355 + Critic loss: +0.0050 + World model loss: +0.6196 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.2633 + Episode_Reward/track_angular_velocity: +52.6261 + Episode_Reward/upright: +26.7394 + Episode_Reward/leg_posture: -2.6137 + Episode_Reward/standstill: -5.9649 + Episode_Reward/action_rate_l2: -0.5889 + Episode_Reward/joint_torques_l2: -0.1529 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0109 + Episode_Reward/unnecessary_wheel_lift: -0.0913 + Episode_Reward/rolling_leg_motion: -0.6109 + Episode_Reward/obstacle_progress: +3.8072 + Episode_Reward/wheel_body_intrusion: -0.2714 + Episode_Reward/pair_body_intrusion: -0.2704 + Curriculum/terrain_level_mean: +3.7976 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0943 + Metrics/base_velocity/error_vel_yaw: 0.1356 + Episode_Termination/time_out: 0.5000 + Episode_Termination/fell_over: 0.0141 + Episode_Termination/course_exit: 0.4718 +Episode_Termination/illegal_nonwheel_contact: 0.0141 +============================================================================== + +============================================================================== +Learning iteration 28800/50000 + Total steps: 117,964,800 + Steps per second: 12,904 + Iteration time: 0.317s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0874 + Mean episode length: 1361.8 + Actor loss: -9.5451 + Critic loss: +0.0039 + World model loss: +0.6524 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.1812 + Episode_Reward/track_angular_velocity: +51.4131 + Episode_Reward/upright: +26.0966 + Episode_Reward/leg_posture: -2.5471 + Episode_Reward/standstill: -5.8609 + Episode_Reward/action_rate_l2: -0.5749 + Episode_Reward/joint_torques_l2: -0.1490 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0133 + Episode_Reward/unnecessary_wheel_lift: -0.0933 + Episode_Reward/rolling_leg_motion: -0.6054 + Episode_Reward/obstacle_progress: +3.6595 + Episode_Reward/wheel_body_intrusion: -0.2497 + Episode_Reward/pair_body_intrusion: -0.2439 + Curriculum/terrain_level_mean: +3.8005 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0938 + Metrics/base_velocity/error_vel_yaw: 0.1356 + Episode_Termination/time_out: 0.4815 + Episode_Termination/fell_over: 0.0309 + Episode_Termination/course_exit: 0.4877 +Episode_Termination/illegal_nonwheel_contact: 0.0185 +============================================================================== + +============================================================================== +Learning iteration 28850/50000 + Total steps: 118,169,600 + Steps per second: 12,908 + Iteration time: 0.317s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0876 + Mean episode length: 1402.5 + Actor loss: -9.5295 + Critic loss: +0.0051 + World model loss: +0.6265 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.8181 + Episode_Reward/track_angular_velocity: +53.0251 + Episode_Reward/upright: +26.9184 + Episode_Reward/leg_posture: -2.6046 + Episode_Reward/standstill: -6.0705 + Episode_Reward/action_rate_l2: -0.5939 + Episode_Reward/joint_torques_l2: -0.1531 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: +0.0000 + Episode_Reward/unnecessary_wheel_lift: -0.0798 + Episode_Reward/rolling_leg_motion: -0.6134 + Episode_Reward/obstacle_progress: +3.7869 + Episode_Reward/wheel_body_intrusion: -0.2676 + Episode_Reward/pair_body_intrusion: -0.2711 + Curriculum/terrain_level_mean: +3.8042 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0921 + Metrics/base_velocity/error_vel_yaw: 0.1340 + Episode_Termination/time_out: 0.5203 + Episode_Termination/fell_over: 0.0000 + Episode_Termination/course_exit: 0.4797 +Episode_Termination/illegal_nonwheel_contact: 0.0000 +============================================================================== + +============================================================================== +Learning iteration 28900/50000 + Total steps: 118,374,400 + Steps per second: 12,912 + Iteration time: 0.317s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0876 + Mean episode length: 1302.3 + Actor loss: -9.5377 + Critic loss: +0.0039 + World model loss: +0.6439 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.1969 + Episode_Reward/track_angular_velocity: +49.1842 + Episode_Reward/upright: +24.9610 + Episode_Reward/leg_posture: -2.4201 + Episode_Reward/standstill: -5.5272 + Episode_Reward/action_rate_l2: -0.5569 + Episode_Reward/joint_torques_l2: -0.1423 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0153 + Episode_Reward/unnecessary_wheel_lift: -0.0820 + Episode_Reward/rolling_leg_motion: -0.5692 + Episode_Reward/obstacle_progress: +3.5039 + Episode_Reward/wheel_body_intrusion: -0.2454 + Episode_Reward/pair_body_intrusion: -0.2461 + Curriculum/terrain_level_mean: +3.8069 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0930 + Metrics/base_velocity/error_vel_yaw: 0.1355 + Episode_Termination/time_out: 0.4286 + Episode_Termination/fell_over: 0.0272 + Episode_Termination/course_exit: 0.5306 +Episode_Termination/illegal_nonwheel_contact: 0.0204 +============================================================================== + +============================================================================== +Learning iteration 28950/50000 + Total steps: 118,579,200 + Steps per second: 12,916 + Iteration time: 0.317s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0872 + Mean episode length: 1305.3 + Actor loss: -9.5117 + Critic loss: +0.0038 + World model loss: +0.6847 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.3211 + Episode_Reward/track_angular_velocity: +49.3018 + Episode_Reward/upright: +24.9895 + Episode_Reward/leg_posture: -2.4856 + Episode_Reward/standstill: -5.9100 + Episode_Reward/action_rate_l2: -0.5577 + Episode_Reward/joint_torques_l2: -0.1426 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0306 + Episode_Reward/unnecessary_wheel_lift: -0.0818 + Episode_Reward/rolling_leg_motion: -0.5784 + Episode_Reward/obstacle_progress: +3.4787 + Episode_Reward/wheel_body_intrusion: -0.2647 + Episode_Reward/pair_body_intrusion: -0.2634 + Curriculum/terrain_level_mean: +3.8071 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0928 + Metrics/base_velocity/error_vel_yaw: 0.1352 + Episode_Termination/time_out: 0.3906 + Episode_Termination/fell_over: 0.0625 + Episode_Termination/course_exit: 0.5156 +Episode_Termination/illegal_nonwheel_contact: 0.0625 +============================================================================== + +============================================================================== +Learning iteration 29000/50000 + Total steps: 118,784,000 + Steps per second: 12,919 + Iteration time: 0.317s + Collection time: 0.076s + Learning time: 0.191s + Mean reward: +0.0874 + Mean episode length: 1336.2 + Actor loss: -9.5643 + Critic loss: +0.0041 + World model loss: +0.6651 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.4199 + Episode_Reward/track_angular_velocity: +50.4793 + Episode_Reward/upright: +25.6574 + Episode_Reward/leg_posture: -2.5537 + Episode_Reward/standstill: -5.7427 + Episode_Reward/action_rate_l2: -0.5636 + Episode_Reward/joint_torques_l2: -0.1449 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0209 + Episode_Reward/unnecessary_wheel_lift: -0.0862 + Episode_Reward/rolling_leg_motion: -0.5922 + Episode_Reward/obstacle_progress: +3.5336 + Episode_Reward/wheel_body_intrusion: -0.2679 + Episode_Reward/pair_body_intrusion: -0.2983 + Curriculum/terrain_level_mean: +3.8108 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0926 + Metrics/base_velocity/error_vel_yaw: 0.1352 + Episode_Termination/time_out: 0.4889 + Episode_Termination/fell_over: 0.0222 + Episode_Termination/course_exit: 0.4667 +Episode_Termination/illegal_nonwheel_contact: 0.0278 +============================================================================== + +============================================================================== +Learning iteration 29050/50000 + Total steps: 118,988,800 + Steps per second: 12,923 + Iteration time: 0.317s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0876 + Mean episode length: 1374.3 + Actor loss: -9.5558 + Critic loss: +0.0042 + World model loss: +0.6314 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.8039 + Episode_Reward/track_angular_velocity: +51.9361 + Episode_Reward/upright: +26.3961 + Episode_Reward/leg_posture: -2.6142 + Episode_Reward/standstill: -5.7201 + Episode_Reward/action_rate_l2: -0.5847 + Episode_Reward/joint_torques_l2: -0.1491 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0081 + Episode_Reward/unnecessary_wheel_lift: -0.0902 + Episode_Reward/rolling_leg_motion: -0.6193 + Episode_Reward/obstacle_progress: +3.6070 + Episode_Reward/wheel_body_intrusion: -0.2713 + Episode_Reward/pair_body_intrusion: -0.2779 + Curriculum/terrain_level_mean: +3.8147 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0922 + Metrics/base_velocity/error_vel_yaw: 0.1346 + Episode_Termination/time_out: 0.4753 + Episode_Termination/fell_over: 0.0062 + Episode_Termination/course_exit: 0.5062 +Episode_Termination/illegal_nonwheel_contact: 0.0123 +============================================================================== + +============================================================================== +Learning iteration 29100/50000 + Total steps: 119,193,600 + Steps per second: 12,927 + Iteration time: 0.317s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0879 + Mean episode length: 1336.0 + Actor loss: -9.5228 + Critic loss: +0.0056 + World model loss: +0.6933 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.5723 + Episode_Reward/track_angular_velocity: +50.4593 + Episode_Reward/upright: +25.6600 + Episode_Reward/leg_posture: -2.4896 + Episode_Reward/standstill: -5.4504 + Episode_Reward/action_rate_l2: -0.5746 + Episode_Reward/joint_torques_l2: -0.1450 + Episode_Reward/dof_pos_limits: -0.0013 + Episode_Reward/terminated: -0.0209 + Episode_Reward/unnecessary_wheel_lift: -0.0758 + Episode_Reward/rolling_leg_motion: -0.5859 + Episode_Reward/obstacle_progress: +3.6058 + Episode_Reward/wheel_body_intrusion: -0.2512 + Episode_Reward/pair_body_intrusion: -0.2740 + Curriculum/terrain_level_mean: +3.8176 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0910 + Metrics/base_velocity/error_vel_yaw: 0.1353 + Episode_Termination/time_out: 0.4318 + Episode_Termination/fell_over: 0.0114 + Episode_Termination/course_exit: 0.5227 +Episode_Termination/illegal_nonwheel_contact: 0.0341 +============================================================================== + +============================================================================== +Learning iteration 29150/50000 + Total steps: 119,398,400 + Steps per second: 12,931 + Iteration time: 0.317s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0876 + Mean episode length: 1319.6 + Actor loss: -9.5184 + Critic loss: +0.0054 + World model loss: +0.6153 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.8994 + Episode_Reward/track_angular_velocity: +49.8521 + Episode_Reward/upright: +25.3363 + Episode_Reward/leg_posture: -2.5182 + Episode_Reward/standstill: -5.7186 + Episode_Reward/action_rate_l2: -0.5647 + Episode_Reward/joint_torques_l2: -0.1439 + Episode_Reward/dof_pos_limits: -0.0011 + Episode_Reward/terminated: -0.0180 + Episode_Reward/unnecessary_wheel_lift: -0.0787 + Episode_Reward/rolling_leg_motion: -0.5783 + Episode_Reward/obstacle_progress: +3.6197 + Episode_Reward/wheel_body_intrusion: -0.2693 + Episode_Reward/pair_body_intrusion: -0.2689 + Curriculum/terrain_level_mean: +3.8213 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0917 + Metrics/base_velocity/error_vel_yaw: 0.1347 + Episode_Termination/time_out: 0.4331 + Episode_Termination/fell_over: 0.0255 + Episode_Termination/course_exit: 0.5223 +Episode_Termination/illegal_nonwheel_contact: 0.0191 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1707] + +============================================================================== +Learning iteration 29200/50000 + Total steps: 119,603,200 + Steps per second: 12,935 + Iteration time: 0.317s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0876 + Mean episode length: 1387.5 + Actor loss: -9.5292 + Critic loss: +0.0031 + World model loss: +0.6835 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.2050 + Episode_Reward/track_angular_velocity: +52.4351 + Episode_Reward/upright: +26.6708 + Episode_Reward/leg_posture: -2.6188 + Episode_Reward/standstill: -5.9370 + Episode_Reward/action_rate_l2: -0.6036 + Episode_Reward/joint_torques_l2: -0.1504 + Episode_Reward/dof_pos_limits: -0.0013 + Episode_Reward/terminated: -0.0217 + Episode_Reward/unnecessary_wheel_lift: -0.0751 + Episode_Reward/rolling_leg_motion: -0.5949 + Episode_Reward/obstacle_progress: +3.8066 + Episode_Reward/wheel_body_intrusion: -0.2603 + Episode_Reward/pair_body_intrusion: -0.3144 + Curriculum/terrain_level_mean: +3.8220 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0925 + Metrics/base_velocity/error_vel_yaw: 0.1348 + Episode_Termination/time_out: 0.5000 + Episode_Termination/fell_over: 0.0462 + Episode_Termination/course_exit: 0.4385 +Episode_Termination/illegal_nonwheel_contact: 0.0231 +============================================================================== + +============================================================================== +Learning iteration 29250/50000 + Total steps: 119,808,000 + Steps per second: 12,939 + Iteration time: 0.317s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0874 + Mean episode length: 1409.8 + Actor loss: -9.5086 + Critic loss: +0.0061 + World model loss: +0.6019 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.0119 + Episode_Reward/track_angular_velocity: +53.3292 + Episode_Reward/upright: +27.0354 + Episode_Reward/leg_posture: -2.6476 + Episode_Reward/standstill: -6.3504 + Episode_Reward/action_rate_l2: -0.6112 + Episode_Reward/joint_torques_l2: -0.1530 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0330 + Episode_Reward/unnecessary_wheel_lift: -0.0854 + Episode_Reward/rolling_leg_motion: -0.6225 + Episode_Reward/obstacle_progress: +3.9063 + Episode_Reward/wheel_body_intrusion: -0.2854 + Episode_Reward/pair_body_intrusion: -0.3195 + Curriculum/terrain_level_mean: +3.8225 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0928 + Metrics/base_velocity/error_vel_yaw: 0.1336 + Episode_Termination/time_out: 0.4967 + Episode_Termination/fell_over: 0.0265 + Episode_Termination/course_exit: 0.4238 +Episode_Termination/illegal_nonwheel_contact: 0.0728 +============================================================================== + +============================================================================== +Learning iteration 29300/50000 + Total steps: 120,012,800 + Steps per second: 12,943 + Iteration time: 0.316s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0875 + Mean episode length: 1427.0 + Actor loss: -9.5160 + Critic loss: +0.0035 + World model loss: +0.6464 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.6152 + Episode_Reward/track_angular_velocity: +53.9835 + Episode_Reward/upright: +27.3584 + Episode_Reward/leg_posture: -2.6647 + Episode_Reward/standstill: -6.3050 + Episode_Reward/action_rate_l2: -0.6149 + Episode_Reward/joint_torques_l2: -0.1552 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0139 + Episode_Reward/unnecessary_wheel_lift: -0.0875 + Episode_Reward/rolling_leg_motion: -0.6363 + Episode_Reward/obstacle_progress: +3.9615 + Episode_Reward/wheel_body_intrusion: -0.2797 + Episode_Reward/pair_body_intrusion: -0.3148 + Curriculum/terrain_level_mean: +3.8240 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0927 + Metrics/base_velocity/error_vel_yaw: 0.1335 + Episode_Termination/time_out: 0.5390 + Episode_Termination/fell_over: 0.0071 + Episode_Termination/course_exit: 0.4255 +Episode_Termination/illegal_nonwheel_contact: 0.0284 +============================================================================== + +============================================================================== +Learning iteration 29350/50000 + Total steps: 120,217,600 + Steps per second: 12,946 + Iteration time: 0.316s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0873 + Mean episode length: 1317.0 + Actor loss: -9.5057 + Critic loss: +0.0071 + World model loss: +0.6558 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.5907 + Episode_Reward/track_angular_velocity: +49.7579 + Episode_Reward/upright: +25.2402 + Episode_Reward/leg_posture: -2.5172 + Episode_Reward/standstill: -5.6966 + Episode_Reward/action_rate_l2: -0.5665 + Episode_Reward/joint_torques_l2: -0.1436 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0257 + Episode_Reward/unnecessary_wheel_lift: -0.0832 + Episode_Reward/rolling_leg_motion: -0.5815 + Episode_Reward/obstacle_progress: +3.6070 + Episode_Reward/wheel_body_intrusion: -0.2732 + Episode_Reward/pair_body_intrusion: -0.3010 + Curriculum/terrain_level_mean: +3.8247 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0939 + Metrics/base_velocity/error_vel_yaw: 0.1351 + Episode_Termination/time_out: 0.3831 + Episode_Termination/fell_over: 0.0519 + Episode_Termination/course_exit: 0.5519 +Episode_Termination/illegal_nonwheel_contact: 0.0519 +============================================================================== + +============================================================================== +Learning iteration 29400/50000 + Total steps: 120,422,400 + Steps per second: 12,950 + Iteration time: 0.316s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0874 + Mean episode length: 1369.8 + Actor loss: -9.5154 + Critic loss: +0.0039 + World model loss: +0.6609 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.6480 + Episode_Reward/track_angular_velocity: +51.6993 + Episode_Reward/upright: +26.2908 + Episode_Reward/leg_posture: -2.6173 + Episode_Reward/standstill: -5.9881 + Episode_Reward/action_rate_l2: -0.5646 + Episode_Reward/joint_torques_l2: -0.1469 + Episode_Reward/dof_pos_limits: -0.0002 + Episode_Reward/terminated: -0.0107 + Episode_Reward/unnecessary_wheel_lift: -0.0844 + Episode_Reward/rolling_leg_motion: -0.6282 + Episode_Reward/obstacle_progress: +3.6521 + Episode_Reward/wheel_body_intrusion: -0.2844 + Episode_Reward/pair_body_intrusion: -0.2852 + Curriculum/terrain_level_mean: +3.8286 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0920 + Metrics/base_velocity/error_vel_yaw: 0.1362 + Episode_Termination/time_out: 0.4690 + Episode_Termination/fell_over: 0.0069 + Episode_Termination/course_exit: 0.5034 +Episode_Termination/illegal_nonwheel_contact: 0.0276 +============================================================================== + +============================================================================== +Learning iteration 29450/50000 + Total steps: 120,627,200 + Steps per second: 12,954 + Iteration time: 0.316s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0876 + Mean episode length: 1404.1 + Actor loss: -9.5241 + Critic loss: +0.0095 + World model loss: +0.6148 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.8753 + Episode_Reward/track_angular_velocity: +53.1238 + Episode_Reward/upright: +26.9589 + Episode_Reward/leg_posture: -2.7216 + Episode_Reward/standstill: -5.9516 + Episode_Reward/action_rate_l2: -0.5763 + Episode_Reward/joint_torques_l2: -0.1515 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0219 + Episode_Reward/unnecessary_wheel_lift: -0.0828 + Episode_Reward/rolling_leg_motion: -0.6142 + Episode_Reward/obstacle_progress: +3.6450 + Episode_Reward/wheel_body_intrusion: -0.2916 + Episode_Reward/pair_body_intrusion: -0.2543 + Curriculum/terrain_level_mean: +3.8311 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0916 + Metrics/base_velocity/error_vel_yaw: 0.1333 + Episode_Termination/time_out: 0.5135 + Episode_Termination/fell_over: 0.0270 + Episode_Termination/course_exit: 0.4324 +Episode_Termination/illegal_nonwheel_contact: 0.0338 +============================================================================== +Warning: EPA horizon = 24 isn't large enough. + +============================================================================== +Learning iteration 29500/50000 + Total steps: 120,832,000 + Steps per second: 12,958 + Iteration time: 0.316s + Collection time: 0.076s + Learning time: 0.183s + Mean reward: +0.0874 + Mean episode length: 1380.9 + Actor loss: -9.5106 + Critic loss: +0.0111 + World model loss: +0.6030 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.0215 + Episode_Reward/track_angular_velocity: +52.2497 + Episode_Reward/upright: +26.4990 + Episode_Reward/leg_posture: -2.6532 + Episode_Reward/standstill: -6.0579 + Episode_Reward/action_rate_l2: -0.5688 + Episode_Reward/joint_torques_l2: -0.1486 + Episode_Reward/dof_pos_limits: -0.0002 + Episode_Reward/terminated: -0.0162 + Episode_Reward/unnecessary_wheel_lift: -0.0805 + Episode_Reward/rolling_leg_motion: -0.6040 + Episode_Reward/obstacle_progress: +3.6115 + Episode_Reward/wheel_body_intrusion: -0.2809 + Episode_Reward/pair_body_intrusion: -0.2836 + Curriculum/terrain_level_mean: +3.8352 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0923 + Metrics/base_velocity/error_vel_yaw: 0.1330 + Episode_Termination/time_out: 0.5163 + Episode_Termination/fell_over: 0.0327 + Episode_Termination/course_exit: 0.4444 +Episode_Termination/illegal_nonwheel_contact: 0.0131 +============================================================================== + +============================================================================== +Learning iteration 29550/50000 + Total steps: 121,036,800 + Steps per second: 12,962 + Iteration time: 0.316s + Collection time: 0.076s + Learning time: 0.191s + Mean reward: +0.0874 + Mean episode length: 1344.1 + Actor loss: -9.5523 + Critic loss: +0.0058 + World model loss: +0.6345 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.7401 + Episode_Reward/track_angular_velocity: +50.8233 + Episode_Reward/upright: +25.7901 + Episode_Reward/leg_posture: -2.5705 + Episode_Reward/standstill: -5.9693 + Episode_Reward/action_rate_l2: -0.5623 + Episode_Reward/joint_torques_l2: -0.1453 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0210 + Episode_Reward/unnecessary_wheel_lift: -0.0837 + Episode_Reward/rolling_leg_motion: -0.5840 + Episode_Reward/obstacle_progress: +3.5884 + Episode_Reward/wheel_body_intrusion: -0.2801 + Episode_Reward/pair_body_intrusion: -0.2811 + Curriculum/terrain_level_mean: +3.8379 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0918 + Metrics/base_velocity/error_vel_yaw: 0.1338 + Episode_Termination/time_out: 0.4813 + Episode_Termination/fell_over: 0.0312 + Episode_Termination/course_exit: 0.4688 +Episode_Termination/illegal_nonwheel_contact: 0.0312 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1014] + +============================================================================== +Learning iteration 29600/50000 + Total steps: 121,241,600 + Steps per second: 12,966 + Iteration time: 0.316s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0875 + Mean episode length: 1372.7 + Actor loss: -9.5388 + Critic loss: +0.0062 + World model loss: +0.6018 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.7063 + Episode_Reward/track_angular_velocity: +51.8622 + Episode_Reward/upright: +26.3784 + Episode_Reward/leg_posture: -2.5650 + Episode_Reward/standstill: -6.1328 + Episode_Reward/action_rate_l2: -0.5791 + Episode_Reward/joint_torques_l2: -0.1469 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0080 + Episode_Reward/unnecessary_wheel_lift: -0.0793 + Episode_Reward/rolling_leg_motion: -0.5993 + Episode_Reward/obstacle_progress: +3.7507 + Episode_Reward/wheel_body_intrusion: -0.2564 + Episode_Reward/pair_body_intrusion: -0.2648 + Curriculum/terrain_level_mean: +3.8411 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0926 + Metrics/base_velocity/error_vel_yaw: 0.1344 + Episode_Termination/time_out: 0.4895 + Episode_Termination/fell_over: 0.0210 + Episode_Termination/course_exit: 0.4895 +Episode_Termination/illegal_nonwheel_contact: 0.0140 +============================================================================== + +============================================================================== +Learning iteration 29650/50000 + Total steps: 121,446,400 + Steps per second: 12,969 + Iteration time: 0.316s + Collection time: 0.075s + Learning time: 0.185s + Mean reward: +0.0870 + Mean episode length: 1324.3 + Actor loss: -9.5388 + Critic loss: +0.0042 + World model loss: +0.6581 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.8609 + Episode_Reward/track_angular_velocity: +50.0294 + Episode_Reward/upright: +25.4096 + Episode_Reward/leg_posture: -2.5364 + Episode_Reward/standstill: -6.2526 + Episode_Reward/action_rate_l2: -0.5430 + Episode_Reward/joint_torques_l2: -0.1452 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0259 + Episode_Reward/unnecessary_wheel_lift: -0.0784 + Episode_Reward/rolling_leg_motion: -0.5609 + Episode_Reward/obstacle_progress: +3.6651 + Episode_Reward/wheel_body_intrusion: -0.2684 + Episode_Reward/pair_body_intrusion: -0.2894 + Curriculum/terrain_level_mean: +3.8418 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0937 + Metrics/base_velocity/error_vel_yaw: 0.1347 + Episode_Termination/time_out: 0.4388 + Episode_Termination/fell_over: 0.0432 + Episode_Termination/course_exit: 0.4964 +Episode_Termination/illegal_nonwheel_contact: 0.0576 +============================================================================== + +============================================================================== +Learning iteration 29700/50000 + Total steps: 121,651,200 + Steps per second: 12,973 + Iteration time: 0.316s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0874 + Mean episode length: 1294.1 + Actor loss: -9.5155 + Critic loss: +0.0039 + World model loss: +0.6112 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +45.9593 + Episode_Reward/track_angular_velocity: +48.8788 + Episode_Reward/upright: +24.8333 + Episode_Reward/leg_posture: -2.4492 + Episode_Reward/standstill: -5.8737 + Episode_Reward/action_rate_l2: -0.5308 + Episode_Reward/joint_torques_l2: -0.1419 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0177 + Episode_Reward/unnecessary_wheel_lift: -0.0817 + Episode_Reward/rolling_leg_motion: -0.5649 + Episode_Reward/obstacle_progress: +3.6135 + Episode_Reward/wheel_body_intrusion: -0.2736 + Episode_Reward/pair_body_intrusion: -0.2711 + Curriculum/terrain_level_mean: +3.8447 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0922 + Metrics/base_velocity/error_vel_yaw: 0.1352 + Episode_Termination/time_out: 0.3958 + Episode_Termination/fell_over: 0.0000 + Episode_Termination/course_exit: 0.5556 +Episode_Termination/illegal_nonwheel_contact: 0.0486 +============================================================================== + ++---------------------------------+ +| Base Environment | ++------------------------+--------+ +| Property | Value | ++------------------------+--------+ +| Number of environments | 1 | +| Environment device | cuda:0 | +| Environment seed | None | +| Physics step-size | 0.005 | +| Environment step-size | 0.02 | ++------------------------+--------+ + +[INFO] contains 1 active terms. ++-------------------------------------+ +| Active Event Terms in Mode: 'reset' | ++--------+----------------------------+ +| Index | Name | ++--------+----------------------------+ +| 0 | reset_base | +| 1 | reset_robot_joints | ++--------+----------------------------+ + +[INFO] contains 1 active terms. ++--------------------------------------+ +| Active Command Terms | ++-------+-------+----------------------+ +| Index | Name | Type | ++-------+-------+----------------------+ +| 0 | twist | MixedVelocityCommand | ++-------+-------+----------------------+ + +[INFO] contains 2 active terms. ++---------------------------------+ +| Active Action Terms (shape: 16) | ++-------+-----------+-------------+ +| Index | Name | Dimension | ++-------+-----------+-------------+ +| 0 | joint_pos | 12 | +| 1 | wheel_vel | 4 | ++-------+-----------+-------------+ + +[INFO] contains 1 groups. ++------------------------------------------------------------+ +| Active Observation Terms in Group: 'actor' (shape: (265,)) | ++--------+-------------------------+-------------------------+ +| Index | Name | Shape | ++--------+-------------------------+-------------------------+ +| 0 | base_ang_vel | (15,) ← 5×(3,) | +| 1 | projected_gravity | (15,) ← 5×(3,) | +| 2 | joint_pos | (60,) ← 5×(12,) | +| 3 | joint_vel | (60,) ← 5×(12,) | +| 4 | wheel_vel | (20,) ← 5×(4,) | +| 5 | actions | (80,) ← 5×(16,) | +| 6 | command | (15,) ← 5×(3,) | ++--------+-------------------------+-------------------------+ + +[INFO] contains 4 active terms. ++---------------------------------------------+ +| Active Termination Terms | ++-------+--------------------------+----------+ +| Index | Name | Time Out | ++-------+--------------------------+----------+ +| 0 | time_out | True | +| 1 | fell_over | False | +| 2 | course_exit | True | +| 3 | illegal_nonwheel_contact | False | ++-------+--------------------------+----------+ + +[INFO] contains 0 active terms. ++-----------------------+ +| Active Reward Terms | ++-------+------+--------+ +| Index | Name | Weight | ++-------+------+--------+ ++-------+------+--------+ + +[INFO] (inactive) +[INFO] (inactive) +[INFO] (inactive) +S10 video saved: logs/s10_terrain_v7_50k_20261101_225518/videos/iteration_029700.mp4 +RECOVERY reset 1 invalid environments; first IDs=[469] + +============================================================================== +Learning iteration 29750/50000 + Total steps: 121,856,000 + Steps per second: 12,969 + Iteration time: 0.316s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0874 + Mean episode length: 1425.0 + Actor loss: -9.5024 + Critic loss: +0.0038 + World model loss: +0.6298 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.6367 + Episode_Reward/track_angular_velocity: +53.8239 + Episode_Reward/upright: +27.3589 + Episode_Reward/leg_posture: -2.7535 + Episode_Reward/standstill: -6.4607 + Episode_Reward/action_rate_l2: -0.5855 + Episode_Reward/joint_torques_l2: -0.1547 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0306 + Episode_Reward/unnecessary_wheel_lift: -0.0778 + Episode_Reward/rolling_leg_motion: -0.6026 + Episode_Reward/obstacle_progress: +3.9827 + Episode_Reward/wheel_body_intrusion: -0.3118 + Episode_Reward/pair_body_intrusion: -0.2760 + Curriculum/terrain_level_mean: +3.8442 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0920 + Metrics/base_velocity/error_vel_yaw: 0.1351 + Episode_Termination/time_out: 0.5342 + Episode_Termination/fell_over: 0.0479 + Episode_Termination/course_exit: 0.3904 +Episode_Termination/illegal_nonwheel_contact: 0.0479 +============================================================================== + +============================================================================== +Learning iteration 29800/50000 + Total steps: 122,060,800 + Steps per second: 12,973 + Iteration time: 0.316s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0869 + Mean episode length: 1290.2 + Actor loss: -9.5318 + Critic loss: +0.0056 + World model loss: +0.6848 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +45.7684 + Episode_Reward/track_angular_velocity: +48.6833 + Episode_Reward/upright: +24.7913 + Episode_Reward/leg_posture: -2.4976 + Episode_Reward/standstill: -6.2512 + Episode_Reward/action_rate_l2: -0.5451 + Episode_Reward/joint_torques_l2: -0.1404 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0302 + Episode_Reward/unnecessary_wheel_lift: -0.0838 + Episode_Reward/rolling_leg_motion: -0.5680 + Episode_Reward/obstacle_progress: +3.6251 + Episode_Reward/wheel_body_intrusion: -0.2849 + Episode_Reward/pair_body_intrusion: -0.2964 + Curriculum/terrain_level_mean: +3.8447 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0929 + Metrics/base_velocity/error_vel_yaw: 0.1362 + Episode_Termination/time_out: 0.3892 + Episode_Termination/fell_over: 0.0479 + Episode_Termination/course_exit: 0.5389 +Episode_Termination/illegal_nonwheel_contact: 0.0299 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2646] + +============================================================================== +Learning iteration 29850/50000 + Total steps: 122,265,600 + Steps per second: 12,976 + Iteration time: 0.316s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0874 + Mean episode length: 1401.7 + Actor loss: -9.4984 + Critic loss: +0.0049 + World model loss: +0.6072 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.8463 + Episode_Reward/track_angular_velocity: +52.9953 + Episode_Reward/upright: +26.9513 + Episode_Reward/leg_posture: -2.6722 + Episode_Reward/standstill: -6.4836 + Episode_Reward/action_rate_l2: -0.5735 + Episode_Reward/joint_torques_l2: -0.1515 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0164 + Episode_Reward/unnecessary_wheel_lift: -0.0816 + Episode_Reward/rolling_leg_motion: -0.6047 + Episode_Reward/obstacle_progress: +3.8874 + Episode_Reward/wheel_body_intrusion: -0.2922 + Episode_Reward/pair_body_intrusion: -0.3227 + Curriculum/terrain_level_mean: +3.8455 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0919 + Metrics/base_velocity/error_vel_yaw: 0.1338 + Episode_Termination/time_out: 0.4833 + Episode_Termination/fell_over: 0.0333 + Episode_Termination/course_exit: 0.4667 +Episode_Termination/illegal_nonwheel_contact: 0.0417 +============================================================================== + +============================================================================== +Learning iteration 29900/50000 + Total steps: 122,470,400 + Steps per second: 12,980 + Iteration time: 0.316s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0874 + Mean episode length: 1395.7 + Actor loss: -9.5441 + Critic loss: +0.0053 + World model loss: +0.6506 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.5439 + Episode_Reward/track_angular_velocity: +52.7450 + Episode_Reward/upright: +26.8203 + Episode_Reward/leg_posture: -2.6213 + Episode_Reward/standstill: -6.2761 + Episode_Reward/action_rate_l2: -0.5805 + Episode_Reward/joint_torques_l2: -0.1505 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0218 + Episode_Reward/unnecessary_wheel_lift: -0.0889 + Episode_Reward/rolling_leg_motion: -0.6065 + Episode_Reward/obstacle_progress: +3.8379 + Episode_Reward/wheel_body_intrusion: -0.2743 + Episode_Reward/pair_body_intrusion: -0.3206 + Curriculum/terrain_level_mean: +3.8477 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0929 + Metrics/base_velocity/error_vel_yaw: 0.1346 + Episode_Termination/time_out: 0.5094 + Episode_Termination/fell_over: 0.0252 + Episode_Termination/course_exit: 0.4403 +Episode_Termination/illegal_nonwheel_contact: 0.0314 +============================================================================== + +============================================================================== +Learning iteration 29950/50000 + Total steps: 122,675,200 + Steps per second: 12,984 + Iteration time: 0.315s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0877 + Mean episode length: 1340.1 + Actor loss: -9.5294 + Critic loss: +0.0071 + World model loss: +0.6536 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.6853 + Episode_Reward/track_angular_velocity: +50.6951 + Episode_Reward/upright: +25.7516 + Episode_Reward/leg_posture: -2.5778 + Episode_Reward/standstill: -5.8038 + Episode_Reward/action_rate_l2: -0.5602 + Episode_Reward/joint_torques_l2: -0.1447 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0262 + Episode_Reward/unnecessary_wheel_lift: -0.0934 + Episode_Reward/rolling_leg_motion: -0.5889 + Episode_Reward/obstacle_progress: +3.6862 + Episode_Reward/wheel_body_intrusion: -0.2762 + Episode_Reward/pair_body_intrusion: -0.2812 + Curriculum/terrain_level_mean: +3.8499 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0918 + Metrics/base_velocity/error_vel_yaw: 0.1335 + Episode_Termination/time_out: 0.4083 + Episode_Termination/fell_over: 0.0296 + Episode_Termination/course_exit: 0.5325 +Episode_Termination/illegal_nonwheel_contact: 0.0414 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2435] + +============================================================================== +Learning iteration 30000/50000 + Total steps: 122,880,000 + Steps per second: 12,988 + Iteration time: 0.315s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0872 + Mean episode length: 1368.8 + Actor loss: -9.5215 + Critic loss: +0.0062 + World model loss: +0.6238 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.6589 + Episode_Reward/track_angular_velocity: +51.7620 + Episode_Reward/upright: +26.3066 + Episode_Reward/leg_posture: -2.6437 + Episode_Reward/standstill: -6.3180 + Episode_Reward/action_rate_l2: -0.5806 + Episode_Reward/joint_torques_l2: -0.1487 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0241 + Episode_Reward/unnecessary_wheel_lift: -0.0990 + Episode_Reward/rolling_leg_motion: -0.6238 + Episode_Reward/obstacle_progress: +3.6953 + Episode_Reward/wheel_body_intrusion: -0.2706 + Episode_Reward/pair_body_intrusion: -0.2874 + Curriculum/terrain_level_mean: +3.8516 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0922 + Metrics/base_velocity/error_vel_yaw: 0.1338 + Episode_Termination/time_out: 0.4832 + Episode_Termination/fell_over: 0.0268 + Episode_Termination/course_exit: 0.4564 +Episode_Termination/illegal_nonwheel_contact: 0.0470 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[976] +RECOVERY reset 1 invalid environments; first IDs=[2363] + +============================================================================== +Learning iteration 30050/50000 + Total steps: 123,084,800 + Steps per second: 12,991 + Iteration time: 0.315s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0872 + Mean episode length: 1344.2 + Actor loss: -9.5343 + Critic loss: +0.0047 + World model loss: +0.6710 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.8723 + Episode_Reward/track_angular_velocity: +50.7631 + Episode_Reward/upright: +25.8192 + Episode_Reward/leg_posture: -2.5557 + Episode_Reward/standstill: -6.3274 + Episode_Reward/action_rate_l2: -0.5784 + Episode_Reward/joint_torques_l2: -0.1435 + Episode_Reward/dof_pos_limits: -0.0011 + Episode_Reward/terminated: -0.0341 + Episode_Reward/unnecessary_wheel_lift: -0.0943 + Episode_Reward/rolling_leg_motion: -0.5996 + Episode_Reward/obstacle_progress: +3.6853 + Episode_Reward/wheel_body_intrusion: -0.2535 + Episode_Reward/pair_body_intrusion: -0.2821 + Curriculum/terrain_level_mean: +3.8518 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0915 + Metrics/base_velocity/error_vel_yaw: 0.1354 + Episode_Termination/time_out: 0.4324 + Episode_Termination/fell_over: 0.0541 + Episode_Termination/course_exit: 0.4797 +Episode_Termination/illegal_nonwheel_contact: 0.0676 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1376] + +============================================================================== +Learning iteration 30100/50000 + Total steps: 123,289,600 + Steps per second: 12,995 + Iteration time: 0.315s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0869 + Mean episode length: 1333.0 + Actor loss: -9.5352 + Critic loss: +0.0031 + World model loss: +0.6579 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.2814 + Episode_Reward/track_angular_velocity: +50.3562 + Episode_Reward/upright: +25.5642 + Episode_Reward/leg_posture: -2.5336 + Episode_Reward/standstill: -6.3757 + Episode_Reward/action_rate_l2: -0.5651 + Episode_Reward/joint_torques_l2: -0.1430 + Episode_Reward/dof_pos_limits: -0.0010 + Episode_Reward/terminated: -0.0208 + Episode_Reward/unnecessary_wheel_lift: -0.1014 + Episode_Reward/rolling_leg_motion: -0.6081 + Episode_Reward/obstacle_progress: +3.5385 + Episode_Reward/wheel_body_intrusion: -0.2647 + Episode_Reward/pair_body_intrusion: -0.3394 + Curriculum/terrain_level_mean: +3.8525 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0929 + Metrics/base_velocity/error_vel_yaw: 0.1349 + Episode_Termination/time_out: 0.4371 + Episode_Termination/fell_over: 0.0265 + Episode_Termination/course_exit: 0.5099 +Episode_Termination/illegal_nonwheel_contact: 0.0464 +============================================================================== + +============================================================================== +Learning iteration 30150/50000 + Total steps: 123,494,400 + Steps per second: 12,999 + Iteration time: 0.315s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0871 + Mean episode length: 1377.9 + Actor loss: -9.5253 + Critic loss: +0.0066 + World model loss: +0.6262 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.9879 + Episode_Reward/track_angular_velocity: +52.1034 + Episode_Reward/upright: +26.4508 + Episode_Reward/leg_posture: -2.6145 + Episode_Reward/standstill: -6.4612 + Episode_Reward/action_rate_l2: -0.5927 + Episode_Reward/joint_torques_l2: -0.1484 + Episode_Reward/dof_pos_limits: -0.0010 + Episode_Reward/terminated: -0.0269 + Episode_Reward/unnecessary_wheel_lift: -0.1137 + Episode_Reward/rolling_leg_motion: -0.6283 + Episode_Reward/obstacle_progress: +3.6842 + Episode_Reward/wheel_body_intrusion: -0.2654 + Episode_Reward/pair_body_intrusion: -0.3106 + Curriculum/terrain_level_mean: +3.8542 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0918 + Metrics/base_velocity/error_vel_yaw: 0.1342 + Episode_Termination/time_out: 0.4615 + Episode_Termination/fell_over: 0.0256 + Episode_Termination/course_exit: 0.4744 +Episode_Termination/illegal_nonwheel_contact: 0.0449 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1522] +RECOVERY reset 1 invalid environments; first IDs=[1790] + +============================================================================== +Learning iteration 30200/50000 + Total steps: 123,699,200 + Steps per second: 13,002 + Iteration time: 0.315s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0873 + Mean episode length: 1319.9 + Actor loss: -9.5193 + Critic loss: +0.0042 + World model loss: +0.6318 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.8188 + Episode_Reward/track_angular_velocity: +49.8708 + Episode_Reward/upright: +25.3343 + Episode_Reward/leg_posture: -2.4788 + Episode_Reward/standstill: -5.9336 + Episode_Reward/action_rate_l2: -0.5631 + Episode_Reward/joint_torques_l2: -0.1427 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0309 + Episode_Reward/unnecessary_wheel_lift: -0.0960 + Episode_Reward/rolling_leg_motion: -0.5791 + Episode_Reward/obstacle_progress: +3.5524 + Episode_Reward/wheel_body_intrusion: -0.2484 + Episode_Reward/pair_body_intrusion: -0.2785 + Curriculum/terrain_level_mean: +3.8562 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0931 + Metrics/base_velocity/error_vel_yaw: 0.1348 + Episode_Termination/time_out: 0.4431 + Episode_Termination/fell_over: 0.0299 + Episode_Termination/course_exit: 0.4850 +Episode_Termination/illegal_nonwheel_contact: 0.0539 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2002] + +============================================================================== +Learning iteration 30250/50000 + Total steps: 123,904,000 + Steps per second: 13,006 + Iteration time: 0.315s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0871 + Mean episode length: 1338.8 + Actor loss: -9.5066 + Critic loss: +0.0063 + World model loss: +0.6004 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.5064 + Episode_Reward/track_angular_velocity: +50.6009 + Episode_Reward/upright: +25.6792 + Episode_Reward/leg_posture: -2.5063 + Episode_Reward/standstill: -6.2087 + Episode_Reward/action_rate_l2: -0.5757 + Episode_Reward/joint_torques_l2: -0.1447 + Episode_Reward/dof_pos_limits: -0.0013 + Episode_Reward/terminated: -0.0314 + Episode_Reward/unnecessary_wheel_lift: -0.0947 + Episode_Reward/rolling_leg_motion: -0.6062 + Episode_Reward/obstacle_progress: +3.5876 + Episode_Reward/wheel_body_intrusion: -0.2602 + Episode_Reward/pair_body_intrusion: -0.3050 + Curriculum/terrain_level_mean: +3.8574 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0928 + Metrics/base_velocity/error_vel_yaw: 0.1349 + Episode_Termination/time_out: 0.4733 + Episode_Termination/fell_over: 0.0467 + Episode_Termination/course_exit: 0.4467 +Episode_Termination/illegal_nonwheel_contact: 0.0533 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2056] +RECOVERY reset 1 invalid environments; first IDs=[1700] + +============================================================================== +Learning iteration 30300/50000 + Total steps: 124,108,800 + Steps per second: 13,010 + Iteration time: 0.315s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0873 + Mean episode length: 1318.4 + Actor loss: -9.5403 + Critic loss: +0.0077 + World model loss: +0.6081 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.8942 + Episode_Reward/track_angular_velocity: +49.8431 + Episode_Reward/upright: +25.2623 + Episode_Reward/leg_posture: -2.4989 + Episode_Reward/standstill: -6.0911 + Episode_Reward/action_rate_l2: -0.5530 + Episode_Reward/joint_torques_l2: -0.1427 + Episode_Reward/dof_pos_limits: -0.0013 + Episode_Reward/terminated: -0.0206 + Episode_Reward/unnecessary_wheel_lift: -0.0808 + Episode_Reward/rolling_leg_motion: -0.5738 + Episode_Reward/obstacle_progress: +3.5382 + Episode_Reward/wheel_body_intrusion: -0.2413 + Episode_Reward/pair_body_intrusion: -0.2861 + Curriculum/terrain_level_mean: +3.8584 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0916 + Metrics/base_velocity/error_vel_yaw: 0.1341 + Episode_Termination/time_out: 0.4748 + Episode_Termination/fell_over: 0.0288 + Episode_Termination/course_exit: 0.4676 +Episode_Termination/illegal_nonwheel_contact: 0.0432 +============================================================================== + +============================================================================== +Learning iteration 30350/50000 + Total steps: 124,313,600 + Steps per second: 13,013 + Iteration time: 0.315s + Collection time: 0.076s + Learning time: 0.193s + Mean reward: +0.0872 + Mean episode length: 1380.0 + Actor loss: -9.5013 + Critic loss: +0.0126 + World model loss: +0.6255 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.0082 + Episode_Reward/track_angular_velocity: +52.1324 + Episode_Reward/upright: +26.4611 + Episode_Reward/leg_posture: -2.6172 + Episode_Reward/standstill: -6.3086 + Episode_Reward/action_rate_l2: -0.5831 + Episode_Reward/joint_torques_l2: -0.1496 + Episode_Reward/dof_pos_limits: -0.0015 + Episode_Reward/terminated: -0.0189 + Episode_Reward/unnecessary_wheel_lift: -0.0880 + Episode_Reward/rolling_leg_motion: -0.5891 + Episode_Reward/obstacle_progress: +3.7197 + Episode_Reward/wheel_body_intrusion: -0.2663 + Episode_Reward/pair_body_intrusion: -0.3043 + Curriculum/terrain_level_mean: +3.8611 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0922 + Metrics/base_velocity/error_vel_yaw: 0.1348 + Episode_Termination/time_out: 0.4774 + Episode_Termination/fell_over: 0.0323 + Episode_Termination/course_exit: 0.4774 +Episode_Termination/illegal_nonwheel_contact: 0.0258 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2165] + +============================================================================== +Learning iteration 30400/50000 + Total steps: 124,518,400 + Steps per second: 13,016 + Iteration time: 0.315s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0873 + Mean episode length: 1314.6 + Actor loss: -9.5180 + Critic loss: +0.0044 + World model loss: +0.6156 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.7117 + Episode_Reward/track_angular_velocity: +49.6773 + Episode_Reward/upright: +25.2072 + Episode_Reward/leg_posture: -2.4483 + Episode_Reward/standstill: -6.0905 + Episode_Reward/action_rate_l2: -0.5636 + Episode_Reward/joint_torques_l2: -0.1437 + Episode_Reward/dof_pos_limits: -0.0011 + Episode_Reward/terminated: -0.0180 + Episode_Reward/unnecessary_wheel_lift: -0.0861 + Episode_Reward/rolling_leg_motion: -0.5957 + Episode_Reward/obstacle_progress: +3.5512 + Episode_Reward/wheel_body_intrusion: -0.2320 + Episode_Reward/pair_body_intrusion: -0.2362 + Curriculum/terrain_level_mean: +3.8630 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0919 + Metrics/base_velocity/error_vel_yaw: 0.1345 + Episode_Termination/time_out: 0.4207 + Episode_Termination/fell_over: 0.0305 + Episode_Termination/course_exit: 0.5366 +Episode_Termination/illegal_nonwheel_contact: 0.0244 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[829] + +============================================================================== +Learning iteration 30450/50000 + Total steps: 124,723,200 + Steps per second: 13,020 + Iteration time: 0.315s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0873 + Mean episode length: 1370.3 + Actor loss: -9.5353 + Critic loss: +0.0050 + World model loss: +0.6206 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.7183 + Episode_Reward/track_angular_velocity: +51.7446 + Episode_Reward/upright: +26.2962 + Episode_Reward/leg_posture: -2.5773 + Episode_Reward/standstill: -6.2448 + Episode_Reward/action_rate_l2: -0.5677 + Episode_Reward/joint_torques_l2: -0.1479 + Episode_Reward/dof_pos_limits: -0.0019 + Episode_Reward/terminated: -0.0161 + Episode_Reward/unnecessary_wheel_lift: -0.0924 + Episode_Reward/rolling_leg_motion: -0.6078 + Episode_Reward/obstacle_progress: +3.6601 + Episode_Reward/wheel_body_intrusion: -0.2587 + Episode_Reward/pair_body_intrusion: -0.2696 + Curriculum/terrain_level_mean: +3.8650 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0918 + Metrics/base_velocity/error_vel_yaw: 0.1352 + Episode_Termination/time_out: 0.4595 + Episode_Termination/fell_over: 0.0270 + Episode_Termination/course_exit: 0.5000 +Episode_Termination/illegal_nonwheel_contact: 0.0203 +============================================================================== + +============================================================================== +Learning iteration 30500/50000 + Total steps: 124,928,000 + Steps per second: 13,024 + Iteration time: 0.315s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0871 + Mean episode length: 1327.1 + Actor loss: -9.5178 + Critic loss: +0.0062 + World model loss: +0.6357 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.1265 + Episode_Reward/track_angular_velocity: +50.1728 + Episode_Reward/upright: +25.4418 + Episode_Reward/leg_posture: -2.5568 + Episode_Reward/standstill: -6.1537 + Episode_Reward/action_rate_l2: -0.5614 + Episode_Reward/joint_torques_l2: -0.1440 + Episode_Reward/dof_pos_limits: -0.0012 + Episode_Reward/terminated: -0.0078 + Episode_Reward/unnecessary_wheel_lift: -0.1021 + Episode_Reward/rolling_leg_motion: -0.5947 + Episode_Reward/obstacle_progress: +3.5477 + Episode_Reward/wheel_body_intrusion: -0.2713 + Episode_Reward/pair_body_intrusion: -0.3068 + Curriculum/terrain_level_mean: +3.8713 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0924 + Metrics/base_velocity/error_vel_yaw: 0.1343 + Episode_Termination/time_out: 0.4242 + Episode_Termination/fell_over: 0.0121 + Episode_Termination/course_exit: 0.5576 +Episode_Termination/illegal_nonwheel_contact: 0.0182 +============================================================================== + +============================================================================== +Learning iteration 30550/50000 + Total steps: 125,132,800 + Steps per second: 13,027 + Iteration time: 0.314s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0875 + Mean episode length: 1372.2 + Actor loss: -9.5308 + Critic loss: +0.0055 + World model loss: +0.6149 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.7968 + Episode_Reward/track_angular_velocity: +51.8866 + Episode_Reward/upright: +26.3481 + Episode_Reward/leg_posture: -2.6133 + Episode_Reward/standstill: -6.0777 + Episode_Reward/action_rate_l2: -0.5710 + Episode_Reward/joint_torques_l2: -0.1486 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0188 + Episode_Reward/unnecessary_wheel_lift: -0.0792 + Episode_Reward/rolling_leg_motion: -0.5859 + Episode_Reward/obstacle_progress: +3.7127 + Episode_Reward/wheel_body_intrusion: -0.2677 + Episode_Reward/pair_body_intrusion: -0.2969 + Curriculum/terrain_level_mean: +3.8723 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0919 + Metrics/base_velocity/error_vel_yaw: 0.1339 + Episode_Termination/time_out: 0.4846 + Episode_Termination/fell_over: 0.0154 + Episode_Termination/course_exit: 0.4615 +Episode_Termination/illegal_nonwheel_contact: 0.0462 +============================================================================== + +============================================================================== +Learning iteration 30600/50000 + Total steps: 125,337,600 + Steps per second: 13,031 + Iteration time: 0.314s + Collection time: 0.075s + Learning time: 0.183s + Mean reward: +0.0875 + Mean episode length: 1369.9 + Actor loss: -9.5123 + Critic loss: +0.0040 + World model loss: +0.5797 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.7620 + Episode_Reward/track_angular_velocity: +51.8300 + Episode_Reward/upright: +26.3137 + Episode_Reward/leg_posture: -2.5884 + Episode_Reward/standstill: -6.2957 + Episode_Reward/action_rate_l2: -0.5737 + Episode_Reward/joint_torques_l2: -0.1473 + Episode_Reward/dof_pos_limits: -0.0002 + Episode_Reward/terminated: -0.0107 + Episode_Reward/unnecessary_wheel_lift: -0.0921 + Episode_Reward/rolling_leg_motion: -0.5905 + Episode_Reward/obstacle_progress: +3.7903 + Episode_Reward/wheel_body_intrusion: -0.2603 + Episode_Reward/pair_body_intrusion: -0.2750 + Curriculum/terrain_level_mean: +3.8733 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0912 + Metrics/base_velocity/error_vel_yaw: 0.1333 + Episode_Termination/time_out: 0.5278 + Episode_Termination/fell_over: 0.0069 + Episode_Termination/course_exit: 0.4444 +Episode_Termination/illegal_nonwheel_contact: 0.0208 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2407] + +============================================================================== +Learning iteration 30650/50000 + Total steps: 125,542,400 + Steps per second: 13,035 + Iteration time: 0.314s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0874 + Mean episode length: 1433.6 + Actor loss: -9.5103 + Critic loss: +0.0039 + World model loss: +0.6319 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.9368 + Episode_Reward/track_angular_velocity: +54.2074 + Episode_Reward/upright: +27.4894 + Episode_Reward/leg_posture: -2.7515 + Episode_Reward/standstill: -6.5560 + Episode_Reward/action_rate_l2: -0.5974 + Episode_Reward/joint_torques_l2: -0.1555 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0084 + Episode_Reward/unnecessary_wheel_lift: -0.0810 + Episode_Reward/rolling_leg_motion: -0.6074 + Episode_Reward/obstacle_progress: +4.0336 + Episode_Reward/wheel_body_intrusion: -0.2979 + Episode_Reward/pair_body_intrusion: -0.3359 + Curriculum/terrain_level_mean: +3.8777 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0920 + Metrics/base_velocity/error_vel_yaw: 0.1341 + Episode_Termination/time_out: 0.5496 + Episode_Termination/fell_over: 0.0000 + Episode_Termination/course_exit: 0.4275 +Episode_Termination/illegal_nonwheel_contact: 0.0229 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1638] + +============================================================================== +Learning iteration 30700/50000 + Total steps: 125,747,200 + Steps per second: 13,038 + Iteration time: 0.314s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0872 + Mean episode length: 1331.0 + Actor loss: -9.5267 + Critic loss: +0.0044 + World model loss: +0.6104 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.1715 + Episode_Reward/track_angular_velocity: +50.3373 + Episode_Reward/upright: +25.5262 + Episode_Reward/leg_posture: -2.4880 + Episode_Reward/standstill: -6.2925 + Episode_Reward/action_rate_l2: -0.5548 + Episode_Reward/joint_torques_l2: -0.1431 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0130 + Episode_Reward/unnecessary_wheel_lift: -0.0783 + Episode_Reward/rolling_leg_motion: -0.5595 + Episode_Reward/obstacle_progress: +3.7100 + Episode_Reward/wheel_body_intrusion: -0.2750 + Episode_Reward/pair_body_intrusion: -0.2811 + Curriculum/terrain_level_mean: +3.8801 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0929 + Metrics/base_velocity/error_vel_yaw: 0.1338 + Episode_Termination/time_out: 0.4113 + Episode_Termination/fell_over: 0.0284 + Episode_Termination/course_exit: 0.5532 +Episode_Termination/illegal_nonwheel_contact: 0.0142 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2682] +RECOVERY reset 1 invalid environments; first IDs=[1247] + +============================================================================== +Learning iteration 30750/50000 + Total steps: 125,952,000 + Steps per second: 13,042 + Iteration time: 0.314s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0875 + Mean episode length: 1443.6 + Actor loss: -9.5376 + Critic loss: +0.0036 + World model loss: +0.6131 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +51.2973 + Episode_Reward/track_angular_velocity: +54.6298 + Episode_Reward/upright: +27.7180 + Episode_Reward/leg_posture: -2.6943 + Episode_Reward/standstill: -6.4608 + Episode_Reward/action_rate_l2: -0.5995 + Episode_Reward/joint_torques_l2: -0.1543 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0113 + Episode_Reward/unnecessary_wheel_lift: -0.0939 + Episode_Reward/rolling_leg_motion: -0.6190 + Episode_Reward/obstacle_progress: +3.9526 + Episode_Reward/wheel_body_intrusion: -0.2852 + Episode_Reward/pair_body_intrusion: -0.3352 + Curriculum/terrain_level_mean: +3.8835 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0917 + Metrics/base_velocity/error_vel_yaw: 0.1329 + Episode_Termination/time_out: 0.5663 + Episode_Termination/fell_over: 0.0120 + Episode_Termination/course_exit: 0.4096 +Episode_Termination/illegal_nonwheel_contact: 0.0120 +============================================================================== + +============================================================================== +Learning iteration 30800/50000 + Total steps: 126,156,800 + Steps per second: 13,046 + Iteration time: 0.314s + Collection time: 0.076s + Learning time: 0.183s + Mean reward: +0.0872 + Mean episode length: 1370.3 + Actor loss: -9.4968 + Critic loss: +0.0058 + World model loss: +0.6191 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.7255 + Episode_Reward/track_angular_velocity: +51.9181 + Episode_Reward/upright: +26.3080 + Episode_Reward/leg_posture: -2.5920 + Episode_Reward/standstill: -6.5882 + Episode_Reward/action_rate_l2: -0.5567 + Episode_Reward/joint_torques_l2: -0.1471 + Episode_Reward/dof_pos_limits: -0.0010 + Episode_Reward/terminated: -0.0268 + Episode_Reward/unnecessary_wheel_lift: -0.0871 + Episode_Reward/rolling_leg_motion: -0.5827 + Episode_Reward/obstacle_progress: +3.6772 + Episode_Reward/wheel_body_intrusion: -0.2781 + Episode_Reward/pair_body_intrusion: -0.3027 + Curriculum/terrain_level_mean: +3.8860 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0914 + Metrics/base_velocity/error_vel_yaw: 0.1313 + Episode_Termination/time_out: 0.4731 + Episode_Termination/fell_over: 0.0180 + Episode_Termination/course_exit: 0.4671 +Episode_Termination/illegal_nonwheel_contact: 0.0479 +============================================================================== + +============================================================================== +Learning iteration 30850/50000 + Total steps: 126,361,600 + Steps per second: 13,049 + Iteration time: 0.314s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0871 + Mean episode length: 1357.5 + Actor loss: -9.5337 + Critic loss: +0.0037 + World model loss: +0.6266 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.1880 + Episode_Reward/track_angular_velocity: +51.4037 + Episode_Reward/upright: +26.0481 + Episode_Reward/leg_posture: -2.5512 + Episode_Reward/standstill: -6.5186 + Episode_Reward/action_rate_l2: -0.5780 + Episode_Reward/joint_torques_l2: -0.1454 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0398 + Episode_Reward/unnecessary_wheel_lift: -0.1044 + Episode_Reward/rolling_leg_motion: -0.6044 + Episode_Reward/obstacle_progress: +3.6432 + Episode_Reward/wheel_body_intrusion: -0.2521 + Episode_Reward/pair_body_intrusion: -0.2895 + Curriculum/terrain_level_mean: +3.8875 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0923 + Metrics/base_velocity/error_vel_yaw: 0.1316 + Episode_Termination/time_out: 0.4737 + Episode_Termination/fell_over: 0.0468 + Episode_Termination/course_exit: 0.4386 +Episode_Termination/illegal_nonwheel_contact: 0.0643 +============================================================================== + +============================================================================== +Learning iteration 30900/50000 + Total steps: 126,566,400 + Steps per second: 13,053 + Iteration time: 0.314s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0874 + Mean episode length: 1333.2 + Actor loss: -9.5142 + Critic loss: +0.0045 + World model loss: +0.6297 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.5450 + Episode_Reward/track_angular_velocity: +50.5009 + Episode_Reward/upright: +25.6153 + Episode_Reward/leg_posture: -2.5275 + Episode_Reward/standstill: -6.1522 + Episode_Reward/action_rate_l2: -0.5566 + Episode_Reward/joint_torques_l2: -0.1439 + Episode_Reward/dof_pos_limits: -0.0010 + Episode_Reward/terminated: -0.0365 + Episode_Reward/unnecessary_wheel_lift: -0.0982 + Episode_Reward/rolling_leg_motion: -0.5978 + Episode_Reward/obstacle_progress: +3.5696 + Episode_Reward/wheel_body_intrusion: -0.2632 + Episode_Reward/pair_body_intrusion: -0.3159 + Curriculum/terrain_level_mean: +3.8879 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0904 + Metrics/base_velocity/error_vel_yaw: 0.1315 + Episode_Termination/time_out: 0.4695 + Episode_Termination/fell_over: 0.0366 + Episode_Termination/course_exit: 0.4451 +Episode_Termination/illegal_nonwheel_contact: 0.0610 +============================================================================== + +============================================================================== +Learning iteration 30950/50000 + Total steps: 126,771,200 + Steps per second: 13,057 + Iteration time: 0.314s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0877 + Mean episode length: 1336.4 + Actor loss: -9.5084 + Critic loss: +0.0050 + World model loss: +0.6052 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.7326 + Episode_Reward/track_angular_velocity: +50.6776 + Episode_Reward/upright: +25.6554 + Episode_Reward/leg_posture: -2.5442 + Episode_Reward/standstill: -6.0514 + Episode_Reward/action_rate_l2: -0.5565 + Episode_Reward/joint_torques_l2: -0.1445 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0157 + Episode_Reward/unnecessary_wheel_lift: -0.0820 + Episode_Reward/rolling_leg_motion: -0.5853 + Episode_Reward/obstacle_progress: +3.6552 + Episode_Reward/wheel_body_intrusion: -0.2684 + Episode_Reward/pair_body_intrusion: -0.2871 + Curriculum/terrain_level_mean: +3.8916 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0898 + Metrics/base_velocity/error_vel_yaw: 0.1305 + Episode_Termination/time_out: 0.4297 + Episode_Termination/fell_over: 0.0234 + Episode_Termination/course_exit: 0.5234 +Episode_Termination/illegal_nonwheel_contact: 0.0312 +============================================================================== + +============================================================================== +Learning iteration 31000/50000 + Total steps: 126,976,000 + Steps per second: 13,060 + Iteration time: 0.314s + Collection time: 0.076s + Learning time: 0.192s + Mean reward: +0.0874 + Mean episode length: 1335.8 + Actor loss: -9.5177 + Critic loss: +0.0050 + World model loss: +0.6175 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.4524 + Episode_Reward/track_angular_velocity: +50.6276 + Episode_Reward/upright: +25.6071 + Episode_Reward/leg_posture: -2.5277 + Episode_Reward/standstill: -6.1689 + Episode_Reward/action_rate_l2: -0.5635 + Episode_Reward/joint_torques_l2: -0.1447 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0235 + Episode_Reward/unnecessary_wheel_lift: -0.0824 + Episode_Reward/rolling_leg_motion: -0.5710 + Episode_Reward/obstacle_progress: +3.6894 + Episode_Reward/wheel_body_intrusion: -0.2550 + Episode_Reward/pair_body_intrusion: -0.2876 + Curriculum/terrain_level_mean: +3.8926 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0922 + Metrics/base_velocity/error_vel_yaw: 0.1315 + Episode_Termination/time_out: 0.4610 + Episode_Termination/fell_over: 0.0355 + Episode_Termination/course_exit: 0.4752 +Episode_Termination/illegal_nonwheel_contact: 0.0284 +============================================================================== + +============================================================================== +Learning iteration 31050/50000 + Total steps: 127,180,800 + Steps per second: 13,063 + Iteration time: 0.314s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0873 + Mean episode length: 1338.4 + Actor loss: -9.5126 + Critic loss: +0.0059 + World model loss: +0.6085 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.4506 + Episode_Reward/track_angular_velocity: +50.6800 + Episode_Reward/upright: +25.6058 + Episode_Reward/leg_posture: -2.5314 + Episode_Reward/standstill: -6.0520 + Episode_Reward/action_rate_l2: -0.5689 + Episode_Reward/joint_torques_l2: -0.1438 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0105 + Episode_Reward/unnecessary_wheel_lift: -0.0831 + Episode_Reward/rolling_leg_motion: -0.5730 + Episode_Reward/obstacle_progress: +3.6156 + Episode_Reward/wheel_body_intrusion: -0.2396 + Episode_Reward/pair_body_intrusion: -0.2872 + Curriculum/terrain_level_mean: +3.8950 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0929 + Metrics/base_velocity/error_vel_yaw: 0.1324 + Episode_Termination/time_out: 0.4161 + Episode_Termination/fell_over: 0.0134 + Episode_Termination/course_exit: 0.5570 +Episode_Termination/illegal_nonwheel_contact: 0.0134 +============================================================================== + +============================================================================== +Learning iteration 31100/50000 + Total steps: 127,385,600 + Steps per second: 13,067 + Iteration time: 0.313s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0873 + Mean episode length: 1370.4 + Actor loss: -9.4958 + Critic loss: +0.0037 + World model loss: +0.6000 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.5066 + Episode_Reward/track_angular_velocity: +51.8630 + Episode_Reward/upright: +26.2134 + Episode_Reward/leg_posture: -2.5679 + Episode_Reward/standstill: -6.1003 + Episode_Reward/action_rate_l2: -0.5740 + Episode_Reward/joint_torques_l2: -0.1472 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0214 + Episode_Reward/unnecessary_wheel_lift: -0.0819 + Episode_Reward/rolling_leg_motion: -0.5778 + Episode_Reward/obstacle_progress: +3.6344 + Episode_Reward/wheel_body_intrusion: -0.2370 + Episode_Reward/pair_body_intrusion: -0.2878 + Curriculum/terrain_level_mean: +3.8975 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0939 + Metrics/base_velocity/error_vel_yaw: 0.1331 + Episode_Termination/time_out: 0.5034 + Episode_Termination/fell_over: 0.0408 + Episode_Termination/course_exit: 0.4422 +Episode_Termination/illegal_nonwheel_contact: 0.0136 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[967] + +============================================================================== +Learning iteration 31150/50000 + Total steps: 127,590,400 + Steps per second: 13,070 + Iteration time: 0.313s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0872 + Mean episode length: 1332.7 + Actor loss: -9.5245 + Critic loss: +0.0041 + World model loss: +0.6226 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.2469 + Episode_Reward/track_angular_velocity: +50.4982 + Episode_Reward/upright: +25.5064 + Episode_Reward/leg_posture: -2.5568 + Episode_Reward/standstill: -6.1010 + Episode_Reward/action_rate_l2: -0.5546 + Episode_Reward/joint_torques_l2: -0.1441 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0052 + Episode_Reward/unnecessary_wheel_lift: -0.0951 + Episode_Reward/rolling_leg_motion: -0.5829 + Episode_Reward/obstacle_progress: +3.5599 + Episode_Reward/wheel_body_intrusion: -0.2495 + Episode_Reward/pair_body_intrusion: -0.2978 + Curriculum/terrain_level_mean: +3.9019 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0932 + Metrics/base_velocity/error_vel_yaw: 0.1315 + Episode_Termination/time_out: 0.4730 + Episode_Termination/fell_over: 0.0068 + Episode_Termination/course_exit: 0.5135 +Episode_Termination/illegal_nonwheel_contact: 0.0135 +============================================================================== + +============================================================================== +Learning iteration 31200/50000 + Total steps: 127,795,200 + Steps per second: 13,074 + Iteration time: 0.313s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0872 + Mean episode length: 1324.1 + Actor loss: -9.5122 + Critic loss: +0.0049 + World model loss: +0.6074 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.0611 + Episode_Reward/track_angular_velocity: +50.0919 + Episode_Reward/upright: +25.3866 + Episode_Reward/leg_posture: -2.5294 + Episode_Reward/standstill: -6.1392 + Episode_Reward/action_rate_l2: -0.5549 + Episode_Reward/joint_torques_l2: -0.1425 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0181 + Episode_Reward/unnecessary_wheel_lift: -0.0938 + Episode_Reward/rolling_leg_motion: -0.5876 + Episode_Reward/obstacle_progress: +3.5113 + Episode_Reward/wheel_body_intrusion: -0.2456 + Episode_Reward/pair_body_intrusion: -0.2518 + Curriculum/terrain_level_mean: +3.9036 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0919 + Metrics/base_velocity/error_vel_yaw: 0.1335 + Episode_Termination/time_out: 0.4595 + Episode_Termination/fell_over: 0.0338 + Episode_Termination/course_exit: 0.4932 +Episode_Termination/illegal_nonwheel_contact: 0.0270 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2331] + +============================================================================== +Learning iteration 31250/50000 + Total steps: 128,000,000 + Steps per second: 13,077 + Iteration time: 0.313s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0874 + Mean episode length: 1304.9 + Actor loss: -9.5225 + Critic loss: +0.0040 + World model loss: +0.6129 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.4743 + Episode_Reward/track_angular_velocity: +49.4209 + Episode_Reward/upright: +25.0237 + Episode_Reward/leg_posture: -2.4818 + Episode_Reward/standstill: -5.9386 + Episode_Reward/action_rate_l2: -0.5397 + Episode_Reward/joint_torques_l2: -0.1402 + Episode_Reward/dof_pos_limits: -0.0013 + Episode_Reward/terminated: -0.0127 + Episode_Reward/unnecessary_wheel_lift: -0.0959 + Episode_Reward/rolling_leg_motion: -0.5727 + Episode_Reward/obstacle_progress: +3.4989 + Episode_Reward/wheel_body_intrusion: -0.2438 + Episode_Reward/pair_body_intrusion: -0.3044 + Curriculum/terrain_level_mean: +3.9062 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0911 + Metrics/base_velocity/error_vel_yaw: 0.1320 + Episode_Termination/time_out: 0.4451 + Episode_Termination/fell_over: 0.0183 + Episode_Termination/course_exit: 0.5244 +Episode_Termination/illegal_nonwheel_contact: 0.0244 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[3279] + +============================================================================== +Learning iteration 31300/50000 + Total steps: 128,204,800 + Steps per second: 13,081 + Iteration time: 0.313s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0872 + Mean episode length: 1392.2 + Actor loss: -9.4939 + Critic loss: +0.0045 + World model loss: +0.6026 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.5104 + Episode_Reward/track_angular_velocity: +52.7272 + Episode_Reward/upright: +26.7166 + Episode_Reward/leg_posture: -2.6786 + Episode_Reward/standstill: -6.5641 + Episode_Reward/action_rate_l2: -0.5742 + Episode_Reward/joint_torques_l2: -0.1499 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0218 + Episode_Reward/unnecessary_wheel_lift: -0.0883 + Episode_Reward/rolling_leg_motion: -0.6106 + Episode_Reward/obstacle_progress: +3.6671 + Episode_Reward/wheel_body_intrusion: -0.2608 + Episode_Reward/pair_body_intrusion: -0.3237 + Curriculum/terrain_level_mean: +3.9084 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0916 + Metrics/base_velocity/error_vel_yaw: 0.1322 + Episode_Termination/time_out: 0.5067 + Episode_Termination/fell_over: 0.0267 + Episode_Termination/course_exit: 0.4400 +Episode_Termination/illegal_nonwheel_contact: 0.0333 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[823] +RECOVERY reset 1 invalid environments; first IDs=[2734] + +============================================================================== +Learning iteration 31350/50000 + Total steps: 128,409,600 + Steps per second: 13,084 + Iteration time: 0.313s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0870 + Mean episode length: 1411.0 + Actor loss: -9.5431 + Critic loss: +0.0051 + World model loss: +0.6423 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.1628 + Episode_Reward/track_angular_velocity: +53.4117 + Episode_Reward/upright: +27.0782 + Episode_Reward/leg_posture: -2.7334 + Episode_Reward/standstill: -6.8337 + Episode_Reward/action_rate_l2: -0.5814 + Episode_Reward/joint_torques_l2: -0.1512 + Episode_Reward/dof_pos_limits: -0.0003 + Episode_Reward/terminated: -0.0083 + Episode_Reward/unnecessary_wheel_lift: -0.0872 + Episode_Reward/rolling_leg_motion: -0.6314 + Episode_Reward/obstacle_progress: +3.7232 + Episode_Reward/wheel_body_intrusion: -0.3068 + Episode_Reward/pair_body_intrusion: -0.3578 + Curriculum/terrain_level_mean: +3.9128 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0919 + Metrics/base_velocity/error_vel_yaw: 0.1328 + Episode_Termination/time_out: 0.4676 + Episode_Termination/fell_over: 0.0000 + Episode_Termination/course_exit: 0.5108 +Episode_Termination/illegal_nonwheel_contact: 0.0216 +============================================================================== + +============================================================================== +Learning iteration 31400/50000 + Total steps: 128,614,400 + Steps per second: 13,088 + Iteration time: 0.313s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0871 + Mean episode length: 1317.8 + Actor loss: -9.5500 + Critic loss: +0.0034 + World model loss: +0.6141 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.8151 + Episode_Reward/track_angular_velocity: +49.8697 + Episode_Reward/upright: +25.2624 + Episode_Reward/leg_posture: -2.5374 + Episode_Reward/standstill: -6.1450 + Episode_Reward/action_rate_l2: -0.5439 + Episode_Reward/joint_torques_l2: -0.1409 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0154 + Episode_Reward/unnecessary_wheel_lift: -0.0822 + Episode_Reward/rolling_leg_motion: -0.5716 + Episode_Reward/obstacle_progress: +3.5043 + Episode_Reward/wheel_body_intrusion: -0.2699 + Episode_Reward/pair_body_intrusion: -0.3243 + Curriculum/terrain_level_mean: +3.9150 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0923 + Metrics/base_velocity/error_vel_yaw: 0.1330 + Episode_Termination/time_out: 0.4097 + Episode_Termination/fell_over: 0.0208 + Episode_Termination/course_exit: 0.5486 +Episode_Termination/illegal_nonwheel_contact: 0.0347 +============================================================================== + +============================================================================== +Learning iteration 31450/50000 + Total steps: 128,819,200 + Steps per second: 13,091 + Iteration time: 0.313s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0872 + Mean episode length: 1400.7 + Actor loss: -9.5081 + Critic loss: +0.0050 + World model loss: +0.5804 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.7118 + Episode_Reward/track_angular_velocity: +53.0105 + Episode_Reward/upright: +26.8575 + Episode_Reward/leg_posture: -2.6854 + Episode_Reward/standstill: -6.5150 + Episode_Reward/action_rate_l2: -0.5849 + Episode_Reward/joint_torques_l2: -0.1505 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0109 + Episode_Reward/unnecessary_wheel_lift: -0.0975 + Episode_Reward/rolling_leg_motion: -0.6263 + Episode_Reward/obstacle_progress: +3.7550 + Episode_Reward/wheel_body_intrusion: -0.2652 + Episode_Reward/pair_body_intrusion: -0.2916 + Curriculum/terrain_level_mean: +3.9172 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0927 + Metrics/base_velocity/error_vel_yaw: 0.1326 + Episode_Termination/time_out: 0.4859 + Episode_Termination/fell_over: 0.0211 + Episode_Termination/course_exit: 0.4859 +Episode_Termination/illegal_nonwheel_contact: 0.0141 +============================================================================== + +============================================================================== +Learning iteration 31500/50000 + Total steps: 129,024,000 + Steps per second: 13,095 + Iteration time: 0.313s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0868 + Mean episode length: 1326.4 + Actor loss: -9.5178 + Critic loss: +0.0042 + World model loss: +0.6032 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.9041 + Episode_Reward/track_angular_velocity: +50.0851 + Episode_Reward/upright: +25.4308 + Episode_Reward/leg_posture: -2.5430 + Episode_Reward/standstill: -6.3363 + Episode_Reward/action_rate_l2: -0.5639 + Episode_Reward/joint_torques_l2: -0.1429 + Episode_Reward/dof_pos_limits: -0.0011 + Episode_Reward/terminated: -0.0389 + Episode_Reward/unnecessary_wheel_lift: -0.0880 + Episode_Reward/rolling_leg_motion: -0.5927 + Episode_Reward/obstacle_progress: +3.6107 + Episode_Reward/wheel_body_intrusion: -0.2678 + Episode_Reward/pair_body_intrusion: -0.2770 + Curriculum/terrain_level_mean: +3.9172 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0942 + Metrics/base_velocity/error_vel_yaw: 0.1354 + Episode_Termination/time_out: 0.4503 + Episode_Termination/fell_over: 0.0596 + Episode_Termination/course_exit: 0.4503 +Episode_Termination/illegal_nonwheel_contact: 0.0530 +============================================================================== + +============================================================================== +Learning iteration 31550/50000 + Total steps: 129,228,800 + Steps per second: 13,098 + Iteration time: 0.313s + Collection time: 0.076s + Learning time: 0.192s + Mean reward: +0.0871 + Mean episode length: 1349.7 + Actor loss: -9.5321 + Critic loss: +0.0029 + World model loss: +0.6452 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.7327 + Episode_Reward/track_angular_velocity: +51.0108 + Episode_Reward/upright: +25.9063 + Episode_Reward/leg_posture: -2.5588 + Episode_Reward/standstill: -6.1956 + Episode_Reward/action_rate_l2: -0.5566 + Episode_Reward/joint_torques_l2: -0.1446 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0185 + Episode_Reward/unnecessary_wheel_lift: -0.0922 + Episode_Reward/rolling_leg_motion: -0.5874 + Episode_Reward/obstacle_progress: +3.6411 + Episode_Reward/wheel_body_intrusion: -0.2690 + Episode_Reward/pair_body_intrusion: -0.2929 + Curriculum/terrain_level_mean: +3.9189 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0942 + Metrics/base_velocity/error_vel_yaw: 0.1343 + Episode_Termination/time_out: 0.5098 + Episode_Termination/fell_over: 0.0131 + Episode_Termination/course_exit: 0.4444 +Episode_Termination/illegal_nonwheel_contact: 0.0392 +============================================================================== + +============================================================================== +Learning iteration 31600/50000 + Total steps: 129,433,600 + Steps per second: 13,101 + Iteration time: 0.313s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0876 + Mean episode length: 1318.0 + Actor loss: -9.5168 + Critic loss: +0.0042 + World model loss: +0.6006 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.9410 + Episode_Reward/track_angular_velocity: +49.8826 + Episode_Reward/upright: +25.2955 + Episode_Reward/leg_posture: -2.4843 + Episode_Reward/standstill: -5.9301 + Episode_Reward/action_rate_l2: -0.5474 + Episode_Reward/joint_torques_l2: -0.1408 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0206 + Episode_Reward/unnecessary_wheel_lift: -0.0727 + Episode_Reward/rolling_leg_motion: -0.5623 + Episode_Reward/obstacle_progress: +3.6329 + Episode_Reward/wheel_body_intrusion: -0.2279 + Episode_Reward/pair_body_intrusion: -0.2742 + Curriculum/terrain_level_mean: +3.9197 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0913 + Metrics/base_velocity/error_vel_yaw: 0.1328 + Episode_Termination/time_out: 0.4453 + Episode_Termination/fell_over: 0.0234 + Episode_Termination/course_exit: 0.4922 +Episode_Termination/illegal_nonwheel_contact: 0.0547 +============================================================================== + +============================================================================== +Learning iteration 31650/50000 + Total steps: 129,638,400 + Steps per second: 13,104 + Iteration time: 0.313s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0875 + Mean episode length: 1389.1 + Actor loss: -9.4850 + Critic loss: +0.0085 + World model loss: +0.6102 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.4465 + Episode_Reward/track_angular_velocity: +52.5935 + Episode_Reward/upright: +26.6716 + Episode_Reward/leg_posture: -2.6342 + Episode_Reward/standstill: -6.3351 + Episode_Reward/action_rate_l2: -0.5884 + Episode_Reward/joint_torques_l2: -0.1491 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0271 + Episode_Reward/unnecessary_wheel_lift: -0.0987 + Episode_Reward/rolling_leg_motion: -0.6012 + Episode_Reward/obstacle_progress: +3.7981 + Episode_Reward/wheel_body_intrusion: -0.2441 + Episode_Reward/pair_body_intrusion: -0.2776 + Curriculum/terrain_level_mean: +3.9207 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0914 + Metrics/base_velocity/error_vel_yaw: 0.1326 + Episode_Termination/time_out: 0.4771 + Episode_Termination/fell_over: 0.0327 + Episode_Termination/course_exit: 0.4575 +Episode_Termination/illegal_nonwheel_contact: 0.0588 +============================================================================== + +============================================================================== +Learning iteration 31700/50000 + Total steps: 129,843,200 + Steps per second: 13,108 + Iteration time: 0.312s + Collection time: 0.075s + Learning time: 0.186s + Mean reward: +0.0874 + Mean episode length: 1429.3 + Actor loss: -9.5126 + Critic loss: +0.0051 + World model loss: +0.5926 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +51.0199 + Episode_Reward/track_angular_velocity: +54.0982 + Episode_Reward/upright: +27.4694 + Episode_Reward/leg_posture: -2.7263 + Episode_Reward/standstill: -6.8350 + Episode_Reward/action_rate_l2: -0.6027 + Episode_Reward/joint_torques_l2: -0.1526 + Episode_Reward/dof_pos_limits: -0.0003 + Episode_Reward/terminated: -0.0112 + Episode_Reward/unnecessary_wheel_lift: -0.0893 + Episode_Reward/rolling_leg_motion: -0.6365 + Episode_Reward/obstacle_progress: +3.9291 + Episode_Reward/wheel_body_intrusion: -0.2549 + Episode_Reward/pair_body_intrusion: -0.2755 + Curriculum/terrain_level_mean: +3.9231 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0903 + Metrics/base_velocity/error_vel_yaw: 0.1328 + Episode_Termination/time_out: 0.5714 + Episode_Termination/fell_over: 0.0068 + Episode_Termination/course_exit: 0.4014 +Episode_Termination/illegal_nonwheel_contact: 0.0204 +============================================================================== + +============================================================================== +Learning iteration 31750/50000 + Total steps: 130,048,000 + Steps per second: 13,111 + Iteration time: 0.312s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0875 + Mean episode length: 1372.4 + Actor loss: -9.4981 + Critic loss: +0.0047 + World model loss: +0.6084 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.8915 + Episode_Reward/track_angular_velocity: +51.9633 + Episode_Reward/upright: +26.3634 + Episode_Reward/leg_posture: -2.5626 + Episode_Reward/standstill: -6.3328 + Episode_Reward/action_rate_l2: -0.5781 + Episode_Reward/joint_torques_l2: -0.1474 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0214 + Episode_Reward/unnecessary_wheel_lift: -0.0887 + Episode_Reward/rolling_leg_motion: -0.6235 + Episode_Reward/obstacle_progress: +3.7451 + Episode_Reward/wheel_body_intrusion: -0.2601 + Episode_Reward/pair_body_intrusion: -0.3038 + Curriculum/terrain_level_mean: +3.9253 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0910 + Metrics/base_velocity/error_vel_yaw: 0.1326 + Episode_Termination/time_out: 0.4516 + Episode_Termination/fell_over: 0.0258 + Episode_Termination/course_exit: 0.4968 +Episode_Termination/illegal_nonwheel_contact: 0.0323 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1007] + +============================================================================== +Learning iteration 31800/50000 + Total steps: 130,252,800 + Steps per second: 13,115 + Iteration time: 0.312s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0877 + Mean episode length: 1357.9 + Actor loss: -9.4914 + Critic loss: +0.0076 + World model loss: +0.6154 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.4392 + Episode_Reward/track_angular_velocity: +51.4478 + Episode_Reward/upright: +26.1146 + Episode_Reward/leg_posture: -2.5221 + Episode_Reward/standstill: -6.2586 + Episode_Reward/action_rate_l2: -0.5736 + Episode_Reward/joint_torques_l2: -0.1465 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0053 + Episode_Reward/unnecessary_wheel_lift: -0.0878 + Episode_Reward/rolling_leg_motion: -0.6061 + Episode_Reward/obstacle_progress: +3.7271 + Episode_Reward/wheel_body_intrusion: -0.2429 + Episode_Reward/pair_body_intrusion: -0.2341 + Curriculum/terrain_level_mean: +3.9297 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0904 + Metrics/base_velocity/error_vel_yaw: 0.1314 + Episode_Termination/time_out: 0.4933 + Episode_Termination/fell_over: 0.0067 + Episode_Termination/course_exit: 0.4933 +Episode_Termination/illegal_nonwheel_contact: 0.0133 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1388] + +============================================================================== +Learning iteration 31850/50000 + Total steps: 130,457,600 + Steps per second: 13,118 + Iteration time: 0.312s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0878 + Mean episode length: 1373.9 + Actor loss: -9.4912 + Critic loss: +0.0059 + World model loss: +0.6147 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.1775 + Episode_Reward/track_angular_velocity: +52.0553 + Episode_Reward/upright: +26.3983 + Episode_Reward/leg_posture: -2.6085 + Episode_Reward/standstill: -6.2684 + Episode_Reward/action_rate_l2: -0.5751 + Episode_Reward/joint_torques_l2: -0.1471 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0134 + Episode_Reward/unnecessary_wheel_lift: -0.0878 + Episode_Reward/rolling_leg_motion: -0.6044 + Episode_Reward/obstacle_progress: +3.8171 + Episode_Reward/wheel_body_intrusion: -0.2444 + Episode_Reward/pair_body_intrusion: -0.2523 + Curriculum/terrain_level_mean: +3.9326 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0889 + Metrics/base_velocity/error_vel_yaw: 0.1316 + Episode_Termination/time_out: 0.4774 + Episode_Termination/fell_over: 0.0194 + Episode_Termination/course_exit: 0.4903 +Episode_Termination/illegal_nonwheel_contact: 0.0129 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1873] +RECOVERY reset 1 invalid environments; first IDs=[2412] + +============================================================================== +Learning iteration 31900/50000 + Total steps: 130,662,400 + Steps per second: 13,121 + Iteration time: 0.312s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0872 + Mean episode length: 1385.8 + Actor loss: -9.5403 + Critic loss: +0.0034 + World model loss: +0.6089 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.3824 + Episode_Reward/track_angular_velocity: +52.5238 + Episode_Reward/upright: +26.6291 + Episode_Reward/leg_posture: -2.6755 + Episode_Reward/standstill: -6.6325 + Episode_Reward/action_rate_l2: -0.5817 + Episode_Reward/joint_torques_l2: -0.1485 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0108 + Episode_Reward/unnecessary_wheel_lift: -0.0849 + Episode_Reward/rolling_leg_motion: -0.6127 + Episode_Reward/obstacle_progress: +3.6864 + Episode_Reward/wheel_body_intrusion: -0.2590 + Episode_Reward/pair_body_intrusion: -0.3062 + Curriculum/terrain_level_mean: +3.9355 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0906 + Metrics/base_velocity/error_vel_yaw: 0.1311 + Episode_Termination/time_out: 0.4702 + Episode_Termination/fell_over: 0.0132 + Episode_Termination/course_exit: 0.5033 +Episode_Termination/illegal_nonwheel_contact: 0.0199 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1394] + +============================================================================== +Learning iteration 31950/50000 + Total steps: 130,867,200 + Steps per second: 13,125 + Iteration time: 0.312s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0873 + Mean episode length: 1416.9 + Actor loss: -9.5363 + Critic loss: +0.0035 + World model loss: +0.6246 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.3464 + Episode_Reward/track_angular_velocity: +53.6767 + Episode_Reward/upright: +27.2188 + Episode_Reward/leg_posture: -2.7283 + Episode_Reward/standstill: -6.5079 + Episode_Reward/action_rate_l2: -0.6033 + Episode_Reward/joint_torques_l2: -0.1549 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0221 + Episode_Reward/unnecessary_wheel_lift: -0.1023 + Episode_Reward/rolling_leg_motion: -0.6278 + Episode_Reward/obstacle_progress: +3.7613 + Episode_Reward/wheel_body_intrusion: -0.2921 + Episode_Reward/pair_body_intrusion: -0.3344 + Curriculum/terrain_level_mean: +3.9385 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0921 + Metrics/base_velocity/error_vel_yaw: 0.1318 + Episode_Termination/time_out: 0.5325 + Episode_Termination/fell_over: 0.0296 + Episode_Termination/course_exit: 0.4201 +Episode_Termination/illegal_nonwheel_contact: 0.0414 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1416] +RECOVERY reset 1 invalid environments; first IDs=[1043] + +============================================================================== +Learning iteration 32000/50000 + Total steps: 131,072,000 + Steps per second: 13,128 + Iteration time: 0.312s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0873 + Mean episode length: 1344.9 + Actor loss: -9.5181 + Critic loss: +0.0044 + World model loss: +0.5721 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.8053 + Episode_Reward/track_angular_velocity: +50.9471 + Episode_Reward/upright: +25.8553 + Episode_Reward/leg_posture: -2.5621 + Episode_Reward/standstill: -6.3232 + Episode_Reward/action_rate_l2: -0.5595 + Episode_Reward/joint_torques_l2: -0.1465 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0105 + Episode_Reward/unnecessary_wheel_lift: -0.0840 + Episode_Reward/rolling_leg_motion: -0.5872 + Episode_Reward/obstacle_progress: +3.5938 + Episode_Reward/wheel_body_intrusion: -0.2507 + Episode_Reward/pair_body_intrusion: -0.2622 + Curriculum/terrain_level_mean: +3.9404 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0918 + Metrics/base_velocity/error_vel_yaw: 0.1315 + Episode_Termination/time_out: 0.4638 + Episode_Termination/fell_over: 0.0145 + Episode_Termination/course_exit: 0.5072 +Episode_Termination/illegal_nonwheel_contact: 0.0217 +============================================================================== + +============================================================================== +Learning iteration 32050/50000 + Total steps: 131,276,800 + Steps per second: 13,131 + Iteration time: 0.312s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0872 + Mean episode length: 1311.9 + Actor loss: -9.5569 + Critic loss: +0.0029 + World model loss: +0.5927 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.6333 + Episode_Reward/track_angular_velocity: +49.6655 + Episode_Reward/upright: +25.1983 + Episode_Reward/leg_posture: -2.5339 + Episode_Reward/standstill: -6.1329 + Episode_Reward/action_rate_l2: -0.5560 + Episode_Reward/joint_torques_l2: -0.1423 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0179 + Episode_Reward/unnecessary_wheel_lift: -0.0804 + Episode_Reward/rolling_leg_motion: -0.5969 + Episode_Reward/obstacle_progress: +3.5058 + Episode_Reward/wheel_body_intrusion: -0.2606 + Episode_Reward/pair_body_intrusion: -0.2475 + Curriculum/terrain_level_mean: +3.9424 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0920 + Metrics/base_velocity/error_vel_yaw: 0.1323 + Episode_Termination/time_out: 0.4296 + Episode_Termination/fell_over: 0.0282 + Episode_Termination/course_exit: 0.5211 +Episode_Termination/illegal_nonwheel_contact: 0.0423 +============================================================================== + +============================================================================== +Learning iteration 32100/50000 + Total steps: 131,481,600 + Steps per second: 13,135 + Iteration time: 0.312s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0872 + Mean episode length: 1410.1 + Actor loss: -9.5353 + Critic loss: +0.0062 + World model loss: +0.6189 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.9854 + Episode_Reward/track_angular_velocity: +53.3118 + Episode_Reward/upright: +27.0720 + Episode_Reward/leg_posture: -2.6826 + Episode_Reward/standstill: -6.5585 + Episode_Reward/action_rate_l2: -0.5939 + Episode_Reward/joint_torques_l2: -0.1521 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0248 + Episode_Reward/unnecessary_wheel_lift: -0.0917 + Episode_Reward/rolling_leg_motion: -0.6239 + Episode_Reward/obstacle_progress: +3.9216 + Episode_Reward/wheel_body_intrusion: -0.2738 + Episode_Reward/pair_body_intrusion: -0.3042 + Curriculum/terrain_level_mean: +3.9429 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0931 + Metrics/base_velocity/error_vel_yaw: 0.1337 + Episode_Termination/time_out: 0.5395 + Episode_Termination/fell_over: 0.0197 + Episode_Termination/course_exit: 0.4013 +Episode_Termination/illegal_nonwheel_contact: 0.0461 +============================================================================== + +============================================================================== +Learning iteration 32150/50000 + Total steps: 131,686,400 + Steps per second: 13,138 + Iteration time: 0.312s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0874 + Mean episode length: 1324.7 + Actor loss: -9.5703 + Critic loss: +0.0058 + World model loss: +0.5987 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.9671 + Episode_Reward/track_angular_velocity: +50.0899 + Episode_Reward/upright: +25.4580 + Episode_Reward/leg_posture: -2.5591 + Episode_Reward/standstill: -5.8135 + Episode_Reward/action_rate_l2: -0.5559 + Episode_Reward/joint_torques_l2: -0.1443 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0233 + Episode_Reward/unnecessary_wheel_lift: -0.0976 + Episode_Reward/rolling_leg_motion: -0.5935 + Episode_Reward/obstacle_progress: +3.6156 + Episode_Reward/wheel_body_intrusion: -0.2621 + Episode_Reward/pair_body_intrusion: -0.2820 + Curriculum/terrain_level_mean: +3.9438 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0933 + Metrics/base_velocity/error_vel_yaw: 0.1337 + Episode_Termination/time_out: 0.4788 + Episode_Termination/fell_over: 0.0303 + Episode_Termination/course_exit: 0.4667 +Episode_Termination/illegal_nonwheel_contact: 0.0424 +============================================================================== + +============================================================================== +Learning iteration 32200/50000 + Total steps: 131,891,200 + Steps per second: 13,141 + Iteration time: 0.312s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0876 + Mean episode length: 1374.6 + Actor loss: -9.5399 + Critic loss: +0.0037 + World model loss: +0.5606 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.9287 + Episode_Reward/track_angular_velocity: +51.9580 + Episode_Reward/upright: +26.4028 + Episode_Reward/leg_posture: -2.6583 + Episode_Reward/standstill: -5.9951 + Episode_Reward/action_rate_l2: -0.5832 + Episode_Reward/joint_torques_l2: -0.1488 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0188 + Episode_Reward/unnecessary_wheel_lift: -0.0898 + Episode_Reward/rolling_leg_motion: -0.6139 + Episode_Reward/obstacle_progress: +3.8263 + Episode_Reward/wheel_body_intrusion: -0.2685 + Episode_Reward/pair_body_intrusion: -0.2843 + Curriculum/terrain_level_mean: +3.9470 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0916 + Metrics/base_velocity/error_vel_yaw: 0.1341 + Episode_Termination/time_out: 0.5034 + Episode_Termination/fell_over: 0.0207 + Episode_Termination/course_exit: 0.4483 +Episode_Termination/illegal_nonwheel_contact: 0.0276 +============================================================================== + +============================================================================== +Learning iteration 32250/50000 + Total steps: 132,096,000 + Steps per second: 13,145 + Iteration time: 0.312s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0877 + Mean episode length: 1379.9 + Actor loss: -9.5148 + Critic loss: +0.0078 + World model loss: +0.6053 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.1594 + Episode_Reward/track_angular_velocity: +52.2013 + Episode_Reward/upright: +26.5383 + Episode_Reward/leg_posture: -2.6481 + Episode_Reward/standstill: -6.0561 + Episode_Reward/action_rate_l2: -0.5920 + Episode_Reward/joint_torques_l2: -0.1498 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0270 + Episode_Reward/unnecessary_wheel_lift: -0.0979 + Episode_Reward/rolling_leg_motion: -0.6252 + Episode_Reward/obstacle_progress: +3.9256 + Episode_Reward/wheel_body_intrusion: -0.2502 + Episode_Reward/pair_body_intrusion: -0.3135 + Curriculum/terrain_level_mean: +3.9475 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0911 + Metrics/base_velocity/error_vel_yaw: 0.1331 + Episode_Termination/time_out: 0.4969 + Episode_Termination/fell_over: 0.0429 + Episode_Termination/course_exit: 0.4417 +Episode_Termination/illegal_nonwheel_contact: 0.0307 +============================================================================== + +============================================================================== +Learning iteration 32300/50000 + Total steps: 132,300,800 + Steps per second: 13,148 + Iteration time: 0.312s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0881 + Mean episode length: 1361.3 + Actor loss: -9.5482 + Critic loss: +0.0033 + World model loss: +0.6380 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.5807 + Episode_Reward/track_angular_velocity: +51.5658 + Episode_Reward/upright: +26.1904 + Episode_Reward/leg_posture: -2.5805 + Episode_Reward/standstill: -5.6842 + Episode_Reward/action_rate_l2: -0.5693 + Episode_Reward/joint_torques_l2: -0.1470 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0160 + Episode_Reward/unnecessary_wheel_lift: -0.0773 + Episode_Reward/rolling_leg_motion: -0.5975 + Episode_Reward/obstacle_progress: +3.8557 + Episode_Reward/wheel_body_intrusion: -0.2565 + Episode_Reward/pair_body_intrusion: -0.3278 + Curriculum/terrain_level_mean: +3.9490 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0901 + Metrics/base_velocity/error_vel_yaw: 0.1319 + Episode_Termination/time_out: 0.4196 + Episode_Termination/fell_over: 0.0280 + Episode_Termination/course_exit: 0.5385 +Episode_Termination/illegal_nonwheel_contact: 0.0280 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[548] +RECOVERY reset 1 invalid environments; first IDs=[1303] + +============================================================================== +Learning iteration 32350/50000 + Total steps: 132,505,600 + Steps per second: 13,151 + Iteration time: 0.311s + Collection time: 0.076s + Learning time: 0.193s + Mean reward: +0.0878 + Mean episode length: 1305.4 + Actor loss: -9.5417 + Critic loss: +0.0039 + World model loss: +0.6423 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.5370 + Episode_Reward/track_angular_velocity: +49.4068 + Episode_Reward/upright: +25.0868 + Episode_Reward/leg_posture: -2.5036 + Episode_Reward/standstill: -5.6489 + Episode_Reward/action_rate_l2: -0.5459 + Episode_Reward/joint_torques_l2: -0.1412 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0229 + Episode_Reward/unnecessary_wheel_lift: -0.0882 + Episode_Reward/rolling_leg_motion: -0.5856 + Episode_Reward/obstacle_progress: +3.6034 + Episode_Reward/wheel_body_intrusion: -0.2417 + Episode_Reward/pair_body_intrusion: -0.2706 + Curriculum/terrain_level_mean: +3.9507 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0906 + Metrics/base_velocity/error_vel_yaw: 0.1328 + Episode_Termination/time_out: 0.4048 + Episode_Termination/fell_over: 0.0238 + Episode_Termination/course_exit: 0.5417 +Episode_Termination/illegal_nonwheel_contact: 0.0357 +============================================================================== + +============================================================================== +Learning iteration 32400/50000 + Total steps: 132,710,400 + Steps per second: 13,154 + Iteration time: 0.311s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0876 + Mean episode length: 1325.1 + Actor loss: -9.5039 + Critic loss: +0.0032 + World model loss: +0.6053 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.0486 + Episode_Reward/track_angular_velocity: +50.1578 + Episode_Reward/upright: +25.4353 + Episode_Reward/leg_posture: -2.5036 + Episode_Reward/standstill: -5.7175 + Episode_Reward/action_rate_l2: -0.5574 + Episode_Reward/joint_torques_l2: -0.1429 + Episode_Reward/dof_pos_limits: -0.0010 + Episode_Reward/terminated: -0.0285 + Episode_Reward/unnecessary_wheel_lift: -0.0872 + Episode_Reward/rolling_leg_motion: -0.5941 + Episode_Reward/obstacle_progress: +3.6203 + Episode_Reward/wheel_body_intrusion: -0.2421 + Episode_Reward/pair_body_intrusion: -0.2773 + Curriculum/terrain_level_mean: +3.9529 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0921 + Metrics/base_velocity/error_vel_yaw: 0.1323 + Episode_Termination/time_out: 0.4333 + Episode_Termination/fell_over: 0.0333 + Episode_Termination/course_exit: 0.5000 +Episode_Termination/illegal_nonwheel_contact: 0.0467 +============================================================================== + ++---------------------------------+ +| Base Environment | ++------------------------+--------+ +| Property | Value | ++------------------------+--------+ +| Number of environments | 1 | +| Environment device | cuda:0 | +| Environment seed | None | +| Physics step-size | 0.005 | +| Environment step-size | 0.02 | ++------------------------+--------+ + +[INFO] contains 1 active terms. ++-------------------------------------+ +| Active Event Terms in Mode: 'reset' | ++--------+----------------------------+ +| Index | Name | ++--------+----------------------------+ +| 0 | reset_base | +| 1 | reset_robot_joints | ++--------+----------------------------+ + +[INFO] contains 1 active terms. ++--------------------------------------+ +| Active Command Terms | ++-------+-------+----------------------+ +| Index | Name | Type | ++-------+-------+----------------------+ +| 0 | twist | MixedVelocityCommand | ++-------+-------+----------------------+ + +[INFO] contains 2 active terms. ++---------------------------------+ +| Active Action Terms (shape: 16) | ++-------+-----------+-------------+ +| Index | Name | Dimension | ++-------+-----------+-------------+ +| 0 | joint_pos | 12 | +| 1 | wheel_vel | 4 | ++-------+-----------+-------------+ + +[INFO] contains 1 groups. ++------------------------------------------------------------+ +| Active Observation Terms in Group: 'actor' (shape: (265,)) | ++--------+-------------------------+-------------------------+ +| Index | Name | Shape | ++--------+-------------------------+-------------------------+ +| 0 | base_ang_vel | (15,) ← 5×(3,) | +| 1 | projected_gravity | (15,) ← 5×(3,) | +| 2 | joint_pos | (60,) ← 5×(12,) | +| 3 | joint_vel | (60,) ← 5×(12,) | +| 4 | wheel_vel | (20,) ← 5×(4,) | +| 5 | actions | (80,) ← 5×(16,) | +| 6 | command | (15,) ← 5×(3,) | ++--------+-------------------------+-------------------------+ + +[INFO] contains 4 active terms. ++---------------------------------------------+ +| Active Termination Terms | ++-------+--------------------------+----------+ +| Index | Name | Time Out | ++-------+--------------------------+----------+ +| 0 | time_out | True | +| 1 | fell_over | False | +| 2 | course_exit | True | +| 3 | illegal_nonwheel_contact | False | ++-------+--------------------------+----------+ + +[INFO] contains 0 active terms. ++-----------------------+ +| Active Reward Terms | ++-------+------+--------+ +| Index | Name | Weight | ++-------+------+--------+ ++-------+------+--------+ + +[INFO] (inactive) +[INFO] (inactive) +[INFO] (inactive) +S10 video saved: logs/s10_terrain_v7_50k_20261101_225518/videos/iteration_032400.mp4 + +============================================================================== +Learning iteration 32450/50000 + Total steps: 132,915,200 + Steps per second: 13,150 + Iteration time: 0.311s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0877 + Mean episode length: 1370.5 + Actor loss: -9.5036 + Critic loss: +0.0046 + World model loss: +0.6402 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.7102 + Episode_Reward/track_angular_velocity: +51.8438 + Episode_Reward/upright: +26.3159 + Episode_Reward/leg_posture: -2.5812 + Episode_Reward/standstill: -5.9890 + Episode_Reward/action_rate_l2: -0.5763 + Episode_Reward/joint_torques_l2: -0.1481 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0161 + Episode_Reward/unnecessary_wheel_lift: -0.0842 + Episode_Reward/rolling_leg_motion: -0.5948 + Episode_Reward/obstacle_progress: +3.8108 + Episode_Reward/wheel_body_intrusion: -0.2592 + Episode_Reward/pair_body_intrusion: -0.3041 + Curriculum/terrain_level_mean: +3.9556 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0918 + Metrics/base_velocity/error_vel_yaw: 0.1334 + Episode_Termination/time_out: 0.4551 + Episode_Termination/fell_over: 0.0192 + Episode_Termination/course_exit: 0.5064 +Episode_Termination/illegal_nonwheel_contact: 0.0256 +============================================================================== + +============================================================================== +Learning iteration 32500/50000 + Total steps: 133,120,000 + Steps per second: 13,153 + Iteration time: 0.311s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0877 + Mean episode length: 1389.8 + Actor loss: -9.5328 + Critic loss: +0.0067 + World model loss: +0.5902 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.4768 + Episode_Reward/track_angular_velocity: +52.6078 + Episode_Reward/upright: +26.6684 + Episode_Reward/leg_posture: -2.6358 + Episode_Reward/standstill: -6.0811 + Episode_Reward/action_rate_l2: -0.5889 + Episode_Reward/joint_torques_l2: -0.1509 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0271 + Episode_Reward/unnecessary_wheel_lift: -0.0798 + Episode_Reward/rolling_leg_motion: -0.5841 + Episode_Reward/obstacle_progress: +3.8409 + Episode_Reward/wheel_body_intrusion: -0.2722 + Episode_Reward/pair_body_intrusion: -0.3025 + Curriculum/terrain_level_mean: +3.9573 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0911 + Metrics/base_velocity/error_vel_yaw: 0.1323 + Episode_Termination/time_out: 0.5130 + Episode_Termination/fell_over: 0.0649 + Episode_Termination/course_exit: 0.4221 +Episode_Termination/illegal_nonwheel_contact: 0.0195 +============================================================================== + +============================================================================== +Learning iteration 32550/50000 + Total steps: 133,324,800 + Steps per second: 13,157 + Iteration time: 0.311s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0879 + Mean episode length: 1443.5 + Actor loss: -9.5375 + Critic loss: +0.0040 + World model loss: +0.6353 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +51.4224 + Episode_Reward/track_angular_velocity: +54.6803 + Episode_Reward/upright: +27.7273 + Episode_Reward/leg_posture: -2.7471 + Episode_Reward/standstill: -6.0800 + Episode_Reward/action_rate_l2: -0.6123 + Episode_Reward/joint_torques_l2: -0.1547 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0113 + Episode_Reward/unnecessary_wheel_lift: -0.0834 + Episode_Reward/rolling_leg_motion: -0.6180 + Episode_Reward/obstacle_progress: +3.9548 + Episode_Reward/wheel_body_intrusion: -0.2700 + Episode_Reward/pair_body_intrusion: -0.2801 + Curriculum/terrain_level_mean: +3.9590 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0907 + Metrics/base_velocity/error_vel_yaw: 0.1321 + Episode_Termination/time_out: 0.5548 + Episode_Termination/fell_over: 0.0000 + Episode_Termination/course_exit: 0.4178 +Episode_Termination/illegal_nonwheel_contact: 0.0274 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[493] + +============================================================================== +Learning iteration 32600/50000 + Total steps: 133,529,600 + Steps per second: 13,160 + Iteration time: 0.311s + Collection time: 0.076s + Learning time: 0.183s + Mean reward: +0.0878 + Mean episode length: 1417.0 + Actor loss: -9.5483 + Critic loss: +0.0066 + World model loss: +0.6264 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.3512 + Episode_Reward/track_angular_velocity: +53.6052 + Episode_Reward/upright: +27.2361 + Episode_Reward/leg_posture: -2.6689 + Episode_Reward/standstill: -5.9053 + Episode_Reward/action_rate_l2: -0.6188 + Episode_Reward/joint_torques_l2: -0.1536 + Episode_Reward/dof_pos_limits: -0.0012 + Episode_Reward/terminated: -0.0138 + Episode_Reward/unnecessary_wheel_lift: -0.0824 + Episode_Reward/rolling_leg_motion: -0.6198 + Episode_Reward/obstacle_progress: +3.9252 + Episode_Reward/wheel_body_intrusion: -0.2606 + Episode_Reward/pair_body_intrusion: -0.3076 + Curriculum/terrain_level_mean: +3.9612 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0917 + Metrics/base_velocity/error_vel_yaw: 0.1335 + Episode_Termination/time_out: 0.5578 + Episode_Termination/fell_over: 0.0272 + Episode_Termination/course_exit: 0.4150 +Episode_Termination/illegal_nonwheel_contact: 0.0136 +============================================================================== + +============================================================================== +Learning iteration 32650/50000 + Total steps: 133,734,400 + Steps per second: 13,163 + Iteration time: 0.311s + Collection time: 0.076s + Learning time: 0.183s + Mean reward: +0.0877 + Mean episode length: 1341.5 + Actor loss: -9.5083 + Critic loss: +0.0049 + World model loss: +0.6398 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.7430 + Episode_Reward/track_angular_velocity: +50.7964 + Episode_Reward/upright: +25.7742 + Episode_Reward/leg_posture: -2.5227 + Episode_Reward/standstill: -5.8727 + Episode_Reward/action_rate_l2: -0.5661 + Episode_Reward/joint_torques_l2: -0.1442 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0157 + Episode_Reward/unnecessary_wheel_lift: -0.0881 + Episode_Reward/rolling_leg_motion: -0.5852 + Episode_Reward/obstacle_progress: +3.7004 + Episode_Reward/wheel_body_intrusion: -0.2367 + Episode_Reward/pair_body_intrusion: -0.2823 + Curriculum/terrain_level_mean: +3.9641 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0911 + Metrics/base_velocity/error_vel_yaw: 0.1321 + Episode_Termination/time_out: 0.4052 + Episode_Termination/fell_over: 0.0196 + Episode_Termination/course_exit: 0.5556 +Episode_Termination/illegal_nonwheel_contact: 0.0261 +============================================================================== + +============================================================================== +Learning iteration 32700/50000 + Total steps: 133,939,200 + Steps per second: 13,167 + Iteration time: 0.311s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0875 + Mean episode length: 1432.4 + Actor loss: -9.5299 + Critic loss: +0.0064 + World model loss: +0.6235 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.9544 + Episode_Reward/track_angular_velocity: +54.2175 + Episode_Reward/upright: +27.4852 + Episode_Reward/leg_posture: -2.7490 + Episode_Reward/standstill: -6.4281 + Episode_Reward/action_rate_l2: -0.6019 + Episode_Reward/joint_torques_l2: -0.1544 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0112 + Episode_Reward/unnecessary_wheel_lift: -0.0855 + Episode_Reward/rolling_leg_motion: -0.6176 + Episode_Reward/obstacle_progress: +3.8764 + Episode_Reward/wheel_body_intrusion: -0.2672 + Episode_Reward/pair_body_intrusion: -0.3098 + Curriculum/terrain_level_mean: +3.9666 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0915 + Metrics/base_velocity/error_vel_yaw: 0.1326 + Episode_Termination/time_out: 0.5512 + Episode_Termination/fell_over: 0.0315 + Episode_Termination/course_exit: 0.4173 +Episode_Termination/illegal_nonwheel_contact: 0.0079 +============================================================================== + +============================================================================== +Learning iteration 32750/50000 + Total steps: 134,144,000 + Steps per second: 13,170 + Iteration time: 0.311s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0876 + Mean episode length: 1360.8 + Actor loss: -9.5317 + Critic loss: +0.0055 + World model loss: +0.5482 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.3373 + Episode_Reward/track_angular_velocity: +51.5385 + Episode_Reward/upright: +26.1243 + Episode_Reward/leg_posture: -2.5993 + Episode_Reward/standstill: -5.7727 + Episode_Reward/action_rate_l2: -0.5687 + Episode_Reward/joint_torques_l2: -0.1475 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0266 + Episode_Reward/unnecessary_wheel_lift: -0.0869 + Episode_Reward/rolling_leg_motion: -0.6003 + Episode_Reward/obstacle_progress: +3.6208 + Episode_Reward/wheel_body_intrusion: -0.2648 + Episode_Reward/pair_body_intrusion: -0.3133 + Curriculum/terrain_level_mean: +3.9675 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0922 + Metrics/base_velocity/error_vel_yaw: 0.1319 + Episode_Termination/time_out: 0.4345 + Episode_Termination/fell_over: 0.0357 + Episode_Termination/course_exit: 0.5060 +Episode_Termination/illegal_nonwheel_contact: 0.0476 +============================================================================== + +============================================================================== +Learning iteration 32800/50000 + Total steps: 134,348,800 + Steps per second: 13,173 + Iteration time: 0.311s + Collection time: 0.076s + Learning time: 0.183s + Mean reward: +0.0878 + Mean episode length: 1406.7 + Actor loss: -9.5520 + Critic loss: +0.0032 + World model loss: +0.5829 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.1170 + Episode_Reward/track_angular_velocity: +53.2711 + Episode_Reward/upright: +27.0141 + Episode_Reward/leg_posture: -2.6479 + Episode_Reward/standstill: -5.9922 + Episode_Reward/action_rate_l2: -0.6058 + Episode_Reward/joint_torques_l2: -0.1518 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0165 + Episode_Reward/unnecessary_wheel_lift: -0.0715 + Episode_Reward/rolling_leg_motion: -0.6189 + Episode_Reward/obstacle_progress: +3.7836 + Episode_Reward/wheel_body_intrusion: -0.2635 + Episode_Reward/pair_body_intrusion: -0.2911 + Curriculum/terrain_level_mean: +3.9685 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0909 + Metrics/base_velocity/error_vel_yaw: 0.1319 + Episode_Termination/time_out: 0.5177 + Episode_Termination/fell_over: 0.0213 + Episode_Termination/course_exit: 0.4397 +Episode_Termination/illegal_nonwheel_contact: 0.0213 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[551] + +============================================================================== +Learning iteration 32850/50000 + Total steps: 134,553,600 + Steps per second: 13,177 + Iteration time: 0.311s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0877 + Mean episode length: 1335.0 + Actor loss: -9.5199 + Critic loss: +0.0047 + World model loss: +0.5909 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.5751 + Episode_Reward/track_angular_velocity: +50.4886 + Episode_Reward/upright: +25.6323 + Episode_Reward/leg_posture: -2.5205 + Episode_Reward/standstill: -5.8118 + Episode_Reward/action_rate_l2: -0.5635 + Episode_Reward/joint_torques_l2: -0.1439 + Episode_Reward/dof_pos_limits: -0.0010 + Episode_Reward/terminated: -0.0156 + Episode_Reward/unnecessary_wheel_lift: -0.0864 + Episode_Reward/rolling_leg_motion: -0.5851 + Episode_Reward/obstacle_progress: +3.6150 + Episode_Reward/wheel_body_intrusion: -0.2400 + Episode_Reward/pair_body_intrusion: -0.2760 + Curriculum/terrain_level_mean: +3.9697 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0908 + Metrics/base_velocity/error_vel_yaw: 0.1334 + Episode_Termination/time_out: 0.4178 + Episode_Termination/fell_over: 0.0274 + Episode_Termination/course_exit: 0.5479 +Episode_Termination/illegal_nonwheel_contact: 0.0274 +============================================================================== + +============================================================================== +Learning iteration 32900/50000 + Total steps: 134,758,400 + Steps per second: 13,180 + Iteration time: 0.311s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0874 + Mean episode length: 1275.6 + Actor loss: -9.5340 + Critic loss: +0.0035 + World model loss: +0.5791 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +45.2334 + Episode_Reward/track_angular_velocity: +48.2964 + Episode_Reward/upright: +24.4889 + Episode_Reward/leg_posture: -2.4163 + Episode_Reward/standstill: -5.7952 + Episode_Reward/action_rate_l2: -0.5458 + Episode_Reward/joint_torques_l2: -0.1372 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0224 + Episode_Reward/unnecessary_wheel_lift: -0.0850 + Episode_Reward/rolling_leg_motion: -0.5658 + Episode_Reward/obstacle_progress: +3.4797 + Episode_Reward/wheel_body_intrusion: -0.2363 + Episode_Reward/pair_body_intrusion: -0.2641 + Curriculum/terrain_level_mean: +3.9712 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0930 + Metrics/base_velocity/error_vel_yaw: 0.1322 + Episode_Termination/time_out: 0.4296 + Episode_Termination/fell_over: 0.0141 + Episode_Termination/course_exit: 0.5070 +Episode_Termination/illegal_nonwheel_contact: 0.0634 +============================================================================== + +============================================================================== +Learning iteration 32950/50000 + Total steps: 134,963,200 + Steps per second: 13,183 + Iteration time: 0.311s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0876 + Mean episode length: 1334.8 + Actor loss: -9.5296 + Critic loss: +0.0051 + World model loss: +0.6168 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.2938 + Episode_Reward/track_angular_velocity: +50.5293 + Episode_Reward/upright: +25.6265 + Episode_Reward/leg_posture: -2.5421 + Episode_Reward/standstill: -5.7560 + Episode_Reward/action_rate_l2: -0.5657 + Episode_Reward/joint_torques_l2: -0.1439 + Episode_Reward/dof_pos_limits: -0.0003 + Episode_Reward/terminated: -0.0104 + Episode_Reward/unnecessary_wheel_lift: -0.0929 + Episode_Reward/rolling_leg_motion: -0.5886 + Episode_Reward/obstacle_progress: +3.7292 + Episode_Reward/wheel_body_intrusion: -0.2645 + Episode_Reward/pair_body_intrusion: -0.2861 + Curriculum/terrain_level_mean: +3.9731 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0934 + Metrics/base_velocity/error_vel_yaw: 0.1325 + Episode_Termination/time_out: 0.4241 + Episode_Termination/fell_over: 0.0127 + Episode_Termination/course_exit: 0.5506 +Episode_Termination/illegal_nonwheel_contact: 0.0127 +============================================================================== + +============================================================================== +Learning iteration 33000/50000 + Total steps: 135,168,000 + Steps per second: 13,186 + Iteration time: 0.311s + Collection time: 0.076s + Learning time: 0.193s + Mean reward: +0.0879 + Mean episode length: 1296.4 + Actor loss: -9.5531 + Critic loss: +0.0034 + World model loss: +0.6042 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.1136 + Episode_Reward/track_angular_velocity: +49.0879 + Episode_Reward/upright: +24.8885 + Episode_Reward/leg_posture: -2.4564 + Episode_Reward/standstill: -5.4057 + Episode_Reward/action_rate_l2: -0.5489 + Episode_Reward/joint_torques_l2: -0.1395 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0253 + Episode_Reward/unnecessary_wheel_lift: -0.0829 + Episode_Reward/rolling_leg_motion: -0.5735 + Episode_Reward/obstacle_progress: +3.6133 + Episode_Reward/wheel_body_intrusion: -0.2460 + Episode_Reward/pair_body_intrusion: -0.2425 + Curriculum/terrain_level_mean: +3.9746 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0916 + Metrics/base_velocity/error_vel_yaw: 0.1322 + Episode_Termination/time_out: 0.4167 + Episode_Termination/fell_over: 0.0385 + Episode_Termination/course_exit: 0.5192 +Episode_Termination/illegal_nonwheel_contact: 0.0385 +============================================================================== + +============================================================================== +Learning iteration 33050/50000 + Total steps: 135,372,800 + Steps per second: 13,189 + Iteration time: 0.311s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0880 + Mean episode length: 1332.9 + Actor loss: -9.5142 + Critic loss: +0.0138 + World model loss: +0.5786 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.3775 + Episode_Reward/track_angular_velocity: +50.4538 + Episode_Reward/upright: +25.5720 + Episode_Reward/leg_posture: -2.4787 + Episode_Reward/standstill: -5.3522 + Episode_Reward/action_rate_l2: -0.5717 + Episode_Reward/joint_torques_l2: -0.1431 + Episode_Reward/dof_pos_limits: -0.0002 + Episode_Reward/terminated: -0.0078 + Episode_Reward/unnecessary_wheel_lift: -0.0831 + Episode_Reward/rolling_leg_motion: -0.5946 + Episode_Reward/obstacle_progress: +3.6590 + Episode_Reward/wheel_body_intrusion: -0.2307 + Episode_Reward/pair_body_intrusion: -0.2622 + Curriculum/terrain_level_mean: +3.9785 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0916 + Metrics/base_velocity/error_vel_yaw: 0.1329 + Episode_Termination/time_out: 0.4118 + Episode_Termination/fell_over: 0.0059 + Episode_Termination/course_exit: 0.5706 +Episode_Termination/illegal_nonwheel_contact: 0.0118 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2176] +RECOVERY reset 1 invalid environments; first IDs=[953] + +============================================================================== +Learning iteration 33100/50000 + Total steps: 135,577,600 + Steps per second: 13,192 + Iteration time: 0.310s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0880 + Mean episode length: 1307.3 + Actor loss: -9.4814 + Critic loss: +0.0065 + World model loss: +0.5742 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.4040 + Episode_Reward/track_angular_velocity: +49.4779 + Episode_Reward/upright: +25.0572 + Episode_Reward/leg_posture: -2.4183 + Episode_Reward/standstill: -5.2375 + Episode_Reward/action_rate_l2: -0.5626 + Episode_Reward/joint_torques_l2: -0.1416 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0281 + Episode_Reward/unnecessary_wheel_lift: -0.0764 + Episode_Reward/rolling_leg_motion: -0.5758 + Episode_Reward/obstacle_progress: +3.6740 + Episode_Reward/wheel_body_intrusion: -0.2368 + Episode_Reward/pair_body_intrusion: -0.2554 + Curriculum/terrain_level_mean: +3.9785 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0925 + Metrics/base_velocity/error_vel_yaw: 0.1327 + Episode_Termination/time_out: 0.4228 + Episode_Termination/fell_over: 0.0268 + Episode_Termination/course_exit: 0.5034 +Episode_Termination/illegal_nonwheel_contact: 0.0537 +============================================================================== + +============================================================================== +Learning iteration 33150/50000 + Total steps: 135,782,400 + Steps per second: 13,195 + Iteration time: 0.310s + Collection time: 0.075s + Learning time: 0.183s + Mean reward: +0.0878 + Mean episode length: 1334.8 + Actor loss: -9.5208 + Critic loss: +0.0037 + World model loss: +0.6583 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.3571 + Episode_Reward/track_angular_velocity: +50.5507 + Episode_Reward/upright: +25.5734 + Episode_Reward/leg_posture: -2.5122 + Episode_Reward/standstill: -5.4805 + Episode_Reward/action_rate_l2: -0.5740 + Episode_Reward/joint_torques_l2: -0.1454 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0156 + Episode_Reward/unnecessary_wheel_lift: -0.0789 + Episode_Reward/rolling_leg_motion: -0.5797 + Episode_Reward/obstacle_progress: +3.7050 + Episode_Reward/wheel_body_intrusion: -0.2533 + Episode_Reward/pair_body_intrusion: -0.2905 + Curriculum/terrain_level_mean: +3.9807 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0927 + Metrics/base_velocity/error_vel_yaw: 0.1319 + Episode_Termination/time_out: 0.4403 + Episode_Termination/fell_over: 0.0224 + Episode_Termination/course_exit: 0.5149 +Episode_Termination/illegal_nonwheel_contact: 0.0299 +============================================================================== + +============================================================================== +Learning iteration 33200/50000 + Total steps: 135,987,200 + Steps per second: 13,199 + Iteration time: 0.310s + Collection time: 0.076s + Learning time: 0.183s + Mean reward: +0.0877 + Mean episode length: 1383.3 + Actor loss: -9.5375 + Critic loss: +0.0054 + World model loss: +0.6141 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.0146 + Episode_Reward/track_angular_velocity: +52.3387 + Episode_Reward/upright: +26.4621 + Episode_Reward/leg_posture: -2.5561 + Episode_Reward/standstill: -5.9024 + Episode_Reward/action_rate_l2: -0.5906 + Episode_Reward/joint_torques_l2: -0.1496 + Episode_Reward/dof_pos_limits: -0.0011 + Episode_Reward/terminated: -0.0270 + Episode_Reward/unnecessary_wheel_lift: -0.0719 + Episode_Reward/rolling_leg_motion: -0.5768 + Episode_Reward/obstacle_progress: +3.9032 + Episode_Reward/wheel_body_intrusion: -0.2638 + Episode_Reward/pair_body_intrusion: -0.2798 + Curriculum/terrain_level_mean: +3.9819 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0932 + Metrics/base_velocity/error_vel_yaw: 0.1332 + Episode_Termination/time_out: 0.4621 + Episode_Termination/fell_over: 0.0227 + Episode_Termination/course_exit: 0.4621 +Episode_Termination/illegal_nonwheel_contact: 0.0530 +============================================================================== + +============================================================================== +Learning iteration 33250/50000 + Total steps: 136,192,000 + Steps per second: 13,202 + Iteration time: 0.310s + Collection time: 0.076s + Learning time: 0.183s + Mean reward: +0.0877 + Mean episode length: 1431.6 + Actor loss: -9.5135 + Critic loss: +0.0060 + World model loss: +0.6203 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.7560 + Episode_Reward/track_angular_velocity: +54.1604 + Episode_Reward/upright: +27.4102 + Episode_Reward/leg_posture: -2.6918 + Episode_Reward/standstill: -6.0386 + Episode_Reward/action_rate_l2: -0.6086 + Episode_Reward/joint_torques_l2: -0.1552 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0112 + Episode_Reward/unnecessary_wheel_lift: -0.0766 + Episode_Reward/rolling_leg_motion: -0.6214 + Episode_Reward/obstacle_progress: +4.0203 + Episode_Reward/wheel_body_intrusion: -0.2680 + Episode_Reward/pair_body_intrusion: -0.3194 + Curriculum/terrain_level_mean: +3.9844 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0930 + Metrics/base_velocity/error_vel_yaw: 0.1333 + Episode_Termination/time_out: 0.5655 + Episode_Termination/fell_over: 0.0207 + Episode_Termination/course_exit: 0.4069 +Episode_Termination/illegal_nonwheel_contact: 0.0138 +============================================================================== + +============================================================================== +Learning iteration 33300/50000 + Total steps: 136,396,800 + Steps per second: 13,205 + Iteration time: 0.310s + Collection time: 0.076s + Learning time: 0.183s + Mean reward: +0.0873 + Mean episode length: 1369.9 + Actor loss: -9.5185 + Critic loss: +0.0062 + World model loss: +0.5949 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.5406 + Episode_Reward/track_angular_velocity: +51.8717 + Episode_Reward/upright: +26.2477 + Episode_Reward/leg_posture: -2.5668 + Episode_Reward/standstill: -6.1850 + Episode_Reward/action_rate_l2: -0.5689 + Episode_Reward/joint_torques_l2: -0.1466 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0268 + Episode_Reward/unnecessary_wheel_lift: -0.1062 + Episode_Reward/rolling_leg_motion: -0.6001 + Episode_Reward/obstacle_progress: +3.7317 + Episode_Reward/wheel_body_intrusion: -0.2673 + Episode_Reward/pair_body_intrusion: -0.3044 + Curriculum/terrain_level_mean: +3.9858 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0932 + Metrics/base_velocity/error_vel_yaw: 0.1324 + Episode_Termination/time_out: 0.4662 + Episode_Termination/fell_over: 0.0541 + Episode_Termination/course_exit: 0.4662 +Episode_Termination/illegal_nonwheel_contact: 0.0405 +============================================================================== + +============================================================================== +Learning iteration 33350/50000 + Total steps: 136,601,600 + Steps per second: 13,209 + Iteration time: 0.310s + Collection time: 0.076s + Learning time: 0.183s + Mean reward: +0.0876 + Mean episode length: 1304.4 + Actor loss: -9.5062 + Critic loss: +0.0054 + World model loss: +0.6138 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.2593 + Episode_Reward/track_angular_velocity: +49.3874 + Episode_Reward/upright: +25.0353 + Episode_Reward/leg_posture: -2.4553 + Episode_Reward/standstill: -5.6920 + Episode_Reward/action_rate_l2: -0.5289 + Episode_Reward/joint_torques_l2: -0.1402 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0102 + Episode_Reward/unnecessary_wheel_lift: -0.0795 + Episode_Reward/rolling_leg_motion: -0.5564 + Episode_Reward/obstacle_progress: +3.5417 + Episode_Reward/wheel_body_intrusion: -0.2433 + Episode_Reward/pair_body_intrusion: -0.2854 + Curriculum/terrain_level_mean: +3.9888 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0926 + Metrics/base_velocity/error_vel_yaw: 0.1324 + Episode_Termination/time_out: 0.4000 + Episode_Termination/fell_over: 0.0069 + Episode_Termination/course_exit: 0.5724 +Episode_Termination/illegal_nonwheel_contact: 0.0276 +============================================================================== + +============================================================================== +Learning iteration 33400/50000 + Total steps: 136,806,400 + Steps per second: 13,212 + Iteration time: 0.310s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0871 + Mean episode length: 1314.6 + Actor loss: -9.5425 + Critic loss: +0.0045 + World model loss: +0.5977 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.5928 + Episode_Reward/track_angular_velocity: +49.7090 + Episode_Reward/upright: +25.2081 + Episode_Reward/leg_posture: -2.4892 + Episode_Reward/standstill: -6.1642 + Episode_Reward/action_rate_l2: -0.5432 + Episode_Reward/joint_torques_l2: -0.1412 + Episode_Reward/dof_pos_limits: -0.0013 + Episode_Reward/terminated: -0.0077 + Episode_Reward/unnecessary_wheel_lift: -0.0684 + Episode_Reward/rolling_leg_motion: -0.5615 + Episode_Reward/obstacle_progress: +3.5353 + Episode_Reward/wheel_body_intrusion: -0.2568 + Episode_Reward/pair_body_intrusion: -0.3030 + Curriculum/terrain_level_mean: +3.9919 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0930 + Metrics/base_velocity/error_vel_yaw: 0.1338 + Episode_Termination/time_out: 0.4247 + Episode_Termination/fell_over: 0.0068 + Episode_Termination/course_exit: 0.5548 +Episode_Termination/illegal_nonwheel_contact: 0.0137 +============================================================================== + +============================================================================== +Learning iteration 33450/50000 + Total steps: 137,011,200 + Steps per second: 13,215 + Iteration time: 0.310s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0871 + Mean episode length: 1375.3 + Actor loss: -9.5104 + Critic loss: +0.0051 + World model loss: +0.6508 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.7485 + Episode_Reward/track_angular_velocity: +52.0001 + Episode_Reward/upright: +26.3722 + Episode_Reward/leg_posture: -2.6327 + Episode_Reward/standstill: -6.4425 + Episode_Reward/action_rate_l2: -0.5712 + Episode_Reward/joint_torques_l2: -0.1488 + Episode_Reward/dof_pos_limits: -0.0014 + Episode_Reward/terminated: -0.0269 + Episode_Reward/unnecessary_wheel_lift: -0.0857 + Episode_Reward/rolling_leg_motion: -0.5996 + Episode_Reward/obstacle_progress: +3.7023 + Episode_Reward/wheel_body_intrusion: -0.2820 + Episode_Reward/pair_body_intrusion: -0.3008 + Curriculum/terrain_level_mean: +3.9932 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0930 + Metrics/base_velocity/error_vel_yaw: 0.1340 + Episode_Termination/time_out: 0.4966 + Episode_Termination/fell_over: 0.0483 + Episode_Termination/course_exit: 0.4345 +Episode_Termination/illegal_nonwheel_contact: 0.0414 +============================================================================== + +============================================================================== +Learning iteration 33500/50000 + Total steps: 137,216,000 + Steps per second: 13,218 + Iteration time: 0.310s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0869 + Mean episode length: 1435.8 + Actor loss: -9.4863 + Critic loss: +0.0091 + World model loss: +0.6500 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.6519 + Episode_Reward/track_angular_velocity: +54.3329 + Episode_Reward/upright: +27.5243 + Episode_Reward/leg_posture: -2.7486 + Episode_Reward/standstill: -6.5881 + Episode_Reward/action_rate_l2: -0.5995 + Episode_Reward/joint_torques_l2: -0.1565 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0196 + Episode_Reward/unnecessary_wheel_lift: -0.0921 + Episode_Reward/rolling_leg_motion: -0.6300 + Episode_Reward/obstacle_progress: +3.7865 + Episode_Reward/wheel_body_intrusion: -0.2897 + Episode_Reward/pair_body_intrusion: -0.3387 + Curriculum/terrain_level_mean: +3.9937 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0947 + Metrics/base_velocity/error_vel_yaw: 0.1332 + Episode_Termination/time_out: 0.5325 + Episode_Termination/fell_over: 0.0296 + Episode_Termination/course_exit: 0.4260 +Episode_Termination/illegal_nonwheel_contact: 0.0118 +============================================================================== + +============================================================================== +Learning iteration 33550/50000 + Total steps: 137,420,800 + Steps per second: 13,221 + Iteration time: 0.310s + Collection time: 0.076s + Learning time: 0.192s + Mean reward: +0.0877 + Mean episode length: 1368.3 + Actor loss: -9.4914 + Critic loss: +0.0056 + World model loss: +0.6079 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.4222 + Episode_Reward/track_angular_velocity: +51.7776 + Episode_Reward/upright: +26.2418 + Episode_Reward/leg_posture: -2.5833 + Episode_Reward/standstill: -5.5608 + Episode_Reward/action_rate_l2: -0.5792 + Episode_Reward/joint_torques_l2: -0.1490 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0267 + Episode_Reward/unnecessary_wheel_lift: -0.0885 + Episode_Reward/rolling_leg_motion: -0.5929 + Episode_Reward/obstacle_progress: +3.7281 + Episode_Reward/wheel_body_intrusion: -0.2622 + Episode_Reward/pair_body_intrusion: -0.2941 + Curriculum/terrain_level_mean: +3.9941 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0935 + Metrics/base_velocity/error_vel_yaw: 0.1332 + Episode_Termination/time_out: 0.4765 + Episode_Termination/fell_over: 0.0470 + Episode_Termination/course_exit: 0.4564 +Episode_Termination/illegal_nonwheel_contact: 0.0470 +============================================================================== + +============================================================================== +Learning iteration 33600/50000 + Total steps: 137,625,600 + Steps per second: 13,224 + Iteration time: 0.310s + Collection time: 0.075s + Learning time: 0.185s + Mean reward: +0.0877 + Mean episode length: 1376.9 + Actor loss: -9.5129 + Critic loss: +0.0112 + World model loss: +0.5821 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.6627 + Episode_Reward/track_angular_velocity: +52.0496 + Episode_Reward/upright: +26.3874 + Episode_Reward/leg_posture: -2.5655 + Episode_Reward/standstill: -5.5901 + Episode_Reward/action_rate_l2: -0.5888 + Episode_Reward/joint_torques_l2: -0.1486 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0188 + Episode_Reward/unnecessary_wheel_lift: -0.0739 + Episode_Reward/rolling_leg_motion: -0.5735 + Episode_Reward/obstacle_progress: +3.8455 + Episode_Reward/wheel_body_intrusion: -0.2735 + Episode_Reward/pair_body_intrusion: -0.3029 + Curriculum/terrain_level_mean: +3.9944 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0946 + Metrics/base_velocity/error_vel_yaw: 0.1341 + Episode_Termination/time_out: 0.5120 + Episode_Termination/fell_over: 0.0240 + Episode_Termination/course_exit: 0.4320 +Episode_Termination/illegal_nonwheel_contact: 0.0320 +============================================================================== + +============================================================================== +Learning iteration 33650/50000 + Total steps: 137,830,400 + Steps per second: 13,227 + Iteration time: 0.310s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0874 + Mean episode length: 1316.0 + Actor loss: -9.5013 + Critic loss: +0.0051 + World model loss: +0.6300 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.4302 + Episode_Reward/track_angular_velocity: +49.7475 + Episode_Reward/upright: +25.1775 + Episode_Reward/leg_posture: -2.4778 + Episode_Reward/standstill: -5.5937 + Episode_Reward/action_rate_l2: -0.5596 + Episode_Reward/joint_torques_l2: -0.1419 + Episode_Reward/dof_pos_limits: -0.0010 + Episode_Reward/terminated: -0.0283 + Episode_Reward/unnecessary_wheel_lift: -0.0904 + Episode_Reward/rolling_leg_motion: -0.5628 + Episode_Reward/obstacle_progress: +3.6364 + Episode_Reward/wheel_body_intrusion: -0.2642 + Episode_Reward/pair_body_intrusion: -0.3172 + Curriculum/terrain_level_mean: +3.9951 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0950 + Metrics/base_velocity/error_vel_yaw: 0.1340 + Episode_Termination/time_out: 0.4645 + Episode_Termination/fell_over: 0.0581 + Episode_Termination/course_exit: 0.4645 +Episode_Termination/illegal_nonwheel_contact: 0.0387 +============================================================================== + +============================================================================== +Learning iteration 33700/50000 + Total steps: 138,035,200 + Steps per second: 13,230 + Iteration time: 0.310s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0877 + Mean episode length: 1375.0 + Actor loss: -9.4901 + Critic loss: +0.0074 + World model loss: +0.5961 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.6929 + Episode_Reward/track_angular_velocity: +51.9716 + Episode_Reward/upright: +26.3366 + Episode_Reward/leg_posture: -2.5953 + Episode_Reward/standstill: -5.6379 + Episode_Reward/action_rate_l2: -0.5887 + Episode_Reward/joint_torques_l2: -0.1499 + Episode_Reward/dof_pos_limits: -0.0015 + Episode_Reward/terminated: -0.0188 + Episode_Reward/unnecessary_wheel_lift: -0.0874 + Episode_Reward/rolling_leg_motion: -0.5982 + Episode_Reward/obstacle_progress: +3.7897 + Episode_Reward/wheel_body_intrusion: -0.2683 + Episode_Reward/pair_body_intrusion: -0.3110 + Curriculum/terrain_level_mean: +3.9958 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0935 + Metrics/base_velocity/error_vel_yaw: 0.1346 + Episode_Termination/time_out: 0.5223 + Episode_Termination/fell_over: 0.0318 + Episode_Termination/course_exit: 0.4331 +Episode_Termination/illegal_nonwheel_contact: 0.0191 +============================================================================== + +============================================================================== +Learning iteration 33750/50000 + Total steps: 138,240,000 + Steps per second: 13,233 + Iteration time: 0.310s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0879 + Mean episode length: 1354.1 + Actor loss: -9.5295 + Critic loss: +0.0043 + World model loss: +0.5928 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.0681 + Episode_Reward/track_angular_velocity: +51.2796 + Episode_Reward/upright: +25.9560 + Episode_Reward/leg_posture: -2.5454 + Episode_Reward/standstill: -5.3682 + Episode_Reward/action_rate_l2: -0.5719 + Episode_Reward/joint_torques_l2: -0.1462 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0264 + Episode_Reward/unnecessary_wheel_lift: -0.0906 + Episode_Reward/rolling_leg_motion: -0.5922 + Episode_Reward/obstacle_progress: +3.6495 + Episode_Reward/wheel_body_intrusion: -0.2573 + Episode_Reward/pair_body_intrusion: -0.2974 + Curriculum/terrain_level_mean: +3.9961 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0926 + Metrics/base_velocity/error_vel_yaw: 0.1320 + Episode_Termination/time_out: 0.4694 + Episode_Termination/fell_over: 0.0272 + Episode_Termination/course_exit: 0.4626 +Episode_Termination/illegal_nonwheel_contact: 0.0612 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[468] + +============================================================================== +Learning iteration 33800/50000 + Total steps: 138,444,800 + Steps per second: 13,236 + Iteration time: 0.309s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0879 + Mean episode length: 1339.5 + Actor loss: -9.4788 + Critic loss: +0.0068 + World model loss: +0.6192 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.7031 + Episode_Reward/track_angular_velocity: +50.6779 + Episode_Reward/upright: +25.6991 + Episode_Reward/leg_posture: -2.4907 + Episode_Reward/standstill: -5.6036 + Episode_Reward/action_rate_l2: -0.5724 + Episode_Reward/joint_torques_l2: -0.1428 + Episode_Reward/dof_pos_limits: -0.0003 + Episode_Reward/terminated: -0.0052 + Episode_Reward/unnecessary_wheel_lift: -0.0850 + Episode_Reward/rolling_leg_motion: -0.5844 + Episode_Reward/obstacle_progress: +3.6181 + Episode_Reward/wheel_body_intrusion: -0.2486 + Episode_Reward/pair_body_intrusion: -0.2852 + Curriculum/terrain_level_mean: +3.9993 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0912 + Metrics/base_velocity/error_vel_yaw: 0.1333 + Episode_Termination/time_out: 0.4521 + Episode_Termination/fell_over: 0.0068 + Episode_Termination/course_exit: 0.5342 +Episode_Termination/illegal_nonwheel_contact: 0.0068 +============================================================================== + +============================================================================== +Learning iteration 33850/50000 + Total steps: 138,649,600 + Steps per second: 13,239 + Iteration time: 0.309s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0875 + Mean episode length: 1391.9 + Actor loss: -9.4738 + Critic loss: +0.0066 + World model loss: +0.5936 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.4298 + Episode_Reward/track_angular_velocity: +52.5707 + Episode_Reward/upright: +26.7128 + Episode_Reward/leg_posture: -2.5938 + Episode_Reward/standstill: -5.9735 + Episode_Reward/action_rate_l2: -0.5944 + Episode_Reward/joint_torques_l2: -0.1489 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0217 + Episode_Reward/unnecessary_wheel_lift: -0.0781 + Episode_Reward/rolling_leg_motion: -0.6097 + Episode_Reward/obstacle_progress: +3.6788 + Episode_Reward/wheel_body_intrusion: -0.2708 + Episode_Reward/pair_body_intrusion: -0.3101 + Curriculum/terrain_level_mean: +4.0000 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0925 + Metrics/base_velocity/error_vel_yaw: 0.1351 + Episode_Termination/time_out: 0.5355 + Episode_Termination/fell_over: 0.0387 + Episode_Termination/course_exit: 0.4129 +Episode_Termination/illegal_nonwheel_contact: 0.0194 +============================================================================== + +============================================================================== +Learning iteration 33900/50000 + Total steps: 138,854,400 + Steps per second: 13,242 + Iteration time: 0.309s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0877 + Mean episode length: 1387.3 + Actor loss: -9.5246 + Critic loss: +0.0046 + World model loss: +0.6267 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.4414 + Episode_Reward/track_angular_velocity: +52.4849 + Episode_Reward/upright: +26.5824 + Episode_Reward/leg_posture: -2.5803 + Episode_Reward/standstill: -5.9285 + Episode_Reward/action_rate_l2: -0.5685 + Episode_Reward/joint_torques_l2: -0.1486 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0217 + Episode_Reward/unnecessary_wheel_lift: -0.0896 + Episode_Reward/rolling_leg_motion: -0.5994 + Episode_Reward/obstacle_progress: +3.7162 + Episode_Reward/wheel_body_intrusion: -0.2553 + Episode_Reward/pair_body_intrusion: -0.2992 + Curriculum/terrain_level_mean: +4.0017 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0910 + Metrics/base_velocity/error_vel_yaw: 0.1331 + Episode_Termination/time_out: 0.5306 + Episode_Termination/fell_over: 0.0272 + Episode_Termination/course_exit: 0.4218 +Episode_Termination/illegal_nonwheel_contact: 0.0476 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1671] + +============================================================================== +Learning iteration 33950/50000 + Total steps: 139,059,200 + Steps per second: 13,245 + Iteration time: 0.309s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0875 + Mean episode length: 1400.1 + Actor loss: -9.5191 + Critic loss: +0.0046 + World model loss: +0.5795 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.8431 + Episode_Reward/track_angular_velocity: +52.9455 + Episode_Reward/upright: +26.8387 + Episode_Reward/leg_posture: -2.6451 + Episode_Reward/standstill: -6.1741 + Episode_Reward/action_rate_l2: -0.5873 + Episode_Reward/joint_torques_l2: -0.1511 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0109 + Episode_Reward/unnecessary_wheel_lift: -0.0848 + Episode_Reward/rolling_leg_motion: -0.6034 + Episode_Reward/obstacle_progress: +3.7657 + Episode_Reward/wheel_body_intrusion: -0.2697 + Episode_Reward/pair_body_intrusion: -0.3010 + Curriculum/terrain_level_mean: +4.0039 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0912 + Metrics/base_velocity/error_vel_yaw: 0.1335 + Episode_Termination/time_out: 0.5220 + Episode_Termination/fell_over: 0.0126 + Episode_Termination/course_exit: 0.4528 +Episode_Termination/illegal_nonwheel_contact: 0.0126 +============================================================================== + +============================================================================== +Learning iteration 34000/50000 + Total steps: 139,264,000 + Steps per second: 13,248 + Iteration time: 0.309s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0876 + Mean episode length: 1353.0 + Actor loss: -9.4818 + Critic loss: +0.0099 + World model loss: +0.6079 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.2214 + Episode_Reward/track_angular_velocity: +51.1721 + Episode_Reward/upright: +25.9492 + Episode_Reward/leg_posture: -2.5717 + Episode_Reward/standstill: -5.9645 + Episode_Reward/action_rate_l2: -0.5671 + Episode_Reward/joint_torques_l2: -0.1459 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0185 + Episode_Reward/unnecessary_wheel_lift: -0.0820 + Episode_Reward/rolling_leg_motion: -0.5890 + Episode_Reward/obstacle_progress: +3.6617 + Episode_Reward/wheel_body_intrusion: -0.2628 + Episode_Reward/pair_body_intrusion: -0.2828 + Curriculum/terrain_level_mean: +4.0049 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0909 + Metrics/base_velocity/error_vel_yaw: 0.1336 + Episode_Termination/time_out: 0.4353 + Episode_Termination/fell_over: 0.0176 + Episode_Termination/course_exit: 0.5235 +Episode_Termination/illegal_nonwheel_contact: 0.0294 +============================================================================== + +============================================================================== +Learning iteration 34050/50000 + Total steps: 139,468,800 + Steps per second: 13,251 + Iteration time: 0.309s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0876 + Mean episode length: 1330.1 + Actor loss: -9.5157 + Critic loss: +0.0047 + World model loss: +0.5669 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.3945 + Episode_Reward/track_angular_velocity: +50.3264 + Episode_Reward/upright: +25.4988 + Episode_Reward/leg_posture: -2.5173 + Episode_Reward/standstill: -5.8730 + Episode_Reward/action_rate_l2: -0.5585 + Episode_Reward/joint_torques_l2: -0.1428 + Episode_Reward/dof_pos_limits: -0.0002 + Episode_Reward/terminated: -0.0260 + Episode_Reward/unnecessary_wheel_lift: -0.0757 + Episode_Reward/rolling_leg_motion: -0.5795 + Episode_Reward/obstacle_progress: +3.5233 + Episode_Reward/wheel_body_intrusion: -0.2535 + Episode_Reward/pair_body_intrusion: -0.2699 + Curriculum/terrain_level_mean: +4.0054 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0907 + Metrics/base_velocity/error_vel_yaw: 0.1331 + Episode_Termination/time_out: 0.4392 + Episode_Termination/fell_over: 0.0473 + Episode_Termination/course_exit: 0.4932 +Episode_Termination/illegal_nonwheel_contact: 0.0338 +============================================================================== + +============================================================================== +Learning iteration 34100/50000 + Total steps: 139,673,600 + Steps per second: 13,254 + Iteration time: 0.309s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0877 + Mean episode length: 1375.4 + Actor loss: -9.5303 + Critic loss: +0.0030 + World model loss: +0.6208 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.9433 + Episode_Reward/track_angular_velocity: +52.0465 + Episode_Reward/upright: +26.3625 + Episode_Reward/leg_posture: -2.5465 + Episode_Reward/standstill: -5.9915 + Episode_Reward/action_rate_l2: -0.5744 + Episode_Reward/joint_torques_l2: -0.1473 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0215 + Episode_Reward/unnecessary_wheel_lift: -0.0850 + Episode_Reward/rolling_leg_motion: -0.5976 + Episode_Reward/obstacle_progress: +3.7161 + Episode_Reward/wheel_body_intrusion: -0.2599 + Episode_Reward/pair_body_intrusion: -0.2860 + Curriculum/terrain_level_mean: +4.0068 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0913 + Metrics/base_velocity/error_vel_yaw: 0.1329 + Episode_Termination/time_out: 0.5091 + Episode_Termination/fell_over: 0.0242 + Episode_Termination/course_exit: 0.4424 +Episode_Termination/illegal_nonwheel_contact: 0.0364 +============================================================================== + +============================================================================== +Learning iteration 34150/50000 + Total steps: 139,878,400 + Steps per second: 13,257 + Iteration time: 0.309s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0878 + Mean episode length: 1352.7 + Actor loss: -9.5081 + Critic loss: +0.0042 + World model loss: +0.5854 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.1592 + Episode_Reward/track_angular_velocity: +51.2067 + Episode_Reward/upright: +25.9441 + Episode_Reward/leg_posture: -2.5065 + Episode_Reward/standstill: -5.9092 + Episode_Reward/action_rate_l2: -0.5571 + Episode_Reward/joint_torques_l2: -0.1437 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0106 + Episode_Reward/unnecessary_wheel_lift: -0.0730 + Episode_Reward/rolling_leg_motion: -0.5780 + Episode_Reward/obstacle_progress: +3.7246 + Episode_Reward/wheel_body_intrusion: -0.2655 + Episode_Reward/pair_body_intrusion: -0.2700 + Curriculum/terrain_level_mean: +4.0093 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0911 + Metrics/base_velocity/error_vel_yaw: 0.1327 + Episode_Termination/time_out: 0.4865 + Episode_Termination/fell_over: 0.0068 + Episode_Termination/course_exit: 0.4865 +Episode_Termination/illegal_nonwheel_contact: 0.0203 +============================================================================== + +============================================================================== +Learning iteration 34200/50000 + Total steps: 140,083,200 + Steps per second: 13,260 + Iteration time: 0.309s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0875 + Mean episode length: 1360.2 + Actor loss: -9.5070 + Critic loss: +0.0052 + World model loss: +0.6155 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.3500 + Episode_Reward/track_angular_velocity: +51.4660 + Episode_Reward/upright: +26.0371 + Episode_Reward/leg_posture: -2.5992 + Episode_Reward/standstill: -5.9595 + Episode_Reward/action_rate_l2: -0.5640 + Episode_Reward/joint_torques_l2: -0.1459 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0133 + Episode_Reward/unnecessary_wheel_lift: -0.0888 + Episode_Reward/rolling_leg_motion: -0.6013 + Episode_Reward/obstacle_progress: +3.6926 + Episode_Reward/wheel_body_intrusion: -0.2768 + Episode_Reward/pair_body_intrusion: -0.2886 + Curriculum/terrain_level_mean: +4.0110 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0916 + Metrics/base_velocity/error_vel_yaw: 0.1334 + Episode_Termination/time_out: 0.4819 + Episode_Termination/fell_over: 0.0241 + Episode_Termination/course_exit: 0.4880 +Episode_Termination/illegal_nonwheel_contact: 0.0241 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[675] + +============================================================================== +Learning iteration 34250/50000 + Total steps: 140,288,000 + Steps per second: 13,263 + Iteration time: 0.309s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0877 + Mean episode length: 1347.8 + Actor loss: -9.5026 + Critic loss: +0.0049 + World model loss: +0.5827 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.0553 + Episode_Reward/track_angular_velocity: +51.0135 + Episode_Reward/upright: +25.8020 + Episode_Reward/leg_posture: -2.5519 + Episode_Reward/standstill: -5.8135 + Episode_Reward/action_rate_l2: -0.5650 + Episode_Reward/joint_torques_l2: -0.1431 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0105 + Episode_Reward/unnecessary_wheel_lift: -0.0806 + Episode_Reward/rolling_leg_motion: -0.5957 + Episode_Reward/obstacle_progress: +3.6389 + Episode_Reward/wheel_body_intrusion: -0.2610 + Episode_Reward/pair_body_intrusion: -0.2663 + Curriculum/terrain_level_mean: +4.0159 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0904 + Metrics/base_velocity/error_vel_yaw: 0.1329 + Episode_Termination/time_out: 0.4737 + Episode_Termination/fell_over: 0.0066 + Episode_Termination/course_exit: 0.5000 +Episode_Termination/illegal_nonwheel_contact: 0.0263 +============================================================================== + +============================================================================== +Learning iteration 34300/50000 + Total steps: 140,492,800 + Steps per second: 13,266 + Iteration time: 0.309s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0876 + Mean episode length: 1312.2 + Actor loss: -9.5155 + Critic loss: +0.0047 + World model loss: +0.5656 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.6732 + Episode_Reward/track_angular_velocity: +49.7002 + Episode_Reward/upright: +25.1274 + Episode_Reward/leg_posture: -2.4420 + Episode_Reward/standstill: -5.7447 + Episode_Reward/action_rate_l2: -0.5439 + Episode_Reward/joint_torques_l2: -0.1401 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0205 + Episode_Reward/unnecessary_wheel_lift: -0.0809 + Episode_Reward/rolling_leg_motion: -0.5716 + Episode_Reward/obstacle_progress: +3.5191 + Episode_Reward/wheel_body_intrusion: -0.2437 + Episode_Reward/pair_body_intrusion: -0.2712 + Curriculum/terrain_level_mean: +4.0195 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0917 + Metrics/base_velocity/error_vel_yaw: 0.1321 + Episode_Termination/time_out: 0.4658 + Episode_Termination/fell_over: 0.0248 + Episode_Termination/course_exit: 0.4845 +Episode_Termination/illegal_nonwheel_contact: 0.0373 +============================================================================== + +============================================================================== +Learning iteration 34350/50000 + Total steps: 140,697,600 + Steps per second: 13,269 + Iteration time: 0.309s + Collection time: 0.076s + Learning time: 0.192s + Mean reward: +0.0874 + Mean episode length: 1372.3 + Actor loss: -9.5060 + Critic loss: +0.0047 + World model loss: +0.5913 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.6934 + Episode_Reward/track_angular_velocity: +51.8948 + Episode_Reward/upright: +26.2554 + Episode_Reward/leg_posture: -2.5499 + Episode_Reward/standstill: -6.0282 + Episode_Reward/action_rate_l2: -0.5715 + Episode_Reward/joint_torques_l2: -0.1474 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0107 + Episode_Reward/unnecessary_wheel_lift: -0.0797 + Episode_Reward/rolling_leg_motion: -0.5890 + Episode_Reward/obstacle_progress: +3.6645 + Episode_Reward/wheel_body_intrusion: -0.2578 + Episode_Reward/pair_body_intrusion: -0.2776 + Curriculum/terrain_level_mean: +4.0208 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0924 + Metrics/base_velocity/error_vel_yaw: 0.1335 + Episode_Termination/time_out: 0.5827 + Episode_Termination/fell_over: 0.0144 + Episode_Termination/course_exit: 0.3885 +Episode_Termination/illegal_nonwheel_contact: 0.0288 +============================================================================== + +============================================================================== +Learning iteration 34400/50000 + Total steps: 140,902,400 + Steps per second: 13,272 + Iteration time: 0.309s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0877 + Mean episode length: 1363.2 + Actor loss: -9.5238 + Critic loss: +0.0054 + World model loss: +0.5857 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.3554 + Episode_Reward/track_angular_velocity: +51.5671 + Episode_Reward/upright: +26.0999 + Episode_Reward/leg_posture: -2.5708 + Episode_Reward/standstill: -5.6773 + Episode_Reward/action_rate_l2: -0.5676 + Episode_Reward/joint_torques_l2: -0.1458 + Episode_Reward/dof_pos_limits: -0.0017 + Episode_Reward/terminated: -0.0240 + Episode_Reward/unnecessary_wheel_lift: -0.0735 + Episode_Reward/rolling_leg_motion: -0.5847 + Episode_Reward/obstacle_progress: +3.7139 + Episode_Reward/wheel_body_intrusion: -0.2541 + Episode_Reward/pair_body_intrusion: -0.2848 + Curriculum/terrain_level_mean: +4.0242 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0925 + Metrics/base_velocity/error_vel_yaw: 0.1335 + Episode_Termination/time_out: 0.4485 + Episode_Termination/fell_over: 0.0061 + Episode_Termination/course_exit: 0.4970 +Episode_Termination/illegal_nonwheel_contact: 0.0485 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1164] + +============================================================================== +Learning iteration 34450/50000 + Total steps: 141,107,200 + Steps per second: 13,275 + Iteration time: 0.309s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0878 + Mean episode length: 1366.7 + Actor loss: -9.5202 + Critic loss: +0.0053 + World model loss: +0.5601 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.5433 + Episode_Reward/track_angular_velocity: +51.7009 + Episode_Reward/upright: +26.1701 + Episode_Reward/leg_posture: -2.5605 + Episode_Reward/standstill: -5.6558 + Episode_Reward/action_rate_l2: -0.5748 + Episode_Reward/joint_torques_l2: -0.1456 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0107 + Episode_Reward/unnecessary_wheel_lift: -0.0772 + Episode_Reward/rolling_leg_motion: -0.5864 + Episode_Reward/obstacle_progress: +3.7732 + Episode_Reward/wheel_body_intrusion: -0.2804 + Episode_Reward/pair_body_intrusion: -0.3065 + Curriculum/terrain_level_mean: +4.0271 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0921 + Metrics/base_velocity/error_vel_yaw: 0.1333 + Episode_Termination/time_out: 0.4717 + Episode_Termination/fell_over: 0.0189 + Episode_Termination/course_exit: 0.5031 +Episode_Termination/illegal_nonwheel_contact: 0.0126 +============================================================================== + +============================================================================== +Learning iteration 34500/50000 + Total steps: 141,312,000 + Steps per second: 13,278 + Iteration time: 0.308s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0876 + Mean episode length: 1380.9 + Actor loss: -9.5222 + Critic loss: +0.0031 + World model loss: +0.5995 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.9121 + Episode_Reward/track_angular_velocity: +52.1986 + Episode_Reward/upright: +26.4599 + Episode_Reward/leg_posture: -2.6004 + Episode_Reward/standstill: -5.9149 + Episode_Reward/action_rate_l2: -0.5722 + Episode_Reward/joint_torques_l2: -0.1486 + Episode_Reward/dof_pos_limits: -0.0010 + Episode_Reward/terminated: -0.0135 + Episode_Reward/unnecessary_wheel_lift: -0.0917 + Episode_Reward/rolling_leg_motion: -0.6184 + Episode_Reward/obstacle_progress: +3.8658 + Episode_Reward/wheel_body_intrusion: -0.2738 + Episode_Reward/pair_body_intrusion: -0.2879 + Curriculum/terrain_level_mean: +4.0283 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0934 + Metrics/base_velocity/error_vel_yaw: 0.1342 + Episode_Termination/time_out: 0.4825 + Episode_Termination/fell_over: 0.0280 + Episode_Termination/course_exit: 0.4825 +Episode_Termination/illegal_nonwheel_contact: 0.0210 +============================================================================== + +============================================================================== +Learning iteration 34550/50000 + Total steps: 141,516,800 + Steps per second: 13,281 + Iteration time: 0.308s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0880 + Mean episode length: 1389.9 + Actor loss: -9.5296 + Critic loss: +0.0041 + World model loss: +0.5875 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.3226 + Episode_Reward/track_angular_velocity: +52.5693 + Episode_Reward/upright: +26.6376 + Episode_Reward/leg_posture: -2.5953 + Episode_Reward/standstill: -5.5843 + Episode_Reward/action_rate_l2: -0.5760 + Episode_Reward/joint_torques_l2: -0.1480 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0190 + Episode_Reward/unnecessary_wheel_lift: -0.0870 + Episode_Reward/rolling_leg_motion: -0.6011 + Episode_Reward/obstacle_progress: +3.9657 + Episode_Reward/wheel_body_intrusion: -0.2597 + Episode_Reward/pair_body_intrusion: -0.2839 + Curriculum/terrain_level_mean: +4.0305 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0924 + Metrics/base_velocity/error_vel_yaw: 0.1337 + Episode_Termination/time_out: 0.5097 + Episode_Termination/fell_over: 0.0323 + Episode_Termination/course_exit: 0.4452 +Episode_Termination/illegal_nonwheel_contact: 0.0258 +============================================================================== + +============================================================================== +Learning iteration 34600/50000 + Total steps: 141,721,600 + Steps per second: 13,284 + Iteration time: 0.308s + Collection time: 0.075s + Learning time: 0.186s + Mean reward: +0.0880 + Mean episode length: 1417.1 + Actor loss: -9.5365 + Critic loss: +0.0035 + World model loss: +0.5819 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.2229 + Episode_Reward/track_angular_velocity: +53.5767 + Episode_Reward/upright: +27.1504 + Episode_Reward/leg_posture: -2.6176 + Episode_Reward/standstill: -5.7443 + Episode_Reward/action_rate_l2: -0.5887 + Episode_Reward/joint_torques_l2: -0.1521 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0111 + Episode_Reward/unnecessary_wheel_lift: -0.0781 + Episode_Reward/rolling_leg_motion: -0.6066 + Episode_Reward/obstacle_progress: +4.0668 + Episode_Reward/wheel_body_intrusion: -0.2714 + Episode_Reward/pair_body_intrusion: -0.2966 + Curriculum/terrain_level_mean: +4.0327 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0932 + Metrics/base_velocity/error_vel_yaw: 0.1338 + Episode_Termination/time_out: 0.5255 + Episode_Termination/fell_over: 0.0073 + Episode_Termination/course_exit: 0.4453 +Episode_Termination/illegal_nonwheel_contact: 0.0292 +============================================================================== + +============================================================================== +Learning iteration 34650/50000 + Total steps: 141,926,400 + Steps per second: 13,287 + Iteration time: 0.308s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0876 + Mean episode length: 1312.9 + Actor loss: -9.5107 + Critic loss: +0.0050 + World model loss: +0.5562 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.4921 + Episode_Reward/track_angular_velocity: +49.6014 + Episode_Reward/upright: +25.1531 + Episode_Reward/leg_posture: -2.4559 + Episode_Reward/standstill: -5.6934 + Episode_Reward/action_rate_l2: -0.5409 + Episode_Reward/joint_torques_l2: -0.1415 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0103 + Episode_Reward/unnecessary_wheel_lift: -0.0769 + Episode_Reward/rolling_leg_motion: -0.5611 + Episode_Reward/obstacle_progress: +3.7468 + Episode_Reward/wheel_body_intrusion: -0.2464 + Episode_Reward/pair_body_intrusion: -0.2575 + Curriculum/terrain_level_mean: +4.0352 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0934 + Metrics/base_velocity/error_vel_yaw: 0.1348 + Episode_Termination/time_out: 0.4662 + Episode_Termination/fell_over: 0.0301 + Episode_Termination/course_exit: 0.5038 +Episode_Termination/illegal_nonwheel_contact: 0.0150 +============================================================================== + +============================================================================== +Learning iteration 34700/50000 + Total steps: 142,131,200 + Steps per second: 13,290 + Iteration time: 0.308s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0880 + Mean episode length: 1355.0 + Actor loss: -9.5591 + Critic loss: +0.0037 + World model loss: +0.6102 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.1049 + Episode_Reward/track_angular_velocity: +51.2229 + Episode_Reward/upright: +25.9955 + Episode_Reward/leg_posture: -2.5251 + Episode_Reward/standstill: -5.5622 + Episode_Reward/action_rate_l2: -0.5511 + Episode_Reward/joint_torques_l2: -0.1450 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0106 + Episode_Reward/unnecessary_wheel_lift: -0.0864 + Episode_Reward/rolling_leg_motion: -0.5813 + Episode_Reward/obstacle_progress: +3.8861 + Episode_Reward/wheel_body_intrusion: -0.2438 + Episode_Reward/pair_body_intrusion: -0.2796 + Curriculum/terrain_level_mean: +4.0388 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0924 + Metrics/base_velocity/error_vel_yaw: 0.1338 + Episode_Termination/time_out: 0.4812 + Episode_Termination/fell_over: 0.0301 + Episode_Termination/course_exit: 0.4887 +Episode_Termination/illegal_nonwheel_contact: 0.0150 +============================================================================== + +============================================================================== +Learning iteration 34750/50000 + Total steps: 142,336,000 + Steps per second: 13,293 + Iteration time: 0.308s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0881 + Mean episode length: 1400.8 + Actor loss: -9.5228 + Critic loss: +0.0042 + World model loss: +0.6045 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.7953 + Episode_Reward/track_angular_velocity: +52.9604 + Episode_Reward/upright: +26.9088 + Episode_Reward/leg_posture: -2.6043 + Episode_Reward/standstill: -5.5532 + Episode_Reward/action_rate_l2: -0.5719 + Episode_Reward/joint_torques_l2: -0.1500 + Episode_Reward/dof_pos_limits: -0.0011 + Episode_Reward/terminated: -0.0055 + Episode_Reward/unnecessary_wheel_lift: -0.0817 + Episode_Reward/rolling_leg_motion: -0.6022 + Episode_Reward/obstacle_progress: +3.9439 + Episode_Reward/wheel_body_intrusion: -0.2548 + Episode_Reward/pair_body_intrusion: -0.3072 + Curriculum/terrain_level_mean: +4.0417 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0918 + Metrics/base_velocity/error_vel_yaw: 0.1333 + Episode_Termination/time_out: 0.5034 + Episode_Termination/fell_over: 0.0067 + Episode_Termination/course_exit: 0.4832 +Episode_Termination/illegal_nonwheel_contact: 0.0067 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[553] + +============================================================================== +Learning iteration 34800/50000 + Total steps: 142,540,800 + Steps per second: 13,296 + Iteration time: 0.308s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0881 + Mean episode length: 1370.5 + Actor loss: -9.5167 + Critic loss: +0.0072 + World model loss: +0.6119 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.7187 + Episode_Reward/track_angular_velocity: +51.8622 + Episode_Reward/upright: +26.3290 + Episode_Reward/leg_posture: -2.5283 + Episode_Reward/standstill: -5.5799 + Episode_Reward/action_rate_l2: -0.5661 + Episode_Reward/joint_torques_l2: -0.1456 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0134 + Episode_Reward/unnecessary_wheel_lift: -0.0852 + Episode_Reward/rolling_leg_motion: -0.6029 + Episode_Reward/obstacle_progress: +3.7997 + Episode_Reward/wheel_body_intrusion: -0.2458 + Episode_Reward/pair_body_intrusion: -0.2687 + Curriculum/terrain_level_mean: +4.0444 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0915 + Metrics/base_velocity/error_vel_yaw: 0.1326 + Episode_Termination/time_out: 0.5062 + Episode_Termination/fell_over: 0.0250 + Episode_Termination/course_exit: 0.4625 +Episode_Termination/illegal_nonwheel_contact: 0.0187 +============================================================================== + +============================================================================== +Learning iteration 34850/50000 + Total steps: 142,745,600 + Steps per second: 13,298 + Iteration time: 0.308s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0883 + Mean episode length: 1301.1 + Actor loss: -9.5376 + Critic loss: +0.0040 + World model loss: +0.6154 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.4207 + Episode_Reward/track_angular_velocity: +49.2626 + Episode_Reward/upright: +25.0253 + Episode_Reward/leg_posture: -2.3859 + Episode_Reward/standstill: -5.2105 + Episode_Reward/action_rate_l2: -0.5348 + Episode_Reward/joint_torques_l2: -0.1380 + Episode_Reward/dof_pos_limits: -0.0001 + Episode_Reward/terminated: -0.0127 + Episode_Reward/unnecessary_wheel_lift: -0.0693 + Episode_Reward/rolling_leg_motion: -0.5608 + Episode_Reward/obstacle_progress: +3.6185 + Episode_Reward/wheel_body_intrusion: -0.2316 + Episode_Reward/pair_body_intrusion: -0.2700 + Curriculum/terrain_level_mean: +4.0454 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0905 + Metrics/base_velocity/error_vel_yaw: 0.1323 + Episode_Termination/time_out: 0.4567 + Episode_Termination/fell_over: 0.0079 + Episode_Termination/course_exit: 0.5039 +Episode_Termination/illegal_nonwheel_contact: 0.0315 +============================================================================== + +============================================================================== +Learning iteration 34900/50000 + Total steps: 142,950,400 + Steps per second: 13,301 + Iteration time: 0.308s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0879 + Mean episode length: 1308.6 + Actor loss: -9.5084 + Critic loss: +0.0035 + World model loss: +0.5561 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.4954 + Episode_Reward/track_angular_velocity: +49.4959 + Episode_Reward/upright: +25.1308 + Episode_Reward/leg_posture: -2.3840 + Episode_Reward/standstill: -5.4757 + Episode_Reward/action_rate_l2: -0.5523 + Episode_Reward/joint_torques_l2: -0.1396 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0307 + Episode_Reward/unnecessary_wheel_lift: -0.0860 + Episode_Reward/rolling_leg_motion: -0.5690 + Episode_Reward/obstacle_progress: +3.6836 + Episode_Reward/wheel_body_intrusion: -0.2325 + Episode_Reward/pair_body_intrusion: -0.2641 + Curriculum/terrain_level_mean: +4.0461 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0923 + Metrics/base_velocity/error_vel_yaw: 0.1333 + Episode_Termination/time_out: 0.4506 + Episode_Termination/fell_over: 0.0432 + Episode_Termination/course_exit: 0.4753 +Episode_Termination/illegal_nonwheel_contact: 0.0556 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2559] + +============================================================================== +Learning iteration 34950/50000 + Total steps: 143,155,200 + Steps per second: 13,304 + Iteration time: 0.308s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0879 + Mean episode length: 1314.6 + Actor loss: -9.5328 + Critic loss: +0.0034 + World model loss: +0.6309 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.7021 + Episode_Reward/track_angular_velocity: +49.7155 + Episode_Reward/upright: +25.2477 + Episode_Reward/leg_posture: -2.4192 + Episode_Reward/standstill: -5.6061 + Episode_Reward/action_rate_l2: -0.5500 + Episode_Reward/joint_torques_l2: -0.1397 + Episode_Reward/dof_pos_limits: -0.0013 + Episode_Reward/terminated: -0.0282 + Episode_Reward/unnecessary_wheel_lift: -0.0944 + Episode_Reward/rolling_leg_motion: -0.5659 + Episode_Reward/obstacle_progress: +3.7532 + Episode_Reward/wheel_body_intrusion: -0.2355 + Episode_Reward/pair_body_intrusion: -0.2831 + Curriculum/terrain_level_mean: +4.0466 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0919 + Metrics/base_velocity/error_vel_yaw: 0.1336 + Episode_Termination/time_out: 0.4172 + Episode_Termination/fell_over: 0.0307 + Episode_Termination/course_exit: 0.5153 +Episode_Termination/illegal_nonwheel_contact: 0.0368 +============================================================================== + +============================================================================== +Learning iteration 35000/50000 + Total steps: 143,360,000 + Steps per second: 13,307 + Iteration time: 0.308s + Collection time: 0.076s + Learning time: 0.192s + Mean reward: +0.0882 + Mean episode length: 1364.4 + Actor loss: -9.5425 + Critic loss: +0.0048 + World model loss: +0.6068 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.5488 + Episode_Reward/track_angular_velocity: +51.5951 + Episode_Reward/upright: +26.2323 + Episode_Reward/leg_posture: -2.5270 + Episode_Reward/standstill: -5.4660 + Episode_Reward/action_rate_l2: -0.5677 + Episode_Reward/joint_torques_l2: -0.1459 + Episode_Reward/dof_pos_limits: -0.0017 + Episode_Reward/terminated: +0.0000 + Episode_Reward/unnecessary_wheel_lift: -0.0860 + Episode_Reward/rolling_leg_motion: -0.5913 + Episode_Reward/obstacle_progress: +3.8668 + Episode_Reward/wheel_body_intrusion: -0.2559 + Episode_Reward/pair_body_intrusion: -0.2967 + Curriculum/terrain_level_mean: +4.0498 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0912 + Metrics/base_velocity/error_vel_yaw: 0.1336 + Episode_Termination/time_out: 0.4641 + Episode_Termination/fell_over: 0.0000 + Episode_Termination/course_exit: 0.5359 +Episode_Termination/illegal_nonwheel_contact: 0.0000 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[480] + +============================================================================== +Learning iteration 35050/50000 + Total steps: 143,564,800 + Steps per second: 13,310 + Iteration time: 0.308s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0876 + Mean episode length: 1278.8 + Actor loss: -9.5481 + Critic loss: +0.0051 + World model loss: +0.5548 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +45.3828 + Episode_Reward/track_angular_velocity: +48.3301 + Episode_Reward/upright: +24.5550 + Episode_Reward/leg_posture: -2.3921 + Episode_Reward/standstill: -5.5661 + Episode_Reward/action_rate_l2: -0.5257 + Episode_Reward/joint_torques_l2: -0.1380 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0225 + Episode_Reward/unnecessary_wheel_lift: -0.0934 + Episode_Reward/rolling_leg_motion: -0.5520 + Episode_Reward/obstacle_progress: +3.5933 + Episode_Reward/wheel_body_intrusion: -0.2577 + Episode_Reward/pair_body_intrusion: -0.2979 + Curriculum/terrain_level_mean: +4.0503 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0927 + Metrics/base_velocity/error_vel_yaw: 0.1343 + Episode_Termination/time_out: 0.3988 + Episode_Termination/fell_over: 0.0231 + Episode_Termination/course_exit: 0.5491 +Episode_Termination/illegal_nonwheel_contact: 0.0405 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1143] + +============================================================================== +Learning iteration 35100/50000 + Total steps: 143,769,600 + Steps per second: 13,312 + Iteration time: 0.308s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0874 + Mean episode length: 1325.9 + Actor loss: -9.5479 + Critic loss: +0.0061 + World model loss: +0.5950 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.0509 + Episode_Reward/track_angular_velocity: +50.1066 + Episode_Reward/upright: +25.4155 + Episode_Reward/leg_posture: -2.4958 + Episode_Reward/standstill: -5.9700 + Episode_Reward/action_rate_l2: -0.5493 + Episode_Reward/joint_torques_l2: -0.1435 + Episode_Reward/dof_pos_limits: -0.0016 + Episode_Reward/terminated: -0.0285 + Episode_Reward/unnecessary_wheel_lift: -0.0915 + Episode_Reward/rolling_leg_motion: -0.5776 + Episode_Reward/obstacle_progress: +3.7519 + Episode_Reward/wheel_body_intrusion: -0.2581 + Episode_Reward/pair_body_intrusion: -0.3181 + Curriculum/terrain_level_mean: +4.0503 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0927 + Metrics/base_velocity/error_vel_yaw: 0.1342 + Episode_Termination/time_out: 0.4333 + Episode_Termination/fell_over: 0.0400 + Episode_Termination/course_exit: 0.4933 +Episode_Termination/illegal_nonwheel_contact: 0.0400 +============================================================================== + ++---------------------------------+ +| Base Environment | ++------------------------+--------+ +| Property | Value | ++------------------------+--------+ +| Number of environments | 1 | +| Environment device | cuda:0 | +| Environment seed | None | +| Physics step-size | 0.005 | +| Environment step-size | 0.02 | ++------------------------+--------+ + +[INFO] contains 1 active terms. ++-------------------------------------+ +| Active Event Terms in Mode: 'reset' | ++--------+----------------------------+ +| Index | Name | ++--------+----------------------------+ +| 0 | reset_base | +| 1 | reset_robot_joints | ++--------+----------------------------+ + +[INFO] contains 1 active terms. ++--------------------------------------+ +| Active Command Terms | ++-------+-------+----------------------+ +| Index | Name | Type | ++-------+-------+----------------------+ +| 0 | twist | MixedVelocityCommand | ++-------+-------+----------------------+ + +[INFO] contains 2 active terms. ++---------------------------------+ +| Active Action Terms (shape: 16) | ++-------+-----------+-------------+ +| Index | Name | Dimension | ++-------+-----------+-------------+ +| 0 | joint_pos | 12 | +| 1 | wheel_vel | 4 | ++-------+-----------+-------------+ + +[INFO] contains 1 groups. ++------------------------------------------------------------+ +| Active Observation Terms in Group: 'actor' (shape: (265,)) | ++--------+-------------------------+-------------------------+ +| Index | Name | Shape | ++--------+-------------------------+-------------------------+ +| 0 | base_ang_vel | (15,) ← 5×(3,) | +| 1 | projected_gravity | (15,) ← 5×(3,) | +| 2 | joint_pos | (60,) ← 5×(12,) | +| 3 | joint_vel | (60,) ← 5×(12,) | +| 4 | wheel_vel | (20,) ← 5×(4,) | +| 5 | actions | (80,) ← 5×(16,) | +| 6 | command | (15,) ← 5×(3,) | ++--------+-------------------------+-------------------------+ + +[INFO] contains 4 active terms. ++---------------------------------------------+ +| Active Termination Terms | ++-------+--------------------------+----------+ +| Index | Name | Time Out | ++-------+--------------------------+----------+ +| 0 | time_out | True | +| 1 | fell_over | False | +| 2 | course_exit | True | +| 3 | illegal_nonwheel_contact | False | ++-------+--------------------------+----------+ + +[INFO] contains 0 active terms. ++-----------------------+ +| Active Reward Terms | ++-------+------+--------+ +| Index | Name | Weight | ++-------+------+--------+ ++-------+------+--------+ + +[INFO] (inactive) +[INFO] (inactive) +[INFO] (inactive) +S10 video saved: logs/s10_terrain_v7_50k_20261101_225518/videos/iteration_035100.mp4 +RECOVERY reset 1 invalid environments; first IDs=[584] + +============================================================================== +Learning iteration 35150/50000 + Total steps: 143,974,400 + Steps per second: 13,308 + Iteration time: 0.308s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0877 + Mean episode length: 1410.0 + Actor loss: -9.5621 + Critic loss: +0.0049 + World model loss: +0.6119 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.0089 + Episode_Reward/track_angular_velocity: +53.2935 + Episode_Reward/upright: +27.0541 + Episode_Reward/leg_posture: -2.6297 + Episode_Reward/standstill: -6.0779 + Episode_Reward/action_rate_l2: -0.5787 + Episode_Reward/joint_torques_l2: -0.1512 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0110 + Episode_Reward/unnecessary_wheel_lift: -0.0891 + Episode_Reward/rolling_leg_motion: -0.5866 + Episode_Reward/obstacle_progress: +4.0194 + Episode_Reward/wheel_body_intrusion: -0.2665 + Episode_Reward/pair_body_intrusion: -0.2911 + Curriculum/terrain_level_mean: +4.0515 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0929 + Metrics/base_velocity/error_vel_yaw: 0.1343 + Episode_Termination/time_out: 0.5000 + Episode_Termination/fell_over: 0.0227 + Episode_Termination/course_exit: 0.4697 +Episode_Termination/illegal_nonwheel_contact: 0.0227 +============================================================================== + +============================================================================== +Learning iteration 35200/50000 + Total steps: 144,179,200 + Steps per second: 13,311 + Iteration time: 0.308s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0876 + Mean episode length: 1354.4 + Actor loss: -9.4804 + Critic loss: +0.0054 + World model loss: +0.6003 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.9897 + Episode_Reward/track_angular_velocity: +51.1906 + Episode_Reward/upright: +25.9735 + Episode_Reward/leg_posture: -2.5497 + Episode_Reward/standstill: -5.9074 + Episode_Reward/action_rate_l2: -0.5578 + Episode_Reward/joint_torques_l2: -0.1451 + Episode_Reward/dof_pos_limits: -0.0010 + Episode_Reward/terminated: -0.0159 + Episode_Reward/unnecessary_wheel_lift: -0.1062 + Episode_Reward/rolling_leg_motion: -0.5922 + Episode_Reward/obstacle_progress: +3.8107 + Episode_Reward/wheel_body_intrusion: -0.2501 + Episode_Reward/pair_body_intrusion: -0.2600 + Curriculum/terrain_level_mean: +4.0537 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0933 + Metrics/base_velocity/error_vel_yaw: 0.1342 + Episode_Termination/time_out: 0.4438 + Episode_Termination/fell_over: 0.0296 + Episode_Termination/course_exit: 0.5207 +Episode_Termination/illegal_nonwheel_contact: 0.0296 +============================================================================== + +============================================================================== +Learning iteration 35250/50000 + Total steps: 144,384,000 + Steps per second: 13,314 + Iteration time: 0.308s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0875 + Mean episode length: 1353.2 + Actor loss: -9.5315 + Critic loss: +0.0035 + World model loss: +0.5887 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.9889 + Episode_Reward/track_angular_velocity: +51.1690 + Episode_Reward/upright: +25.9559 + Episode_Reward/leg_posture: -2.5465 + Episode_Reward/standstill: -6.0101 + Episode_Reward/action_rate_l2: -0.5582 + Episode_Reward/joint_torques_l2: -0.1448 + Episode_Reward/dof_pos_limits: -0.0014 + Episode_Reward/terminated: -0.0185 + Episode_Reward/unnecessary_wheel_lift: -0.1019 + Episode_Reward/rolling_leg_motion: -0.5982 + Episode_Reward/obstacle_progress: +3.8272 + Episode_Reward/wheel_body_intrusion: -0.2504 + Episode_Reward/pair_body_intrusion: -0.3077 + Curriculum/terrain_level_mean: +4.0537 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0926 + Metrics/base_velocity/error_vel_yaw: 0.1333 + Episode_Termination/time_out: 0.4912 + Episode_Termination/fell_over: 0.0175 + Episode_Termination/course_exit: 0.4678 +Episode_Termination/illegal_nonwheel_contact: 0.0292 +============================================================================== + +============================================================================== +Learning iteration 35300/50000 + Total steps: 144,588,800 + Steps per second: 13,317 + Iteration time: 0.308s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0880 + Mean episode length: 1365.9 + Actor loss: -9.5439 + Critic loss: +0.0051 + World model loss: +0.6017 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.5649 + Episode_Reward/track_angular_velocity: +51.6946 + Episode_Reward/upright: +26.2097 + Episode_Reward/leg_posture: -2.5549 + Episode_Reward/standstill: -5.6176 + Episode_Reward/action_rate_l2: -0.5693 + Episode_Reward/joint_torques_l2: -0.1476 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0213 + Episode_Reward/unnecessary_wheel_lift: -0.0921 + Episode_Reward/rolling_leg_motion: -0.5908 + Episode_Reward/obstacle_progress: +3.9215 + Episode_Reward/wheel_body_intrusion: -0.2461 + Episode_Reward/pair_body_intrusion: -0.3079 + Curriculum/terrain_level_mean: +4.0552 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0916 + Metrics/base_velocity/error_vel_yaw: 0.1324 + Episode_Termination/time_out: 0.4832 + Episode_Termination/fell_over: 0.0268 + Episode_Termination/course_exit: 0.4631 +Episode_Termination/illegal_nonwheel_contact: 0.0403 +============================================================================== + +============================================================================== +Learning iteration 35350/50000 + Total steps: 144,793,600 + Steps per second: 13,320 + Iteration time: 0.308s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0882 + Mean episode length: 1294.2 + Actor loss: -9.5263 + Critic loss: +0.0059 + World model loss: +0.5861 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.1163 + Episode_Reward/track_angular_velocity: +48.9519 + Episode_Reward/upright: +24.8519 + Episode_Reward/leg_posture: -2.4083 + Episode_Reward/standstill: -5.3543 + Episode_Reward/action_rate_l2: -0.5315 + Episode_Reward/joint_torques_l2: -0.1388 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0051 + Episode_Reward/unnecessary_wheel_lift: -0.0903 + Episode_Reward/rolling_leg_motion: -0.5626 + Episode_Reward/obstacle_progress: +3.7487 + Episode_Reward/wheel_body_intrusion: -0.2339 + Episode_Reward/pair_body_intrusion: -0.2335 + Curriculum/terrain_level_mean: +4.0591 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0910 + Metrics/base_velocity/error_vel_yaw: 0.1331 + Episode_Termination/time_out: 0.3919 + Episode_Termination/fell_over: 0.0068 + Episode_Termination/course_exit: 0.5946 +Episode_Termination/illegal_nonwheel_contact: 0.0068 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2846] + +============================================================================== +Learning iteration 35400/50000 + Total steps: 144,998,400 + Steps per second: 13,322 + Iteration time: 0.307s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0883 + Mean episode length: 1366.0 + Actor loss: -9.5245 + Critic loss: +0.0054 + World model loss: +0.5840 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.6583 + Episode_Reward/track_angular_velocity: +51.6646 + Episode_Reward/upright: +26.1856 + Episode_Reward/leg_posture: -2.5654 + Episode_Reward/standstill: -5.5080 + Episode_Reward/action_rate_l2: -0.5645 + Episode_Reward/joint_torques_l2: -0.1464 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0107 + Episode_Reward/unnecessary_wheel_lift: -0.0762 + Episode_Reward/rolling_leg_motion: -0.5855 + Episode_Reward/obstacle_progress: +4.0241 + Episode_Reward/wheel_body_intrusion: -0.2544 + Episode_Reward/pair_body_intrusion: -0.2510 + Curriculum/terrain_level_mean: +4.0615 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0910 + Metrics/base_velocity/error_vel_yaw: 0.1335 + Episode_Termination/time_out: 0.5139 + Episode_Termination/fell_over: 0.0069 + Episode_Termination/course_exit: 0.4583 +Episode_Termination/illegal_nonwheel_contact: 0.0278 +============================================================================== + +============================================================================== +Learning iteration 35450/50000 + Total steps: 145,203,200 + Steps per second: 13,325 + Iteration time: 0.307s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0879 + Mean episode length: 1377.4 + Actor loss: -9.5144 + Critic loss: +0.0044 + World model loss: +0.5902 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.9417 + Episode_Reward/track_angular_velocity: +52.0670 + Episode_Reward/upright: +26.3906 + Episode_Reward/leg_posture: -2.5776 + Episode_Reward/standstill: -5.7672 + Episode_Reward/action_rate_l2: -0.5643 + Episode_Reward/joint_torques_l2: -0.1492 + Episode_Reward/dof_pos_limits: -0.0011 + Episode_Reward/terminated: -0.0269 + Episode_Reward/unnecessary_wheel_lift: -0.0925 + Episode_Reward/rolling_leg_motion: -0.6039 + Episode_Reward/obstacle_progress: +4.0148 + Episode_Reward/wheel_body_intrusion: -0.2756 + Episode_Reward/pair_body_intrusion: -0.3114 + Curriculum/terrain_level_mean: +4.0625 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0920 + Metrics/base_velocity/error_vel_yaw: 0.1342 + Episode_Termination/time_out: 0.4906 + Episode_Termination/fell_over: 0.0126 + Episode_Termination/course_exit: 0.4465 +Episode_Termination/illegal_nonwheel_contact: 0.0629 +============================================================================== + +============================================================================== +Learning iteration 35500/50000 + Total steps: 145,408,000 + Steps per second: 13,328 + Iteration time: 0.307s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0880 + Mean episode length: 1299.9 + Actor loss: -9.5205 + Critic loss: +0.0058 + World model loss: +0.6090 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.2951 + Episode_Reward/track_angular_velocity: +49.1894 + Episode_Reward/upright: +24.9268 + Episode_Reward/leg_posture: -2.4565 + Episode_Reward/standstill: -5.4378 + Episode_Reward/action_rate_l2: -0.5299 + Episode_Reward/joint_torques_l2: -0.1400 + Episode_Reward/dof_pos_limits: -0.0013 + Episode_Reward/terminated: -0.0228 + Episode_Reward/unnecessary_wheel_lift: -0.0807 + Episode_Reward/rolling_leg_motion: -0.5602 + Episode_Reward/obstacle_progress: +3.6751 + Episode_Reward/wheel_body_intrusion: -0.2477 + Episode_Reward/pair_body_intrusion: -0.2750 + Curriculum/terrain_level_mean: +4.0637 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0911 + Metrics/base_velocity/error_vel_yaw: 0.1328 + Episode_Termination/time_out: 0.4145 + Episode_Termination/fell_over: 0.0132 + Episode_Termination/course_exit: 0.5263 +Episode_Termination/illegal_nonwheel_contact: 0.0461 +============================================================================== + +============================================================================== +Learning iteration 35550/50000 + Total steps: 145,612,800 + Steps per second: 13,330 + Iteration time: 0.307s + Collection time: 0.076s + Learning time: 0.193s + Mean reward: +0.0879 + Mean episode length: 1350.6 + Actor loss: -9.5293 + Critic loss: +0.0071 + World model loss: +0.6240 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.2393 + Episode_Reward/track_angular_velocity: +51.1250 + Episode_Reward/upright: +25.8901 + Episode_Reward/leg_posture: -2.5661 + Episode_Reward/standstill: -5.9189 + Episode_Reward/action_rate_l2: -0.5455 + Episode_Reward/joint_torques_l2: -0.1460 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0185 + Episode_Reward/unnecessary_wheel_lift: -0.0887 + Episode_Reward/rolling_leg_motion: -0.5861 + Episode_Reward/obstacle_progress: +3.8439 + Episode_Reward/wheel_body_intrusion: -0.2612 + Episode_Reward/pair_body_intrusion: -0.2908 + Curriculum/terrain_level_mean: +4.0664 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0899 + Metrics/base_velocity/error_vel_yaw: 0.1325 + Episode_Termination/time_out: 0.4286 + Episode_Termination/fell_over: 0.0272 + Episode_Termination/course_exit: 0.5238 +Episode_Termination/illegal_nonwheel_contact: 0.0272 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2495] +RECOVERY reset 1 invalid environments; first IDs=[2087] + +============================================================================== +Learning iteration 35600/50000 + Total steps: 145,817,600 + Steps per second: 13,333 + Iteration time: 0.307s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0878 + Mean episode length: 1345.0 + Actor loss: -9.5218 + Critic loss: +0.0067 + World model loss: +0.5927 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.0447 + Episode_Reward/track_angular_velocity: +50.9061 + Episode_Reward/upright: +25.7979 + Episode_Reward/leg_posture: -2.5833 + Episode_Reward/standstill: -5.9602 + Episode_Reward/action_rate_l2: -0.5507 + Episode_Reward/joint_torques_l2: -0.1447 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0158 + Episode_Reward/unnecessary_wheel_lift: -0.0792 + Episode_Reward/rolling_leg_motion: -0.5801 + Episode_Reward/obstacle_progress: +3.8197 + Episode_Reward/wheel_body_intrusion: -0.2499 + Episode_Reward/pair_body_intrusion: -0.3122 + Curriculum/terrain_level_mean: +4.0684 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0898 + Metrics/base_velocity/error_vel_yaw: 0.1325 + Episode_Termination/time_out: 0.4467 + Episode_Termination/fell_over: 0.0267 + Episode_Termination/course_exit: 0.5133 +Episode_Termination/illegal_nonwheel_contact: 0.0133 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[495] + +============================================================================== +Learning iteration 35650/50000 + Total steps: 146,022,400 + Steps per second: 13,336 + Iteration time: 0.307s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0875 + Mean episode length: 1349.0 + Actor loss: -9.5546 + Critic loss: +0.0043 + World model loss: +0.5709 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.0623 + Episode_Reward/track_angular_velocity: +51.0516 + Episode_Reward/upright: +25.8722 + Episode_Reward/leg_posture: -2.5780 + Episode_Reward/standstill: -6.1706 + Episode_Reward/action_rate_l2: -0.5571 + Episode_Reward/joint_torques_l2: -0.1462 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0343 + Episode_Reward/unnecessary_wheel_lift: -0.0819 + Episode_Reward/rolling_leg_motion: -0.5883 + Episode_Reward/obstacle_progress: +3.7598 + Episode_Reward/wheel_body_intrusion: -0.2523 + Episode_Reward/pair_body_intrusion: -0.3026 + Curriculum/terrain_level_mean: +4.0669 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0909 + Metrics/base_velocity/error_vel_yaw: 0.1327 + Episode_Termination/time_out: 0.4354 + Episode_Termination/fell_over: 0.0272 + Episode_Termination/course_exit: 0.4762 +Episode_Termination/illegal_nonwheel_contact: 0.0748 +============================================================================== + +============================================================================== +Learning iteration 35700/50000 + Total steps: 146,227,200 + Steps per second: 13,339 + Iteration time: 0.307s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0874 + Mean episode length: 1373.7 + Actor loss: -9.5388 + Critic loss: +0.0043 + World model loss: +0.5951 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.8782 + Episode_Reward/track_angular_velocity: +51.9878 + Episode_Reward/upright: +26.3539 + Episode_Reward/leg_posture: -2.6072 + Episode_Reward/standstill: -6.4606 + Episode_Reward/action_rate_l2: -0.5743 + Episode_Reward/joint_torques_l2: -0.1492 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0188 + Episode_Reward/unnecessary_wheel_lift: -0.0888 + Episode_Reward/rolling_leg_motion: -0.5969 + Episode_Reward/obstacle_progress: +3.8322 + Episode_Reward/wheel_body_intrusion: -0.2481 + Episode_Reward/pair_body_intrusion: -0.2860 + Curriculum/terrain_level_mean: +4.0696 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0918 + Metrics/base_velocity/error_vel_yaw: 0.1326 + Episode_Termination/time_out: 0.5089 + Episode_Termination/fell_over: 0.0178 + Episode_Termination/course_exit: 0.4497 +Episode_Termination/illegal_nonwheel_contact: 0.0414 +============================================================================== + +============================================================================== +Learning iteration 35750/50000 + Total steps: 146,432,000 + Steps per second: 13,342 + Iteration time: 0.307s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0879 + Mean episode length: 1335.7 + Actor loss: -9.5356 + Critic loss: +0.0043 + World model loss: +0.5556 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.6584 + Episode_Reward/track_angular_velocity: +50.5533 + Episode_Reward/upright: +25.6378 + Episode_Reward/leg_posture: -2.5481 + Episode_Reward/standstill: -5.7775 + Episode_Reward/action_rate_l2: -0.5548 + Episode_Reward/joint_torques_l2: -0.1434 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0261 + Episode_Reward/unnecessary_wheel_lift: -0.0888 + Episode_Reward/rolling_leg_motion: -0.5763 + Episode_Reward/obstacle_progress: +3.7283 + Episode_Reward/wheel_body_intrusion: -0.2428 + Episode_Reward/pair_body_intrusion: -0.2604 + Curriculum/terrain_level_mean: +4.0698 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0904 + Metrics/base_velocity/error_vel_yaw: 0.1327 + Episode_Termination/time_out: 0.4177 + Episode_Termination/fell_over: 0.0380 + Episode_Termination/course_exit: 0.5190 +Episode_Termination/illegal_nonwheel_contact: 0.0316 +============================================================================== + +============================================================================== +Learning iteration 35800/50000 + Total steps: 146,636,800 + Steps per second: 13,344 + Iteration time: 0.307s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0878 + Mean episode length: 1334.1 + Actor loss: -9.5233 + Critic loss: +0.0050 + World model loss: +0.5773 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.4831 + Episode_Reward/track_angular_velocity: +50.4812 + Episode_Reward/upright: +25.6550 + Episode_Reward/leg_posture: -2.5054 + Episode_Reward/standstill: -5.8309 + Episode_Reward/action_rate_l2: -0.5608 + Episode_Reward/joint_torques_l2: -0.1416 + Episode_Reward/dof_pos_limits: -0.0002 + Episode_Reward/terminated: -0.0130 + Episode_Reward/unnecessary_wheel_lift: -0.0779 + Episode_Reward/rolling_leg_motion: -0.5759 + Episode_Reward/obstacle_progress: +3.7568 + Episode_Reward/wheel_body_intrusion: -0.2269 + Episode_Reward/pair_body_intrusion: -0.2836 + Curriculum/terrain_level_mean: +4.0732 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0915 + Metrics/base_velocity/error_vel_yaw: 0.1330 + Episode_Termination/time_out: 0.4538 + Episode_Termination/fell_over: 0.0154 + Episode_Termination/course_exit: 0.5154 +Episode_Termination/illegal_nonwheel_contact: 0.0308 +============================================================================== + +============================================================================== +Learning iteration 35850/50000 + Total steps: 146,841,600 + Steps per second: 13,347 + Iteration time: 0.307s + Collection time: 0.075s + Learning time: 0.185s + Mean reward: +0.0876 + Mean episode length: 1381.9 + Actor loss: -9.5324 + Critic loss: +0.0049 + World model loss: +0.6145 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.1494 + Episode_Reward/track_angular_velocity: +52.2726 + Episode_Reward/upright: +26.5360 + Episode_Reward/leg_posture: -2.5877 + Episode_Reward/standstill: -6.2813 + Episode_Reward/action_rate_l2: -0.5850 + Episode_Reward/joint_torques_l2: -0.1478 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0054 + Episode_Reward/unnecessary_wheel_lift: -0.0771 + Episode_Reward/rolling_leg_motion: -0.5882 + Episode_Reward/obstacle_progress: +3.8785 + Episode_Reward/wheel_body_intrusion: -0.2567 + Episode_Reward/pair_body_intrusion: -0.2845 + Curriculum/terrain_level_mean: +4.0754 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0914 + Metrics/base_velocity/error_vel_yaw: 0.1335 + Episode_Termination/time_out: 0.4865 + Episode_Termination/fell_over: 0.0000 + Episode_Termination/course_exit: 0.5000 +Episode_Termination/illegal_nonwheel_contact: 0.0135 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1296] + +============================================================================== +Learning iteration 35900/50000 + Total steps: 147,046,400 + Steps per second: 13,350 + Iteration time: 0.307s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0876 + Mean episode length: 1384.6 + Actor loss: -9.5080 + Critic loss: +0.0075 + World model loss: +0.5948 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.2864 + Episode_Reward/track_angular_velocity: +52.4142 + Episode_Reward/upright: +26.5769 + Episode_Reward/leg_posture: -2.5937 + Episode_Reward/standstill: -6.1867 + Episode_Reward/action_rate_l2: -0.5906 + Episode_Reward/joint_torques_l2: -0.1491 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0270 + Episode_Reward/unnecessary_wheel_lift: -0.0887 + Episode_Reward/rolling_leg_motion: -0.6008 + Episode_Reward/obstacle_progress: +3.8404 + Episode_Reward/wheel_body_intrusion: -0.2465 + Episode_Reward/pair_body_intrusion: -0.2780 + Curriculum/terrain_level_mean: +4.0754 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0911 + Metrics/base_velocity/error_vel_yaw: 0.1322 + Episode_Termination/time_out: 0.4702 + Episode_Termination/fell_over: 0.0265 + Episode_Termination/course_exit: 0.4636 +Episode_Termination/illegal_nonwheel_contact: 0.0662 +============================================================================== + +============================================================================== +Learning iteration 35950/50000 + Total steps: 147,251,200 + Steps per second: 13,353 + Iteration time: 0.307s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0878 + Mean episode length: 1349.3 + Actor loss: -9.5379 + Critic loss: +0.0045 + World model loss: +0.5618 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.0283 + Episode_Reward/track_angular_velocity: +51.0648 + Episode_Reward/upright: +25.9191 + Episode_Reward/leg_posture: -2.5506 + Episode_Reward/standstill: -5.8148 + Episode_Reward/action_rate_l2: -0.5596 + Episode_Reward/joint_torques_l2: -0.1453 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0158 + Episode_Reward/unnecessary_wheel_lift: -0.0842 + Episode_Reward/rolling_leg_motion: -0.5770 + Episode_Reward/obstacle_progress: +3.7483 + Episode_Reward/wheel_body_intrusion: -0.2577 + Episode_Reward/pair_body_intrusion: -0.2768 + Curriculum/terrain_level_mean: +4.0781 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0913 + Metrics/base_velocity/error_vel_yaw: 0.1328 + Episode_Termination/time_out: 0.4643 + Episode_Termination/fell_over: 0.0238 + Episode_Termination/course_exit: 0.5000 +Episode_Termination/illegal_nonwheel_contact: 0.0298 +============================================================================== + +============================================================================== +Learning iteration 36000/50000 + Total steps: 147,456,000 + Steps per second: 13,356 + Iteration time: 0.307s + Collection time: 0.076s + Learning time: 0.183s + Mean reward: +0.0879 + Mean episode length: 1403.3 + Actor loss: -9.5166 + Critic loss: +0.0126 + World model loss: +0.5730 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.1035 + Episode_Reward/track_angular_velocity: +53.1383 + Episode_Reward/upright: +26.9791 + Episode_Reward/leg_posture: -2.6380 + Episode_Reward/standstill: -6.0969 + Episode_Reward/action_rate_l2: -0.5758 + Episode_Reward/joint_torques_l2: -0.1508 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0137 + Episode_Reward/unnecessary_wheel_lift: -0.0801 + Episode_Reward/rolling_leg_motion: -0.6101 + Episode_Reward/obstacle_progress: +3.8679 + Episode_Reward/wheel_body_intrusion: -0.2680 + Episode_Reward/pair_body_intrusion: -0.2816 + Curriculum/terrain_level_mean: +4.0801 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0901 + Metrics/base_velocity/error_vel_yaw: 0.1319 + Episode_Termination/time_out: 0.5333 + Episode_Termination/fell_over: 0.0200 + Episode_Termination/course_exit: 0.4333 +Episode_Termination/illegal_nonwheel_contact: 0.0267 +============================================================================== + +============================================================================== +Learning iteration 36050/50000 + Total steps: 147,660,800 + Steps per second: 13,358 + Iteration time: 0.307s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0876 + Mean episode length: 1377.0 + Actor loss: -9.5487 + Critic loss: +0.0067 + World model loss: +0.5877 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.0553 + Episode_Reward/track_angular_velocity: +52.1288 + Episode_Reward/upright: +26.4875 + Episode_Reward/leg_posture: -2.5502 + Episode_Reward/standstill: -6.4973 + Episode_Reward/action_rate_l2: -0.5596 + Episode_Reward/joint_torques_l2: -0.1481 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0161 + Episode_Reward/unnecessary_wheel_lift: -0.0819 + Episode_Reward/rolling_leg_motion: -0.5869 + Episode_Reward/obstacle_progress: +3.8609 + Episode_Reward/wheel_body_intrusion: -0.2630 + Episode_Reward/pair_body_intrusion: -0.2546 + Curriculum/terrain_level_mean: +4.0825 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0911 + Metrics/base_velocity/error_vel_yaw: 0.1325 + Episode_Termination/time_out: 0.4870 + Episode_Termination/fell_over: 0.0195 + Episode_Termination/course_exit: 0.4740 +Episode_Termination/illegal_nonwheel_contact: 0.0260 +============================================================================== + +============================================================================== +Learning iteration 36100/50000 + Total steps: 147,865,600 + Steps per second: 13,361 + Iteration time: 0.307s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0871 + Mean episode length: 1314.5 + Actor loss: -9.4899 + Critic loss: +0.0047 + World model loss: +0.5932 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.6802 + Episode_Reward/track_angular_velocity: +49.6462 + Episode_Reward/upright: +25.2078 + Episode_Reward/leg_posture: -2.5019 + Episode_Reward/standstill: -6.3410 + Episode_Reward/action_rate_l2: -0.5414 + Episode_Reward/joint_torques_l2: -0.1428 + Episode_Reward/dof_pos_limits: -0.0012 + Episode_Reward/terminated: -0.0180 + Episode_Reward/unnecessary_wheel_lift: -0.0722 + Episode_Reward/rolling_leg_motion: -0.5591 + Episode_Reward/obstacle_progress: +3.7167 + Episode_Reward/wheel_body_intrusion: -0.2591 + Episode_Reward/pair_body_intrusion: -0.2779 + Curriculum/terrain_level_mean: +4.0842 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0926 + Metrics/base_velocity/error_vel_yaw: 0.1349 + Episode_Termination/time_out: 0.4276 + Episode_Termination/fell_over: 0.0263 + Episode_Termination/course_exit: 0.5263 +Episode_Termination/illegal_nonwheel_contact: 0.0263 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[589] + +============================================================================== +Learning iteration 36150/50000 + Total steps: 148,070,400 + Steps per second: 13,364 + Iteration time: 0.306s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0867 + Mean episode length: 1303.5 + Actor loss: -9.5202 + Critic loss: +0.0044 + World model loss: +0.5705 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.2099 + Episode_Reward/track_angular_velocity: +49.2011 + Episode_Reward/upright: +24.9899 + Episode_Reward/leg_posture: -2.5192 + Episode_Reward/standstill: -6.6538 + Episode_Reward/action_rate_l2: -0.5306 + Episode_Reward/joint_torques_l2: -0.1426 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0255 + Episode_Reward/unnecessary_wheel_lift: -0.0833 + Episode_Reward/rolling_leg_motion: -0.5514 + Episode_Reward/obstacle_progress: +3.6719 + Episode_Reward/wheel_body_intrusion: -0.2680 + Episode_Reward/pair_body_intrusion: -0.2681 + Curriculum/terrain_level_mean: +4.0869 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0935 + Metrics/base_velocity/error_vel_yaw: 0.1357 + Episode_Termination/time_out: 0.4286 + Episode_Termination/fell_over: 0.0248 + Episode_Termination/course_exit: 0.5093 +Episode_Termination/illegal_nonwheel_contact: 0.0373 +============================================================================== + +============================================================================== +Learning iteration 36200/50000 + Total steps: 148,275,200 + Steps per second: 13,367 + Iteration time: 0.306s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0871 + Mean episode length: 1340.1 + Actor loss: -9.4880 + Critic loss: +0.0060 + World model loss: +0.5877 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.7217 + Episode_Reward/track_angular_velocity: +50.6391 + Episode_Reward/upright: +25.6936 + Episode_Reward/leg_posture: -2.5480 + Episode_Reward/standstill: -6.5632 + Episode_Reward/action_rate_l2: -0.5403 + Episode_Reward/joint_torques_l2: -0.1441 + Episode_Reward/dof_pos_limits: -0.0010 + Episode_Reward/terminated: -0.0340 + Episode_Reward/unnecessary_wheel_lift: -0.0898 + Episode_Reward/rolling_leg_motion: -0.5688 + Episode_Reward/obstacle_progress: +3.7266 + Episode_Reward/wheel_body_intrusion: -0.2820 + Episode_Reward/pair_body_intrusion: -0.3270 + Curriculum/terrain_level_mean: +4.0867 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0915 + Metrics/base_velocity/error_vel_yaw: 0.1344 + Episode_Termination/time_out: 0.4744 + Episode_Termination/fell_over: 0.0641 + Episode_Termination/course_exit: 0.4423 +Episode_Termination/illegal_nonwheel_contact: 0.0256 +============================================================================== +Warning: EPA horizon = 24 isn't large enough. + +============================================================================== +Learning iteration 36250/50000 + Total steps: 148,480,000 + Steps per second: 13,370 + Iteration time: 0.306s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0871 + Mean episode length: 1292.4 + Actor loss: -9.5572 + Critic loss: +0.0035 + World model loss: +0.5697 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +45.9847 + Episode_Reward/track_angular_velocity: +48.8521 + Episode_Reward/upright: +24.7951 + Episode_Reward/leg_posture: -2.4658 + Episode_Reward/standstill: -6.3330 + Episode_Reward/action_rate_l2: -0.5350 + Episode_Reward/joint_torques_l2: -0.1400 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0177 + Episode_Reward/unnecessary_wheel_lift: -0.0682 + Episode_Reward/rolling_leg_motion: -0.5518 + Episode_Reward/obstacle_progress: +3.6083 + Episode_Reward/wheel_body_intrusion: -0.2519 + Episode_Reward/pair_body_intrusion: -0.2940 + Curriculum/terrain_level_mean: +4.0884 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0919 + Metrics/base_velocity/error_vel_yaw: 0.1337 + Episode_Termination/time_out: 0.3916 + Episode_Termination/fell_over: 0.0210 + Episode_Termination/course_exit: 0.5594 +Episode_Termination/illegal_nonwheel_contact: 0.0280 +============================================================================== + +============================================================================== +Learning iteration 36300/50000 + Total steps: 148,684,800 + Steps per second: 13,372 + Iteration time: 0.306s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0876 + Mean episode length: 1380.2 + Actor loss: -9.5247 + Critic loss: +0.0041 + World model loss: +0.5857 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.2812 + Episode_Reward/track_angular_velocity: +52.1969 + Episode_Reward/upright: +26.4907 + Episode_Reward/leg_posture: -2.6365 + Episode_Reward/standstill: -6.2872 + Episode_Reward/action_rate_l2: -0.5721 + Episode_Reward/joint_torques_l2: -0.1485 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0162 + Episode_Reward/unnecessary_wheel_lift: -0.0851 + Episode_Reward/rolling_leg_motion: -0.5688 + Episode_Reward/obstacle_progress: +3.8977 + Episode_Reward/wheel_body_intrusion: -0.2813 + Episode_Reward/pair_body_intrusion: -0.3312 + Curriculum/terrain_level_mean: +4.0889 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0904 + Metrics/base_velocity/error_vel_yaw: 0.1334 + Episode_Termination/time_out: 0.4880 + Episode_Termination/fell_over: 0.0480 + Episode_Termination/course_exit: 0.4640 +Episode_Termination/illegal_nonwheel_contact: 0.0080 +============================================================================== + +============================================================================== +Learning iteration 36350/50000 + Total steps: 148,889,600 + Steps per second: 13,375 + Iteration time: 0.306s + Collection time: 0.076s + Learning time: 0.192s + Mean reward: +0.0875 + Mean episode length: 1302.0 + Actor loss: -9.5388 + Critic loss: +0.0055 + World model loss: +0.5726 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.4299 + Episode_Reward/track_angular_velocity: +49.2878 + Episode_Reward/upright: +24.9648 + Episode_Reward/leg_posture: -2.4424 + Episode_Reward/standstill: -6.1504 + Episode_Reward/action_rate_l2: -0.5307 + Episode_Reward/joint_torques_l2: -0.1393 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0203 + Episode_Reward/unnecessary_wheel_lift: -0.0828 + Episode_Reward/rolling_leg_motion: -0.5456 + Episode_Reward/obstacle_progress: +3.6547 + Episode_Reward/wheel_body_intrusion: -0.2523 + Episode_Reward/pair_body_intrusion: -0.2897 + Curriculum/terrain_level_mean: +4.0906 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0909 + Metrics/base_velocity/error_vel_yaw: 0.1325 + Episode_Termination/time_out: 0.4451 + Episode_Termination/fell_over: 0.0366 + Episode_Termination/course_exit: 0.5061 +Episode_Termination/illegal_nonwheel_contact: 0.0305 +============================================================================== + +============================================================================== +Learning iteration 36400/50000 + Total steps: 149,094,400 + Steps per second: 13,377 + Iteration time: 0.306s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0877 + Mean episode length: 1337.1 + Actor loss: -9.5318 + Critic loss: +0.0044 + World model loss: +0.5922 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.6876 + Episode_Reward/track_angular_velocity: +50.5772 + Episode_Reward/upright: +25.6484 + Episode_Reward/leg_posture: -2.5541 + Episode_Reward/standstill: -5.9911 + Episode_Reward/action_rate_l2: -0.5436 + Episode_Reward/joint_torques_l2: -0.1429 + Episode_Reward/dof_pos_limits: -0.0013 + Episode_Reward/terminated: -0.0261 + Episode_Reward/unnecessary_wheel_lift: -0.0787 + Episode_Reward/rolling_leg_motion: -0.5650 + Episode_Reward/obstacle_progress: +3.7322 + Episode_Reward/wheel_body_intrusion: -0.2553 + Episode_Reward/pair_body_intrusion: -0.2666 + Curriculum/terrain_level_mean: +4.0913 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0907 + Metrics/base_velocity/error_vel_yaw: 0.1331 + Episode_Termination/time_out: 0.4143 + Episode_Termination/fell_over: 0.0429 + Episode_Termination/course_exit: 0.5143 +Episode_Termination/illegal_nonwheel_contact: 0.0286 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1809] + +============================================================================== +Learning iteration 36450/50000 + Total steps: 149,299,200 + Steps per second: 13,380 + Iteration time: 0.306s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0873 + Mean episode length: 1333.3 + Actor loss: -9.5288 + Critic loss: +0.0041 + World model loss: +0.5782 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.4989 + Episode_Reward/track_angular_velocity: +50.3841 + Episode_Reward/upright: +25.5876 + Episode_Reward/leg_posture: -2.5172 + Episode_Reward/standstill: -6.4632 + Episode_Reward/action_rate_l2: -0.5512 + Episode_Reward/joint_torques_l2: -0.1437 + Episode_Reward/dof_pos_limits: -0.0015 + Episode_Reward/terminated: -0.0156 + Episode_Reward/unnecessary_wheel_lift: -0.0915 + Episode_Reward/rolling_leg_motion: -0.5755 + Episode_Reward/obstacle_progress: +3.8021 + Episode_Reward/wheel_body_intrusion: -0.2537 + Episode_Reward/pair_body_intrusion: -0.2608 + Curriculum/terrain_level_mean: +4.0935 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0914 + Metrics/base_velocity/error_vel_yaw: 0.1345 + Episode_Termination/time_out: 0.4277 + Episode_Termination/fell_over: 0.0063 + Episode_Termination/course_exit: 0.5346 +Episode_Termination/illegal_nonwheel_contact: 0.0314 +============================================================================== + +============================================================================== +Learning iteration 36500/50000 + Total steps: 149,504,000 + Steps per second: 13,383 + Iteration time: 0.306s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0869 + Mean episode length: 1327.4 + Actor loss: -9.5448 + Critic loss: +0.0056 + World model loss: +0.5845 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.1298 + Episode_Reward/track_angular_velocity: +50.2005 + Episode_Reward/upright: +25.4514 + Episode_Reward/leg_posture: -2.5666 + Episode_Reward/standstill: -6.5691 + Episode_Reward/action_rate_l2: -0.5348 + Episode_Reward/joint_torques_l2: -0.1445 + Episode_Reward/dof_pos_limits: -0.0010 + Episode_Reward/terminated: -0.0259 + Episode_Reward/unnecessary_wheel_lift: -0.0923 + Episode_Reward/rolling_leg_motion: -0.5751 + Episode_Reward/obstacle_progress: +3.7170 + Episode_Reward/wheel_body_intrusion: -0.3016 + Episode_Reward/pair_body_intrusion: -0.3001 + Curriculum/terrain_level_mean: +4.0933 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0931 + Metrics/base_velocity/error_vel_yaw: 0.1338 + Episode_Termination/time_out: 0.4315 + Episode_Termination/fell_over: 0.0411 + Episode_Termination/course_exit: 0.5000 +Episode_Termination/illegal_nonwheel_contact: 0.0479 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2153] + +============================================================================== +Learning iteration 36550/50000 + Total steps: 149,708,800 + Steps per second: 13,386 + Iteration time: 0.306s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0875 + Mean episode length: 1399.0 + Actor loss: -9.5178 + Critic loss: +0.0067 + World model loss: +0.5885 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.7934 + Episode_Reward/track_angular_velocity: +52.9557 + Episode_Reward/upright: +26.8417 + Episode_Reward/leg_posture: -2.6765 + Episode_Reward/standstill: -6.4392 + Episode_Reward/action_rate_l2: -0.5730 + Episode_Reward/joint_torques_l2: -0.1512 + Episode_Reward/dof_pos_limits: -0.0011 + Episode_Reward/terminated: -0.0137 + Episode_Reward/unnecessary_wheel_lift: -0.0936 + Episode_Reward/rolling_leg_motion: -0.5932 + Episode_Reward/obstacle_progress: +3.9486 + Episode_Reward/wheel_body_intrusion: -0.3006 + Episode_Reward/pair_body_intrusion: -0.3260 + Curriculum/terrain_level_mean: +4.0955 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0913 + Metrics/base_velocity/error_vel_yaw: 0.1324 + Episode_Termination/time_out: 0.4966 + Episode_Termination/fell_over: 0.0201 + Episode_Termination/course_exit: 0.4698 +Episode_Termination/illegal_nonwheel_contact: 0.0201 +============================================================================== + +============================================================================== +Learning iteration 36600/50000 + Total steps: 149,913,600 + Steps per second: 13,388 + Iteration time: 0.306s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0872 + Mean episode length: 1331.9 + Actor loss: -9.5356 + Critic loss: +0.0048 + World model loss: +0.6056 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.2746 + Episode_Reward/track_angular_velocity: +50.4116 + Episode_Reward/upright: +25.5235 + Episode_Reward/leg_posture: -2.5293 + Episode_Reward/standstill: -6.3869 + Episode_Reward/action_rate_l2: -0.5393 + Episode_Reward/joint_torques_l2: -0.1454 + Episode_Reward/dof_pos_limits: -0.0011 + Episode_Reward/terminated: -0.0104 + Episode_Reward/unnecessary_wheel_lift: -0.0911 + Episode_Reward/rolling_leg_motion: -0.5446 + Episode_Reward/obstacle_progress: +3.7678 + Episode_Reward/wheel_body_intrusion: -0.2793 + Episode_Reward/pair_body_intrusion: -0.3337 + Curriculum/terrain_level_mean: +4.0969 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0923 + Metrics/base_velocity/error_vel_yaw: 0.1325 + Episode_Termination/time_out: 0.4219 + Episode_Termination/fell_over: 0.0156 + Episode_Termination/course_exit: 0.5469 +Episode_Termination/illegal_nonwheel_contact: 0.0156 +============================================================================== + +============================================================================== +Learning iteration 36650/50000 + Total steps: 150,118,400 + Steps per second: 13,391 + Iteration time: 0.306s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0869 + Mean episode length: 1332.6 + Actor loss: -9.5548 + Critic loss: +0.0050 + World model loss: +0.5755 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.1063 + Episode_Reward/track_angular_velocity: +50.3778 + Episode_Reward/upright: +25.5410 + Episode_Reward/leg_posture: -2.5390 + Episode_Reward/standstill: -6.3998 + Episode_Reward/action_rate_l2: -0.5437 + Episode_Reward/joint_torques_l2: -0.1459 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0260 + Episode_Reward/unnecessary_wheel_lift: -0.0876 + Episode_Reward/rolling_leg_motion: -0.5563 + Episode_Reward/obstacle_progress: +3.6683 + Episode_Reward/wheel_body_intrusion: -0.2667 + Episode_Reward/pair_body_intrusion: -0.2901 + Curriculum/terrain_level_mean: +4.0989 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0945 + Metrics/base_velocity/error_vel_yaw: 0.1340 + Episode_Termination/time_out: 0.4270 + Episode_Termination/fell_over: 0.0337 + Episode_Termination/course_exit: 0.5169 +Episode_Termination/illegal_nonwheel_contact: 0.0393 +============================================================================== + +============================================================================== +Learning iteration 36700/50000 + Total steps: 150,323,200 + Steps per second: 13,394 + Iteration time: 0.306s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0872 + Mean episode length: 1345.5 + Actor loss: -9.5162 + Critic loss: +0.0135 + World model loss: +0.5950 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.6999 + Episode_Reward/track_angular_velocity: +50.8880 + Episode_Reward/upright: +25.7902 + Episode_Reward/leg_posture: -2.5420 + Episode_Reward/standstill: -6.3562 + Episode_Reward/action_rate_l2: -0.5662 + Episode_Reward/joint_torques_l2: -0.1455 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0184 + Episode_Reward/unnecessary_wheel_lift: -0.0864 + Episode_Reward/rolling_leg_motion: -0.5762 + Episode_Reward/obstacle_progress: +3.7469 + Episode_Reward/wheel_body_intrusion: -0.2724 + Episode_Reward/pair_body_intrusion: -0.2610 + Curriculum/terrain_level_mean: +4.1003 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0933 + Metrics/base_velocity/error_vel_yaw: 0.1336 + Episode_Termination/time_out: 0.4503 + Episode_Termination/fell_over: 0.0265 + Episode_Termination/course_exit: 0.5033 +Episode_Termination/illegal_nonwheel_contact: 0.0397 +============================================================================== + +============================================================================== +Learning iteration 36750/50000 + Total steps: 150,528,000 + Steps per second: 13,396 + Iteration time: 0.306s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0873 + Mean episode length: 1411.1 + Actor loss: -9.5343 + Critic loss: +0.0051 + World model loss: +0.5649 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.0178 + Episode_Reward/track_angular_velocity: +53.3743 + Episode_Reward/upright: +27.0369 + Episode_Reward/leg_posture: -2.6583 + Episode_Reward/standstill: -6.5215 + Episode_Reward/action_rate_l2: -0.5862 + Episode_Reward/joint_torques_l2: -0.1524 + Episode_Reward/dof_pos_limits: -0.0013 + Episode_Reward/terminated: -0.0083 + Episode_Reward/unnecessary_wheel_lift: -0.0799 + Episode_Reward/rolling_leg_motion: -0.5921 + Episode_Reward/obstacle_progress: +3.9454 + Episode_Reward/wheel_body_intrusion: -0.2866 + Episode_Reward/pair_body_intrusion: -0.2760 + Curriculum/terrain_level_mean: +4.1023 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0931 + Metrics/base_velocity/error_vel_yaw: 0.1335 + Episode_Termination/time_out: 0.5208 + Episode_Termination/fell_over: 0.0000 + Episode_Termination/course_exit: 0.4583 +Episode_Termination/illegal_nonwheel_contact: 0.0208 +============================================================================== + +============================================================================== +Learning iteration 36800/50000 + Total steps: 150,732,800 + Steps per second: 13,399 + Iteration time: 0.306s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0872 + Mean episode length: 1384.3 + Actor loss: -9.5498 + Critic loss: +0.0128 + World model loss: +0.6132 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.1270 + Episode_Reward/track_angular_velocity: +52.3256 + Episode_Reward/upright: +26.4982 + Episode_Reward/leg_posture: -2.6551 + Episode_Reward/standstill: -6.4292 + Episode_Reward/action_rate_l2: -0.5758 + Episode_Reward/joint_torques_l2: -0.1506 + Episode_Reward/dof_pos_limits: -0.0017 + Episode_Reward/terminated: -0.0108 + Episode_Reward/unnecessary_wheel_lift: -0.0693 + Episode_Reward/rolling_leg_motion: -0.5811 + Episode_Reward/obstacle_progress: +3.8267 + Episode_Reward/wheel_body_intrusion: -0.2910 + Episode_Reward/pair_body_intrusion: -0.3035 + Curriculum/terrain_level_mean: +4.1045 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0927 + Metrics/base_velocity/error_vel_yaw: 0.1340 + Episode_Termination/time_out: 0.4741 + Episode_Termination/fell_over: 0.0148 + Episode_Termination/course_exit: 0.4963 +Episode_Termination/illegal_nonwheel_contact: 0.0148 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2852] + +============================================================================== +Learning iteration 36850/50000 + Total steps: 150,937,600 + Steps per second: 13,402 + Iteration time: 0.306s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0868 + Mean episode length: 1324.0 + Actor loss: -9.5336 + Critic loss: +0.0045 + World model loss: +0.5702 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.9973 + Episode_Reward/track_angular_velocity: +50.0300 + Episode_Reward/upright: +25.3360 + Episode_Reward/leg_posture: -2.5455 + Episode_Reward/standstill: -6.6099 + Episode_Reward/action_rate_l2: -0.5439 + Episode_Reward/joint_torques_l2: -0.1446 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0310 + Episode_Reward/unnecessary_wheel_lift: -0.0990 + Episode_Reward/rolling_leg_motion: -0.5637 + Episode_Reward/obstacle_progress: +3.6455 + Episode_Reward/wheel_body_intrusion: -0.2855 + Episode_Reward/pair_body_intrusion: -0.2606 + Curriculum/terrain_level_mean: +4.1045 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0928 + Metrics/base_velocity/error_vel_yaw: 0.1347 + Episode_Termination/time_out: 0.3935 + Episode_Termination/fell_over: 0.0387 + Episode_Termination/course_exit: 0.5290 +Episode_Termination/illegal_nonwheel_contact: 0.0581 +============================================================================== + +============================================================================== +Learning iteration 36900/50000 + Total steps: 151,142,400 + Steps per second: 13,404 + Iteration time: 0.306s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0871 + Mean episode length: 1321.9 + Actor loss: -9.5271 + Critic loss: +0.0049 + World model loss: +0.5888 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.0339 + Episode_Reward/track_angular_velocity: +49.9191 + Episode_Reward/upright: +25.3121 + Episode_Reward/leg_posture: -2.5196 + Episode_Reward/standstill: -6.3600 + Episode_Reward/action_rate_l2: -0.5584 + Episode_Reward/joint_torques_l2: -0.1450 + Episode_Reward/dof_pos_limits: -0.0013 + Episode_Reward/terminated: -0.0232 + Episode_Reward/unnecessary_wheel_lift: -0.0904 + Episode_Reward/rolling_leg_motion: -0.5628 + Episode_Reward/obstacle_progress: +3.6481 + Episode_Reward/wheel_body_intrusion: -0.2640 + Episode_Reward/pair_body_intrusion: -0.2447 + Curriculum/terrain_level_mean: +4.1060 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0915 + Metrics/base_velocity/error_vel_yaw: 0.1355 + Episode_Termination/time_out: 0.4233 + Episode_Termination/fell_over: 0.0123 + Episode_Termination/course_exit: 0.5215 +Episode_Termination/illegal_nonwheel_contact: 0.0491 +============================================================================== + +============================================================================== +Learning iteration 36950/50000 + Total steps: 151,347,200 + Steps per second: 13,407 + Iteration time: 0.306s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0873 + Mean episode length: 1435.3 + Actor loss: -9.5474 + Critic loss: +0.0064 + World model loss: +0.6162 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +51.2485 + Episode_Reward/track_angular_velocity: +54.3216 + Episode_Reward/upright: +27.5021 + Episode_Reward/leg_posture: -2.7717 + Episode_Reward/standstill: -6.9425 + Episode_Reward/action_rate_l2: -0.5933 + Episode_Reward/joint_torques_l2: -0.1545 + Episode_Reward/dof_pos_limits: -0.0002 + Episode_Reward/terminated: -0.0168 + Episode_Reward/unnecessary_wheel_lift: -0.0879 + Episode_Reward/rolling_leg_motion: -0.6249 + Episode_Reward/obstacle_progress: +3.9391 + Episode_Reward/wheel_body_intrusion: -0.2888 + Episode_Reward/pair_body_intrusion: -0.2968 + Curriculum/terrain_level_mean: +4.1079 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0900 + Metrics/base_velocity/error_vel_yaw: 0.1326 + Episode_Termination/time_out: 0.5163 + Episode_Termination/fell_over: 0.0261 + Episode_Termination/course_exit: 0.4444 +Episode_Termination/illegal_nonwheel_contact: 0.0196 +============================================================================== + +============================================================================== +Learning iteration 37000/50000 + Total steps: 151,552,000 + Steps per second: 13,409 + Iteration time: 0.305s + Collection time: 0.076s + Learning time: 0.192s + Mean reward: +0.0874 + Mean episode length: 1324.8 + Actor loss: -9.5351 + Critic loss: +0.0040 + World model loss: +0.5947 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.3377 + Episode_Reward/track_angular_velocity: +50.1359 + Episode_Reward/upright: +25.3866 + Episode_Reward/leg_posture: -2.5269 + Episode_Reward/standstill: -6.2430 + Episode_Reward/action_rate_l2: -0.5453 + Episode_Reward/joint_torques_l2: -0.1432 + Episode_Reward/dof_pos_limits: -0.0002 + Episode_Reward/terminated: -0.0155 + Episode_Reward/unnecessary_wheel_lift: -0.0829 + Episode_Reward/rolling_leg_motion: -0.5779 + Episode_Reward/obstacle_progress: +3.6288 + Episode_Reward/wheel_body_intrusion: -0.2715 + Episode_Reward/pair_body_intrusion: -0.3084 + Curriculum/terrain_level_mean: +4.1096 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0897 + Metrics/base_velocity/error_vel_yaw: 0.1330 + Episode_Termination/time_out: 0.4595 + Episode_Termination/fell_over: 0.0135 + Episode_Termination/course_exit: 0.5000 +Episode_Termination/illegal_nonwheel_contact: 0.0338 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2380] + +============================================================================== +Learning iteration 37050/50000 + Total steps: 151,756,800 + Steps per second: 13,412 + Iteration time: 0.305s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0873 + Mean episode length: 1402.3 + Actor loss: -9.5067 + Critic loss: +0.0056 + World model loss: +0.6025 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.0455 + Episode_Reward/track_angular_velocity: +53.0687 + Episode_Reward/upright: +26.8403 + Episode_Reward/leg_posture: -2.6885 + Episode_Reward/standstill: -6.6570 + Episode_Reward/action_rate_l2: -0.5806 + Episode_Reward/joint_torques_l2: -0.1522 + Episode_Reward/dof_pos_limits: -0.0011 + Episode_Reward/terminated: -0.0192 + Episode_Reward/unnecessary_wheel_lift: -0.0809 + Episode_Reward/rolling_leg_motion: -0.5969 + Episode_Reward/obstacle_progress: +3.9076 + Episode_Reward/wheel_body_intrusion: -0.2903 + Episode_Reward/pair_body_intrusion: -0.3373 + Curriculum/terrain_level_mean: +4.1104 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0903 + Metrics/base_velocity/error_vel_yaw: 0.1329 + Episode_Termination/time_out: 0.4895 + Episode_Termination/fell_over: 0.0140 + Episode_Termination/course_exit: 0.4615 +Episode_Termination/illegal_nonwheel_contact: 0.0420 +============================================================================== + +============================================================================== +Learning iteration 37100/50000 + Total steps: 151,961,600 + Steps per second: 13,415 + Iteration time: 0.305s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0867 + Mean episode length: 1368.8 + Actor loss: -9.5380 + Critic loss: +0.0038 + World model loss: +0.5752 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.6767 + Episode_Reward/track_angular_velocity: +51.7820 + Episode_Reward/upright: +26.1929 + Episode_Reward/leg_posture: -2.6337 + Episode_Reward/standstill: -7.2854 + Episode_Reward/action_rate_l2: -0.5789 + Episode_Reward/joint_torques_l2: -0.1483 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0160 + Episode_Reward/unnecessary_wheel_lift: -0.0838 + Episode_Reward/rolling_leg_motion: -0.5758 + Episode_Reward/obstacle_progress: +3.8480 + Episode_Reward/wheel_body_intrusion: -0.2711 + Episode_Reward/pair_body_intrusion: -0.2929 + Curriculum/terrain_level_mean: +4.1111 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0922 + Metrics/base_velocity/error_vel_yaw: 0.1334 + Episode_Termination/time_out: 0.4779 + Episode_Termination/fell_over: 0.0074 + Episode_Termination/course_exit: 0.4779 +Episode_Termination/illegal_nonwheel_contact: 0.0368 +============================================================================== + +============================================================================== +Learning iteration 37150/50000 + Total steps: 152,166,400 + Steps per second: 13,417 + Iteration time: 0.305s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0867 + Mean episode length: 1368.7 + Actor loss: -9.5096 + Critic loss: +0.0045 + World model loss: +0.5910 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.5233 + Episode_Reward/track_angular_velocity: +51.7205 + Episode_Reward/upright: +26.1680 + Episode_Reward/leg_posture: -2.6480 + Episode_Reward/standstill: -6.8385 + Episode_Reward/action_rate_l2: -0.5835 + Episode_Reward/joint_torques_l2: -0.1504 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0267 + Episode_Reward/unnecessary_wheel_lift: -0.0827 + Episode_Reward/rolling_leg_motion: -0.5776 + Episode_Reward/obstacle_progress: +3.7718 + Episode_Reward/wheel_body_intrusion: -0.2878 + Episode_Reward/pair_body_intrusion: -0.2861 + Curriculum/terrain_level_mean: +4.1108 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0934 + Metrics/base_velocity/error_vel_yaw: 0.1348 + Episode_Termination/time_out: 0.4795 + Episode_Termination/fell_over: 0.0479 + Episode_Termination/course_exit: 0.4521 +Episode_Termination/illegal_nonwheel_contact: 0.0411 +============================================================================== + +============================================================================== +Learning iteration 37200/50000 + Total steps: 152,371,200 + Steps per second: 13,420 + Iteration time: 0.305s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0868 + Mean episode length: 1406.1 + Actor loss: -9.5014 + Critic loss: +0.0100 + World model loss: +0.5973 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.8344 + Episode_Reward/track_angular_velocity: +53.0987 + Episode_Reward/upright: +26.8741 + Episode_Reward/leg_posture: -2.7520 + Episode_Reward/standstill: -6.7152 + Episode_Reward/action_rate_l2: -0.5954 + Episode_Reward/joint_torques_l2: -0.1528 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0165 + Episode_Reward/unnecessary_wheel_lift: -0.0878 + Episode_Reward/rolling_leg_motion: -0.5911 + Episode_Reward/obstacle_progress: +3.7879 + Episode_Reward/wheel_body_intrusion: -0.3030 + Episode_Reward/pair_body_intrusion: -0.3277 + Curriculum/terrain_level_mean: +4.1116 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0931 + Metrics/base_velocity/error_vel_yaw: 0.1355 + Episode_Termination/time_out: 0.5649 + Episode_Termination/fell_over: 0.0153 + Episode_Termination/course_exit: 0.3893 +Episode_Termination/illegal_nonwheel_contact: 0.0382 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1438] + +============================================================================== +Learning iteration 37250/50000 + Total steps: 152,576,000 + Steps per second: 13,422 + Iteration time: 0.305s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0868 + Mean episode length: 1365.5 + Actor loss: -9.5161 + Critic loss: +0.0037 + World model loss: +0.5808 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.2686 + Episode_Reward/track_angular_velocity: +51.6016 + Episode_Reward/upright: +26.1033 + Episode_Reward/leg_posture: -2.6564 + Episode_Reward/standstill: -6.4043 + Episode_Reward/action_rate_l2: -0.5808 + Episode_Reward/joint_torques_l2: -0.1484 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0160 + Episode_Reward/unnecessary_wheel_lift: -0.0937 + Episode_Reward/rolling_leg_motion: -0.5783 + Episode_Reward/obstacle_progress: +3.6582 + Episode_Reward/wheel_body_intrusion: -0.2827 + Episode_Reward/pair_body_intrusion: -0.3147 + Curriculum/terrain_level_mean: +4.1128 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0944 + Metrics/base_velocity/error_vel_yaw: 0.1344 + Episode_Termination/time_out: 0.5031 + Episode_Termination/fell_over: 0.0189 + Episode_Termination/course_exit: 0.4591 +Episode_Termination/illegal_nonwheel_contact: 0.0314 +============================================================================== + +============================================================================== +Learning iteration 37300/50000 + Total steps: 152,780,800 + Steps per second: 13,425 + Iteration time: 0.305s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0872 + Mean episode length: 1337.6 + Actor loss: -9.4911 + Critic loss: +0.0075 + World model loss: +0.5460 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.4244 + Episode_Reward/track_angular_velocity: +50.6040 + Episode_Reward/upright: +25.6094 + Episode_Reward/leg_posture: -2.5467 + Episode_Reward/standstill: -6.1043 + Episode_Reward/action_rate_l2: -0.5672 + Episode_Reward/joint_torques_l2: -0.1437 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0209 + Episode_Reward/unnecessary_wheel_lift: -0.0763 + Episode_Reward/rolling_leg_motion: -0.5691 + Episode_Reward/obstacle_progress: +3.6425 + Episode_Reward/wheel_body_intrusion: -0.2680 + Episode_Reward/pair_body_intrusion: -0.2949 + Curriculum/terrain_level_mean: +4.1145 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0930 + Metrics/base_velocity/error_vel_yaw: 0.1332 + Episode_Termination/time_out: 0.4510 + Episode_Termination/fell_over: 0.0065 + Episode_Termination/course_exit: 0.4967 +Episode_Termination/illegal_nonwheel_contact: 0.0458 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2305] + +============================================================================== +Learning iteration 37350/50000 + Total steps: 152,985,600 + Steps per second: 13,428 + Iteration time: 0.305s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0874 + Mean episode length: 1360.6 + Actor loss: -9.5448 + Critic loss: +0.0039 + World model loss: +0.5621 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.4087 + Episode_Reward/track_angular_velocity: +51.4621 + Episode_Reward/upright: +26.0944 + Episode_Reward/leg_posture: -2.5509 + Episode_Reward/standstill: -6.1541 + Episode_Reward/action_rate_l2: -0.5717 + Episode_Reward/joint_torques_l2: -0.1447 + Episode_Reward/dof_pos_limits: -0.0010 + Episode_Reward/terminated: -0.0345 + Episode_Reward/unnecessary_wheel_lift: -0.1146 + Episode_Reward/rolling_leg_motion: -0.5974 + Episode_Reward/obstacle_progress: +3.7452 + Episode_Reward/wheel_body_intrusion: -0.2513 + Episode_Reward/pair_body_intrusion: -0.3131 + Curriculum/terrain_level_mean: +4.1152 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0917 + Metrics/base_velocity/error_vel_yaw: 0.1336 + Episode_Termination/time_out: 0.4535 + Episode_Termination/fell_over: 0.0523 + Episode_Termination/course_exit: 0.4709 +Episode_Termination/illegal_nonwheel_contact: 0.0407 +============================================================================== + +============================================================================== +Learning iteration 37400/50000 + Total steps: 153,190,400 + Steps per second: 13,430 + Iteration time: 0.305s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0877 + Mean episode length: 1350.4 + Actor loss: -9.5346 + Critic loss: +0.0054 + World model loss: +0.5779 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.1587 + Episode_Reward/track_angular_velocity: +51.1013 + Episode_Reward/upright: +25.9299 + Episode_Reward/leg_posture: -2.5617 + Episode_Reward/standstill: -6.0410 + Episode_Reward/action_rate_l2: -0.5579 + Episode_Reward/joint_torques_l2: -0.1444 + Episode_Reward/dof_pos_limits: -0.0010 + Episode_Reward/terminated: -0.0211 + Episode_Reward/unnecessary_wheel_lift: -0.0951 + Episode_Reward/rolling_leg_motion: -0.5818 + Episode_Reward/obstacle_progress: +3.7679 + Episode_Reward/wheel_body_intrusion: -0.2550 + Episode_Reward/pair_body_intrusion: -0.3124 + Curriculum/terrain_level_mean: +4.1167 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0906 + Metrics/base_velocity/error_vel_yaw: 0.1332 + Episode_Termination/time_out: 0.4777 + Episode_Termination/fell_over: 0.0255 + Episode_Termination/course_exit: 0.4713 +Episode_Termination/illegal_nonwheel_contact: 0.0318 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2587] + +============================================================================== +Learning iteration 37450/50000 + Total steps: 153,395,200 + Steps per second: 13,433 + Iteration time: 0.305s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0873 + Mean episode length: 1464.4 + Actor loss: -9.5541 + Critic loss: +0.0037 + World model loss: +0.5520 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +52.0115 + Episode_Reward/track_angular_velocity: +55.4012 + Episode_Reward/upright: +28.0354 + Episode_Reward/leg_posture: -2.8417 + Episode_Reward/standstill: -6.5636 + Episode_Reward/action_rate_l2: -0.6062 + Episode_Reward/joint_torques_l2: -0.1587 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0086 + Episode_Reward/unnecessary_wheel_lift: -0.0793 + Episode_Reward/rolling_leg_motion: -0.6340 + Episode_Reward/obstacle_progress: +3.9873 + Episode_Reward/wheel_body_intrusion: -0.3133 + Episode_Reward/pair_body_intrusion: -0.3218 + Curriculum/terrain_level_mean: +4.1179 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0921 + Metrics/base_velocity/error_vel_yaw: 0.1331 + Episode_Termination/time_out: 0.6000 + Episode_Termination/fell_over: 0.0143 + Episode_Termination/course_exit: 0.3786 +Episode_Termination/illegal_nonwheel_contact: 0.0143 +============================================================================== + +============================================================================== +Learning iteration 37500/50000 + Total steps: 153,600,000 + Steps per second: 13,435 + Iteration time: 0.305s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0871 + Mean episode length: 1337.5 + Actor loss: -9.5148 + Critic loss: +0.0047 + World model loss: +0.5564 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.5162 + Episode_Reward/track_angular_velocity: +50.5776 + Episode_Reward/upright: +25.5787 + Episode_Reward/leg_posture: -2.5994 + Episode_Reward/standstill: -6.2101 + Episode_Reward/action_rate_l2: -0.5581 + Episode_Reward/joint_torques_l2: -0.1440 + Episode_Reward/dof_pos_limits: -0.0011 + Episode_Reward/terminated: -0.0313 + Episode_Reward/unnecessary_wheel_lift: -0.1039 + Episode_Reward/rolling_leg_motion: -0.5812 + Episode_Reward/obstacle_progress: +3.6536 + Episode_Reward/wheel_body_intrusion: -0.2671 + Episode_Reward/pair_body_intrusion: -0.2887 + Curriculum/terrain_level_mean: +4.1177 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0920 + Metrics/base_velocity/error_vel_yaw: 0.1336 + Episode_Termination/time_out: 0.4605 + Episode_Termination/fell_over: 0.0395 + Episode_Termination/course_exit: 0.4605 +Episode_Termination/illegal_nonwheel_contact: 0.0526 +============================================================================== + +============================================================================== +Learning iteration 37550/50000 + Total steps: 153,804,800 + Steps per second: 13,437 + Iteration time: 0.305s + Collection time: 0.076s + Learning time: 0.193s + Mean reward: +0.0872 + Mean episode length: 1308.3 + Actor loss: -9.5183 + Critic loss: +0.0065 + World model loss: +0.5646 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.5708 + Episode_Reward/track_angular_velocity: +49.4427 + Episode_Reward/upright: +25.0346 + Episode_Reward/leg_posture: -2.5378 + Episode_Reward/standstill: -6.0681 + Episode_Reward/action_rate_l2: -0.5275 + Episode_Reward/joint_torques_l2: -0.1412 + Episode_Reward/dof_pos_limits: -0.0011 + Episode_Reward/terminated: -0.0204 + Episode_Reward/unnecessary_wheel_lift: -0.0806 + Episode_Reward/rolling_leg_motion: -0.5751 + Episode_Reward/obstacle_progress: +3.5662 + Episode_Reward/wheel_body_intrusion: -0.2585 + Episode_Reward/pair_body_intrusion: -0.2660 + Curriculum/terrain_level_mean: +4.1182 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0913 + Metrics/base_velocity/error_vel_yaw: 0.1346 + Episode_Termination/time_out: 0.4275 + Episode_Termination/fell_over: 0.0153 + Episode_Termination/course_exit: 0.5115 +Episode_Termination/illegal_nonwheel_contact: 0.0534 +============================================================================== + +============================================================================== +Learning iteration 37600/50000 + Total steps: 154,009,600 + Steps per second: 13,440 + Iteration time: 0.305s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0875 + Mean episode length: 1334.3 + Actor loss: -9.5503 + Critic loss: +0.0040 + World model loss: +0.5905 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.5757 + Episode_Reward/track_angular_velocity: +50.4737 + Episode_Reward/upright: +25.5714 + Episode_Reward/leg_posture: -2.5916 + Episode_Reward/standstill: -6.0128 + Episode_Reward/action_rate_l2: -0.5349 + Episode_Reward/joint_torques_l2: -0.1426 + Episode_Reward/dof_pos_limits: -0.0018 + Episode_Reward/terminated: -0.0287 + Episode_Reward/unnecessary_wheel_lift: -0.0878 + Episode_Reward/rolling_leg_motion: -0.5875 + Episode_Reward/obstacle_progress: +3.6170 + Episode_Reward/wheel_body_intrusion: -0.2690 + Episode_Reward/pair_body_intrusion: -0.2791 + Curriculum/terrain_level_mean: +4.1189 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0905 + Metrics/base_velocity/error_vel_yaw: 0.1333 + Episode_Termination/time_out: 0.4096 + Episode_Termination/fell_over: 0.0542 + Episode_Termination/course_exit: 0.5241 +Episode_Termination/illegal_nonwheel_contact: 0.0482 +============================================================================== + +============================================================================== +Learning iteration 37650/50000 + Total steps: 154,214,400 + Steps per second: 13,443 + Iteration time: 0.305s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0875 + Mean episode length: 1410.1 + Actor loss: -9.5027 + Critic loss: +0.0038 + World model loss: +0.5777 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.3336 + Episode_Reward/track_angular_velocity: +53.3996 + Episode_Reward/upright: +27.0665 + Episode_Reward/leg_posture: -2.7318 + Episode_Reward/standstill: -6.3670 + Episode_Reward/action_rate_l2: -0.5678 + Episode_Reward/joint_torques_l2: -0.1498 + Episode_Reward/dof_pos_limits: -0.0015 + Episode_Reward/terminated: -0.0220 + Episode_Reward/unnecessary_wheel_lift: -0.0859 + Episode_Reward/rolling_leg_motion: -0.6221 + Episode_Reward/obstacle_progress: +3.7844 + Episode_Reward/wheel_body_intrusion: -0.2683 + Episode_Reward/pair_body_intrusion: -0.3217 + Curriculum/terrain_level_mean: +4.1196 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0899 + Metrics/base_velocity/error_vel_yaw: 0.1319 + Episode_Termination/time_out: 0.5677 + Episode_Termination/fell_over: 0.0194 + Episode_Termination/course_exit: 0.3806 +Episode_Termination/illegal_nonwheel_contact: 0.0323 +============================================================================== + +============================================================================== +Learning iteration 37700/50000 + Total steps: 154,419,200 + Steps per second: 13,445 + Iteration time: 0.305s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0876 + Mean episode length: 1345.8 + Actor loss: -9.5171 + Critic loss: +0.0036 + World model loss: +0.5657 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.9988 + Episode_Reward/track_angular_velocity: +50.9508 + Episode_Reward/upright: +25.8387 + Episode_Reward/leg_posture: -2.6014 + Episode_Reward/standstill: -6.0405 + Episode_Reward/action_rate_l2: -0.5404 + Episode_Reward/joint_torques_l2: -0.1434 + Episode_Reward/dof_pos_limits: -0.0010 + Episode_Reward/terminated: -0.0131 + Episode_Reward/unnecessary_wheel_lift: -0.0784 + Episode_Reward/rolling_leg_motion: -0.5850 + Episode_Reward/obstacle_progress: +3.6138 + Episode_Reward/wheel_body_intrusion: -0.2551 + Episode_Reward/pair_body_intrusion: -0.3096 + Curriculum/terrain_level_mean: +4.1221 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0905 + Metrics/base_velocity/error_vel_yaw: 0.1325 + Episode_Termination/time_out: 0.4777 + Episode_Termination/fell_over: 0.0191 + Episode_Termination/course_exit: 0.4904 +Episode_Termination/illegal_nonwheel_contact: 0.0127 +============================================================================== + +============================================================================== +Learning iteration 37750/50000 + Total steps: 154,624,000 + Steps per second: 13,448 + Iteration time: 0.305s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0875 + Mean episode length: 1352.0 + Actor loss: -9.5487 + Critic loss: +0.0060 + World model loss: +0.5767 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.2113 + Episode_Reward/track_angular_velocity: +51.1581 + Episode_Reward/upright: +25.9206 + Episode_Reward/leg_posture: -2.6214 + Episode_Reward/standstill: -6.0831 + Episode_Reward/action_rate_l2: -0.5426 + Episode_Reward/joint_torques_l2: -0.1446 + Episode_Reward/dof_pos_limits: -0.0010 + Episode_Reward/terminated: -0.0132 + Episode_Reward/unnecessary_wheel_lift: -0.0844 + Episode_Reward/rolling_leg_motion: -0.5881 + Episode_Reward/obstacle_progress: +3.6913 + Episode_Reward/wheel_body_intrusion: -0.2619 + Episode_Reward/pair_body_intrusion: -0.2939 + Curriculum/terrain_level_mean: +4.1240 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0906 + Metrics/base_velocity/error_vel_yaw: 0.1329 + Episode_Termination/time_out: 0.4522 + Episode_Termination/fell_over: 0.0191 + Episode_Termination/course_exit: 0.5159 +Episode_Termination/illegal_nonwheel_contact: 0.0191 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2281] + +============================================================================== +Learning iteration 37800/50000 + Total steps: 154,828,800 + Steps per second: 13,450 + Iteration time: 0.305s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0875 + Mean episode length: 1371.7 + Actor loss: -9.5249 + Critic loss: +0.0054 + World model loss: +0.5517 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.9377 + Episode_Reward/track_angular_velocity: +51.9756 + Episode_Reward/upright: +26.2654 + Episode_Reward/leg_posture: -2.6370 + Episode_Reward/standstill: -6.2137 + Episode_Reward/action_rate_l2: -0.5544 + Episode_Reward/joint_torques_l2: -0.1478 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0161 + Episode_Reward/unnecessary_wheel_lift: -0.0892 + Episode_Reward/rolling_leg_motion: -0.5981 + Episode_Reward/obstacle_progress: +3.7516 + Episode_Reward/wheel_body_intrusion: -0.2653 + Episode_Reward/pair_body_intrusion: -0.3393 + Curriculum/terrain_level_mean: +4.1265 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0905 + Metrics/base_velocity/error_vel_yaw: 0.1315 + Episode_Termination/time_out: 0.4720 + Episode_Termination/fell_over: 0.0124 + Episode_Termination/course_exit: 0.4907 +Episode_Termination/illegal_nonwheel_contact: 0.0311 +============================================================================== + ++---------------------------------+ +| Base Environment | ++------------------------+--------+ +| Property | Value | ++------------------------+--------+ +| Number of environments | 1 | +| Environment device | cuda:0 | +| Environment seed | None | +| Physics step-size | 0.005 | +| Environment step-size | 0.02 | ++------------------------+--------+ + +[INFO] contains 1 active terms. ++-------------------------------------+ +| Active Event Terms in Mode: 'reset' | ++--------+----------------------------+ +| Index | Name | ++--------+----------------------------+ +| 0 | reset_base | +| 1 | reset_robot_joints | ++--------+----------------------------+ + +[INFO] contains 1 active terms. ++--------------------------------------+ +| Active Command Terms | ++-------+-------+----------------------+ +| Index | Name | Type | ++-------+-------+----------------------+ +| 0 | twist | MixedVelocityCommand | ++-------+-------+----------------------+ + +[INFO] contains 2 active terms. ++---------------------------------+ +| Active Action Terms (shape: 16) | ++-------+-----------+-------------+ +| Index | Name | Dimension | ++-------+-----------+-------------+ +| 0 | joint_pos | 12 | +| 1 | wheel_vel | 4 | ++-------+-----------+-------------+ + +[INFO] contains 1 groups. ++------------------------------------------------------------+ +| Active Observation Terms in Group: 'actor' (shape: (265,)) | ++--------+-------------------------+-------------------------+ +| Index | Name | Shape | ++--------+-------------------------+-------------------------+ +| 0 | base_ang_vel | (15,) ← 5×(3,) | +| 1 | projected_gravity | (15,) ← 5×(3,) | +| 2 | joint_pos | (60,) ← 5×(12,) | +| 3 | joint_vel | (60,) ← 5×(12,) | +| 4 | wheel_vel | (20,) ← 5×(4,) | +| 5 | actions | (80,) ← 5×(16,) | +| 6 | command | (15,) ← 5×(3,) | ++--------+-------------------------+-------------------------+ + +[INFO] contains 4 active terms. ++---------------------------------------------+ +| Active Termination Terms | ++-------+--------------------------+----------+ +| Index | Name | Time Out | ++-------+--------------------------+----------+ +| 0 | time_out | True | +| 1 | fell_over | False | +| 2 | course_exit | True | +| 3 | illegal_nonwheel_contact | False | ++-------+--------------------------+----------+ + +[INFO] contains 0 active terms. ++-----------------------+ +| Active Reward Terms | ++-------+------+--------+ +| Index | Name | Weight | ++-------+------+--------+ ++-------+------+--------+ + +[INFO] (inactive) +[INFO] (inactive) +[INFO] (inactive) +S10 video saved: logs/s10_terrain_v7_50k_20261101_225518/videos/iteration_037800.mp4 + +============================================================================== +Learning iteration 37850/50000 + Total steps: 155,033,600 + Steps per second: 13,446 + Iteration time: 0.305s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0877 + Mean episode length: 1367.4 + Actor loss: -9.5120 + Critic loss: +0.0039 + World model loss: +0.5686 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.7949 + Episode_Reward/track_angular_velocity: +51.7856 + Episode_Reward/upright: +26.1836 + Episode_Reward/leg_posture: -2.5914 + Episode_Reward/standstill: -6.1007 + Episode_Reward/action_rate_l2: -0.5572 + Episode_Reward/joint_torques_l2: -0.1470 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0080 + Episode_Reward/unnecessary_wheel_lift: -0.0715 + Episode_Reward/rolling_leg_motion: -0.5793 + Episode_Reward/obstacle_progress: +3.8211 + Episode_Reward/wheel_body_intrusion: -0.2496 + Episode_Reward/pair_body_intrusion: -0.3087 + Curriculum/terrain_level_mean: +4.1294 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0904 + Metrics/base_velocity/error_vel_yaw: 0.1320 + Episode_Termination/time_out: 0.4825 + Episode_Termination/fell_over: 0.0140 + Episode_Termination/course_exit: 0.4965 +Episode_Termination/illegal_nonwheel_contact: 0.0140 +============================================================================== + +============================================================================== +Learning iteration 37900/50000 + Total steps: 155,238,400 + Steps per second: 13,449 + Iteration time: 0.305s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0872 + Mean episode length: 1399.9 + Actor loss: -9.5426 + Critic loss: +0.0068 + World model loss: +0.5803 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.9304 + Episode_Reward/track_angular_velocity: +52.9496 + Episode_Reward/upright: +26.8131 + Episode_Reward/leg_posture: -2.6952 + Episode_Reward/standstill: -6.7299 + Episode_Reward/action_rate_l2: -0.5785 + Episode_Reward/joint_torques_l2: -0.1496 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0191 + Episode_Reward/unnecessary_wheel_lift: -0.1017 + Episode_Reward/rolling_leg_motion: -0.6071 + Episode_Reward/obstacle_progress: +3.8790 + Episode_Reward/wheel_body_intrusion: -0.2825 + Episode_Reward/pair_body_intrusion: -0.2904 + Curriculum/terrain_level_mean: +4.1316 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0907 + Metrics/base_velocity/error_vel_yaw: 0.1336 + Episode_Termination/time_out: 0.4839 + Episode_Termination/fell_over: 0.0387 + Episode_Termination/course_exit: 0.4710 +Episode_Termination/illegal_nonwheel_contact: 0.0129 +============================================================================== + +============================================================================== +Learning iteration 37950/50000 + Total steps: 155,443,200 + Steps per second: 13,451 + Iteration time: 0.305s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0873 + Mean episode length: 1412.6 + Actor loss: -9.5148 + Critic loss: +0.0030 + World model loss: +0.5582 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.3914 + Episode_Reward/track_angular_velocity: +53.4162 + Episode_Reward/upright: +27.1006 + Episode_Reward/leg_posture: -2.7135 + Episode_Reward/standstill: -6.6710 + Episode_Reward/action_rate_l2: -0.5836 + Episode_Reward/joint_torques_l2: -0.1509 + Episode_Reward/dof_pos_limits: -0.0010 + Episode_Reward/terminated: -0.0138 + Episode_Reward/unnecessary_wheel_lift: -0.0850 + Episode_Reward/rolling_leg_motion: -0.6148 + Episode_Reward/obstacle_progress: +3.8972 + Episode_Reward/wheel_body_intrusion: -0.2925 + Episode_Reward/pair_body_intrusion: -0.2932 + Curriculum/terrain_level_mean: +4.1333 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0905 + Metrics/base_velocity/error_vel_yaw: 0.1337 + Episode_Termination/time_out: 0.5302 + Episode_Termination/fell_over: 0.0134 + Episode_Termination/course_exit: 0.4362 +Episode_Termination/illegal_nonwheel_contact: 0.0268 +============================================================================== + +============================================================================== +Learning iteration 38000/50000 + Total steps: 155,648,000 + Steps per second: 13,454 + Iteration time: 0.304s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0874 + Mean episode length: 1341.1 + Actor loss: -9.5422 + Critic loss: +0.0045 + World model loss: +0.5905 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.8270 + Episode_Reward/track_angular_velocity: +50.7480 + Episode_Reward/upright: +25.7149 + Episode_Reward/leg_posture: -2.6000 + Episode_Reward/standstill: -6.3609 + Episode_Reward/action_rate_l2: -0.5544 + Episode_Reward/joint_torques_l2: -0.1440 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0210 + Episode_Reward/unnecessary_wheel_lift: -0.0728 + Episode_Reward/rolling_leg_motion: -0.5635 + Episode_Reward/obstacle_progress: +3.7613 + Episode_Reward/wheel_body_intrusion: -0.2687 + Episode_Reward/pair_body_intrusion: -0.2797 + Curriculum/terrain_level_mean: +4.1355 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0907 + Metrics/base_velocity/error_vel_yaw: 0.1329 + Episode_Termination/time_out: 0.4348 + Episode_Termination/fell_over: 0.0362 + Episode_Termination/course_exit: 0.5072 +Episode_Termination/illegal_nonwheel_contact: 0.0435 +============================================================================== + +============================================================================== +Learning iteration 38050/50000 + Total steps: 155,852,800 + Steps per second: 13,456 + Iteration time: 0.304s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0874 + Mean episode length: 1301.1 + Actor loss: -9.5409 + Critic loss: +0.0057 + World model loss: +0.5791 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.4460 + Episode_Reward/track_angular_velocity: +49.2179 + Episode_Reward/upright: +24.9484 + Episode_Reward/leg_posture: -2.5456 + Episode_Reward/standstill: -6.0230 + Episode_Reward/action_rate_l2: -0.5503 + Episode_Reward/joint_torques_l2: -0.1405 + Episode_Reward/dof_pos_limits: -0.0012 + Episode_Reward/terminated: -0.0203 + Episode_Reward/unnecessary_wheel_lift: -0.0731 + Episode_Reward/rolling_leg_motion: -0.5701 + Episode_Reward/obstacle_progress: +3.5747 + Episode_Reward/wheel_body_intrusion: -0.2732 + Episode_Reward/pair_body_intrusion: -0.2775 + Curriculum/terrain_level_mean: +4.1362 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0902 + Metrics/base_velocity/error_vel_yaw: 0.1334 + Episode_Termination/time_out: 0.4126 + Episode_Termination/fell_over: 0.0210 + Episode_Termination/course_exit: 0.5315 +Episode_Termination/illegal_nonwheel_contact: 0.0420 +============================================================================== + +============================================================================== +Learning iteration 38100/50000 + Total steps: 156,057,600 + Steps per second: 13,459 + Iteration time: 0.304s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0874 + Mean episode length: 1407.2 + Actor loss: -9.5180 + Critic loss: +0.0037 + World model loss: +0.5529 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.2311 + Episode_Reward/track_angular_velocity: +53.2496 + Episode_Reward/upright: +27.0172 + Episode_Reward/leg_posture: -2.6998 + Episode_Reward/standstill: -6.6032 + Episode_Reward/action_rate_l2: -0.5887 + Episode_Reward/joint_torques_l2: -0.1500 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0027 + Episode_Reward/unnecessary_wheel_lift: -0.0808 + Episode_Reward/rolling_leg_motion: -0.6188 + Episode_Reward/obstacle_progress: +3.8689 + Episode_Reward/wheel_body_intrusion: -0.2874 + Episode_Reward/pair_body_intrusion: -0.3250 + Curriculum/terrain_level_mean: +4.1392 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0906 + Metrics/base_velocity/error_vel_yaw: 0.1331 + Episode_Termination/time_out: 0.5074 + Episode_Termination/fell_over: 0.0000 + Episode_Termination/course_exit: 0.4853 +Episode_Termination/illegal_nonwheel_contact: 0.0074 +============================================================================== + +============================================================================== +Learning iteration 38150/50000 + Total steps: 156,262,400 + Steps per second: 13,461 + Iteration time: 0.304s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0874 + Mean episode length: 1371.5 + Actor loss: -9.5210 + Critic loss: +0.0033 + World model loss: +0.5579 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.8713 + Episode_Reward/track_angular_velocity: +51.8592 + Episode_Reward/upright: +26.3144 + Episode_Reward/leg_posture: -2.6202 + Episode_Reward/standstill: -6.3726 + Episode_Reward/action_rate_l2: -0.5711 + Episode_Reward/joint_torques_l2: -0.1476 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0188 + Episode_Reward/unnecessary_wheel_lift: -0.0747 + Episode_Reward/rolling_leg_motion: -0.5890 + Episode_Reward/obstacle_progress: +3.8342 + Episode_Reward/wheel_body_intrusion: -0.2651 + Episode_Reward/pair_body_intrusion: -0.3056 + Curriculum/terrain_level_mean: +4.1389 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0911 + Metrics/base_velocity/error_vel_yaw: 0.1337 + Episode_Termination/time_out: 0.4844 + Episode_Termination/fell_over: 0.0312 + Episode_Termination/course_exit: 0.4609 +Episode_Termination/illegal_nonwheel_contact: 0.0312 +============================================================================== + +============================================================================== +Learning iteration 38200/50000 + Total steps: 156,467,200 + Steps per second: 13,464 + Iteration time: 0.304s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0877 + Mean episode length: 1395.9 + Actor loss: -9.5252 + Critic loss: +0.0059 + World model loss: +0.5635 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.7345 + Episode_Reward/track_angular_velocity: +52.7411 + Episode_Reward/upright: +26.7701 + Episode_Reward/leg_posture: -2.6734 + Episode_Reward/standstill: -6.0539 + Episode_Reward/action_rate_l2: -0.5822 + Episode_Reward/joint_torques_l2: -0.1489 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0218 + Episode_Reward/unnecessary_wheel_lift: -0.0710 + Episode_Reward/rolling_leg_motion: -0.5858 + Episode_Reward/obstacle_progress: +3.9030 + Episode_Reward/wheel_body_intrusion: -0.2507 + Episode_Reward/pair_body_intrusion: -0.2870 + Curriculum/terrain_level_mean: +4.1396 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0910 + Metrics/base_velocity/error_vel_yaw: 0.1345 + Episode_Termination/time_out: 0.4932 + Episode_Termination/fell_over: 0.0205 + Episode_Termination/course_exit: 0.4521 +Episode_Termination/illegal_nonwheel_contact: 0.0548 +============================================================================== + +============================================================================== +Learning iteration 38250/50000 + Total steps: 156,672,000 + Steps per second: 13,466 + Iteration time: 0.304s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0879 + Mean episode length: 1310.0 + Actor loss: -9.5293 + Critic loss: +0.0037 + World model loss: +0.5554 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.7867 + Episode_Reward/track_angular_velocity: +49.5353 + Episode_Reward/upright: +25.1380 + Episode_Reward/leg_posture: -2.5072 + Episode_Reward/standstill: -5.5352 + Episode_Reward/action_rate_l2: -0.5394 + Episode_Reward/joint_torques_l2: -0.1394 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0179 + Episode_Reward/unnecessary_wheel_lift: -0.0903 + Episode_Reward/rolling_leg_motion: -0.5698 + Episode_Reward/obstacle_progress: +3.6363 + Episode_Reward/wheel_body_intrusion: -0.2478 + Episode_Reward/pair_body_intrusion: -0.2462 + Curriculum/terrain_level_mean: +4.1421 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0900 + Metrics/base_velocity/error_vel_yaw: 0.1337 + Episode_Termination/time_out: 0.4465 + Episode_Termination/fell_over: 0.0189 + Episode_Termination/course_exit: 0.5094 +Episode_Termination/illegal_nonwheel_contact: 0.0440 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1413] + +============================================================================== +Learning iteration 38300/50000 + Total steps: 156,876,800 + Steps per second: 13,469 + Iteration time: 0.304s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0877 + Mean episode length: 1364.1 + Actor loss: -9.5380 + Critic loss: +0.0039 + World model loss: +0.5856 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.6526 + Episode_Reward/track_angular_velocity: +51.5783 + Episode_Reward/upright: +26.1728 + Episode_Reward/leg_posture: -2.6464 + Episode_Reward/standstill: -5.9708 + Episode_Reward/action_rate_l2: -0.5584 + Episode_Reward/joint_torques_l2: -0.1467 + Episode_Reward/dof_pos_limits: -0.0011 + Episode_Reward/terminated: -0.0186 + Episode_Reward/unnecessary_wheel_lift: -0.0893 + Episode_Reward/rolling_leg_motion: -0.5856 + Episode_Reward/obstacle_progress: +3.8107 + Episode_Reward/wheel_body_intrusion: -0.2681 + Episode_Reward/pair_body_intrusion: -0.3325 + Curriculum/terrain_level_mean: +4.1443 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0905 + Metrics/base_velocity/error_vel_yaw: 0.1334 + Episode_Termination/time_out: 0.4678 + Episode_Termination/fell_over: 0.0234 + Episode_Termination/course_exit: 0.4912 +Episode_Termination/illegal_nonwheel_contact: 0.0234 +============================================================================== + +============================================================================== +Learning iteration 38350/50000 + Total steps: 157,081,600 + Steps per second: 13,471 + Iteration time: 0.304s + Collection time: 0.076s + Learning time: 0.192s + Mean reward: +0.0876 + Mean episode length: 1309.0 + Actor loss: -9.5181 + Critic loss: +0.0055 + World model loss: +0.6332 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.5703 + Episode_Reward/track_angular_velocity: +49.4791 + Episode_Reward/upright: +25.1257 + Episode_Reward/leg_posture: -2.5286 + Episode_Reward/standstill: -5.6469 + Episode_Reward/action_rate_l2: -0.5481 + Episode_Reward/joint_torques_l2: -0.1408 + Episode_Reward/dof_pos_limits: -0.0012 + Episode_Reward/terminated: -0.0153 + Episode_Reward/unnecessary_wheel_lift: -0.0688 + Episode_Reward/rolling_leg_motion: -0.5623 + Episode_Reward/obstacle_progress: +3.6500 + Episode_Reward/wheel_body_intrusion: -0.2623 + Episode_Reward/pair_body_intrusion: -0.3208 + Curriculum/terrain_level_mean: +4.1458 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0921 + Metrics/base_velocity/error_vel_yaw: 0.1339 + Episode_Termination/time_out: 0.4485 + Episode_Termination/fell_over: 0.0368 + Episode_Termination/course_exit: 0.5074 +Episode_Termination/illegal_nonwheel_contact: 0.0147 +============================================================================== + +============================================================================== +Learning iteration 38400/50000 + Total steps: 157,286,400 + Steps per second: 13,473 + Iteration time: 0.304s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0870 + Mean episode length: 1428.4 + Actor loss: -9.5159 + Critic loss: +0.0045 + World model loss: +0.5716 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.6348 + Episode_Reward/track_angular_velocity: +53.8420 + Episode_Reward/upright: +27.4090 + Episode_Reward/leg_posture: -2.7083 + Episode_Reward/standstill: -6.7127 + Episode_Reward/action_rate_l2: -0.6076 + Episode_Reward/joint_torques_l2: -0.1537 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0251 + Episode_Reward/unnecessary_wheel_lift: -0.0955 + Episode_Reward/rolling_leg_motion: -0.6193 + Episode_Reward/obstacle_progress: +4.0052 + Episode_Reward/wheel_body_intrusion: -0.3017 + Episode_Reward/pair_body_intrusion: -0.3522 + Curriculum/terrain_level_mean: +4.1462 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0936 + Metrics/base_velocity/error_vel_yaw: 0.1373 + Episode_Termination/time_out: 0.5503 + Episode_Termination/fell_over: 0.0355 + Episode_Termination/course_exit: 0.3964 +Episode_Termination/illegal_nonwheel_contact: 0.0296 +============================================================================== + +============================================================================== +Learning iteration 38450/50000 + Total steps: 157,491,200 + Steps per second: 13,476 + Iteration time: 0.304s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0879 + Mean episode length: 1361.2 + Actor loss: -9.5343 + Critic loss: +0.0059 + World model loss: +0.6015 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.4793 + Episode_Reward/track_angular_velocity: +51.4447 + Episode_Reward/upright: +26.1824 + Episode_Reward/leg_posture: -2.5306 + Episode_Reward/standstill: -5.8178 + Episode_Reward/action_rate_l2: -0.5659 + Episode_Reward/joint_torques_l2: -0.1442 + Episode_Reward/dof_pos_limits: -0.0003 + Episode_Reward/terminated: -0.0292 + Episode_Reward/unnecessary_wheel_lift: -0.0916 + Episode_Reward/rolling_leg_motion: -0.5869 + Episode_Reward/obstacle_progress: +3.8413 + Episode_Reward/wheel_body_intrusion: -0.2632 + Episode_Reward/pair_body_intrusion: -0.2841 + Curriculum/terrain_level_mean: +4.1484 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0912 + Metrics/base_velocity/error_vel_yaw: 0.1343 + Episode_Termination/time_out: 0.4841 + Episode_Termination/fell_over: 0.0382 + Episode_Termination/course_exit: 0.4459 +Episode_Termination/illegal_nonwheel_contact: 0.0446 +============================================================================== + +============================================================================== +Learning iteration 38500/50000 + Total steps: 157,696,000 + Steps per second: 13,478 + Iteration time: 0.304s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0879 + Mean episode length: 1404.2 + Actor loss: -9.5509 + Critic loss: +0.0033 + World model loss: +0.5531 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.1338 + Episode_Reward/track_angular_velocity: +53.0728 + Episode_Reward/upright: +26.9999 + Episode_Reward/leg_posture: -2.6610 + Episode_Reward/standstill: -6.1788 + Episode_Reward/action_rate_l2: -0.5884 + Episode_Reward/joint_torques_l2: -0.1496 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0137 + Episode_Reward/unnecessary_wheel_lift: -0.0871 + Episode_Reward/rolling_leg_motion: -0.5992 + Episode_Reward/obstacle_progress: +4.0694 + Episode_Reward/wheel_body_intrusion: -0.2943 + Episode_Reward/pair_body_intrusion: -0.3000 + Curriculum/terrain_level_mean: +4.1504 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0904 + Metrics/base_velocity/error_vel_yaw: 0.1344 + Episode_Termination/time_out: 0.4843 + Episode_Termination/fell_over: 0.0126 + Episode_Termination/course_exit: 0.4843 +Episode_Termination/illegal_nonwheel_contact: 0.0252 +============================================================================== + +============================================================================== +Learning iteration 38550/50000 + Total steps: 157,900,800 + Steps per second: 13,481 + Iteration time: 0.304s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0874 + Mean episode length: 1322.9 + Actor loss: -9.5193 + Critic loss: +0.0063 + World model loss: +0.5845 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.0741 + Episode_Reward/track_angular_velocity: +50.0501 + Episode_Reward/upright: +25.4260 + Episode_Reward/leg_posture: -2.5149 + Episode_Reward/standstill: -6.2336 + Episode_Reward/action_rate_l2: -0.5602 + Episode_Reward/joint_torques_l2: -0.1404 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0284 + Episode_Reward/unnecessary_wheel_lift: -0.0761 + Episode_Reward/rolling_leg_motion: -0.5573 + Episode_Reward/obstacle_progress: +3.7226 + Episode_Reward/wheel_body_intrusion: -0.2840 + Episode_Reward/pair_body_intrusion: -0.3039 + Curriculum/terrain_level_mean: +4.1509 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0914 + Metrics/base_velocity/error_vel_yaw: 0.1331 + Episode_Termination/time_out: 0.4113 + Episode_Termination/fell_over: 0.0284 + Episode_Termination/course_exit: 0.5106 +Episode_Termination/illegal_nonwheel_contact: 0.0567 +============================================================================== + +============================================================================== +Learning iteration 38600/50000 + Total steps: 158,105,600 + Steps per second: 13,483 + Iteration time: 0.304s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0877 + Mean episode length: 1356.7 + Actor loss: -9.5095 + Critic loss: +0.0073 + World model loss: +0.5369 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.3608 + Episode_Reward/track_angular_velocity: +51.3515 + Episode_Reward/upright: +26.1011 + Episode_Reward/leg_posture: -2.5636 + Episode_Reward/standstill: -6.1662 + Episode_Reward/action_rate_l2: -0.5738 + Episode_Reward/joint_torques_l2: -0.1445 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0185 + Episode_Reward/unnecessary_wheel_lift: -0.0737 + Episode_Reward/rolling_leg_motion: -0.5807 + Episode_Reward/obstacle_progress: +3.8327 + Episode_Reward/wheel_body_intrusion: -0.2883 + Episode_Reward/pair_body_intrusion: -0.3061 + Curriculum/terrain_level_mean: +4.1514 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0906 + Metrics/base_velocity/error_vel_yaw: 0.1327 + Episode_Termination/time_out: 0.4813 + Episode_Termination/fell_over: 0.0250 + Episode_Termination/course_exit: 0.4750 +Episode_Termination/illegal_nonwheel_contact: 0.0312 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2352] +RECOVERY reset 1 invalid environments; first IDs=[625] + +============================================================================== +Learning iteration 38650/50000 + Total steps: 158,310,400 + Steps per second: 13,486 + Iteration time: 0.304s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0876 + Mean episode length: 1327.8 + Actor loss: -9.5336 + Critic loss: +0.0047 + World model loss: +0.5606 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.3114 + Episode_Reward/track_angular_velocity: +50.2529 + Episode_Reward/upright: +25.5122 + Episode_Reward/leg_posture: -2.5381 + Episode_Reward/standstill: -5.9511 + Episode_Reward/action_rate_l2: -0.5665 + Episode_Reward/joint_torques_l2: -0.1400 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0259 + Episode_Reward/unnecessary_wheel_lift: -0.0912 + Episode_Reward/rolling_leg_motion: -0.5856 + Episode_Reward/obstacle_progress: +3.7618 + Episode_Reward/wheel_body_intrusion: -0.2809 + Episode_Reward/pair_body_intrusion: -0.3217 + Curriculum/terrain_level_mean: +4.1516 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0909 + Metrics/base_velocity/error_vel_yaw: 0.1330 + Episode_Termination/time_out: 0.4233 + Episode_Termination/fell_over: 0.0368 + Episode_Termination/course_exit: 0.5215 +Episode_Termination/illegal_nonwheel_contact: 0.0245 +============================================================================== + +============================================================================== +Learning iteration 38700/50000 + Total steps: 158,515,200 + Steps per second: 13,488 + Iteration time: 0.304s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0876 + Mean episode length: 1394.5 + Actor loss: -9.5461 + Critic loss: +0.0057 + World model loss: +0.5710 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.6370 + Episode_Reward/track_angular_velocity: +52.7633 + Episode_Reward/upright: +26.7828 + Episode_Reward/leg_posture: -2.6323 + Episode_Reward/standstill: -6.2874 + Episode_Reward/action_rate_l2: -0.5870 + Episode_Reward/joint_torques_l2: -0.1481 + Episode_Reward/dof_pos_limits: -0.0003 + Episode_Reward/terminated: -0.0191 + Episode_Reward/unnecessary_wheel_lift: -0.0928 + Episode_Reward/rolling_leg_motion: -0.6107 + Episode_Reward/obstacle_progress: +3.9182 + Episode_Reward/wheel_body_intrusion: -0.2762 + Episode_Reward/pair_body_intrusion: -0.3216 + Curriculum/terrain_level_mean: +4.1526 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0917 + Metrics/base_velocity/error_vel_yaw: 0.1331 + Episode_Termination/time_out: 0.5109 + Episode_Termination/fell_over: 0.0292 + Episode_Termination/course_exit: 0.4380 +Episode_Termination/illegal_nonwheel_contact: 0.0365 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[455] + +============================================================================== +Learning iteration 38750/50000 + Total steps: 158,720,000 + Steps per second: 13,491 + Iteration time: 0.304s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0876 + Mean episode length: 1373.0 + Actor loss: -9.4837 + Critic loss: +0.0047 + World model loss: +0.5867 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.8395 + Episode_Reward/track_angular_velocity: +51.9395 + Episode_Reward/upright: +26.4030 + Episode_Reward/leg_posture: -2.5999 + Episode_Reward/standstill: -6.2099 + Episode_Reward/action_rate_l2: -0.5755 + Episode_Reward/joint_torques_l2: -0.1457 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0080 + Episode_Reward/unnecessary_wheel_lift: -0.0869 + Episode_Reward/rolling_leg_motion: -0.5886 + Episode_Reward/obstacle_progress: +3.8510 + Episode_Reward/wheel_body_intrusion: -0.2881 + Episode_Reward/pair_body_intrusion: -0.3182 + Curriculum/terrain_level_mean: +4.1550 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0916 + Metrics/base_velocity/error_vel_yaw: 0.1334 + Episode_Termination/time_out: 0.4658 + Episode_Termination/fell_over: 0.0137 + Episode_Termination/course_exit: 0.5137 +Episode_Termination/illegal_nonwheel_contact: 0.0205 +============================================================================== + +============================================================================== +Learning iteration 38800/50000 + Total steps: 158,924,800 + Steps per second: 13,493 + Iteration time: 0.304s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0870 + Mean episode length: 1332.1 + Actor loss: -9.5400 + Critic loss: +0.0043 + World model loss: +0.5993 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.2258 + Episode_Reward/track_angular_velocity: +50.3632 + Episode_Reward/upright: +25.5387 + Episode_Reward/leg_posture: -2.5299 + Episode_Reward/standstill: -6.4826 + Episode_Reward/action_rate_l2: -0.5675 + Episode_Reward/joint_torques_l2: -0.1422 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0130 + Episode_Reward/unnecessary_wheel_lift: -0.0844 + Episode_Reward/rolling_leg_motion: -0.5684 + Episode_Reward/obstacle_progress: +3.7484 + Episode_Reward/wheel_body_intrusion: -0.2873 + Episode_Reward/pair_body_intrusion: -0.2948 + Curriculum/terrain_level_mean: +4.1567 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0931 + Metrics/base_velocity/error_vel_yaw: 0.1340 + Episode_Termination/time_out: 0.4459 + Episode_Termination/fell_over: 0.0338 + Episode_Termination/course_exit: 0.5203 +Episode_Termination/illegal_nonwheel_contact: 0.0203 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1379] + +============================================================================== +Learning iteration 38850/50000 + Total steps: 159,129,600 + Steps per second: 13,496 + Iteration time: 0.304s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0872 + Mean episode length: 1344.4 + Actor loss: -9.5560 + Critic loss: +0.0036 + World model loss: +0.5498 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.5788 + Episode_Reward/track_angular_velocity: +50.8573 + Episode_Reward/upright: +25.7690 + Episode_Reward/leg_posture: -2.5519 + Episode_Reward/standstill: -6.2349 + Episode_Reward/action_rate_l2: -0.5673 + Episode_Reward/joint_torques_l2: -0.1439 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0236 + Episode_Reward/unnecessary_wheel_lift: -0.0966 + Episode_Reward/rolling_leg_motion: -0.5735 + Episode_Reward/obstacle_progress: +3.8307 + Episode_Reward/wheel_body_intrusion: -0.2767 + Episode_Reward/pair_body_intrusion: -0.2906 + Curriculum/terrain_level_mean: +4.1580 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0941 + Metrics/base_velocity/error_vel_yaw: 0.1334 + Episode_Termination/time_out: 0.4634 + Episode_Termination/fell_over: 0.0366 + Episode_Termination/course_exit: 0.4817 +Episode_Termination/illegal_nonwheel_contact: 0.0366 +============================================================================== + +============================================================================== +Learning iteration 38900/50000 + Total steps: 159,334,400 + Steps per second: 13,498 + Iteration time: 0.303s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0874 + Mean episode length: 1347.7 + Actor loss: -9.5236 + Critic loss: +0.0065 + World model loss: +0.5754 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.6291 + Episode_Reward/track_angular_velocity: +50.9295 + Episode_Reward/upright: +25.8492 + Episode_Reward/leg_posture: -2.5459 + Episode_Reward/standstill: -5.9746 + Episode_Reward/action_rate_l2: -0.5755 + Episode_Reward/joint_torques_l2: -0.1434 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0184 + Episode_Reward/unnecessary_wheel_lift: -0.0800 + Episode_Reward/rolling_leg_motion: -0.5694 + Episode_Reward/obstacle_progress: +3.7924 + Episode_Reward/wheel_body_intrusion: -0.2796 + Episode_Reward/pair_body_intrusion: -0.2906 + Curriculum/terrain_level_mean: +4.1589 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0944 + Metrics/base_velocity/error_vel_yaw: 0.1343 + Episode_Termination/time_out: 0.4467 + Episode_Termination/fell_over: 0.0200 + Episode_Termination/course_exit: 0.5067 +Episode_Termination/illegal_nonwheel_contact: 0.0333 +============================================================================== + +============================================================================== +Learning iteration 38950/50000 + Total steps: 159,539,200 + Steps per second: 13,501 + Iteration time: 0.303s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0874 + Mean episode length: 1358.2 + Actor loss: -9.5195 + Critic loss: +0.0051 + World model loss: +0.5734 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.0194 + Episode_Reward/track_angular_velocity: +51.2879 + Episode_Reward/upright: +26.0444 + Episode_Reward/leg_posture: -2.5494 + Episode_Reward/standstill: -5.9343 + Episode_Reward/action_rate_l2: -0.5727 + Episode_Reward/joint_torques_l2: -0.1460 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0186 + Episode_Reward/unnecessary_wheel_lift: -0.0729 + Episode_Reward/rolling_leg_motion: -0.5452 + Episode_Reward/obstacle_progress: +3.8739 + Episode_Reward/wheel_body_intrusion: -0.2883 + Episode_Reward/pair_body_intrusion: -0.3457 + Curriculum/terrain_level_mean: +4.1602 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0945 + Metrics/base_velocity/error_vel_yaw: 0.1353 + Episode_Termination/time_out: 0.4962 + Episode_Termination/fell_over: 0.0153 + Episode_Termination/course_exit: 0.4504 +Episode_Termination/illegal_nonwheel_contact: 0.0458 +============================================================================== + +============================================================================== +Learning iteration 39000/50000 + Total steps: 159,744,000 + Steps per second: 13,503 + Iteration time: 0.303s + Collection time: 0.076s + Learning time: 0.193s + Mean reward: +0.0873 + Mean episode length: 1366.5 + Actor loss: -9.5069 + Critic loss: +0.0084 + World model loss: +0.5582 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.2435 + Episode_Reward/track_angular_velocity: +51.5706 + Episode_Reward/upright: +26.1675 + Episode_Reward/leg_posture: -2.5752 + Episode_Reward/standstill: -5.9906 + Episode_Reward/action_rate_l2: -0.5876 + Episode_Reward/joint_torques_l2: -0.1473 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0267 + Episode_Reward/unnecessary_wheel_lift: -0.0741 + Episode_Reward/rolling_leg_motion: -0.5601 + Episode_Reward/obstacle_progress: +3.8207 + Episode_Reward/wheel_body_intrusion: -0.2693 + Episode_Reward/pair_body_intrusion: -0.3184 + Curriculum/terrain_level_mean: +4.1604 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0949 + Metrics/base_velocity/error_vel_yaw: 0.1360 + Episode_Termination/time_out: 0.4551 + Episode_Termination/fell_over: 0.0449 + Episode_Termination/course_exit: 0.4808 +Episode_Termination/illegal_nonwheel_contact: 0.0385 +============================================================================== + +============================================================================== +Learning iteration 39050/50000 + Total steps: 159,948,800 + Steps per second: 13,505 + Iteration time: 0.303s + Collection time: 0.075s + Learning time: 0.184s + Mean reward: +0.0877 + Mean episode length: 1314.9 + Actor loss: -9.4876 + Critic loss: +0.0091 + World model loss: +0.5828 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.5306 + Episode_Reward/track_angular_velocity: +49.6659 + Episode_Reward/upright: +25.2063 + Episode_Reward/leg_posture: -2.4264 + Episode_Reward/standstill: -5.5719 + Episode_Reward/action_rate_l2: -0.5588 + Episode_Reward/joint_torques_l2: -0.1409 + Episode_Reward/dof_pos_limits: -0.0001 + Episode_Reward/terminated: -0.0205 + Episode_Reward/unnecessary_wheel_lift: -0.0618 + Episode_Reward/rolling_leg_motion: -0.5255 + Episode_Reward/obstacle_progress: +3.7070 + Episode_Reward/wheel_body_intrusion: -0.2525 + Episode_Reward/pair_body_intrusion: -0.2945 + Curriculum/terrain_level_mean: +4.1614 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0941 + Metrics/base_velocity/error_vel_yaw: 0.1348 + Episode_Termination/time_out: 0.4365 + Episode_Termination/fell_over: 0.0397 + Episode_Termination/course_exit: 0.5000 +Episode_Termination/illegal_nonwheel_contact: 0.0238 +============================================================================== + +============================================================================== +Learning iteration 39100/50000 + Total steps: 160,153,600 + Steps per second: 13,507 + Iteration time: 0.303s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0876 + Mean episode length: 1352.7 + Actor loss: -9.5210 + Critic loss: +0.0044 + World model loss: +0.5563 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.9308 + Episode_Reward/track_angular_velocity: +51.0974 + Episode_Reward/upright: +25.9184 + Episode_Reward/leg_posture: -2.4971 + Episode_Reward/standstill: -5.7778 + Episode_Reward/action_rate_l2: -0.5895 + Episode_Reward/joint_torques_l2: -0.1442 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0106 + Episode_Reward/unnecessary_wheel_lift: -0.0878 + Episode_Reward/rolling_leg_motion: -0.5772 + Episode_Reward/obstacle_progress: +3.7850 + Episode_Reward/wheel_body_intrusion: -0.2573 + Episode_Reward/pair_body_intrusion: -0.2723 + Curriculum/terrain_level_mean: +4.1626 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0935 + Metrics/base_velocity/error_vel_yaw: 0.1351 + Episode_Termination/time_out: 0.4906 + Episode_Termination/fell_over: 0.0189 + Episode_Termination/course_exit: 0.4843 +Episode_Termination/illegal_nonwheel_contact: 0.0126 +============================================================================== + +============================================================================== +Learning iteration 39150/50000 + Total steps: 160,358,400 + Steps per second: 13,510 + Iteration time: 0.303s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0875 + Mean episode length: 1424.6 + Actor loss: -9.5457 + Critic loss: +0.0040 + World model loss: +0.5828 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.5707 + Episode_Reward/track_angular_velocity: +53.8202 + Episode_Reward/upright: +27.2939 + Episode_Reward/leg_posture: -2.6752 + Episode_Reward/standstill: -6.2883 + Episode_Reward/action_rate_l2: -0.6070 + Episode_Reward/joint_torques_l2: -0.1515 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0111 + Episode_Reward/unnecessary_wheel_lift: -0.0823 + Episode_Reward/rolling_leg_motion: -0.6086 + Episode_Reward/obstacle_progress: +3.9073 + Episode_Reward/wheel_body_intrusion: -0.2632 + Episode_Reward/pair_body_intrusion: -0.2931 + Curriculum/terrain_level_mean: +4.1636 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0923 + Metrics/base_velocity/error_vel_yaw: 0.1346 + Episode_Termination/time_out: 0.5306 + Episode_Termination/fell_over: 0.0204 + Episode_Termination/course_exit: 0.4422 +Episode_Termination/illegal_nonwheel_contact: 0.0136 +============================================================================== + +============================================================================== +Learning iteration 39200/50000 + Total steps: 160,563,200 + Steps per second: 13,512 + Iteration time: 0.303s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0877 + Mean episode length: 1400.0 + Actor loss: -9.5005 + Critic loss: +0.0052 + World model loss: +0.5752 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.8218 + Episode_Reward/track_angular_velocity: +52.8598 + Episode_Reward/upright: +26.8223 + Episode_Reward/leg_posture: -2.6575 + Episode_Reward/standstill: -5.9594 + Episode_Reward/action_rate_l2: -0.5828 + Episode_Reward/joint_torques_l2: -0.1491 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0246 + Episode_Reward/unnecessary_wheel_lift: -0.0950 + Episode_Reward/rolling_leg_motion: -0.6029 + Episode_Reward/obstacle_progress: +3.8590 + Episode_Reward/wheel_body_intrusion: -0.2731 + Episode_Reward/pair_body_intrusion: -0.2834 + Curriculum/terrain_level_mean: +4.1646 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0913 + Metrics/base_velocity/error_vel_yaw: 0.1355 + Episode_Termination/time_out: 0.4713 + Episode_Termination/fell_over: 0.0255 + Episode_Termination/course_exit: 0.4713 +Episode_Termination/illegal_nonwheel_contact: 0.0510 +============================================================================== + +============================================================================== +Learning iteration 39250/50000 + Total steps: 160,768,000 + Steps per second: 13,515 + Iteration time: 0.303s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0875 + Mean episode length: 1357.8 + Actor loss: -9.4980 + Critic loss: +0.0059 + World model loss: +0.5838 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.2806 + Episode_Reward/track_angular_velocity: +51.3091 + Episode_Reward/upright: +26.0208 + Episode_Reward/leg_posture: -2.5429 + Episode_Reward/standstill: -6.0713 + Episode_Reward/action_rate_l2: -0.5686 + Episode_Reward/joint_torques_l2: -0.1448 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0212 + Episode_Reward/unnecessary_wheel_lift: -0.0851 + Episode_Reward/rolling_leg_motion: -0.5728 + Episode_Reward/obstacle_progress: +3.7656 + Episode_Reward/wheel_body_intrusion: -0.2687 + Episode_Reward/pair_body_intrusion: -0.2836 + Curriculum/terrain_level_mean: +4.1660 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0921 + Metrics/base_velocity/error_vel_yaw: 0.1346 + Episode_Termination/time_out: 0.4667 + Episode_Termination/fell_over: 0.0133 + Episode_Termination/course_exit: 0.4800 +Episode_Termination/illegal_nonwheel_contact: 0.0533 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[959] + +============================================================================== +Learning iteration 39300/50000 + Total steps: 160,972,800 + Steps per second: 13,517 + Iteration time: 0.303s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0873 + Mean episode length: 1367.7 + Actor loss: -9.5032 + Critic loss: +0.0061 + World model loss: +0.5781 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.4751 + Episode_Reward/track_angular_velocity: +51.6036 + Episode_Reward/upright: +26.2377 + Episode_Reward/leg_posture: -2.5711 + Episode_Reward/standstill: -6.1916 + Episode_Reward/action_rate_l2: -0.5862 + Episode_Reward/joint_torques_l2: -0.1459 + Episode_Reward/dof_pos_limits: -0.0010 + Episode_Reward/terminated: -0.0134 + Episode_Reward/unnecessary_wheel_lift: -0.0864 + Episode_Reward/rolling_leg_motion: -0.5849 + Episode_Reward/obstacle_progress: +3.7891 + Episode_Reward/wheel_body_intrusion: -0.2722 + Episode_Reward/pair_body_intrusion: -0.2590 + Curriculum/terrain_level_mean: +4.1670 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0934 + Metrics/base_velocity/error_vel_yaw: 0.1365 + Episode_Termination/time_out: 0.4507 + Episode_Termination/fell_over: 0.0352 + Episode_Termination/course_exit: 0.5141 +Episode_Termination/illegal_nonwheel_contact: 0.0211 +============================================================================== + +============================================================================== +Learning iteration 39350/50000 + Total steps: 161,177,600 + Steps per second: 13,519 + Iteration time: 0.303s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0871 + Mean episode length: 1329.7 + Actor loss: -9.5148 + Critic loss: +0.0049 + World model loss: +0.5648 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.1264 + Episode_Reward/track_angular_velocity: +50.1419 + Episode_Reward/upright: +25.5034 + Episode_Reward/leg_posture: -2.5466 + Episode_Reward/standstill: -6.2943 + Episode_Reward/action_rate_l2: -0.5650 + Episode_Reward/joint_torques_l2: -0.1425 + Episode_Reward/dof_pos_limits: -0.0010 + Episode_Reward/terminated: -0.0390 + Episode_Reward/unnecessary_wheel_lift: -0.0929 + Episode_Reward/rolling_leg_motion: -0.5686 + Episode_Reward/obstacle_progress: +3.7388 + Episode_Reward/wheel_body_intrusion: -0.2614 + Episode_Reward/pair_body_intrusion: -0.2293 + Curriculum/terrain_level_mean: +4.1665 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0935 + Metrics/base_velocity/error_vel_yaw: 0.1370 + Episode_Termination/time_out: 0.4539 + Episode_Termination/fell_over: 0.0395 + Episode_Termination/course_exit: 0.4474 +Episode_Termination/illegal_nonwheel_contact: 0.0789 +============================================================================== + +============================================================================== +Learning iteration 39400/50000 + Total steps: 161,382,400 + Steps per second: 13,522 + Iteration time: 0.303s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0875 + Mean episode length: 1368.2 + Actor loss: -9.5453 + Critic loss: +0.0038 + World model loss: +0.5597 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.6348 + Episode_Reward/track_angular_velocity: +51.7345 + Episode_Reward/upright: +26.3059 + Episode_Reward/leg_posture: -2.6127 + Episode_Reward/standstill: -6.2613 + Episode_Reward/action_rate_l2: -0.5783 + Episode_Reward/joint_torques_l2: -0.1448 + Episode_Reward/dof_pos_limits: -0.0014 + Episode_Reward/terminated: -0.0160 + Episode_Reward/unnecessary_wheel_lift: -0.0899 + Episode_Reward/rolling_leg_motion: -0.5851 + Episode_Reward/obstacle_progress: +3.8533 + Episode_Reward/wheel_body_intrusion: -0.2680 + Episode_Reward/pair_body_intrusion: -0.2621 + Curriculum/terrain_level_mean: +4.1694 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0919 + Metrics/base_velocity/error_vel_yaw: 0.1338 + Episode_Termination/time_out: 0.4904 + Episode_Termination/fell_over: 0.0127 + Episode_Termination/course_exit: 0.4777 +Episode_Termination/illegal_nonwheel_contact: 0.0382 +============================================================================== + +============================================================================== +Learning iteration 39450/50000 + Total steps: 161,587,200 + Steps per second: 13,524 + Iteration time: 0.303s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0876 + Mean episode length: 1370.2 + Actor loss: -9.4407 + Critic loss: +0.0092 + World model loss: +0.5620 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.7080 + Episode_Reward/track_angular_velocity: +51.7733 + Episode_Reward/upright: +26.3472 + Episode_Reward/leg_posture: -2.5737 + Episode_Reward/standstill: -6.1117 + Episode_Reward/action_rate_l2: -0.5763 + Episode_Reward/joint_torques_l2: -0.1445 + Episode_Reward/dof_pos_limits: -0.0015 + Episode_Reward/terminated: -0.0080 + Episode_Reward/unnecessary_wheel_lift: -0.0820 + Episode_Reward/rolling_leg_motion: -0.5823 + Episode_Reward/obstacle_progress: +3.8699 + Episode_Reward/wheel_body_intrusion: -0.2708 + Episode_Reward/pair_body_intrusion: -0.2882 + Curriculum/terrain_level_mean: +4.1719 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0920 + Metrics/base_velocity/error_vel_yaw: 0.1345 + Episode_Termination/time_out: 0.4303 + Episode_Termination/fell_over: 0.0061 + Episode_Termination/course_exit: 0.5515 +Episode_Termination/illegal_nonwheel_contact: 0.0121 +============================================================================== + +============================================================================== +Learning iteration 39500/50000 + Total steps: 161,792,000 + Steps per second: 13,526 + Iteration time: 0.303s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0875 + Mean episode length: 1358.7 + Actor loss: -9.5311 + Critic loss: +0.0033 + World model loss: +0.5662 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.1852 + Episode_Reward/track_angular_velocity: +51.2889 + Episode_Reward/upright: +26.1010 + Episode_Reward/leg_posture: -2.5568 + Episode_Reward/standstill: -6.0981 + Episode_Reward/action_rate_l2: -0.5800 + Episode_Reward/joint_torques_l2: -0.1447 + Episode_Reward/dof_pos_limits: -0.0018 + Episode_Reward/terminated: -0.0106 + Episode_Reward/unnecessary_wheel_lift: -0.0855 + Episode_Reward/rolling_leg_motion: -0.5916 + Episode_Reward/obstacle_progress: +3.8723 + Episode_Reward/wheel_body_intrusion: -0.2589 + Episode_Reward/pair_body_intrusion: -0.2738 + Curriculum/terrain_level_mean: +4.1733 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0932 + Metrics/base_velocity/error_vel_yaw: 0.1357 + Episode_Termination/time_out: 0.4768 + Episode_Termination/fell_over: 0.0132 + Episode_Termination/course_exit: 0.4967 +Episode_Termination/illegal_nonwheel_contact: 0.0132 +============================================================================== + +============================================================================== +Learning iteration 39550/50000 + Total steps: 161,996,800 + Steps per second: 13,528 + Iteration time: 0.303s + Collection time: 0.076s + Learning time: 0.192s + Mean reward: +0.0874 + Mean episode length: 1376.6 + Actor loss: -9.5039 + Critic loss: +0.0065 + World model loss: +0.5992 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.8287 + Episode_Reward/track_angular_velocity: +51.9707 + Episode_Reward/upright: +26.4397 + Episode_Reward/leg_posture: -2.5893 + Episode_Reward/standstill: -6.3255 + Episode_Reward/action_rate_l2: -0.5801 + Episode_Reward/joint_torques_l2: -0.1457 + Episode_Reward/dof_pos_limits: -0.0021 + Episode_Reward/terminated: -0.0188 + Episode_Reward/unnecessary_wheel_lift: -0.0809 + Episode_Reward/rolling_leg_motion: -0.5867 + Episode_Reward/obstacle_progress: +3.9313 + Episode_Reward/wheel_body_intrusion: -0.2553 + Episode_Reward/pair_body_intrusion: -0.2825 + Curriculum/terrain_level_mean: +4.1743 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0930 + Metrics/base_velocity/error_vel_yaw: 0.1358 + Episode_Termination/time_out: 0.4817 + Episode_Termination/fell_over: 0.0183 + Episode_Termination/course_exit: 0.4756 +Episode_Termination/illegal_nonwheel_contact: 0.0305 +============================================================================== + +============================================================================== +Learning iteration 39600/50000 + Total steps: 162,201,600 + Steps per second: 13,531 + Iteration time: 0.303s + Collection time: 0.076s + Learning time: 0.183s + Mean reward: +0.0875 + Mean episode length: 1356.6 + Actor loss: -9.5367 + Critic loss: +0.0069 + World model loss: +0.5968 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.1593 + Episode_Reward/track_angular_velocity: +51.2341 + Episode_Reward/upright: +26.0420 + Episode_Reward/leg_posture: -2.5850 + Episode_Reward/standstill: -6.1478 + Episode_Reward/action_rate_l2: -0.5686 + Episode_Reward/joint_torques_l2: -0.1442 + Episode_Reward/dof_pos_limits: -0.0014 + Episode_Reward/terminated: -0.0291 + Episode_Reward/unnecessary_wheel_lift: -0.0641 + Episode_Reward/rolling_leg_motion: -0.5603 + Episode_Reward/obstacle_progress: +3.8720 + Episode_Reward/wheel_body_intrusion: -0.2598 + Episode_Reward/pair_body_intrusion: -0.3039 + Curriculum/terrain_level_mean: +4.1743 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0927 + Metrics/base_velocity/error_vel_yaw: 0.1352 + Episode_Termination/time_out: 0.4370 + Episode_Termination/fell_over: 0.0370 + Episode_Termination/course_exit: 0.4815 +Episode_Termination/illegal_nonwheel_contact: 0.0444 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[604] + +============================================================================== +Learning iteration 39650/50000 + Total steps: 162,406,400 + Steps per second: 13,533 + Iteration time: 0.303s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0872 + Mean episode length: 1338.0 + Actor loss: -9.5506 + Critic loss: +0.0061 + World model loss: +0.5907 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.4469 + Episode_Reward/track_angular_velocity: +50.5246 + Episode_Reward/upright: +25.6774 + Episode_Reward/leg_posture: -2.5777 + Episode_Reward/standstill: -6.3185 + Episode_Reward/action_rate_l2: -0.5686 + Episode_Reward/joint_torques_l2: -0.1429 + Episode_Reward/dof_pos_limits: -0.0012 + Episode_Reward/terminated: -0.0235 + Episode_Reward/unnecessary_wheel_lift: -0.0913 + Episode_Reward/rolling_leg_motion: -0.5767 + Episode_Reward/obstacle_progress: +3.8472 + Episode_Reward/wheel_body_intrusion: -0.2762 + Episode_Reward/pair_body_intrusion: -0.3028 + Curriculum/terrain_level_mean: +4.1763 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0934 + Metrics/base_velocity/error_vel_yaw: 0.1354 + Episode_Termination/time_out: 0.4854 + Episode_Termination/fell_over: 0.0234 + Episode_Termination/course_exit: 0.4620 +Episode_Termination/illegal_nonwheel_contact: 0.0409 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1639] + +============================================================================== +Learning iteration 39700/50000 + Total steps: 162,611,200 + Steps per second: 13,536 + Iteration time: 0.303s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0873 + Mean episode length: 1411.1 + Actor loss: -9.5182 + Critic loss: +0.0040 + World model loss: +0.5982 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.0171 + Episode_Reward/track_angular_velocity: +53.2912 + Episode_Reward/upright: +27.1069 + Episode_Reward/leg_posture: -2.6765 + Episode_Reward/standstill: -6.4004 + Episode_Reward/action_rate_l2: -0.6066 + Episode_Reward/joint_torques_l2: -0.1488 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0138 + Episode_Reward/unnecessary_wheel_lift: -0.0940 + Episode_Reward/rolling_leg_motion: -0.6253 + Episode_Reward/obstacle_progress: +3.9388 + Episode_Reward/wheel_body_intrusion: -0.2863 + Episode_Reward/pair_body_intrusion: -0.2854 + Curriculum/terrain_level_mean: +4.1785 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0936 + Metrics/base_velocity/error_vel_yaw: 0.1351 + Episode_Termination/time_out: 0.5064 + Episode_Termination/fell_over: 0.0192 + Episode_Termination/course_exit: 0.4615 +Episode_Termination/illegal_nonwheel_contact: 0.0192 +============================================================================== + +============================================================================== +Learning iteration 39750/50000 + Total steps: 162,816,000 + Steps per second: 13,538 + Iteration time: 0.303s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0874 + Mean episode length: 1263.3 + Actor loss: -9.5016 + Critic loss: +0.0052 + World model loss: +0.5958 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +44.8777 + Episode_Reward/track_angular_velocity: +47.7164 + Episode_Reward/upright: +24.2909 + Episode_Reward/leg_posture: -2.3862 + Episode_Reward/standstill: -5.8198 + Episode_Reward/action_rate_l2: -0.5440 + Episode_Reward/joint_torques_l2: -0.1330 + Episode_Reward/dof_pos_limits: -0.0014 + Episode_Reward/terminated: -0.0173 + Episode_Reward/unnecessary_wheel_lift: -0.0621 + Episode_Reward/rolling_leg_motion: -0.5353 + Episode_Reward/obstacle_progress: +3.5709 + Episode_Reward/wheel_body_intrusion: -0.2565 + Episode_Reward/pair_body_intrusion: -0.2385 + Curriculum/terrain_level_mean: +4.1799 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0926 + Metrics/base_velocity/error_vel_yaw: 0.1349 + Episode_Termination/time_out: 0.3803 + Episode_Termination/fell_over: 0.0211 + Episode_Termination/course_exit: 0.5704 +Episode_Termination/illegal_nonwheel_contact: 0.0352 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2325] +RECOVERY reset 1 invalid environments; first IDs=[1149] + +============================================================================== +Learning iteration 39800/50000 + Total steps: 163,020,800 + Steps per second: 13,540 + Iteration time: 0.303s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0871 + Mean episode length: 1331.3 + Actor loss: -9.4858 + Critic loss: +0.0047 + World model loss: +0.5902 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.1734 + Episode_Reward/track_angular_velocity: +50.2593 + Episode_Reward/upright: +25.5572 + Episode_Reward/leg_posture: -2.5432 + Episode_Reward/standstill: -6.1711 + Episode_Reward/action_rate_l2: -0.5780 + Episode_Reward/joint_torques_l2: -0.1416 + Episode_Reward/dof_pos_limits: -0.0014 + Episode_Reward/terminated: -0.0208 + Episode_Reward/unnecessary_wheel_lift: -0.0853 + Episode_Reward/rolling_leg_motion: -0.5828 + Episode_Reward/obstacle_progress: +3.6882 + Episode_Reward/wheel_body_intrusion: -0.2892 + Episode_Reward/pair_body_intrusion: -0.2927 + Curriculum/terrain_level_mean: +4.1804 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0937 + Metrics/base_velocity/error_vel_yaw: 0.1354 + Episode_Termination/time_out: 0.4014 + Episode_Termination/fell_over: 0.0282 + Episode_Termination/course_exit: 0.5423 +Episode_Termination/illegal_nonwheel_contact: 0.0423 +============================================================================== + +============================================================================== +Learning iteration 39850/50000 + Total steps: 163,225,600 + Steps per second: 13,543 + Iteration time: 0.302s + Collection time: 0.075s + Learning time: 0.185s + Mean reward: +0.0871 + Mean episode length: 1327.9 + Actor loss: -9.5175 + Critic loss: +0.0060 + World model loss: +0.6099 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.0849 + Episode_Reward/track_angular_velocity: +50.0630 + Episode_Reward/upright: +25.4911 + Episode_Reward/leg_posture: -2.5505 + Episode_Reward/standstill: -6.1153 + Episode_Reward/action_rate_l2: -0.5818 + Episode_Reward/joint_torques_l2: -0.1423 + Episode_Reward/dof_pos_limits: -0.0013 + Episode_Reward/terminated: -0.0233 + Episode_Reward/unnecessary_wheel_lift: -0.0709 + Episode_Reward/rolling_leg_motion: -0.5817 + Episode_Reward/obstacle_progress: +3.6831 + Episode_Reward/wheel_body_intrusion: -0.2743 + Episode_Reward/pair_body_intrusion: -0.2833 + Curriculum/terrain_level_mean: +4.1802 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0935 + Metrics/base_velocity/error_vel_yaw: 0.1372 + Episode_Termination/time_out: 0.4818 + Episode_Termination/fell_over: 0.0146 + Episode_Termination/course_exit: 0.4526 +Episode_Termination/illegal_nonwheel_contact: 0.0511 +============================================================================== + +============================================================================== +Learning iteration 39900/50000 + Total steps: 163,430,400 + Steps per second: 13,545 + Iteration time: 0.302s + Collection time: 0.075s + Learning time: 0.185s + Mean reward: +0.0875 + Mean episode length: 1310.4 + Actor loss: -9.5377 + Critic loss: +0.0052 + World model loss: +0.5701 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.4007 + Episode_Reward/track_angular_velocity: +49.4922 + Episode_Reward/upright: +25.1490 + Episode_Reward/leg_posture: -2.4953 + Episode_Reward/standstill: -5.6753 + Episode_Reward/action_rate_l2: -0.5714 + Episode_Reward/joint_torques_l2: -0.1400 + Episode_Reward/dof_pos_limits: -0.0013 + Episode_Reward/terminated: -0.0154 + Episode_Reward/unnecessary_wheel_lift: -0.0726 + Episode_Reward/rolling_leg_motion: -0.5556 + Episode_Reward/obstacle_progress: +3.6855 + Episode_Reward/wheel_body_intrusion: -0.2587 + Episode_Reward/pair_body_intrusion: -0.2889 + Curriculum/terrain_level_mean: +4.1809 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0937 + Metrics/base_velocity/error_vel_yaw: 0.1351 + Episode_Termination/time_out: 0.4419 + Episode_Termination/fell_over: 0.0078 + Episode_Termination/course_exit: 0.5116 +Episode_Termination/illegal_nonwheel_contact: 0.0465 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[945] + +============================================================================== +Learning iteration 39950/50000 + Total steps: 163,635,200 + Steps per second: 13,547 + Iteration time: 0.302s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0877 + Mean episode length: 1409.7 + Actor loss: -9.4939 + Critic loss: +0.0081 + World model loss: +0.5776 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.9639 + Episode_Reward/track_angular_velocity: +53.2454 + Episode_Reward/upright: +27.0561 + Episode_Reward/leg_posture: -2.6394 + Episode_Reward/standstill: -6.0792 + Episode_Reward/action_rate_l2: -0.6045 + Episode_Reward/joint_torques_l2: -0.1506 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0220 + Episode_Reward/unnecessary_wheel_lift: -0.0765 + Episode_Reward/rolling_leg_motion: -0.5910 + Episode_Reward/obstacle_progress: +4.0660 + Episode_Reward/wheel_body_intrusion: -0.2725 + Episode_Reward/pair_body_intrusion: -0.2842 + Curriculum/terrain_level_mean: +4.1814 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0933 + Metrics/base_velocity/error_vel_yaw: 0.1354 + Episode_Termination/time_out: 0.5113 + Episode_Termination/fell_over: 0.0376 + Episode_Termination/course_exit: 0.4286 +Episode_Termination/illegal_nonwheel_contact: 0.0226 +============================================================================== + +============================================================================== +Learning iteration 40000/50000 + Total steps: 163,840,000 + Steps per second: 13,550 + Iteration time: 0.302s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0875 + Mean episode length: 1386.3 + Actor loss: -9.4951 + Critic loss: +0.0084 + World model loss: +0.5769 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.0404 + Episode_Reward/track_angular_velocity: +52.3856 + Episode_Reward/upright: +26.6176 + Episode_Reward/leg_posture: -2.5635 + Episode_Reward/standstill: -6.2172 + Episode_Reward/action_rate_l2: -0.5976 + Episode_Reward/joint_torques_l2: -0.1485 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0244 + Episode_Reward/unnecessary_wheel_lift: -0.0980 + Episode_Reward/rolling_leg_motion: -0.5855 + Episode_Reward/obstacle_progress: +4.0189 + Episode_Reward/wheel_body_intrusion: -0.2522 + Episode_Reward/pair_body_intrusion: -0.2766 + Curriculum/terrain_level_mean: +4.1831 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0943 + Metrics/base_velocity/error_vel_yaw: 0.1347 + Episode_Termination/time_out: 0.4885 + Episode_Termination/fell_over: 0.0172 + Episode_Termination/course_exit: 0.4598 +Episode_Termination/illegal_nonwheel_contact: 0.0460 +============================================================================== + +============================================================================== +Learning iteration 40050/50000 + Total steps: 164,044,800 + Steps per second: 13,552 + Iteration time: 0.302s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0874 + Mean episode length: 1369.8 + Actor loss: -9.5112 + Critic loss: +0.0046 + World model loss: +0.5735 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.4591 + Episode_Reward/track_angular_velocity: +51.7530 + Episode_Reward/upright: +26.3161 + Episode_Reward/leg_posture: -2.5402 + Episode_Reward/standstill: -6.1224 + Episode_Reward/action_rate_l2: -0.5887 + Episode_Reward/joint_torques_l2: -0.1473 + Episode_Reward/dof_pos_limits: -0.0002 + Episode_Reward/terminated: -0.0241 + Episode_Reward/unnecessary_wheel_lift: -0.0880 + Episode_Reward/rolling_leg_motion: -0.5937 + Episode_Reward/obstacle_progress: +3.8494 + Episode_Reward/wheel_body_intrusion: -0.2591 + Episode_Reward/pair_body_intrusion: -0.2708 + Curriculum/terrain_level_mean: +4.1838 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0940 + Metrics/base_velocity/error_vel_yaw: 0.1347 + Episode_Termination/time_out: 0.4914 + Episode_Termination/fell_over: 0.0286 + Episode_Termination/course_exit: 0.4571 +Episode_Termination/illegal_nonwheel_contact: 0.0400 +============================================================================== + +============================================================================== +Learning iteration 40100/50000 + Total steps: 164,249,600 + Steps per second: 13,554 + Iteration time: 0.302s + Collection time: 0.075s + Learning time: 0.184s + Mean reward: +0.0878 + Mean episode length: 1375.8 + Actor loss: -9.4904 + Critic loss: +0.0051 + World model loss: +0.5764 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.9136 + Episode_Reward/track_angular_velocity: +52.0212 + Episode_Reward/upright: +26.4367 + Episode_Reward/leg_posture: -2.5581 + Episode_Reward/standstill: -6.0466 + Episode_Reward/action_rate_l2: -0.5912 + Episode_Reward/joint_torques_l2: -0.1471 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0269 + Episode_Reward/unnecessary_wheel_lift: -0.0746 + Episode_Reward/rolling_leg_motion: -0.5885 + Episode_Reward/obstacle_progress: +3.9404 + Episode_Reward/wheel_body_intrusion: -0.2480 + Episode_Reward/pair_body_intrusion: -0.2624 + Curriculum/terrain_level_mean: +4.1841 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0919 + Metrics/base_velocity/error_vel_yaw: 0.1340 + Episode_Termination/time_out: 0.4895 + Episode_Termination/fell_over: 0.0350 + Episode_Termination/course_exit: 0.4406 +Episode_Termination/illegal_nonwheel_contact: 0.0350 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1274] + +============================================================================== +Learning iteration 40150/50000 + Total steps: 164,454,400 + Steps per second: 13,557 + Iteration time: 0.302s + Collection time: 0.076s + Learning time: 0.183s + Mean reward: +0.0877 + Mean episode length: 1376.8 + Actor loss: -9.5384 + Critic loss: +0.0069 + World model loss: +0.6298 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.9542 + Episode_Reward/track_angular_velocity: +52.0873 + Episode_Reward/upright: +26.4100 + Episode_Reward/leg_posture: -2.5959 + Episode_Reward/standstill: -6.0556 + Episode_Reward/action_rate_l2: -0.5857 + Episode_Reward/joint_torques_l2: -0.1478 + Episode_Reward/dof_pos_limits: -0.0010 + Episode_Reward/terminated: -0.0054 + Episode_Reward/unnecessary_wheel_lift: -0.0966 + Episode_Reward/rolling_leg_motion: -0.6004 + Episode_Reward/obstacle_progress: +3.9400 + Episode_Reward/wheel_body_intrusion: -0.2708 + Episode_Reward/pair_body_intrusion: -0.2885 + Curriculum/terrain_level_mean: +4.1875 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0921 + Metrics/base_velocity/error_vel_yaw: 0.1334 + Episode_Termination/time_out: 0.4862 + Episode_Termination/fell_over: 0.0055 + Episode_Termination/course_exit: 0.5028 +Episode_Termination/illegal_nonwheel_contact: 0.0055 +============================================================================== + +============================================================================== +Learning iteration 40200/50000 + Total steps: 164,659,200 + Steps per second: 13,559 + Iteration time: 0.302s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0873 + Mean episode length: 1334.4 + Actor loss: -9.5170 + Critic loss: +0.0053 + World model loss: +0.5696 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.3501 + Episode_Reward/track_angular_velocity: +50.4151 + Episode_Reward/upright: +25.5872 + Episode_Reward/leg_posture: -2.5265 + Episode_Reward/standstill: -6.0763 + Episode_Reward/action_rate_l2: -0.5683 + Episode_Reward/joint_torques_l2: -0.1430 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0235 + Episode_Reward/unnecessary_wheel_lift: -0.0940 + Episode_Reward/rolling_leg_motion: -0.5763 + Episode_Reward/obstacle_progress: +3.7783 + Episode_Reward/wheel_body_intrusion: -0.2797 + Episode_Reward/pair_body_intrusion: -0.3276 + Curriculum/terrain_level_mean: +4.1882 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0929 + Metrics/base_velocity/error_vel_yaw: 0.1346 + Episode_Termination/time_out: 0.4379 + Episode_Termination/fell_over: 0.0261 + Episode_Termination/course_exit: 0.5033 +Episode_Termination/illegal_nonwheel_contact: 0.0392 +============================================================================== + +============================================================================== +Learning iteration 40250/50000 + Total steps: 164,864,000 + Steps per second: 13,561 + Iteration time: 0.302s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0875 + Mean episode length: 1356.1 + Actor loss: -9.5173 + Critic loss: +0.0048 + World model loss: +0.5849 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.1323 + Episode_Reward/track_angular_velocity: +51.3190 + Episode_Reward/upright: +26.0123 + Episode_Reward/leg_posture: -2.5076 + Episode_Reward/standstill: -6.1375 + Episode_Reward/action_rate_l2: -0.5826 + Episode_Reward/joint_torques_l2: -0.1441 + Episode_Reward/dof_pos_limits: -0.0003 + Episode_Reward/terminated: -0.0291 + Episode_Reward/unnecessary_wheel_lift: -0.0904 + Episode_Reward/rolling_leg_motion: -0.5918 + Episode_Reward/obstacle_progress: +3.8433 + Episode_Reward/wheel_body_intrusion: -0.2793 + Episode_Reward/pair_body_intrusion: -0.3360 + Curriculum/terrain_level_mean: +4.1892 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0927 + Metrics/base_velocity/error_vel_yaw: 0.1330 + Episode_Termination/time_out: 0.4970 + Episode_Termination/fell_over: 0.0355 + Episode_Termination/course_exit: 0.4379 +Episode_Termination/illegal_nonwheel_contact: 0.0473 +============================================================================== + +============================================================================== +Learning iteration 40300/50000 + Total steps: 165,068,800 + Steps per second: 13,564 + Iteration time: 0.302s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0875 + Mean episode length: 1321.4 + Actor loss: -9.5109 + Critic loss: +0.0035 + World model loss: +0.5638 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.9050 + Episode_Reward/track_angular_velocity: +49.9488 + Episode_Reward/upright: +25.3191 + Episode_Reward/leg_posture: -2.4770 + Episode_Reward/standstill: -5.9305 + Episode_Reward/action_rate_l2: -0.5574 + Episode_Reward/joint_torques_l2: -0.1400 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0206 + Episode_Reward/unnecessary_wheel_lift: -0.0867 + Episode_Reward/rolling_leg_motion: -0.5554 + Episode_Reward/obstacle_progress: +3.7028 + Episode_Reward/wheel_body_intrusion: -0.2710 + Episode_Reward/pair_body_intrusion: -0.2474 + Curriculum/terrain_level_mean: +4.1897 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0927 + Metrics/base_velocity/error_vel_yaw: 0.1339 + Episode_Termination/time_out: 0.4317 + Episode_Termination/fell_over: 0.0360 + Episode_Termination/course_exit: 0.5108 +Episode_Termination/illegal_nonwheel_contact: 0.0360 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2034] + +============================================================================== +Learning iteration 40350/50000 + Total steps: 165,273,600 + Steps per second: 13,566 + Iteration time: 0.302s + Collection time: 0.076s + Learning time: 0.191s + Mean reward: +0.0873 + Mean episode length: 1373.5 + Actor loss: -9.5408 + Critic loss: +0.0041 + World model loss: +0.5522 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.7280 + Episode_Reward/track_angular_velocity: +51.9026 + Episode_Reward/upright: +26.3082 + Episode_Reward/leg_posture: -2.5885 + Episode_Reward/standstill: -6.2332 + Episode_Reward/action_rate_l2: -0.5868 + Episode_Reward/joint_torques_l2: -0.1440 + Episode_Reward/dof_pos_limits: -0.0011 + Episode_Reward/terminated: -0.0241 + Episode_Reward/unnecessary_wheel_lift: -0.0918 + Episode_Reward/rolling_leg_motion: -0.5927 + Episode_Reward/obstacle_progress: +3.7446 + Episode_Reward/wheel_body_intrusion: -0.2685 + Episode_Reward/pair_body_intrusion: -0.2641 + Curriculum/terrain_level_mean: +4.1909 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0926 + Metrics/base_velocity/error_vel_yaw: 0.1342 + Episode_Termination/time_out: 0.4323 + Episode_Termination/fell_over: 0.0323 + Episode_Termination/course_exit: 0.5097 +Episode_Termination/illegal_nonwheel_contact: 0.0387 +============================================================================== + +============================================================================== +Learning iteration 40400/50000 + Total steps: 165,478,400 + Steps per second: 13,568 + Iteration time: 0.302s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0875 + Mean episode length: 1358.0 + Actor loss: -9.5107 + Critic loss: +0.0053 + World model loss: +0.5693 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.2827 + Episode_Reward/track_angular_velocity: +51.3329 + Episode_Reward/upright: +25.9727 + Episode_Reward/leg_posture: -2.5512 + Episode_Reward/standstill: -5.9682 + Episode_Reward/action_rate_l2: -0.5746 + Episode_Reward/joint_torques_l2: -0.1447 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0212 + Episode_Reward/unnecessary_wheel_lift: -0.0690 + Episode_Reward/rolling_leg_motion: -0.5784 + Episode_Reward/obstacle_progress: +3.7569 + Episode_Reward/wheel_body_intrusion: -0.2643 + Episode_Reward/pair_body_intrusion: -0.2802 + Curriculum/terrain_level_mean: +4.1909 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0919 + Metrics/base_velocity/error_vel_yaw: 0.1342 + Episode_Termination/time_out: 0.4414 + Episode_Termination/fell_over: 0.0276 + Episode_Termination/course_exit: 0.5034 +Episode_Termination/illegal_nonwheel_contact: 0.0414 +============================================================================== +Warning: EPA horizon = 24 isn't large enough. + +============================================================================== +Learning iteration 40450/50000 + Total steps: 165,683,200 + Steps per second: 13,570 + Iteration time: 0.302s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0870 + Mean episode length: 1323.8 + Actor loss: -9.5245 + Critic loss: +0.0044 + World model loss: +0.5716 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.8602 + Episode_Reward/track_angular_velocity: +50.0028 + Episode_Reward/upright: +25.3130 + Episode_Reward/leg_posture: -2.4822 + Episode_Reward/standstill: -6.2612 + Episode_Reward/action_rate_l2: -0.5675 + Episode_Reward/joint_torques_l2: -0.1418 + Episode_Reward/dof_pos_limits: -0.0011 + Episode_Reward/terminated: -0.0155 + Episode_Reward/unnecessary_wheel_lift: -0.0852 + Episode_Reward/rolling_leg_motion: -0.5744 + Episode_Reward/obstacle_progress: +3.6051 + Episode_Reward/wheel_body_intrusion: -0.2593 + Episode_Reward/pair_body_intrusion: -0.2572 + Curriculum/terrain_level_mean: +4.1931 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0941 + Metrics/base_velocity/error_vel_yaw: 0.1352 + Episode_Termination/time_out: 0.4218 + Episode_Termination/fell_over: 0.0068 + Episode_Termination/course_exit: 0.5374 +Episode_Termination/illegal_nonwheel_contact: 0.0340 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1598] +RECOVERY reset 1 invalid environments; first IDs=[2193] + +============================================================================== +Learning iteration 40500/50000 + Total steps: 165,888,000 + Steps per second: 13,572 + Iteration time: 0.302s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0869 + Mean episode length: 1358.1 + Actor loss: -9.5082 + Critic loss: +0.0046 + World model loss: +0.5705 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.0348 + Episode_Reward/track_angular_velocity: +51.2939 + Episode_Reward/upright: +25.9517 + Episode_Reward/leg_posture: -2.5894 + Episode_Reward/standstill: -6.3810 + Episode_Reward/action_rate_l2: -0.5779 + Episode_Reward/joint_torques_l2: -0.1467 + Episode_Reward/dof_pos_limits: -0.0010 + Episode_Reward/terminated: -0.0292 + Episode_Reward/unnecessary_wheel_lift: -0.0973 + Episode_Reward/rolling_leg_motion: -0.5812 + Episode_Reward/obstacle_progress: +3.7598 + Episode_Reward/wheel_body_intrusion: -0.2701 + Episode_Reward/pair_body_intrusion: -0.2966 + Curriculum/terrain_level_mean: +4.1934 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0945 + Metrics/base_velocity/error_vel_yaw: 0.1349 + Episode_Termination/time_out: 0.4221 + Episode_Termination/fell_over: 0.0455 + Episode_Termination/course_exit: 0.5065 +Episode_Termination/illegal_nonwheel_contact: 0.0390 +============================================================================== + ++---------------------------------+ +| Base Environment | ++------------------------+--------+ +| Property | Value | ++------------------------+--------+ +| Number of environments | 1 | +| Environment device | cuda:0 | +| Environment seed | None | +| Physics step-size | 0.005 | +| Environment step-size | 0.02 | ++------------------------+--------+ + +[INFO] contains 1 active terms. ++-------------------------------------+ +| Active Event Terms in Mode: 'reset' | ++--------+----------------------------+ +| Index | Name | ++--------+----------------------------+ +| 0 | reset_base | +| 1 | reset_robot_joints | ++--------+----------------------------+ + +[INFO] contains 1 active terms. ++--------------------------------------+ +| Active Command Terms | ++-------+-------+----------------------+ +| Index | Name | Type | ++-------+-------+----------------------+ +| 0 | twist | MixedVelocityCommand | ++-------+-------+----------------------+ + +[INFO] contains 2 active terms. ++---------------------------------+ +| Active Action Terms (shape: 16) | ++-------+-----------+-------------+ +| Index | Name | Dimension | ++-------+-----------+-------------+ +| 0 | joint_pos | 12 | +| 1 | wheel_vel | 4 | ++-------+-----------+-------------+ + +[INFO] contains 1 groups. ++------------------------------------------------------------+ +| Active Observation Terms in Group: 'actor' (shape: (265,)) | ++--------+-------------------------+-------------------------+ +| Index | Name | Shape | ++--------+-------------------------+-------------------------+ +| 0 | base_ang_vel | (15,) ← 5×(3,) | +| 1 | projected_gravity | (15,) ← 5×(3,) | +| 2 | joint_pos | (60,) ← 5×(12,) | +| 3 | joint_vel | (60,) ← 5×(12,) | +| 4 | wheel_vel | (20,) ← 5×(4,) | +| 5 | actions | (80,) ← 5×(16,) | +| 6 | command | (15,) ← 5×(3,) | ++--------+-------------------------+-------------------------+ + +[INFO] contains 4 active terms. ++---------------------------------------------+ +| Active Termination Terms | ++-------+--------------------------+----------+ +| Index | Name | Time Out | ++-------+--------------------------+----------+ +| 0 | time_out | True | +| 1 | fell_over | False | +| 2 | course_exit | True | +| 3 | illegal_nonwheel_contact | False | ++-------+--------------------------+----------+ + +[INFO] contains 0 active terms. ++-----------------------+ +| Active Reward Terms | ++-------+------+--------+ +| Index | Name | Weight | ++-------+------+--------+ ++-------+------+--------+ + +[INFO] (inactive) +[INFO] (inactive) +[INFO] (inactive) +S10 video saved: logs/s10_terrain_v7_50k_20261101_225518/videos/iteration_040500.mp4 + +============================================================================== +Learning iteration 40550/50000 + Total steps: 166,092,800 + Steps per second: 13,568 + Iteration time: 0.302s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0873 + Mean episode length: 1364.3 + Actor loss: -9.5033 + Critic loss: +0.0054 + World model loss: +0.5980 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.3475 + Episode_Reward/track_angular_velocity: +51.5452 + Episode_Reward/upright: +26.1035 + Episode_Reward/leg_posture: -2.5639 + Episode_Reward/standstill: -6.2445 + Episode_Reward/action_rate_l2: -0.5827 + Episode_Reward/joint_torques_l2: -0.1465 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0160 + Episode_Reward/unnecessary_wheel_lift: -0.0767 + Episode_Reward/rolling_leg_motion: -0.5607 + Episode_Reward/obstacle_progress: +3.8043 + Episode_Reward/wheel_body_intrusion: -0.2600 + Episode_Reward/pair_body_intrusion: -0.3089 + Curriculum/terrain_level_mean: +4.1941 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0933 + Metrics/base_velocity/error_vel_yaw: 0.1345 + Episode_Termination/time_out: 0.4853 + Episode_Termination/fell_over: 0.0294 + Episode_Termination/course_exit: 0.4706 +Episode_Termination/illegal_nonwheel_contact: 0.0147 +============================================================================== + +============================================================================== +Learning iteration 40600/50000 + Total steps: 166,297,600 + Steps per second: 13,570 + Iteration time: 0.302s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0873 + Mean episode length: 1319.9 + Actor loss: -9.4965 + Critic loss: +0.0040 + World model loss: +0.5910 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.6926 + Episode_Reward/track_angular_velocity: +49.8798 + Episode_Reward/upright: +25.2533 + Episode_Reward/leg_posture: -2.4697 + Episode_Reward/standstill: -5.8938 + Episode_Reward/action_rate_l2: -0.5627 + Episode_Reward/joint_torques_l2: -0.1433 + Episode_Reward/dof_pos_limits: -0.0003 + Episode_Reward/terminated: -0.0284 + Episode_Reward/unnecessary_wheel_lift: -0.0775 + Episode_Reward/rolling_leg_motion: -0.5503 + Episode_Reward/obstacle_progress: +3.6810 + Episode_Reward/wheel_body_intrusion: -0.2678 + Episode_Reward/pair_body_intrusion: -0.2863 + Curriculum/terrain_level_mean: +4.1946 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0943 + Metrics/base_velocity/error_vel_yaw: 0.1344 + Episode_Termination/time_out: 0.4452 + Episode_Termination/fell_over: 0.0194 + Episode_Termination/course_exit: 0.4839 +Episode_Termination/illegal_nonwheel_contact: 0.0516 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1902] + +============================================================================== +Learning iteration 40650/50000 + Total steps: 166,502,400 + Steps per second: 13,573 + Iteration time: 0.302s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0871 + Mean episode length: 1376.6 + Actor loss: -9.5207 + Critic loss: +0.0045 + World model loss: +0.5841 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.7818 + Episode_Reward/track_angular_velocity: +51.9337 + Episode_Reward/upright: +26.3524 + Episode_Reward/leg_posture: -2.6281 + Episode_Reward/standstill: -6.3200 + Episode_Reward/action_rate_l2: -0.5858 + Episode_Reward/joint_torques_l2: -0.1500 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0161 + Episode_Reward/unnecessary_wheel_lift: -0.1025 + Episode_Reward/rolling_leg_motion: -0.5822 + Episode_Reward/obstacle_progress: +3.8465 + Episode_Reward/wheel_body_intrusion: -0.2714 + Episode_Reward/pair_body_intrusion: -0.3073 + Curriculum/terrain_level_mean: +4.1970 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0936 + Metrics/base_velocity/error_vel_yaw: 0.1367 + Episode_Termination/time_out: 0.5147 + Episode_Termination/fell_over: 0.0074 + Episode_Termination/course_exit: 0.4412 +Episode_Termination/illegal_nonwheel_contact: 0.0368 +============================================================================== + +============================================================================== +Learning iteration 40700/50000 + Total steps: 166,707,200 + Steps per second: 13,575 + Iteration time: 0.302s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0872 + Mean episode length: 1263.1 + Actor loss: -9.5101 + Critic loss: +0.0059 + World model loss: +0.5769 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +44.7567 + Episode_Reward/track_angular_velocity: +47.6787 + Episode_Reward/upright: +24.1637 + Episode_Reward/leg_posture: -2.3814 + Episode_Reward/standstill: -5.7310 + Episode_Reward/action_rate_l2: -0.5460 + Episode_Reward/joint_torques_l2: -0.1373 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0247 + Episode_Reward/unnecessary_wheel_lift: -0.0868 + Episode_Reward/rolling_leg_motion: -0.5289 + Episode_Reward/obstacle_progress: +3.5295 + Episode_Reward/wheel_body_intrusion: -0.2445 + Episode_Reward/pair_body_intrusion: -0.2856 + Curriculum/terrain_level_mean: +4.1978 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0937 + Metrics/base_velocity/error_vel_yaw: 0.1357 + Episode_Termination/time_out: 0.3724 + Episode_Termination/fell_over: 0.0552 + Episode_Termination/course_exit: 0.5586 +Episode_Termination/illegal_nonwheel_contact: 0.0207 +============================================================================== + +============================================================================== +Learning iteration 40750/50000 + Total steps: 166,912,000 + Steps per second: 13,577 + Iteration time: 0.302s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0868 + Mean episode length: 1353.5 + Actor loss: -9.4917 + Critic loss: +0.0056 + World model loss: +0.5854 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.8815 + Episode_Reward/track_angular_velocity: +51.1224 + Episode_Reward/upright: +25.9305 + Episode_Reward/leg_posture: -2.5655 + Episode_Reward/standstill: -6.5737 + Episode_Reward/action_rate_l2: -0.5831 + Episode_Reward/joint_torques_l2: -0.1457 + Episode_Reward/dof_pos_limits: -0.0013 + Episode_Reward/terminated: -0.0317 + Episode_Reward/unnecessary_wheel_lift: -0.1032 + Episode_Reward/rolling_leg_motion: -0.5710 + Episode_Reward/obstacle_progress: +3.7029 + Episode_Reward/wheel_body_intrusion: -0.2671 + Episode_Reward/pair_body_intrusion: -0.2861 + Curriculum/terrain_level_mean: +4.1987 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0944 + Metrics/base_velocity/error_vel_yaw: 0.1354 + Episode_Termination/time_out: 0.4671 + Episode_Termination/fell_over: 0.0359 + Episode_Termination/course_exit: 0.4611 +Episode_Termination/illegal_nonwheel_contact: 0.0599 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1653] + +============================================================================== +Learning iteration 40800/50000 + Total steps: 167,116,800 + Steps per second: 13,579 + Iteration time: 0.302s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0875 + Mean episode length: 1321.8 + Actor loss: -9.4924 + Critic loss: +0.0059 + World model loss: +0.5598 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.8680 + Episode_Reward/track_angular_velocity: +49.9450 + Episode_Reward/upright: +25.3599 + Episode_Reward/leg_posture: -2.5074 + Episode_Reward/standstill: -5.7819 + Episode_Reward/action_rate_l2: -0.5514 + Episode_Reward/joint_torques_l2: -0.1414 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0129 + Episode_Reward/unnecessary_wheel_lift: -0.0646 + Episode_Reward/rolling_leg_motion: -0.5504 + Episode_Reward/obstacle_progress: +3.6378 + Episode_Reward/wheel_body_intrusion: -0.2761 + Episode_Reward/pair_body_intrusion: -0.2469 + Curriculum/terrain_level_mean: +4.1982 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0933 + Metrics/base_velocity/error_vel_yaw: 0.1347 + Episode_Termination/time_out: 0.4775 + Episode_Termination/fell_over: 0.0090 + Episode_Termination/course_exit: 0.4775 +Episode_Termination/illegal_nonwheel_contact: 0.0450 +============================================================================== + +============================================================================== +Learning iteration 40850/50000 + Total steps: 167,321,600 + Steps per second: 13,582 + Iteration time: 0.302s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0871 + Mean episode length: 1344.8 + Actor loss: -9.5320 + Critic loss: +0.0036 + World model loss: +0.5700 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.5282 + Episode_Reward/track_angular_velocity: +50.7710 + Episode_Reward/upright: +25.7732 + Episode_Reward/leg_posture: -2.5577 + Episode_Reward/standstill: -6.1757 + Episode_Reward/action_rate_l2: -0.5739 + Episode_Reward/joint_torques_l2: -0.1453 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0263 + Episode_Reward/unnecessary_wheel_lift: -0.0881 + Episode_Reward/rolling_leg_motion: -0.5759 + Episode_Reward/obstacle_progress: +3.7432 + Episode_Reward/wheel_body_intrusion: -0.2841 + Episode_Reward/pair_body_intrusion: -0.2776 + Curriculum/terrain_level_mean: +4.1997 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0948 + Metrics/base_velocity/error_vel_yaw: 0.1357 + Episode_Termination/time_out: 0.4601 + Episode_Termination/fell_over: 0.0184 + Episode_Termination/course_exit: 0.4785 +Episode_Termination/illegal_nonwheel_contact: 0.0491 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[3562] + +============================================================================== +Learning iteration 40900/50000 + Total steps: 167,526,400 + Steps per second: 13,584 + Iteration time: 0.302s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0873 + Mean episode length: 1384.6 + Actor loss: -9.5143 + Critic loss: +0.0069 + World model loss: +0.5512 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.0059 + Episode_Reward/track_angular_velocity: +52.2522 + Episode_Reward/upright: +26.5421 + Episode_Reward/leg_posture: -2.6669 + Episode_Reward/standstill: -6.0371 + Episode_Reward/action_rate_l2: -0.5905 + Episode_Reward/joint_torques_l2: -0.1498 + Episode_Reward/dof_pos_limits: -0.0015 + Episode_Reward/terminated: -0.0216 + Episode_Reward/unnecessary_wheel_lift: -0.0887 + Episode_Reward/rolling_leg_motion: -0.5750 + Episode_Reward/obstacle_progress: +3.8621 + Episode_Reward/wheel_body_intrusion: -0.3039 + Episode_Reward/pair_body_intrusion: -0.3310 + Curriculum/terrain_level_mean: +4.2002 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0943 + Metrics/base_velocity/error_vel_yaw: 0.1364 + Episode_Termination/time_out: 0.4823 + Episode_Termination/fell_over: 0.0426 + Episode_Termination/course_exit: 0.4610 +Episode_Termination/illegal_nonwheel_contact: 0.0284 +============================================================================== + +============================================================================== +Learning iteration 40950/50000 + Total steps: 167,731,200 + Steps per second: 13,586 + Iteration time: 0.301s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0875 + Mean episode length: 1429.0 + Actor loss: -9.5040 + Critic loss: +0.0048 + World model loss: +0.5751 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.7174 + Episode_Reward/track_angular_velocity: +53.9905 + Episode_Reward/upright: +27.3772 + Episode_Reward/leg_posture: -2.7239 + Episode_Reward/standstill: -6.2677 + Episode_Reward/action_rate_l2: -0.6105 + Episode_Reward/joint_torques_l2: -0.1530 + Episode_Reward/dof_pos_limits: -0.0010 + Episode_Reward/terminated: -0.0223 + Episode_Reward/unnecessary_wheel_lift: -0.0859 + Episode_Reward/rolling_leg_motion: -0.6177 + Episode_Reward/obstacle_progress: +4.0260 + Episode_Reward/wheel_body_intrusion: -0.2863 + Episode_Reward/pair_body_intrusion: -0.3068 + Curriculum/terrain_level_mean: +4.2012 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0931 + Metrics/base_velocity/error_vel_yaw: 0.1350 + Episode_Termination/time_out: 0.5309 + Episode_Termination/fell_over: 0.0370 + Episode_Termination/course_exit: 0.4198 +Episode_Termination/illegal_nonwheel_contact: 0.0247 +============================================================================== + +============================================================================== +Learning iteration 41000/50000 + Total steps: 167,936,000 + Steps per second: 13,588 + Iteration time: 0.301s + Collection time: 0.076s + Learning time: 0.193s + Mean reward: +0.0874 + Mean episode length: 1423.3 + Actor loss: -9.5314 + Critic loss: +0.0046 + World model loss: +0.5804 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.5307 + Episode_Reward/track_angular_velocity: +53.7867 + Episode_Reward/upright: +27.3012 + Episode_Reward/leg_posture: -2.7062 + Episode_Reward/standstill: -6.4071 + Episode_Reward/action_rate_l2: -0.6055 + Episode_Reward/joint_torques_l2: -0.1507 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0334 + Episode_Reward/unnecessary_wheel_lift: -0.0962 + Episode_Reward/rolling_leg_motion: -0.6272 + Episode_Reward/obstacle_progress: +3.9742 + Episode_Reward/wheel_body_intrusion: -0.2695 + Episode_Reward/pair_body_intrusion: -0.3081 + Curriculum/terrain_level_mean: +4.1995 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0931 + Metrics/base_velocity/error_vel_yaw: 0.1347 + Episode_Termination/time_out: 0.5101 + Episode_Termination/fell_over: 0.0604 + Episode_Termination/course_exit: 0.4094 +Episode_Termination/illegal_nonwheel_contact: 0.0403 +============================================================================== + +============================================================================== +Learning iteration 41050/50000 + Total steps: 168,140,800 + Steps per second: 13,590 + Iteration time: 0.301s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0876 + Mean episode length: 1291.1 + Actor loss: -9.5351 + Critic loss: +0.0029 + World model loss: +0.5462 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +45.8293 + Episode_Reward/track_angular_velocity: +48.8176 + Episode_Reward/upright: +24.7563 + Episode_Reward/leg_posture: -2.4670 + Episode_Reward/standstill: -5.6363 + Episode_Reward/action_rate_l2: -0.5453 + Episode_Reward/joint_torques_l2: -0.1381 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0177 + Episode_Reward/unnecessary_wheel_lift: -0.0853 + Episode_Reward/rolling_leg_motion: -0.5662 + Episode_Reward/obstacle_progress: +3.6109 + Episode_Reward/wheel_body_intrusion: -0.2585 + Episode_Reward/pair_body_intrusion: -0.2541 + Curriculum/terrain_level_mean: +4.2012 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0927 + Metrics/base_velocity/error_vel_yaw: 0.1337 + Episode_Termination/time_out: 0.4156 + Episode_Termination/fell_over: 0.0260 + Episode_Termination/course_exit: 0.5390 +Episode_Termination/illegal_nonwheel_contact: 0.0325 +============================================================================== + +============================================================================== +Learning iteration 41100/50000 + Total steps: 168,345,600 + Steps per second: 13,592 + Iteration time: 0.301s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0877 + Mean episode length: 1376.7 + Actor loss: -9.5108 + Critic loss: +0.0073 + World model loss: +0.5591 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.9279 + Episode_Reward/track_angular_velocity: +52.0831 + Episode_Reward/upright: +26.3885 + Episode_Reward/leg_posture: -2.5942 + Episode_Reward/standstill: -6.0365 + Episode_Reward/action_rate_l2: -0.5861 + Episode_Reward/joint_torques_l2: -0.1458 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0323 + Episode_Reward/unnecessary_wheel_lift: -0.0907 + Episode_Reward/rolling_leg_motion: -0.5819 + Episode_Reward/obstacle_progress: +3.9760 + Episode_Reward/wheel_body_intrusion: -0.2572 + Episode_Reward/pair_body_intrusion: -0.2467 + Curriculum/terrain_level_mean: +4.1995 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0921 + Metrics/base_velocity/error_vel_yaw: 0.1333 + Episode_Termination/time_out: 0.5098 + Episode_Termination/fell_over: 0.0458 + Episode_Termination/course_exit: 0.4118 +Episode_Termination/illegal_nonwheel_contact: 0.0588 +============================================================================== + +============================================================================== +Learning iteration 41150/50000 + Total steps: 168,550,400 + Steps per second: 13,595 + Iteration time: 0.301s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0875 + Mean episode length: 1323.4 + Actor loss: -9.5135 + Critic loss: +0.0048 + World model loss: +0.5685 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.8799 + Episode_Reward/track_angular_velocity: +49.9982 + Episode_Reward/upright: +25.3614 + Episode_Reward/leg_posture: -2.5025 + Episode_Reward/standstill: -5.7957 + Episode_Reward/action_rate_l2: -0.5723 + Episode_Reward/joint_torques_l2: -0.1403 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0129 + Episode_Reward/unnecessary_wheel_lift: -0.0828 + Episode_Reward/rolling_leg_motion: -0.5726 + Episode_Reward/obstacle_progress: +3.7892 + Episode_Reward/wheel_body_intrusion: -0.2626 + Episode_Reward/pair_body_intrusion: -0.2835 + Curriculum/terrain_level_mean: +4.2017 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0936 + Metrics/base_velocity/error_vel_yaw: 0.1348 + Episode_Termination/time_out: 0.4662 + Episode_Termination/fell_over: 0.0270 + Episode_Termination/course_exit: 0.5000 +Episode_Termination/illegal_nonwheel_contact: 0.0068 +============================================================================== + +============================================================================== +Learning iteration 41200/50000 + Total steps: 168,755,200 + Steps per second: 13,597 + Iteration time: 0.301s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0877 + Mean episode length: 1333.3 + Actor loss: -9.5373 + Critic loss: +0.0035 + World model loss: +0.5934 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.2212 + Episode_Reward/track_angular_velocity: +50.3797 + Episode_Reward/upright: +25.5404 + Episode_Reward/leg_posture: -2.4851 + Episode_Reward/standstill: -5.6795 + Episode_Reward/action_rate_l2: -0.5771 + Episode_Reward/joint_torques_l2: -0.1409 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0417 + Episode_Reward/unnecessary_wheel_lift: -0.1024 + Episode_Reward/rolling_leg_motion: -0.5742 + Episode_Reward/obstacle_progress: +3.8688 + Episode_Reward/wheel_body_intrusion: -0.2551 + Episode_Reward/pair_body_intrusion: -0.2458 + Curriculum/terrain_level_mean: +4.1992 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0939 + Metrics/base_velocity/error_vel_yaw: 0.1343 + Episode_Termination/time_out: 0.4293 + Episode_Termination/fell_over: 0.0598 + Episode_Termination/course_exit: 0.4837 +Episode_Termination/illegal_nonwheel_contact: 0.0598 +============================================================================== + +============================================================================== +Learning iteration 41250/50000 + Total steps: 168,960,000 + Steps per second: 13,599 + Iteration time: 0.301s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0882 + Mean episode length: 1374.7 + Actor loss: -9.5292 + Critic loss: +0.0043 + World model loss: +0.5595 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.9935 + Episode_Reward/track_angular_velocity: +52.0652 + Episode_Reward/upright: +26.4142 + Episode_Reward/leg_posture: -2.5543 + Episode_Reward/standstill: -5.7792 + Episode_Reward/action_rate_l2: -0.5802 + Episode_Reward/joint_torques_l2: -0.1459 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0134 + Episode_Reward/unnecessary_wheel_lift: -0.0746 + Episode_Reward/rolling_leg_motion: -0.5810 + Episode_Reward/obstacle_progress: +3.9449 + Episode_Reward/wheel_body_intrusion: -0.2660 + Episode_Reward/pair_body_intrusion: -0.2466 + Curriculum/terrain_level_mean: +4.2000 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0909 + Metrics/base_velocity/error_vel_yaw: 0.1320 + Episode_Termination/time_out: 0.5164 + Episode_Termination/fell_over: 0.0082 + Episode_Termination/course_exit: 0.4426 +Episode_Termination/illegal_nonwheel_contact: 0.0410 +============================================================================== + +============================================================================== +Learning iteration 41300/50000 + Total steps: 169,164,800 + Steps per second: 13,601 + Iteration time: 0.301s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0878 + Mean episode length: 1384.0 + Actor loss: -9.5205 + Critic loss: +0.0052 + World model loss: +0.6114 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.1060 + Episode_Reward/track_angular_velocity: +52.3245 + Episode_Reward/upright: +26.5469 + Episode_Reward/leg_posture: -2.5692 + Episode_Reward/standstill: -5.9087 + Episode_Reward/action_rate_l2: -0.5850 + Episode_Reward/joint_torques_l2: -0.1468 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0216 + Episode_Reward/unnecessary_wheel_lift: -0.0794 + Episode_Reward/rolling_leg_motion: -0.5885 + Episode_Reward/obstacle_progress: +3.9593 + Episode_Reward/wheel_body_intrusion: -0.2756 + Episode_Reward/pair_body_intrusion: -0.2524 + Curriculum/terrain_level_mean: +4.2000 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0930 + Metrics/base_velocity/error_vel_yaw: 0.1341 + Episode_Termination/time_out: 0.4870 + Episode_Termination/fell_over: 0.0195 + Episode_Termination/course_exit: 0.4610 +Episode_Termination/illegal_nonwheel_contact: 0.0455 +============================================================================== + +============================================================================== +Learning iteration 41350/50000 + Total steps: 169,369,600 + Steps per second: 13,603 + Iteration time: 0.301s + Collection time: 0.076s + Learning time: 0.183s + Mean reward: +0.0875 + Mean episode length: 1360.1 + Actor loss: -9.5188 + Critic loss: +0.0077 + World model loss: +0.5621 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.2442 + Episode_Reward/track_angular_velocity: +51.3780 + Episode_Reward/upright: +26.0623 + Episode_Reward/leg_posture: -2.5869 + Episode_Reward/standstill: -5.9159 + Episode_Reward/action_rate_l2: -0.5720 + Episode_Reward/joint_torques_l2: -0.1453 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0186 + Episode_Reward/unnecessary_wheel_lift: -0.0730 + Episode_Reward/rolling_leg_motion: -0.5802 + Episode_Reward/obstacle_progress: +3.8489 + Episode_Reward/wheel_body_intrusion: -0.2964 + Episode_Reward/pair_body_intrusion: -0.2932 + Curriculum/terrain_level_mean: +4.2012 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0928 + Metrics/base_velocity/error_vel_yaw: 0.1351 + Episode_Termination/time_out: 0.4857 + Episode_Termination/fell_over: 0.0214 + Episode_Termination/course_exit: 0.4643 +Episode_Termination/illegal_nonwheel_contact: 0.0286 +============================================================================== + +============================================================================== +Learning iteration 41400/50000 + Total steps: 169,574,400 + Steps per second: 13,606 + Iteration time: 0.301s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0874 + Mean episode length: 1370.6 + Actor loss: -9.5208 + Critic loss: +0.0073 + World model loss: +0.5474 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.7461 + Episode_Reward/track_angular_velocity: +51.8089 + Episode_Reward/upright: +26.2513 + Episode_Reward/leg_posture: -2.5913 + Episode_Reward/standstill: -6.2809 + Episode_Reward/action_rate_l2: -0.5694 + Episode_Reward/joint_torques_l2: -0.1454 + Episode_Reward/dof_pos_limits: -0.0012 + Episode_Reward/terminated: -0.0187 + Episode_Reward/unnecessary_wheel_lift: -0.0849 + Episode_Reward/rolling_leg_motion: -0.5770 + Episode_Reward/obstacle_progress: +3.7587 + Episode_Reward/wheel_body_intrusion: -0.2693 + Episode_Reward/pair_body_intrusion: -0.2731 + Curriculum/terrain_level_mean: +4.2036 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0917 + Metrics/base_velocity/error_vel_yaw: 0.1339 + Episode_Termination/time_out: 0.4524 + Episode_Termination/fell_over: 0.0298 + Episode_Termination/course_exit: 0.5060 +Episode_Termination/illegal_nonwheel_contact: 0.0179 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1964] +RECOVERY reset 1 invalid environments; first IDs=[1085] + +============================================================================== +Learning iteration 41450/50000 + Total steps: 169,779,200 + Steps per second: 13,608 + Iteration time: 0.301s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0875 + Mean episode length: 1362.7 + Actor loss: -9.5261 + Critic loss: +0.0052 + World model loss: +0.5651 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.4364 + Episode_Reward/track_angular_velocity: +51.4822 + Episode_Reward/upright: +26.1149 + Episode_Reward/leg_posture: -2.5675 + Episode_Reward/standstill: -6.0369 + Episode_Reward/action_rate_l2: -0.5617 + Episode_Reward/joint_torques_l2: -0.1442 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0160 + Episode_Reward/unnecessary_wheel_lift: -0.0751 + Episode_Reward/rolling_leg_motion: -0.5793 + Episode_Reward/obstacle_progress: +3.7196 + Episode_Reward/wheel_body_intrusion: -0.2656 + Episode_Reward/pair_body_intrusion: -0.3045 + Curriculum/terrain_level_mean: +4.2043 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0921 + Metrics/base_velocity/error_vel_yaw: 0.1348 + Episode_Termination/time_out: 0.4621 + Episode_Termination/fell_over: 0.0138 + Episode_Termination/course_exit: 0.4966 +Episode_Termination/illegal_nonwheel_contact: 0.0345 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2459] + +============================================================================== +Learning iteration 41500/50000 + Total steps: 169,984,000 + Steps per second: 13,610 + Iteration time: 0.301s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0870 + Mean episode length: 1393.9 + Actor loss: -9.5274 + Critic loss: +0.0042 + World model loss: +0.5600 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.4519 + Episode_Reward/track_angular_velocity: +52.5961 + Episode_Reward/upright: +26.6846 + Episode_Reward/leg_posture: -2.6385 + Episode_Reward/standstill: -6.6633 + Episode_Reward/action_rate_l2: -0.5824 + Episode_Reward/joint_torques_l2: -0.1472 + Episode_Reward/dof_pos_limits: -0.0010 + Episode_Reward/terminated: -0.0245 + Episode_Reward/unnecessary_wheel_lift: -0.0695 + Episode_Reward/rolling_leg_motion: -0.5734 + Episode_Reward/obstacle_progress: +3.7933 + Episode_Reward/wheel_body_intrusion: -0.2764 + Episode_Reward/pair_body_intrusion: -0.3184 + Curriculum/terrain_level_mean: +4.2031 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0931 + Metrics/base_velocity/error_vel_yaw: 0.1363 + Episode_Termination/time_out: 0.4820 + Episode_Termination/fell_over: 0.0432 + Episode_Termination/course_exit: 0.4532 +Episode_Termination/illegal_nonwheel_contact: 0.0504 +============================================================================== + +============================================================================== +Learning iteration 41550/50000 + Total steps: 170,188,800 + Steps per second: 13,612 + Iteration time: 0.301s + Collection time: 0.076s + Learning time: 0.192s + Mean reward: +0.0869 + Mean episode length: 1408.7 + Actor loss: -9.5126 + Critic loss: +0.0040 + World model loss: +0.6071 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.8279 + Episode_Reward/track_angular_velocity: +53.0880 + Episode_Reward/upright: +26.9799 + Episode_Reward/leg_posture: -2.7058 + Episode_Reward/standstill: -6.6671 + Episode_Reward/action_rate_l2: -0.5920 + Episode_Reward/joint_torques_l2: -0.1490 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0055 + Episode_Reward/unnecessary_wheel_lift: -0.0696 + Episode_Reward/rolling_leg_motion: -0.5822 + Episode_Reward/obstacle_progress: +3.8134 + Episode_Reward/wheel_body_intrusion: -0.2687 + Episode_Reward/pair_body_intrusion: -0.3180 + Curriculum/terrain_level_mean: +4.2056 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0940 + Metrics/base_velocity/error_vel_yaw: 0.1377 + Episode_Termination/time_out: 0.4964 + Episode_Termination/fell_over: 0.0072 + Episode_Termination/course_exit: 0.4892 +Episode_Termination/illegal_nonwheel_contact: 0.0072 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2299] + +============================================================================== +Learning iteration 41600/50000 + Total steps: 170,393,600 + Steps per second: 13,614 + Iteration time: 0.301s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0870 + Mean episode length: 1296.7 + Actor loss: -9.5015 + Critic loss: +0.0038 + World model loss: +0.5589 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +45.8729 + Episode_Reward/track_angular_velocity: +48.8975 + Episode_Reward/upright: +24.8206 + Episode_Reward/leg_posture: -2.5246 + Episode_Reward/standstill: -5.9304 + Episode_Reward/action_rate_l2: -0.5530 + Episode_Reward/joint_torques_l2: -0.1383 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0177 + Episode_Reward/unnecessary_wheel_lift: -0.0856 + Episode_Reward/rolling_leg_motion: -0.5573 + Episode_Reward/obstacle_progress: +3.5380 + Episode_Reward/wheel_body_intrusion: -0.2651 + Episode_Reward/pair_body_intrusion: -0.2717 + Curriculum/terrain_level_mean: +4.2073 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0943 + Metrics/base_velocity/error_vel_yaw: 0.1368 + Episode_Termination/time_out: 0.4178 + Episode_Termination/fell_over: 0.0205 + Episode_Termination/course_exit: 0.5342 +Episode_Termination/illegal_nonwheel_contact: 0.0411 +============================================================================== + +============================================================================== +Learning iteration 41650/50000 + Total steps: 170,598,400 + Steps per second: 13,616 + Iteration time: 0.301s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0867 + Mean episode length: 1323.7 + Actor loss: -9.5108 + Critic loss: +0.0041 + World model loss: +0.5628 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.7907 + Episode_Reward/track_angular_velocity: +49.9332 + Episode_Reward/upright: +25.3318 + Episode_Reward/leg_posture: -2.5543 + Episode_Reward/standstill: -6.4918 + Episode_Reward/action_rate_l2: -0.5501 + Episode_Reward/joint_torques_l2: -0.1416 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0181 + Episode_Reward/unnecessary_wheel_lift: -0.0711 + Episode_Reward/rolling_leg_motion: -0.5613 + Episode_Reward/obstacle_progress: +3.6368 + Episode_Reward/wheel_body_intrusion: -0.2662 + Episode_Reward/pair_body_intrusion: -0.2845 + Curriculum/terrain_level_mean: +4.2092 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0948 + Metrics/base_velocity/error_vel_yaw: 0.1367 + Episode_Termination/time_out: 0.4286 + Episode_Termination/fell_over: 0.0357 + Episode_Termination/course_exit: 0.5214 +Episode_Termination/illegal_nonwheel_contact: 0.0286 +============================================================================== + +============================================================================== +Learning iteration 41700/50000 + Total steps: 170,803,200 + Steps per second: 13,618 + Iteration time: 0.301s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0867 + Mean episode length: 1420.0 + Actor loss: -9.5100 + Critic loss: +0.0045 + World model loss: +0.5750 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.1753 + Episode_Reward/track_angular_velocity: +53.5925 + Episode_Reward/upright: +27.1967 + Episode_Reward/leg_posture: -2.7386 + Episode_Reward/standstill: -6.9225 + Episode_Reward/action_rate_l2: -0.6007 + Episode_Reward/joint_torques_l2: -0.1506 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0277 + Episode_Reward/unnecessary_wheel_lift: -0.0930 + Episode_Reward/rolling_leg_motion: -0.6150 + Episode_Reward/obstacle_progress: +3.8831 + Episode_Reward/wheel_body_intrusion: -0.2735 + Episode_Reward/pair_body_intrusion: -0.2859 + Curriculum/terrain_level_mean: +4.2092 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0947 + Metrics/base_velocity/error_vel_yaw: 0.1358 + Episode_Termination/time_out: 0.4810 + Episode_Termination/fell_over: 0.0316 + Episode_Termination/course_exit: 0.4557 +Episode_Termination/illegal_nonwheel_contact: 0.0506 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2388] + +============================================================================== +Learning iteration 41750/50000 + Total steps: 171,008,000 + Steps per second: 13,620 + Iteration time: 0.301s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0870 + Mean episode length: 1351.8 + Actor loss: -9.4882 + Critic loss: +0.0058 + World model loss: +0.5995 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.7983 + Episode_Reward/track_angular_velocity: +51.0182 + Episode_Reward/upright: +25.9016 + Episode_Reward/leg_posture: -2.5930 + Episode_Reward/standstill: -6.2286 + Episode_Reward/action_rate_l2: -0.5721 + Episode_Reward/joint_torques_l2: -0.1439 + Episode_Reward/dof_pos_limits: -0.0015 + Episode_Reward/terminated: -0.0238 + Episode_Reward/unnecessary_wheel_lift: -0.0933 + Episode_Reward/rolling_leg_motion: -0.5958 + Episode_Reward/obstacle_progress: +3.7564 + Episode_Reward/wheel_body_intrusion: -0.2688 + Episode_Reward/pair_body_intrusion: -0.3036 + Curriculum/terrain_level_mean: +4.2122 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0946 + Metrics/base_velocity/error_vel_yaw: 0.1357 + Episode_Termination/time_out: 0.4667 + Episode_Termination/fell_over: 0.0364 + Episode_Termination/course_exit: 0.4788 +Episode_Termination/illegal_nonwheel_contact: 0.0303 +============================================================================== + +============================================================================== +Learning iteration 41800/50000 + Total steps: 171,212,800 + Steps per second: 13,622 + Iteration time: 0.301s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0871 + Mean episode length: 1407.4 + Actor loss: -9.5263 + Critic loss: +0.0045 + World model loss: +0.5873 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.8040 + Episode_Reward/track_angular_velocity: +53.1420 + Episode_Reward/upright: +26.9926 + Episode_Reward/leg_posture: -2.6999 + Episode_Reward/standstill: -6.5039 + Episode_Reward/action_rate_l2: -0.5886 + Episode_Reward/joint_torques_l2: -0.1496 + Episode_Reward/dof_pos_limits: -0.0010 + Episode_Reward/terminated: -0.0137 + Episode_Reward/unnecessary_wheel_lift: -0.0892 + Episode_Reward/rolling_leg_motion: -0.6176 + Episode_Reward/obstacle_progress: +3.9285 + Episode_Reward/wheel_body_intrusion: -0.2817 + Episode_Reward/pair_body_intrusion: -0.3122 + Curriculum/terrain_level_mean: +4.2144 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0940 + Metrics/base_velocity/error_vel_yaw: 0.1354 + Episode_Termination/time_out: 0.5316 + Episode_Termination/fell_over: 0.0000 + Episode_Termination/course_exit: 0.4367 +Episode_Termination/illegal_nonwheel_contact: 0.0316 +============================================================================== + +============================================================================== +Learning iteration 41850/50000 + Total steps: 171,417,600 + Steps per second: 13,625 + Iteration time: 0.301s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0875 + Mean episode length: 1345.8 + Actor loss: -9.5118 + Critic loss: +0.0034 + World model loss: +0.5360 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.8578 + Episode_Reward/track_angular_velocity: +50.8411 + Episode_Reward/upright: +25.8267 + Episode_Reward/leg_posture: -2.5790 + Episode_Reward/standstill: -6.1167 + Episode_Reward/action_rate_l2: -0.5597 + Episode_Reward/joint_torques_l2: -0.1423 + Episode_Reward/dof_pos_limits: -0.0010 + Episode_Reward/terminated: -0.0131 + Episode_Reward/unnecessary_wheel_lift: -0.0894 + Episode_Reward/rolling_leg_motion: -0.5668 + Episode_Reward/obstacle_progress: +3.8241 + Episode_Reward/wheel_body_intrusion: -0.2686 + Episode_Reward/pair_body_intrusion: -0.3051 + Curriculum/terrain_level_mean: +4.2156 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0919 + Metrics/base_velocity/error_vel_yaw: 0.1347 + Episode_Termination/time_out: 0.4759 + Episode_Termination/fell_over: 0.0207 + Episode_Termination/course_exit: 0.4897 +Episode_Termination/illegal_nonwheel_contact: 0.0138 +============================================================================== + +============================================================================== +Learning iteration 41900/50000 + Total steps: 171,622,400 + Steps per second: 13,627 + Iteration time: 0.301s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0877 + Mean episode length: 1473.1 + Actor loss: -9.5014 + Critic loss: +0.0047 + World model loss: +0.5514 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +52.3044 + Episode_Reward/track_angular_velocity: +55.6743 + Episode_Reward/upright: +28.2521 + Episode_Reward/leg_posture: -2.8187 + Episode_Reward/standstill: -6.3227 + Episode_Reward/action_rate_l2: -0.6093 + Episode_Reward/joint_torques_l2: -0.1544 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0115 + Episode_Reward/unnecessary_wheel_lift: -0.0866 + Episode_Reward/rolling_leg_motion: -0.6345 + Episode_Reward/obstacle_progress: +4.1235 + Episode_Reward/wheel_body_intrusion: -0.2888 + Episode_Reward/pair_body_intrusion: -0.3056 + Curriculum/terrain_level_mean: +4.2170 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0927 + Metrics/base_velocity/error_vel_yaw: 0.1342 + Episode_Termination/time_out: 0.5563 + Episode_Termination/fell_over: 0.0125 + Episode_Termination/course_exit: 0.4188 +Episode_Termination/illegal_nonwheel_contact: 0.0125 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[864] + +============================================================================== +Learning iteration 41950/50000 + Total steps: 171,827,200 + Steps per second: 13,629 + Iteration time: 0.301s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0877 + Mean episode length: 1370.2 + Actor loss: -9.4956 + Critic loss: +0.0042 + World model loss: +0.5817 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.6836 + Episode_Reward/track_angular_velocity: +51.7775 + Episode_Reward/upright: +26.2567 + Episode_Reward/leg_posture: -2.5886 + Episode_Reward/standstill: -5.8891 + Episode_Reward/action_rate_l2: -0.5779 + Episode_Reward/joint_torques_l2: -0.1435 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0134 + Episode_Reward/unnecessary_wheel_lift: -0.0714 + Episode_Reward/rolling_leg_motion: -0.5861 + Episode_Reward/obstacle_progress: +3.8276 + Episode_Reward/wheel_body_intrusion: -0.2602 + Episode_Reward/pair_body_intrusion: -0.2848 + Curriculum/terrain_level_mean: +4.2192 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0922 + Metrics/base_velocity/error_vel_yaw: 0.1345 + Episode_Termination/time_out: 0.4779 + Episode_Termination/fell_over: 0.0074 + Episode_Termination/course_exit: 0.4853 +Episode_Termination/illegal_nonwheel_contact: 0.0294 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1114] + +============================================================================== +Learning iteration 42000/50000 + Total steps: 172,032,000 + Steps per second: 13,631 + Iteration time: 0.300s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0875 + Mean episode length: 1375.6 + Actor loss: -9.5003 + Critic loss: +0.0051 + World model loss: +0.6024 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.6976 + Episode_Reward/track_angular_velocity: +51.9948 + Episode_Reward/upright: +26.3727 + Episode_Reward/leg_posture: -2.5922 + Episode_Reward/standstill: -5.9703 + Episode_Reward/action_rate_l2: -0.5886 + Episode_Reward/joint_torques_l2: -0.1439 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0107 + Episode_Reward/unnecessary_wheel_lift: -0.0834 + Episode_Reward/rolling_leg_motion: -0.5898 + Episode_Reward/obstacle_progress: +3.7939 + Episode_Reward/wheel_body_intrusion: -0.2627 + Episode_Reward/pair_body_intrusion: -0.2955 + Curriculum/terrain_level_mean: +4.2219 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0938 + Metrics/base_velocity/error_vel_yaw: 0.1343 + Episode_Termination/time_out: 0.4852 + Episode_Termination/fell_over: 0.0178 + Episode_Termination/course_exit: 0.4911 +Episode_Termination/illegal_nonwheel_contact: 0.0178 +============================================================================== + +============================================================================== +Learning iteration 42050/50000 + Total steps: 172,236,800 + Steps per second: 13,633 + Iteration time: 0.300s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0873 + Mean episode length: 1315.4 + Actor loss: -9.5001 + Critic loss: +0.0057 + World model loss: +0.5700 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.5954 + Episode_Reward/track_angular_velocity: +49.6777 + Episode_Reward/upright: +25.1846 + Episode_Reward/leg_posture: -2.5192 + Episode_Reward/standstill: -5.7920 + Episode_Reward/action_rate_l2: -0.5609 + Episode_Reward/joint_torques_l2: -0.1383 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0231 + Episode_Reward/unnecessary_wheel_lift: -0.0832 + Episode_Reward/rolling_leg_motion: -0.5553 + Episode_Reward/obstacle_progress: +3.6340 + Episode_Reward/wheel_body_intrusion: -0.2519 + Episode_Reward/pair_body_intrusion: -0.2824 + Curriculum/terrain_level_mean: +4.2224 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0937 + Metrics/base_velocity/error_vel_yaw: 0.1351 + Episode_Termination/time_out: 0.4444 + Episode_Termination/fell_over: 0.0370 + Episode_Termination/course_exit: 0.4889 +Episode_Termination/illegal_nonwheel_contact: 0.0370 +============================================================================== + +============================================================================== +Learning iteration 42100/50000 + Total steps: 172,441,600 + Steps per second: 13,635 + Iteration time: 0.300s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0873 + Mean episode length: 1339.0 + Actor loss: -9.5253 + Critic loss: +0.0039 + World model loss: +0.5587 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.3851 + Episode_Reward/track_angular_velocity: +50.5471 + Episode_Reward/upright: +25.6344 + Episode_Reward/leg_posture: -2.5249 + Episode_Reward/standstill: -5.9683 + Episode_Reward/action_rate_l2: -0.5820 + Episode_Reward/joint_torques_l2: -0.1405 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0235 + Episode_Reward/unnecessary_wheel_lift: -0.0897 + Episode_Reward/rolling_leg_motion: -0.5609 + Episode_Reward/obstacle_progress: +3.7742 + Episode_Reward/wheel_body_intrusion: -0.2464 + Episode_Reward/pair_body_intrusion: -0.2857 + Curriculum/terrain_level_mean: +4.2246 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0938 + Metrics/base_velocity/error_vel_yaw: 0.1355 + Episode_Termination/time_out: 0.4417 + Episode_Termination/fell_over: 0.0307 + Episode_Termination/course_exit: 0.5031 +Episode_Termination/illegal_nonwheel_contact: 0.0307 +============================================================================== + +============================================================================== +Learning iteration 42150/50000 + Total steps: 172,646,400 + Steps per second: 13,637 + Iteration time: 0.300s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0876 + Mean episode length: 1333.3 + Actor loss: -9.5222 + Critic loss: +0.0038 + World model loss: +0.5798 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.1637 + Episode_Reward/track_angular_velocity: +50.2949 + Episode_Reward/upright: +25.5068 + Episode_Reward/leg_posture: -2.4985 + Episode_Reward/standstill: -5.6352 + Episode_Reward/action_rate_l2: -0.5743 + Episode_Reward/joint_torques_l2: -0.1396 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0182 + Episode_Reward/unnecessary_wheel_lift: -0.0700 + Episode_Reward/rolling_leg_motion: -0.5506 + Episode_Reward/obstacle_progress: +3.7707 + Episode_Reward/wheel_body_intrusion: -0.2476 + Episode_Reward/pair_body_intrusion: -0.2683 + Curriculum/terrain_level_mean: +4.2258 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0944 + Metrics/base_velocity/error_vel_yaw: 0.1364 + Episode_Termination/time_out: 0.4853 + Episode_Termination/fell_over: 0.0221 + Episode_Termination/course_exit: 0.4632 +Episode_Termination/illegal_nonwheel_contact: 0.0368 +============================================================================== + +============================================================================== +Learning iteration 42200/50000 + Total steps: 172,851,200 + Steps per second: 13,640 + Iteration time: 0.300s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0872 + Mean episode length: 1300.8 + Actor loss: -9.4958 + Critic loss: +0.0055 + World model loss: +0.5655 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +45.9724 + Episode_Reward/track_angular_velocity: +49.0495 + Episode_Reward/upright: +24.8959 + Episode_Reward/leg_posture: -2.4678 + Episode_Reward/standstill: -5.7479 + Episode_Reward/action_rate_l2: -0.5602 + Episode_Reward/joint_torques_l2: -0.1372 + Episode_Reward/dof_pos_limits: -0.0015 + Episode_Reward/terminated: -0.0254 + Episode_Reward/unnecessary_wheel_lift: -0.0861 + Episode_Reward/rolling_leg_motion: -0.5538 + Episode_Reward/obstacle_progress: +3.6659 + Episode_Reward/wheel_body_intrusion: -0.2589 + Episode_Reward/pair_body_intrusion: -0.2568 + Curriculum/terrain_level_mean: +4.2271 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0943 + Metrics/base_velocity/error_vel_yaw: 0.1370 + Episode_Termination/time_out: 0.4277 + Episode_Termination/fell_over: 0.0440 + Episode_Termination/course_exit: 0.5094 +Episode_Termination/illegal_nonwheel_contact: 0.0314 +============================================================================== + +============================================================================== +Learning iteration 42250/50000 + Total steps: 173,056,000 + Steps per second: 13,642 + Iteration time: 0.300s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0870 + Mean episode length: 1305.6 + Actor loss: -9.5216 + Critic loss: +0.0046 + World model loss: +0.5553 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.0783 + Episode_Reward/track_angular_velocity: +49.3290 + Episode_Reward/upright: +24.9736 + Episode_Reward/leg_posture: -2.4542 + Episode_Reward/standstill: -6.1558 + Episode_Reward/action_rate_l2: -0.5672 + Episode_Reward/joint_torques_l2: -0.1369 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0357 + Episode_Reward/unnecessary_wheel_lift: -0.0804 + Episode_Reward/rolling_leg_motion: -0.5392 + Episode_Reward/obstacle_progress: +3.6858 + Episode_Reward/wheel_body_intrusion: -0.2439 + Episode_Reward/pair_body_intrusion: -0.2529 + Curriculum/terrain_level_mean: +4.2258 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0953 + Metrics/base_velocity/error_vel_yaw: 0.1347 + Episode_Termination/time_out: 0.4444 + Episode_Termination/fell_over: 0.0523 + Episode_Termination/course_exit: 0.4641 +Episode_Termination/illegal_nonwheel_contact: 0.0588 +============================================================================== + +============================================================================== +Learning iteration 42300/50000 + Total steps: 173,260,800 + Steps per second: 13,644 + Iteration time: 0.300s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0870 + Mean episode length: 1307.3 + Actor loss: -9.5223 + Critic loss: +0.0041 + World model loss: +0.5697 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.2427 + Episode_Reward/track_angular_velocity: +49.3580 + Episode_Reward/upright: +25.0064 + Episode_Reward/leg_posture: -2.4622 + Episode_Reward/standstill: -6.2734 + Episode_Reward/action_rate_l2: -0.5669 + Episode_Reward/joint_torques_l2: -0.1373 + Episode_Reward/dof_pos_limits: -0.0003 + Episode_Reward/terminated: -0.0332 + Episode_Reward/unnecessary_wheel_lift: -0.0949 + Episode_Reward/rolling_leg_motion: -0.5511 + Episode_Reward/obstacle_progress: +3.7123 + Episode_Reward/wheel_body_intrusion: -0.2407 + Episode_Reward/pair_body_intrusion: -0.2585 + Curriculum/terrain_level_mean: +4.2241 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0943 + Metrics/base_velocity/error_vel_yaw: 0.1355 + Episode_Termination/time_out: 0.4387 + Episode_Termination/fell_over: 0.0581 + Episode_Termination/course_exit: 0.4839 +Episode_Termination/illegal_nonwheel_contact: 0.0581 +============================================================================== + +============================================================================== +Learning iteration 42350/50000 + Total steps: 173,465,600 + Steps per second: 13,646 + Iteration time: 0.300s + Collection time: 0.076s + Learning time: 0.192s + Mean reward: +0.0870 + Mean episode length: 1370.3 + Actor loss: -9.4991 + Critic loss: +0.0039 + World model loss: +0.5710 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.5495 + Episode_Reward/track_angular_velocity: +51.7270 + Episode_Reward/upright: +26.2402 + Episode_Reward/leg_posture: -2.5647 + Episode_Reward/standstill: -6.6730 + Episode_Reward/action_rate_l2: -0.5936 + Episode_Reward/joint_torques_l2: -0.1441 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0187 + Episode_Reward/unnecessary_wheel_lift: -0.0916 + Episode_Reward/rolling_leg_motion: -0.5794 + Episode_Reward/obstacle_progress: +3.8961 + Episode_Reward/wheel_body_intrusion: -0.2483 + Episode_Reward/pair_body_intrusion: -0.2946 + Curriculum/terrain_level_mean: +4.2253 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0935 + Metrics/base_velocity/error_vel_yaw: 0.1358 + Episode_Termination/time_out: 0.5094 + Episode_Termination/fell_over: 0.0377 + Episode_Termination/course_exit: 0.4465 +Episode_Termination/illegal_nonwheel_contact: 0.0189 +============================================================================== + +============================================================================== +Learning iteration 42400/50000 + Total steps: 173,670,400 + Steps per second: 13,648 + Iteration time: 0.300s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0876 + Mean episode length: 1360.0 + Actor loss: -9.5251 + Critic loss: +0.0049 + World model loss: +0.5874 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.2230 + Episode_Reward/track_angular_velocity: +51.4069 + Episode_Reward/upright: +26.0752 + Episode_Reward/leg_posture: -2.5544 + Episode_Reward/standstill: -5.9104 + Episode_Reward/action_rate_l2: -0.5851 + Episode_Reward/joint_torques_l2: -0.1426 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0213 + Episode_Reward/unnecessary_wheel_lift: -0.0956 + Episode_Reward/rolling_leg_motion: -0.5808 + Episode_Reward/obstacle_progress: +3.8457 + Episode_Reward/wheel_body_intrusion: -0.2533 + Episode_Reward/pair_body_intrusion: -0.2856 + Curriculum/terrain_level_mean: +4.2263 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0934 + Metrics/base_velocity/error_vel_yaw: 0.1343 + Episode_Termination/time_out: 0.4634 + Episode_Termination/fell_over: 0.0122 + Episode_Termination/course_exit: 0.4878 +Episode_Termination/illegal_nonwheel_contact: 0.0427 +============================================================================== + +============================================================================== +Learning iteration 42450/50000 + Total steps: 173,875,200 + Steps per second: 13,650 + Iteration time: 0.300s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0873 + Mean episode length: 1316.7 + Actor loss: -9.5393 + Critic loss: +0.0081 + World model loss: +0.5883 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.6891 + Episode_Reward/track_angular_velocity: +49.7616 + Episode_Reward/upright: +25.2314 + Episode_Reward/leg_posture: -2.4927 + Episode_Reward/standstill: -5.9936 + Episode_Reward/action_rate_l2: -0.5603 + Episode_Reward/joint_torques_l2: -0.1380 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0309 + Episode_Reward/unnecessary_wheel_lift: -0.0882 + Episode_Reward/rolling_leg_motion: -0.5522 + Episode_Reward/obstacle_progress: +3.7122 + Episode_Reward/wheel_body_intrusion: -0.2551 + Episode_Reward/pair_body_intrusion: -0.2875 + Curriculum/terrain_level_mean: +4.2261 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0936 + Metrics/base_velocity/error_vel_yaw: 0.1339 + Episode_Termination/time_out: 0.4533 + Episode_Termination/fell_over: 0.0200 + Episode_Termination/course_exit: 0.4733 +Episode_Termination/illegal_nonwheel_contact: 0.0733 +============================================================================== + +============================================================================== +Learning iteration 42500/50000 + Total steps: 174,080,000 + Steps per second: 13,652 + Iteration time: 0.300s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0874 + Mean episode length: 1359.5 + Actor loss: -9.5180 + Critic loss: +0.0071 + World model loss: +0.5613 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.2640 + Episode_Reward/track_angular_velocity: +51.3877 + Episode_Reward/upright: +26.0497 + Episode_Reward/leg_posture: -2.6147 + Episode_Reward/standstill: -6.0752 + Episode_Reward/action_rate_l2: -0.5751 + Episode_Reward/joint_torques_l2: -0.1422 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0159 + Episode_Reward/unnecessary_wheel_lift: -0.0845 + Episode_Reward/rolling_leg_motion: -0.5769 + Episode_Reward/obstacle_progress: +3.7899 + Episode_Reward/wheel_body_intrusion: -0.2767 + Episode_Reward/pair_body_intrusion: -0.2892 + Curriculum/terrain_level_mean: +4.2280 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0930 + Metrics/base_velocity/error_vel_yaw: 0.1339 + Episode_Termination/time_out: 0.4516 + Episode_Termination/fell_over: 0.0065 + Episode_Termination/course_exit: 0.5097 +Episode_Termination/illegal_nonwheel_contact: 0.0323 +============================================================================== + +============================================================================== +Learning iteration 42550/50000 + Total steps: 174,284,800 + Steps per second: 13,654 + Iteration time: 0.300s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0872 + Mean episode length: 1318.5 + Actor loss: -9.4829 + Critic loss: +0.0062 + World model loss: +0.5810 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.8873 + Episode_Reward/track_angular_velocity: +49.7940 + Episode_Reward/upright: +25.2393 + Episode_Reward/leg_posture: -2.5515 + Episode_Reward/standstill: -6.0929 + Episode_Reward/action_rate_l2: -0.5674 + Episode_Reward/joint_torques_l2: -0.1405 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0206 + Episode_Reward/unnecessary_wheel_lift: -0.0754 + Episode_Reward/rolling_leg_motion: -0.5722 + Episode_Reward/obstacle_progress: +3.6629 + Episode_Reward/wheel_body_intrusion: -0.2862 + Episode_Reward/pair_body_intrusion: -0.2905 + Curriculum/terrain_level_mean: +4.2285 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0923 + Metrics/base_velocity/error_vel_yaw: 0.1352 + Episode_Termination/time_out: 0.4091 + Episode_Termination/fell_over: 0.0303 + Episode_Termination/course_exit: 0.5303 +Episode_Termination/illegal_nonwheel_contact: 0.0530 +============================================================================== + +============================================================================== +Learning iteration 42600/50000 + Total steps: 174,489,600 + Steps per second: 13,656 + Iteration time: 0.300s + Collection time: 0.076s + Learning time: 0.183s + Mean reward: +0.0875 + Mean episode length: 1372.0 + Actor loss: -9.4970 + Critic loss: +0.0086 + World model loss: +0.5966 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.6938 + Episode_Reward/track_angular_velocity: +51.8237 + Episode_Reward/upright: +26.3111 + Episode_Reward/leg_posture: -2.5452 + Episode_Reward/standstill: -6.0627 + Episode_Reward/action_rate_l2: -0.5820 + Episode_Reward/joint_torques_l2: -0.1450 + Episode_Reward/dof_pos_limits: -0.0003 + Episode_Reward/terminated: -0.0188 + Episode_Reward/unnecessary_wheel_lift: -0.0814 + Episode_Reward/rolling_leg_motion: -0.5987 + Episode_Reward/obstacle_progress: +3.8551 + Episode_Reward/wheel_body_intrusion: -0.2844 + Episode_Reward/pair_body_intrusion: -0.2662 + Curriculum/terrain_level_mean: +4.2302 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0934 + Metrics/base_velocity/error_vel_yaw: 0.1349 + Episode_Termination/time_out: 0.5210 + Episode_Termination/fell_over: 0.0359 + Episode_Termination/course_exit: 0.4371 +Episode_Termination/illegal_nonwheel_contact: 0.0240 +============================================================================== + +============================================================================== +Learning iteration 42650/50000 + Total steps: 174,694,400 + Steps per second: 13,658 + Iteration time: 0.300s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0873 + Mean episode length: 1382.0 + Actor loss: -9.4925 + Critic loss: +0.0052 + World model loss: +0.5723 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.9931 + Episode_Reward/track_angular_velocity: +52.1416 + Episode_Reward/upright: +26.5210 + Episode_Reward/leg_posture: -2.5997 + Episode_Reward/standstill: -6.4374 + Episode_Reward/action_rate_l2: -0.5941 + Episode_Reward/joint_torques_l2: -0.1450 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0297 + Episode_Reward/unnecessary_wheel_lift: -0.0877 + Episode_Reward/rolling_leg_motion: -0.5883 + Episode_Reward/obstacle_progress: +3.9591 + Episode_Reward/wheel_body_intrusion: -0.2767 + Episode_Reward/pair_body_intrusion: -0.2711 + Curriculum/terrain_level_mean: +4.2307 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0933 + Metrics/base_velocity/error_vel_yaw: 0.1364 + Episode_Termination/time_out: 0.4765 + Episode_Termination/fell_over: 0.0537 + Episode_Termination/course_exit: 0.4497 +Episode_Termination/illegal_nonwheel_contact: 0.0403 +============================================================================== + +============================================================================== +Learning iteration 42700/50000 + Total steps: 174,899,200 + Steps per second: 13,660 + Iteration time: 0.300s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0876 + Mean episode length: 1353.5 + Actor loss: -9.5136 + Critic loss: +0.0052 + World model loss: +0.5757 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.0000 + Episode_Reward/track_angular_velocity: +51.0752 + Episode_Reward/upright: +25.9549 + Episode_Reward/leg_posture: -2.5402 + Episode_Reward/standstill: -5.9150 + Episode_Reward/action_rate_l2: -0.5785 + Episode_Reward/joint_torques_l2: -0.1432 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0185 + Episode_Reward/unnecessary_wheel_lift: -0.0747 + Episode_Reward/rolling_leg_motion: -0.5644 + Episode_Reward/obstacle_progress: +3.9016 + Episode_Reward/wheel_body_intrusion: -0.2755 + Episode_Reward/pair_body_intrusion: -0.2546 + Curriculum/terrain_level_mean: +4.2310 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0933 + Metrics/base_velocity/error_vel_yaw: 0.1359 + Episode_Termination/time_out: 0.4785 + Episode_Termination/fell_over: 0.0123 + Episode_Termination/course_exit: 0.4785 +Episode_Termination/illegal_nonwheel_contact: 0.0368 +============================================================================== + +============================================================================== +Learning iteration 42750/50000 + Total steps: 175,104,000 + Steps per second: 13,663 + Iteration time: 0.300s + Collection time: 0.075s + Learning time: 0.183s + Mean reward: +0.0874 + Mean episode length: 1366.3 + Actor loss: -9.5420 + Critic loss: +0.0039 + World model loss: +0.5472 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.4793 + Episode_Reward/track_angular_velocity: +51.5689 + Episode_Reward/upright: +26.1779 + Episode_Reward/leg_posture: -2.5541 + Episode_Reward/standstill: -6.1740 + Episode_Reward/action_rate_l2: -0.5780 + Episode_Reward/joint_torques_l2: -0.1444 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0187 + Episode_Reward/unnecessary_wheel_lift: -0.0766 + Episode_Reward/rolling_leg_motion: -0.5673 + Episode_Reward/obstacle_progress: +3.8874 + Episode_Reward/wheel_body_intrusion: -0.2875 + Episode_Reward/pair_body_intrusion: -0.3144 + Curriculum/terrain_level_mean: +4.2314 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0928 + Metrics/base_velocity/error_vel_yaw: 0.1361 + Episode_Termination/time_out: 0.4820 + Episode_Termination/fell_over: 0.0072 + Episode_Termination/course_exit: 0.4676 +Episode_Termination/illegal_nonwheel_contact: 0.0504 +============================================================================== + +============================================================================== +Learning iteration 42800/50000 + Total steps: 175,308,800 + Steps per second: 13,665 + Iteration time: 0.300s + Collection time: 0.075s + Learning time: 0.184s + Mean reward: +0.0872 + Mean episode length: 1278.4 + Actor loss: -9.5151 + Critic loss: +0.0090 + World model loss: +0.5912 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +45.3328 + Episode_Reward/track_angular_velocity: +48.2986 + Episode_Reward/upright: +24.4669 + Episode_Reward/leg_posture: -2.3991 + Episode_Reward/standstill: -6.0178 + Episode_Reward/action_rate_l2: -0.5390 + Episode_Reward/joint_torques_l2: -0.1354 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0200 + Episode_Reward/unnecessary_wheel_lift: -0.0891 + Episode_Reward/rolling_leg_motion: -0.5469 + Episode_Reward/obstacle_progress: +3.6805 + Episode_Reward/wheel_body_intrusion: -0.2546 + Episode_Reward/pair_body_intrusion: -0.2697 + Curriculum/terrain_level_mean: +4.2322 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0930 + Metrics/base_velocity/error_vel_yaw: 0.1348 + Episode_Termination/time_out: 0.4359 + Episode_Termination/fell_over: 0.0192 + Episode_Termination/course_exit: 0.5128 +Episode_Termination/illegal_nonwheel_contact: 0.0449 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1711] +RECOVERY reset 1 invalid environments; first IDs=[588] + +============================================================================== +Learning iteration 42850/50000 + Total steps: 175,513,600 + Steps per second: 13,667 + Iteration time: 0.300s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0871 + Mean episode length: 1330.1 + Actor loss: -9.4952 + Critic loss: +0.0059 + World model loss: +0.5908 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.1802 + Episode_Reward/track_angular_velocity: +50.1933 + Episode_Reward/upright: +25.4626 + Episode_Reward/leg_posture: -2.5286 + Episode_Reward/standstill: -6.3852 + Episode_Reward/action_rate_l2: -0.5690 + Episode_Reward/joint_torques_l2: -0.1412 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0312 + Episode_Reward/unnecessary_wheel_lift: -0.0962 + Episode_Reward/rolling_leg_motion: -0.5759 + Episode_Reward/obstacle_progress: +3.8250 + Episode_Reward/wheel_body_intrusion: -0.2597 + Episode_Reward/pair_body_intrusion: -0.2476 + Curriculum/terrain_level_mean: +4.2317 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0933 + Metrics/base_velocity/error_vel_yaw: 0.1360 + Episode_Termination/time_out: 0.4479 + Episode_Termination/fell_over: 0.0368 + Episode_Termination/course_exit: 0.4785 +Episode_Termination/illegal_nonwheel_contact: 0.0613 +============================================================================== + +============================================================================== +Learning iteration 42900/50000 + Total steps: 175,718,400 + Steps per second: 13,669 + Iteration time: 0.300s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0871 + Mean episode length: 1399.5 + Actor loss: -9.5362 + Critic loss: +0.0072 + World model loss: +0.5913 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.6698 + Episode_Reward/track_angular_velocity: +52.8812 + Episode_Reward/upright: +26.8105 + Episode_Reward/leg_posture: -2.6404 + Episode_Reward/standstill: -6.7738 + Episode_Reward/action_rate_l2: -0.5895 + Episode_Reward/joint_torques_l2: -0.1480 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0273 + Episode_Reward/unnecessary_wheel_lift: -0.1021 + Episode_Reward/rolling_leg_motion: -0.5977 + Episode_Reward/obstacle_progress: +4.0167 + Episode_Reward/wheel_body_intrusion: -0.2634 + Episode_Reward/pair_body_intrusion: -0.2833 + Curriculum/terrain_level_mean: +4.2322 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0929 + Metrics/base_velocity/error_vel_yaw: 0.1345 + Episode_Termination/time_out: 0.4932 + Episode_Termination/fell_over: 0.0473 + Episode_Termination/course_exit: 0.4392 +Episode_Termination/illegal_nonwheel_contact: 0.0541 +============================================================================== + +============================================================================== +Learning iteration 42950/50000 + Total steps: 175,923,200 + Steps per second: 13,671 + Iteration time: 0.300s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0874 + Mean episode length: 1370.7 + Actor loss: -9.5343 + Critic loss: +0.0037 + World model loss: +0.5845 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.6199 + Episode_Reward/track_angular_velocity: +51.7085 + Episode_Reward/upright: +26.2417 + Episode_Reward/leg_posture: -2.5988 + Episode_Reward/standstill: -6.1591 + Episode_Reward/action_rate_l2: -0.5781 + Episode_Reward/joint_torques_l2: -0.1459 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0294 + Episode_Reward/unnecessary_wheel_lift: -0.0861 + Episode_Reward/rolling_leg_motion: -0.5738 + Episode_Reward/obstacle_progress: +3.8985 + Episode_Reward/wheel_body_intrusion: -0.2634 + Episode_Reward/pair_body_intrusion: -0.2720 + Curriculum/terrain_level_mean: +4.2319 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0930 + Metrics/base_velocity/error_vel_yaw: 0.1364 + Episode_Termination/time_out: 0.5192 + Episode_Termination/fell_over: 0.0256 + Episode_Termination/course_exit: 0.4103 +Episode_Termination/illegal_nonwheel_contact: 0.0641 +============================================================================== + +============================================================================== +Learning iteration 43000/50000 + Total steps: 176,128,000 + Steps per second: 13,673 + Iteration time: 0.300s + Collection time: 0.076s + Learning time: 0.193s + Mean reward: +0.0869 + Mean episode length: 1317.6 + Actor loss: -9.5161 + Critic loss: +0.0055 + World model loss: +0.5443 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.7318 + Episode_Reward/track_angular_velocity: +49.6951 + Episode_Reward/upright: +25.2117 + Episode_Reward/leg_posture: -2.5221 + Episode_Reward/standstill: -6.4274 + Episode_Reward/action_rate_l2: -0.5480 + Episode_Reward/joint_torques_l2: -0.1395 + Episode_Reward/dof_pos_limits: -0.0010 + Episode_Reward/terminated: -0.0335 + Episode_Reward/unnecessary_wheel_lift: -0.0952 + Episode_Reward/rolling_leg_motion: -0.5491 + Episode_Reward/obstacle_progress: +3.6844 + Episode_Reward/wheel_body_intrusion: -0.2602 + Episode_Reward/pair_body_intrusion: -0.2899 + Curriculum/terrain_level_mean: +4.2317 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0933 + Metrics/base_velocity/error_vel_yaw: 0.1368 + Episode_Termination/time_out: 0.3931 + Episode_Termination/fell_over: 0.0690 + Episode_Termination/course_exit: 0.5172 +Episode_Termination/illegal_nonwheel_contact: 0.0552 +============================================================================== + +============================================================================== +Learning iteration 43050/50000 + Total steps: 176,332,800 + Steps per second: 13,675 + Iteration time: 0.300s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0874 + Mean episode length: 1344.2 + Actor loss: -9.5347 + Critic loss: +0.0063 + World model loss: +0.5965 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.7929 + Episode_Reward/track_angular_velocity: +50.7244 + Episode_Reward/upright: +25.7647 + Episode_Reward/leg_posture: -2.5357 + Episode_Reward/standstill: -6.1141 + Episode_Reward/action_rate_l2: -0.5592 + Episode_Reward/joint_torques_l2: -0.1419 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0289 + Episode_Reward/unnecessary_wheel_lift: -0.1001 + Episode_Reward/rolling_leg_motion: -0.5645 + Episode_Reward/obstacle_progress: +3.7562 + Episode_Reward/wheel_body_intrusion: -0.2642 + Episode_Reward/pair_body_intrusion: -0.3105 + Curriculum/terrain_level_mean: +4.2322 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0922 + Metrics/base_velocity/error_vel_yaw: 0.1360 + Episode_Termination/time_out: 0.4667 + Episode_Termination/fell_over: 0.0485 + Episode_Termination/course_exit: 0.4667 +Episode_Termination/illegal_nonwheel_contact: 0.0303 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[3356] +RECOVERY reset 1 invalid environments; first IDs=[2338] + +============================================================================== +Learning iteration 43100/50000 + Total steps: 176,537,600 + Steps per second: 13,677 + Iteration time: 0.299s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0873 + Mean episode length: 1324.9 + Actor loss: -9.5172 + Critic loss: +0.0063 + World model loss: +0.5616 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.1451 + Episode_Reward/track_angular_velocity: +50.0530 + Episode_Reward/upright: +25.3959 + Episode_Reward/leg_posture: -2.4809 + Episode_Reward/standstill: -6.1673 + Episode_Reward/action_rate_l2: -0.5506 + Episode_Reward/joint_torques_l2: -0.1400 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0207 + Episode_Reward/unnecessary_wheel_lift: -0.0894 + Episode_Reward/rolling_leg_motion: -0.5594 + Episode_Reward/obstacle_progress: +3.6825 + Episode_Reward/wheel_body_intrusion: -0.2729 + Episode_Reward/pair_body_intrusion: -0.2914 + Curriculum/terrain_level_mean: +4.2344 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0915 + Metrics/base_velocity/error_vel_yaw: 0.1349 + Episode_Termination/time_out: 0.4295 + Episode_Termination/fell_over: 0.0064 + Episode_Termination/course_exit: 0.5192 +Episode_Termination/illegal_nonwheel_contact: 0.0449 +============================================================================== + +============================================================================== +Learning iteration 43150/50000 + Total steps: 176,742,400 + Steps per second: 13,679 + Iteration time: 0.299s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0876 + Mean episode length: 1396.5 + Actor loss: -9.5265 + Critic loss: +0.0049 + World model loss: +0.5611 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.7922 + Episode_Reward/track_angular_velocity: +52.7108 + Episode_Reward/upright: +26.7589 + Episode_Reward/leg_posture: -2.6050 + Episode_Reward/standstill: -6.3628 + Episode_Reward/action_rate_l2: -0.5825 + Episode_Reward/joint_torques_l2: -0.1477 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0136 + Episode_Reward/unnecessary_wheel_lift: -0.0769 + Episode_Reward/rolling_leg_motion: -0.5825 + Episode_Reward/obstacle_progress: +3.9908 + Episode_Reward/wheel_body_intrusion: -0.2889 + Episode_Reward/pair_body_intrusion: -0.3203 + Curriculum/terrain_level_mean: +4.2354 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0905 + Metrics/base_velocity/error_vel_yaw: 0.1357 + Episode_Termination/time_out: 0.5390 + Episode_Termination/fell_over: 0.0130 + Episode_Termination/course_exit: 0.4286 +Episode_Termination/illegal_nonwheel_contact: 0.0260 +============================================================================== + +============================================================================== +Learning iteration 43200/50000 + Total steps: 176,947,200 + Steps per second: 13,681 + Iteration time: 0.299s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0873 + Mean episode length: 1399.3 + Actor loss: -9.5206 + Critic loss: +0.0061 + World model loss: +0.5617 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.8252 + Episode_Reward/track_angular_velocity: +52.8455 + Episode_Reward/upright: +26.8108 + Episode_Reward/leg_posture: -2.6430 + Episode_Reward/standstill: -6.6750 + Episode_Reward/action_rate_l2: -0.5782 + Episode_Reward/joint_torques_l2: -0.1487 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0219 + Episode_Reward/unnecessary_wheel_lift: -0.0868 + Episode_Reward/rolling_leg_motion: -0.5751 + Episode_Reward/obstacle_progress: +3.9770 + Episode_Reward/wheel_body_intrusion: -0.3070 + Episode_Reward/pair_body_intrusion: -0.3265 + Curriculum/terrain_level_mean: +4.2356 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0916 + Metrics/base_velocity/error_vel_yaw: 0.1353 + Episode_Termination/time_out: 0.4961 + Episode_Termination/fell_over: 0.0388 + Episode_Termination/course_exit: 0.4496 +Episode_Termination/illegal_nonwheel_contact: 0.0310 +============================================================================== + ++---------------------------------+ +| Base Environment | ++------------------------+--------+ +| Property | Value | ++------------------------+--------+ +| Number of environments | 1 | +| Environment device | cuda:0 | +| Environment seed | None | +| Physics step-size | 0.005 | +| Environment step-size | 0.02 | ++------------------------+--------+ + +[INFO] contains 1 active terms. ++-------------------------------------+ +| Active Event Terms in Mode: 'reset' | ++--------+----------------------------+ +| Index | Name | ++--------+----------------------------+ +| 0 | reset_base | +| 1 | reset_robot_joints | ++--------+----------------------------+ + +[INFO] contains 1 active terms. ++--------------------------------------+ +| Active Command Terms | ++-------+-------+----------------------+ +| Index | Name | Type | ++-------+-------+----------------------+ +| 0 | twist | MixedVelocityCommand | ++-------+-------+----------------------+ + +[INFO] contains 2 active terms. ++---------------------------------+ +| Active Action Terms (shape: 16) | ++-------+-----------+-------------+ +| Index | Name | Dimension | ++-------+-----------+-------------+ +| 0 | joint_pos | 12 | +| 1 | wheel_vel | 4 | ++-------+-----------+-------------+ + +[INFO] contains 1 groups. ++------------------------------------------------------------+ +| Active Observation Terms in Group: 'actor' (shape: (265,)) | ++--------+-------------------------+-------------------------+ +| Index | Name | Shape | ++--------+-------------------------+-------------------------+ +| 0 | base_ang_vel | (15,) ← 5×(3,) | +| 1 | projected_gravity | (15,) ← 5×(3,) | +| 2 | joint_pos | (60,) ← 5×(12,) | +| 3 | joint_vel | (60,) ← 5×(12,) | +| 4 | wheel_vel | (20,) ← 5×(4,) | +| 5 | actions | (80,) ← 5×(16,) | +| 6 | command | (15,) ← 5×(3,) | ++--------+-------------------------+-------------------------+ + +[INFO] contains 4 active terms. ++---------------------------------------------+ +| Active Termination Terms | ++-------+--------------------------+----------+ +| Index | Name | Time Out | ++-------+--------------------------+----------+ +| 0 | time_out | True | +| 1 | fell_over | False | +| 2 | course_exit | True | +| 3 | illegal_nonwheel_contact | False | ++-------+--------------------------+----------+ + +[INFO] contains 0 active terms. ++-----------------------+ +| Active Reward Terms | ++-------+------+--------+ +| Index | Name | Weight | ++-------+------+--------+ ++-------+------+--------+ + +[INFO] (inactive) +[INFO] (inactive) +[INFO] (inactive) +S10 video saved: logs/s10_terrain_v7_50k_20261101_225518/videos/iteration_043200.mp4 + +============================================================================== +Learning iteration 43250/50000 + Total steps: 177,152,000 + Steps per second: 13,676 + Iteration time: 0.299s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0869 + Mean episode length: 1349.6 + Actor loss: -9.5287 + Critic loss: +0.0057 + World model loss: +0.5392 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.9900 + Episode_Reward/track_angular_velocity: +50.9503 + Episode_Reward/upright: +25.8439 + Episode_Reward/leg_posture: -2.5939 + Episode_Reward/standstill: -6.7425 + Episode_Reward/action_rate_l2: -0.5578 + Episode_Reward/joint_torques_l2: -0.1431 + Episode_Reward/dof_pos_limits: -0.0011 + Episode_Reward/terminated: -0.0290 + Episode_Reward/unnecessary_wheel_lift: -0.0826 + Episode_Reward/rolling_leg_motion: -0.5621 + Episode_Reward/obstacle_progress: +3.8675 + Episode_Reward/wheel_body_intrusion: -0.2748 + Episode_Reward/pair_body_intrusion: -0.3379 + Curriculum/terrain_level_mean: +4.2356 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0919 + Metrics/base_velocity/error_vel_yaw: 0.1354 + Episode_Termination/time_out: 0.4776 + Episode_Termination/fell_over: 0.0522 + Episode_Termination/course_exit: 0.4403 +Episode_Termination/illegal_nonwheel_contact: 0.0299 +============================================================================== + +============================================================================== +Learning iteration 43300/50000 + Total steps: 177,356,800 + Steps per second: 13,678 + Iteration time: 0.299s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0873 + Mean episode length: 1348.8 + Actor loss: -9.5546 + Critic loss: +0.0048 + World model loss: +0.6049 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.8998 + Episode_Reward/track_angular_velocity: +50.9741 + Episode_Reward/upright: +25.8575 + Episode_Reward/leg_posture: -2.5801 + Episode_Reward/standstill: -6.3354 + Episode_Reward/action_rate_l2: -0.5530 + Episode_Reward/joint_torques_l2: -0.1444 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0184 + Episode_Reward/unnecessary_wheel_lift: -0.0847 + Episode_Reward/rolling_leg_motion: -0.5667 + Episode_Reward/obstacle_progress: +3.8404 + Episode_Reward/wheel_body_intrusion: -0.2683 + Episode_Reward/pair_body_intrusion: -0.2738 + Curriculum/terrain_level_mean: +4.2363 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0927 + Metrics/base_velocity/error_vel_yaw: 0.1343 + Episode_Termination/time_out: 0.4211 + Episode_Termination/fell_over: 0.0197 + Episode_Termination/course_exit: 0.5329 +Episode_Termination/illegal_nonwheel_contact: 0.0263 +============================================================================== + +============================================================================== +Learning iteration 43350/50000 + Total steps: 177,561,600 + Steps per second: 13,680 + Iteration time: 0.299s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0876 + Mean episode length: 1335.5 + Actor loss: -9.5337 + Critic loss: +0.0046 + World model loss: +0.5890 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.5645 + Episode_Reward/track_angular_velocity: +50.5122 + Episode_Reward/upright: +25.5972 + Episode_Reward/leg_posture: -2.5606 + Episode_Reward/standstill: -6.0213 + Episode_Reward/action_rate_l2: -0.5567 + Episode_Reward/joint_torques_l2: -0.1436 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0130 + Episode_Reward/unnecessary_wheel_lift: -0.0852 + Episode_Reward/rolling_leg_motion: -0.5638 + Episode_Reward/obstacle_progress: +3.8614 + Episode_Reward/wheel_body_intrusion: -0.2687 + Episode_Reward/pair_body_intrusion: -0.2848 + Curriculum/terrain_level_mean: +4.2371 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0912 + Metrics/base_velocity/error_vel_yaw: 0.1335 + Episode_Termination/time_out: 0.4460 + Episode_Termination/fell_over: 0.0216 + Episode_Termination/course_exit: 0.5252 +Episode_Termination/illegal_nonwheel_contact: 0.0216 +============================================================================== + +============================================================================== +Learning iteration 43400/50000 + Total steps: 177,766,400 + Steps per second: 13,682 + Iteration time: 0.299s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0875 + Mean episode length: 1360.3 + Actor loss: -9.5303 + Critic loss: +0.0044 + World model loss: +0.5419 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.3402 + Episode_Reward/track_angular_velocity: +51.3649 + Episode_Reward/upright: +26.0772 + Episode_Reward/leg_posture: -2.5871 + Episode_Reward/standstill: -6.1949 + Episode_Reward/action_rate_l2: -0.5633 + Episode_Reward/joint_torques_l2: -0.1455 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0159 + Episode_Reward/unnecessary_wheel_lift: -0.0789 + Episode_Reward/rolling_leg_motion: -0.5768 + Episode_Reward/obstacle_progress: +3.9792 + Episode_Reward/wheel_body_intrusion: -0.2587 + Episode_Reward/pair_body_intrusion: -0.2841 + Curriculum/terrain_level_mean: +4.2380 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0924 + Metrics/base_velocity/error_vel_yaw: 0.1353 + Episode_Termination/time_out: 0.4672 + Episode_Termination/fell_over: 0.0146 + Episode_Termination/course_exit: 0.4891 +Episode_Termination/illegal_nonwheel_contact: 0.0365 +============================================================================== + +============================================================================== +Learning iteration 43450/50000 + Total steps: 177,971,200 + Steps per second: 13,684 + Iteration time: 0.299s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0873 + Mean episode length: 1378.4 + Actor loss: -9.5131 + Critic loss: +0.0092 + World model loss: +0.5889 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.9042 + Episode_Reward/track_angular_velocity: +52.0153 + Episode_Reward/upright: +26.4383 + Episode_Reward/leg_posture: -2.6346 + Episode_Reward/standstill: -6.3666 + Episode_Reward/action_rate_l2: -0.5631 + Episode_Reward/joint_torques_l2: -0.1467 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0215 + Episode_Reward/unnecessary_wheel_lift: -0.0894 + Episode_Reward/rolling_leg_motion: -0.5764 + Episode_Reward/obstacle_progress: +3.9292 + Episode_Reward/wheel_body_intrusion: -0.2831 + Episode_Reward/pair_body_intrusion: -0.2829 + Curriculum/terrain_level_mean: +4.2393 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0930 + Metrics/base_velocity/error_vel_yaw: 0.1360 + Episode_Termination/time_out: 0.5033 + Episode_Termination/fell_over: 0.0261 + Episode_Termination/course_exit: 0.4444 +Episode_Termination/illegal_nonwheel_contact: 0.0392 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2135] + +============================================================================== +Learning iteration 43500/50000 + Total steps: 178,176,000 + Steps per second: 13,686 + Iteration time: 0.299s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0874 + Mean episode length: 1323.4 + Actor loss: -9.5469 + Critic loss: +0.0040 + World model loss: +0.5719 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.1068 + Episode_Reward/track_angular_velocity: +50.0289 + Episode_Reward/upright: +25.3980 + Episode_Reward/leg_posture: -2.4921 + Episode_Reward/standstill: -6.2979 + Episode_Reward/action_rate_l2: -0.5375 + Episode_Reward/joint_torques_l2: -0.1408 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0258 + Episode_Reward/unnecessary_wheel_lift: -0.0930 + Episode_Reward/rolling_leg_motion: -0.5634 + Episode_Reward/obstacle_progress: +3.8477 + Episode_Reward/wheel_body_intrusion: -0.2634 + Episode_Reward/pair_body_intrusion: -0.2722 + Curriculum/terrain_level_mean: +4.2397 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0913 + Metrics/base_velocity/error_vel_yaw: 0.1338 + Episode_Termination/time_out: 0.4540 + Episode_Termination/fell_over: 0.0429 + Episode_Termination/course_exit: 0.4847 +Episode_Termination/illegal_nonwheel_contact: 0.0307 +============================================================================== + +============================================================================== +Learning iteration 43550/50000 + Total steps: 178,380,800 + Steps per second: 13,688 + Iteration time: 0.299s + Collection time: 0.076s + Learning time: 0.193s + Mean reward: +0.0876 + Mean episode length: 1390.8 + Actor loss: -9.5155 + Critic loss: +0.0074 + World model loss: +0.5345 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.3953 + Episode_Reward/track_angular_velocity: +52.6116 + Episode_Reward/upright: +26.7150 + Episode_Reward/leg_posture: -2.6194 + Episode_Reward/standstill: -6.3217 + Episode_Reward/action_rate_l2: -0.5649 + Episode_Reward/joint_torques_l2: -0.1464 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0054 + Episode_Reward/unnecessary_wheel_lift: -0.0875 + Episode_Reward/rolling_leg_motion: -0.5996 + Episode_Reward/obstacle_progress: +3.9816 + Episode_Reward/wheel_body_intrusion: -0.2594 + Episode_Reward/pair_body_intrusion: -0.3008 + Curriculum/terrain_level_mean: +4.2439 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0921 + Metrics/base_velocity/error_vel_yaw: 0.1332 + Episode_Termination/time_out: 0.4815 + Episode_Termination/fell_over: 0.0062 + Episode_Termination/course_exit: 0.5062 +Episode_Termination/illegal_nonwheel_contact: 0.0062 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1931] + +============================================================================== +Learning iteration 43600/50000 + Total steps: 178,585,600 + Steps per second: 13,690 + Iteration time: 0.299s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0877 + Mean episode length: 1305.4 + Actor loss: -9.5249 + Critic loss: +0.0053 + World model loss: +0.5865 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.4999 + Episode_Reward/track_angular_velocity: +49.4496 + Episode_Reward/upright: +25.0540 + Episode_Reward/leg_posture: -2.4339 + Episode_Reward/standstill: -6.0047 + Episode_Reward/action_rate_l2: -0.5438 + Episode_Reward/joint_torques_l2: -0.1385 + Episode_Reward/dof_pos_limits: -0.0003 + Episode_Reward/terminated: -0.0076 + Episode_Reward/unnecessary_wheel_lift: -0.0699 + Episode_Reward/rolling_leg_motion: -0.5561 + Episode_Reward/obstacle_progress: +3.7793 + Episode_Reward/wheel_body_intrusion: -0.2370 + Episode_Reward/pair_body_intrusion: -0.2603 + Curriculum/terrain_level_mean: +4.2458 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0909 + Metrics/base_velocity/error_vel_yaw: 0.1316 + Episode_Termination/time_out: 0.4143 + Episode_Termination/fell_over: 0.0000 + Episode_Termination/course_exit: 0.5643 +Episode_Termination/illegal_nonwheel_contact: 0.0214 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1714] + +============================================================================== +Learning iteration 43650/50000 + Total steps: 178,790,400 + Steps per second: 13,692 + Iteration time: 0.299s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0877 + Mean episode length: 1423.8 + Actor loss: -9.5326 + Critic loss: +0.0034 + World model loss: +0.5638 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.7512 + Episode_Reward/track_angular_velocity: +53.8371 + Episode_Reward/upright: +27.3374 + Episode_Reward/leg_posture: -2.6531 + Episode_Reward/standstill: -6.4411 + Episode_Reward/action_rate_l2: -0.5976 + Episode_Reward/joint_torques_l2: -0.1527 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0139 + Episode_Reward/unnecessary_wheel_lift: -0.0786 + Episode_Reward/rolling_leg_motion: -0.6059 + Episode_Reward/obstacle_progress: +4.0902 + Episode_Reward/wheel_body_intrusion: -0.2875 + Episode_Reward/pair_body_intrusion: -0.3073 + Curriculum/terrain_level_mean: +4.2466 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0905 + Metrics/base_velocity/error_vel_yaw: 0.1337 + Episode_Termination/time_out: 0.5782 + Episode_Termination/fell_over: 0.0204 + Episode_Termination/course_exit: 0.3878 +Episode_Termination/illegal_nonwheel_contact: 0.0136 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2004] + +============================================================================== +Learning iteration 43700/50000 + Total steps: 178,995,200 + Steps per second: 13,694 + Iteration time: 0.299s + Collection time: 0.076s + Learning time: 0.183s + Mean reward: +0.0876 + Mean episode length: 1365.0 + Actor loss: -9.5433 + Critic loss: +0.0087 + World model loss: +0.5909 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.5472 + Episode_Reward/track_angular_velocity: +51.5861 + Episode_Reward/upright: +26.1948 + Episode_Reward/leg_posture: -2.5476 + Episode_Reward/standstill: -6.1248 + Episode_Reward/action_rate_l2: -0.5748 + Episode_Reward/joint_torques_l2: -0.1454 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0107 + Episode_Reward/unnecessary_wheel_lift: -0.0770 + Episode_Reward/rolling_leg_motion: -0.5805 + Episode_Reward/obstacle_progress: +3.8801 + Episode_Reward/wheel_body_intrusion: -0.2805 + Episode_Reward/pair_body_intrusion: -0.3010 + Curriculum/terrain_level_mean: +4.2488 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0913 + Metrics/base_velocity/error_vel_yaw: 0.1343 + Episode_Termination/time_out: 0.4962 + Episode_Termination/fell_over: 0.0226 + Episode_Termination/course_exit: 0.4737 +Episode_Termination/illegal_nonwheel_contact: 0.0150 +============================================================================== + +============================================================================== +Learning iteration 43750/50000 + Total steps: 179,200,000 + Steps per second: 13,696 + Iteration time: 0.299s + Collection time: 0.075s + Learning time: 0.185s + Mean reward: +0.0878 + Mean episode length: 1411.4 + Actor loss: -9.5203 + Critic loss: +0.0073 + World model loss: +0.5948 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.2442 + Episode_Reward/track_angular_velocity: +53.3423 + Episode_Reward/upright: +27.0440 + Episode_Reward/leg_posture: -2.6407 + Episode_Reward/standstill: -6.1385 + Episode_Reward/action_rate_l2: -0.6058 + Episode_Reward/joint_torques_l2: -0.1504 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0138 + Episode_Reward/unnecessary_wheel_lift: -0.1001 + Episode_Reward/rolling_leg_motion: -0.6142 + Episode_Reward/obstacle_progress: +4.0650 + Episode_Reward/wheel_body_intrusion: -0.2585 + Episode_Reward/pair_body_intrusion: -0.3098 + Curriculum/terrain_level_mean: +4.2522 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0915 + Metrics/base_velocity/error_vel_yaw: 0.1344 + Episode_Termination/time_out: 0.4969 + Episode_Termination/fell_over: 0.0189 + Episode_Termination/course_exit: 0.4717 +Episode_Termination/illegal_nonwheel_contact: 0.0189 +============================================================================== + +============================================================================== +Learning iteration 43800/50000 + Total steps: 179,404,800 + Steps per second: 13,698 + Iteration time: 0.299s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0877 + Mean episode length: 1278.5 + Actor loss: -9.5302 + Critic loss: +0.0060 + World model loss: +0.5508 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +45.5512 + Episode_Reward/track_angular_velocity: +48.3491 + Episode_Reward/upright: +24.5245 + Episode_Reward/leg_posture: -2.3997 + Episode_Reward/standstill: -5.7232 + Episode_Reward/action_rate_l2: -0.5408 + Episode_Reward/joint_torques_l2: -0.1355 + Episode_Reward/dof_pos_limits: -0.0003 + Episode_Reward/terminated: -0.0325 + Episode_Reward/unnecessary_wheel_lift: -0.0703 + Episode_Reward/rolling_leg_motion: -0.5470 + Episode_Reward/obstacle_progress: +3.6007 + Episode_Reward/wheel_body_intrusion: -0.2457 + Episode_Reward/pair_body_intrusion: -0.2572 + Curriculum/terrain_level_mean: +4.2512 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0911 + Metrics/base_velocity/error_vel_yaw: 0.1337 + Episode_Termination/time_out: 0.3830 + Episode_Termination/fell_over: 0.0567 + Episode_Termination/course_exit: 0.5319 +Episode_Termination/illegal_nonwheel_contact: 0.0567 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2445] + +============================================================================== +Learning iteration 43850/50000 + Total steps: 179,609,600 + Steps per second: 13,700 + Iteration time: 0.299s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0874 + Mean episode length: 1373.0 + Actor loss: -9.5481 + Critic loss: +0.0035 + World model loss: +0.5644 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.8485 + Episode_Reward/track_angular_velocity: +51.9013 + Episode_Reward/upright: +26.3273 + Episode_Reward/leg_posture: -2.6408 + Episode_Reward/standstill: -6.1967 + Episode_Reward/action_rate_l2: -0.5790 + Episode_Reward/joint_torques_l2: -0.1469 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0134 + Episode_Reward/unnecessary_wheel_lift: -0.0764 + Episode_Reward/rolling_leg_motion: -0.5860 + Episode_Reward/obstacle_progress: +3.7924 + Episode_Reward/wheel_body_intrusion: -0.2786 + Episode_Reward/pair_body_intrusion: -0.3153 + Curriculum/terrain_level_mean: +4.2522 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0919 + Metrics/base_velocity/error_vel_yaw: 0.1342 + Episode_Termination/time_out: 0.4867 + Episode_Termination/fell_over: 0.0267 + Episode_Termination/course_exit: 0.4800 +Episode_Termination/illegal_nonwheel_contact: 0.0200 +============================================================================== + +============================================================================== +Learning iteration 43900/50000 + Total steps: 179,814,400 + Steps per second: 13,702 + Iteration time: 0.299s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0875 + Mean episode length: 1295.9 + Actor loss: -9.5260 + Critic loss: +0.0039 + World model loss: +0.5442 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.1144 + Episode_Reward/track_angular_velocity: +48.9485 + Episode_Reward/upright: +24.8570 + Episode_Reward/leg_posture: -2.5190 + Episode_Reward/standstill: -5.7157 + Episode_Reward/action_rate_l2: -0.5454 + Episode_Reward/joint_torques_l2: -0.1381 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0152 + Episode_Reward/unnecessary_wheel_lift: -0.0831 + Episode_Reward/rolling_leg_motion: -0.5600 + Episode_Reward/obstacle_progress: +3.6462 + Episode_Reward/wheel_body_intrusion: -0.2730 + Episode_Reward/pair_body_intrusion: -0.2731 + Curriculum/terrain_level_mean: +4.2542 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0918 + Metrics/base_velocity/error_vel_yaw: 0.1351 + Episode_Termination/time_out: 0.4110 + Episode_Termination/fell_over: 0.0274 + Episode_Termination/course_exit: 0.5479 +Episode_Termination/illegal_nonwheel_contact: 0.0205 +============================================================================== + +============================================================================== +Learning iteration 43950/50000 + Total steps: 180,019,200 + Steps per second: 13,704 + Iteration time: 0.299s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0874 + Mean episode length: 1350.6 + Actor loss: -9.5123 + Critic loss: +0.0090 + World model loss: +0.5489 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.0740 + Episode_Reward/track_angular_velocity: +51.0257 + Episode_Reward/upright: +25.8972 + Episode_Reward/leg_posture: -2.6047 + Episode_Reward/standstill: -6.1521 + Episode_Reward/action_rate_l2: -0.5784 + Episode_Reward/joint_torques_l2: -0.1434 + Episode_Reward/dof_pos_limits: -0.0014 + Episode_Reward/terminated: -0.0317 + Episode_Reward/unnecessary_wheel_lift: -0.0869 + Episode_Reward/rolling_leg_motion: -0.5852 + Episode_Reward/obstacle_progress: +3.8258 + Episode_Reward/wheel_body_intrusion: -0.2632 + Episode_Reward/pair_body_intrusion: -0.2832 + Curriculum/terrain_level_mean: +4.2542 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0918 + Metrics/base_velocity/error_vel_yaw: 0.1346 + Episode_Termination/time_out: 0.4832 + Episode_Termination/fell_over: 0.0537 + Episode_Termination/course_exit: 0.4362 +Episode_Termination/illegal_nonwheel_contact: 0.0604 +============================================================================== + +============================================================================== +Learning iteration 44000/50000 + Total steps: 180,224,000 + Steps per second: 13,706 + Iteration time: 0.299s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0874 + Mean episode length: 1391.5 + Actor loss: -9.5158 + Critic loss: +0.0063 + World model loss: +0.5775 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.5143 + Episode_Reward/track_angular_velocity: +52.6240 + Episode_Reward/upright: +26.6780 + Episode_Reward/leg_posture: -2.7015 + Episode_Reward/standstill: -6.4016 + Episode_Reward/action_rate_l2: -0.5872 + Episode_Reward/joint_torques_l2: -0.1484 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0136 + Episode_Reward/unnecessary_wheel_lift: -0.0712 + Episode_Reward/rolling_leg_motion: -0.5813 + Episode_Reward/obstacle_progress: +3.8756 + Episode_Reward/wheel_body_intrusion: -0.3020 + Episode_Reward/pair_body_intrusion: -0.2976 + Curriculum/terrain_level_mean: +4.2561 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0916 + Metrics/base_velocity/error_vel_yaw: 0.1336 + Episode_Termination/time_out: 0.5000 + Episode_Termination/fell_over: 0.0141 + Episode_Termination/course_exit: 0.4648 +Episode_Termination/illegal_nonwheel_contact: 0.0211 +============================================================================== + +============================================================================== +Learning iteration 44050/50000 + Total steps: 180,428,800 + Steps per second: 13,708 + Iteration time: 0.299s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0875 + Mean episode length: 1397.5 + Actor loss: -9.5177 + Critic loss: +0.0057 + World model loss: +0.5376 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.5919 + Episode_Reward/track_angular_velocity: +52.8259 + Episode_Reward/upright: +26.7928 + Episode_Reward/leg_posture: -2.6691 + Episode_Reward/standstill: -6.1548 + Episode_Reward/action_rate_l2: -0.5992 + Episode_Reward/joint_torques_l2: -0.1484 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0218 + Episode_Reward/unnecessary_wheel_lift: -0.0817 + Episode_Reward/rolling_leg_motion: -0.6051 + Episode_Reward/obstacle_progress: +3.8482 + Episode_Reward/wheel_body_intrusion: -0.2911 + Episode_Reward/pair_body_intrusion: -0.2684 + Curriculum/terrain_level_mean: +4.2563 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0929 + Metrics/base_velocity/error_vel_yaw: 0.1341 + Episode_Termination/time_out: 0.5170 + Episode_Termination/fell_over: 0.0068 + Episode_Termination/course_exit: 0.4286 +Episode_Termination/illegal_nonwheel_contact: 0.0476 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[968] + +============================================================================== +Learning iteration 44100/50000 + Total steps: 180,633,600 + Steps per second: 13,710 + Iteration time: 0.299s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0871 + Mean episode length: 1383.6 + Actor loss: -9.5217 + Critic loss: +0.0051 + World model loss: +0.5477 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.0514 + Episode_Reward/track_angular_velocity: +52.2811 + Episode_Reward/upright: +26.5133 + Episode_Reward/leg_posture: -2.6877 + Episode_Reward/standstill: -6.3695 + Episode_Reward/action_rate_l2: -0.5939 + Episode_Reward/joint_torques_l2: -0.1483 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0108 + Episode_Reward/unnecessary_wheel_lift: -0.0867 + Episode_Reward/rolling_leg_motion: -0.6132 + Episode_Reward/obstacle_progress: +3.7620 + Episode_Reward/wheel_body_intrusion: -0.2834 + Episode_Reward/pair_body_intrusion: -0.2651 + Curriculum/terrain_level_mean: +4.2581 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0932 + Metrics/base_velocity/error_vel_yaw: 0.1344 + Episode_Termination/time_out: 0.4969 + Episode_Termination/fell_over: 0.0123 + Episode_Termination/course_exit: 0.4785 +Episode_Termination/illegal_nonwheel_contact: 0.0245 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[914] +RECOVERY reset 1 invalid environments; first IDs=[2413] + +============================================================================== +Learning iteration 44150/50000 + Total steps: 180,838,400 + Steps per second: 13,712 + Iteration time: 0.299s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0872 + Mean episode length: 1370.1 + Actor loss: -9.5036 + Critic loss: +0.0103 + World model loss: +0.5815 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.8004 + Episode_Reward/track_angular_velocity: +51.8122 + Episode_Reward/upright: +26.2713 + Episode_Reward/leg_posture: -2.7017 + Episode_Reward/standstill: -6.4398 + Episode_Reward/action_rate_l2: -0.5777 + Episode_Reward/joint_torques_l2: -0.1469 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0214 + Episode_Reward/unnecessary_wheel_lift: -0.1057 + Episode_Reward/rolling_leg_motion: -0.6028 + Episode_Reward/obstacle_progress: +3.7298 + Episode_Reward/wheel_body_intrusion: -0.2656 + Episode_Reward/pair_body_intrusion: -0.2974 + Curriculum/terrain_level_mean: +4.2585 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0914 + Metrics/base_velocity/error_vel_yaw: 0.1334 + Episode_Termination/time_out: 0.4689 + Episode_Termination/fell_over: 0.0282 + Episode_Termination/course_exit: 0.4859 +Episode_Termination/illegal_nonwheel_contact: 0.0282 +============================================================================== + +============================================================================== +Learning iteration 44200/50000 + Total steps: 181,043,200 + Steps per second: 13,714 + Iteration time: 0.299s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0873 + Mean episode length: 1371.3 + Actor loss: -9.5385 + Critic loss: +0.0043 + World model loss: +0.5742 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.8747 + Episode_Reward/track_angular_velocity: +51.8224 + Episode_Reward/upright: +26.3064 + Episode_Reward/leg_posture: -2.6626 + Episode_Reward/standstill: -6.4350 + Episode_Reward/action_rate_l2: -0.5804 + Episode_Reward/joint_torques_l2: -0.1466 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0321 + Episode_Reward/unnecessary_wheel_lift: -0.0877 + Episode_Reward/rolling_leg_motion: -0.6111 + Episode_Reward/obstacle_progress: +3.7729 + Episode_Reward/wheel_body_intrusion: -0.2813 + Episode_Reward/pair_body_intrusion: -0.2484 + Curriculum/terrain_level_mean: +4.2581 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0909 + Metrics/base_velocity/error_vel_yaw: 0.1346 + Episode_Termination/time_out: 0.4969 + Episode_Termination/fell_over: 0.0497 + Episode_Termination/course_exit: 0.4286 +Episode_Termination/illegal_nonwheel_contact: 0.0497 +============================================================================== + +============================================================================== +Learning iteration 44250/50000 + Total steps: 181,248,000 + Steps per second: 13,716 + Iteration time: 0.299s + Collection time: 0.076s + Learning time: 0.183s + Mean reward: +0.0871 + Mean episode length: 1410.5 + Actor loss: -9.5524 + Critic loss: +0.0048 + World model loss: +0.5326 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.1968 + Episode_Reward/track_angular_velocity: +53.3274 + Episode_Reward/upright: +27.0345 + Episode_Reward/leg_posture: -2.7322 + Episode_Reward/standstill: -6.7753 + Episode_Reward/action_rate_l2: -0.5892 + Episode_Reward/joint_torques_l2: -0.1517 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0138 + Episode_Reward/unnecessary_wheel_lift: -0.1015 + Episode_Reward/rolling_leg_motion: -0.5958 + Episode_Reward/obstacle_progress: +3.8993 + Episode_Reward/wheel_body_intrusion: -0.3005 + Episode_Reward/pair_body_intrusion: -0.2975 + Curriculum/terrain_level_mean: +4.2593 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0917 + Metrics/base_velocity/error_vel_yaw: 0.1339 + Episode_Termination/time_out: 0.5442 + Episode_Termination/fell_over: 0.0272 + Episode_Termination/course_exit: 0.4218 +Episode_Termination/illegal_nonwheel_contact: 0.0136 +============================================================================== + +============================================================================== +Learning iteration 44300/50000 + Total steps: 181,452,800 + Steps per second: 13,718 + Iteration time: 0.299s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0874 + Mean episode length: 1322.9 + Actor loss: -9.5085 + Critic loss: +0.0068 + World model loss: +0.5632 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.0394 + Episode_Reward/track_angular_velocity: +49.9706 + Episode_Reward/upright: +25.3035 + Episode_Reward/leg_posture: -2.5648 + Episode_Reward/standstill: -5.8567 + Episode_Reward/action_rate_l2: -0.5554 + Episode_Reward/joint_torques_l2: -0.1393 + Episode_Reward/dof_pos_limits: -0.0003 + Episode_Reward/terminated: -0.0310 + Episode_Reward/unnecessary_wheel_lift: -0.0738 + Episode_Reward/rolling_leg_motion: -0.5657 + Episode_Reward/obstacle_progress: +3.6466 + Episode_Reward/wheel_body_intrusion: -0.2750 + Episode_Reward/pair_body_intrusion: -0.2750 + Curriculum/terrain_level_mean: +4.2590 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0922 + Metrics/base_velocity/error_vel_yaw: 0.1348 + Episode_Termination/time_out: 0.3873 + Episode_Termination/fell_over: 0.0493 + Episode_Termination/course_exit: 0.5282 +Episode_Termination/illegal_nonwheel_contact: 0.0563 +============================================================================== + +============================================================================== +Learning iteration 44350/50000 + Total steps: 181,657,600 + Steps per second: 13,720 + Iteration time: 0.299s + Collection time: 0.076s + Learning time: 0.190s + Mean reward: +0.0874 + Mean episode length: 1370.8 + Actor loss: -9.5364 + Critic loss: +0.0041 + World model loss: +0.5817 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.7607 + Episode_Reward/track_angular_velocity: +51.7710 + Episode_Reward/upright: +26.2000 + Episode_Reward/leg_posture: -2.6150 + Episode_Reward/standstill: -6.2789 + Episode_Reward/action_rate_l2: -0.5819 + Episode_Reward/joint_torques_l2: -0.1448 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0187 + Episode_Reward/unnecessary_wheel_lift: -0.0734 + Episode_Reward/rolling_leg_motion: -0.5719 + Episode_Reward/obstacle_progress: +3.8858 + Episode_Reward/wheel_body_intrusion: -0.2704 + Episode_Reward/pair_body_intrusion: -0.2697 + Curriculum/terrain_level_mean: +4.2588 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0921 + Metrics/base_velocity/error_vel_yaw: 0.1350 + Episode_Termination/time_out: 0.5109 + Episode_Termination/fell_over: 0.0292 + Episode_Termination/course_exit: 0.4380 +Episode_Termination/illegal_nonwheel_contact: 0.0438 +============================================================================== + +============================================================================== +Learning iteration 44400/50000 + Total steps: 181,862,400 + Steps per second: 13,722 + Iteration time: 0.299s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0871 + Mean episode length: 1354.0 + Actor loss: -9.5115 + Critic loss: +0.0053 + World model loss: +0.5556 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.0577 + Episode_Reward/track_angular_velocity: +51.0971 + Episode_Reward/upright: +25.9043 + Episode_Reward/leg_posture: -2.5381 + Episode_Reward/standstill: -6.4904 + Episode_Reward/action_rate_l2: -0.5919 + Episode_Reward/joint_torques_l2: -0.1427 + Episode_Reward/dof_pos_limits: -0.0003 + Episode_Reward/terminated: -0.0212 + Episode_Reward/unnecessary_wheel_lift: -0.0840 + Episode_Reward/rolling_leg_motion: -0.5690 + Episode_Reward/obstacle_progress: +3.8309 + Episode_Reward/wheel_body_intrusion: -0.2574 + Episode_Reward/pair_body_intrusion: -0.3013 + Curriculum/terrain_level_mean: +4.2595 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0928 + Metrics/base_velocity/error_vel_yaw: 0.1357 + Episode_Termination/time_out: 0.4172 + Episode_Termination/fell_over: 0.0123 + Episode_Termination/course_exit: 0.5337 +Episode_Termination/illegal_nonwheel_contact: 0.0368 +============================================================================== + +============================================================================== +Learning iteration 44450/50000 + Total steps: 182,067,200 + Steps per second: 13,724 + Iteration time: 0.298s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0872 + Mean episode length: 1366.3 + Actor loss: -9.5096 + Critic loss: +0.0038 + World model loss: +0.5646 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.4860 + Episode_Reward/track_angular_velocity: +51.5488 + Episode_Reward/upright: +26.1504 + Episode_Reward/leg_posture: -2.5633 + Episode_Reward/standstill: -6.3615 + Episode_Reward/action_rate_l2: -0.5878 + Episode_Reward/joint_torques_l2: -0.1455 + Episode_Reward/dof_pos_limits: -0.0010 + Episode_Reward/terminated: -0.0213 + Episode_Reward/unnecessary_wheel_lift: -0.0807 + Episode_Reward/rolling_leg_motion: -0.5697 + Episode_Reward/obstacle_progress: +3.8710 + Episode_Reward/wheel_body_intrusion: -0.2723 + Episode_Reward/pair_body_intrusion: -0.3137 + Curriculum/terrain_level_mean: +4.2600 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0927 + Metrics/base_velocity/error_vel_yaw: 0.1361 + Episode_Termination/time_out: 0.4545 + Episode_Termination/fell_over: 0.0364 + Episode_Termination/course_exit: 0.4970 +Episode_Termination/illegal_nonwheel_contact: 0.0303 +============================================================================== + +============================================================================== +Learning iteration 44500/50000 + Total steps: 182,272,000 + Steps per second: 13,726 + Iteration time: 0.298s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0873 + Mean episode length: 1344.0 + Actor loss: -9.5417 + Critic loss: +0.0057 + World model loss: +0.5150 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.7037 + Episode_Reward/track_angular_velocity: +50.7171 + Episode_Reward/upright: +25.7267 + Episode_Reward/leg_posture: -2.5448 + Episode_Reward/standstill: -6.2658 + Episode_Reward/action_rate_l2: -0.5725 + Episode_Reward/joint_torques_l2: -0.1424 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0131 + Episode_Reward/unnecessary_wheel_lift: -0.0692 + Episode_Reward/rolling_leg_motion: -0.5506 + Episode_Reward/obstacle_progress: +3.8256 + Episode_Reward/wheel_body_intrusion: -0.2729 + Episode_Reward/pair_body_intrusion: -0.2622 + Curriculum/terrain_level_mean: +4.2610 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0930 + Metrics/base_velocity/error_vel_yaw: 0.1362 + Episode_Termination/time_out: 0.4745 + Episode_Termination/fell_over: 0.0219 + Episode_Termination/course_exit: 0.4891 +Episode_Termination/illegal_nonwheel_contact: 0.0146 +============================================================================== + +============================================================================== +Learning iteration 44550/50000 + Total steps: 182,476,800 + Steps per second: 13,728 + Iteration time: 0.298s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0867 + Mean episode length: 1318.7 + Actor loss: -9.4954 + Critic loss: +0.0094 + World model loss: +0.5664 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.6696 + Episode_Reward/track_angular_velocity: +49.7636 + Episode_Reward/upright: +25.2453 + Episode_Reward/leg_posture: -2.5041 + Episode_Reward/standstill: -6.6118 + Episode_Reward/action_rate_l2: -0.5579 + Episode_Reward/joint_torques_l2: -0.1416 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0155 + Episode_Reward/unnecessary_wheel_lift: -0.0834 + Episode_Reward/rolling_leg_motion: -0.5506 + Episode_Reward/obstacle_progress: +3.7156 + Episode_Reward/wheel_body_intrusion: -0.2719 + Episode_Reward/pair_body_intrusion: -0.2739 + Curriculum/terrain_level_mean: +4.2625 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0943 + Metrics/base_velocity/error_vel_yaw: 0.1361 + Episode_Termination/time_out: 0.4184 + Episode_Termination/fell_over: 0.0213 + Episode_Termination/course_exit: 0.5390 +Episode_Termination/illegal_nonwheel_contact: 0.0355 +============================================================================== + +============================================================================== +Learning iteration 44600/50000 + Total steps: 182,681,600 + Steps per second: 13,730 + Iteration time: 0.298s + Collection time: 0.076s + Learning time: 0.183s + Mean reward: +0.0865 + Mean episode length: 1372.5 + Actor loss: -9.5411 + Critic loss: +0.0041 + World model loss: +0.5384 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.6951 + Episode_Reward/track_angular_velocity: +51.7677 + Episode_Reward/upright: +26.3056 + Episode_Reward/leg_posture: -2.6945 + Episode_Reward/standstill: -7.0255 + Episode_Reward/action_rate_l2: -0.5623 + Episode_Reward/joint_torques_l2: -0.1478 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0295 + Episode_Reward/unnecessary_wheel_lift: -0.1000 + Episode_Reward/rolling_leg_motion: -0.5805 + Episode_Reward/obstacle_progress: +3.7511 + Episode_Reward/wheel_body_intrusion: -0.2972 + Episode_Reward/pair_body_intrusion: -0.3018 + Curriculum/terrain_level_mean: +4.2612 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0933 + Metrics/base_velocity/error_vel_yaw: 0.1367 + Episode_Termination/time_out: 0.4824 + Episode_Termination/fell_over: 0.0412 + Episode_Termination/course_exit: 0.4529 +Episode_Termination/illegal_nonwheel_contact: 0.0412 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[743] + +============================================================================== +Learning iteration 44650/50000 + Total steps: 182,886,400 + Steps per second: 13,732 + Iteration time: 0.298s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0864 + Mean episode length: 1347.2 + Actor loss: -9.5362 + Critic loss: +0.0042 + World model loss: +0.5617 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.7933 + Episode_Reward/track_angular_velocity: +50.9354 + Episode_Reward/upright: +25.8192 + Episode_Reward/leg_posture: -2.6171 + Episode_Reward/standstill: -7.1568 + Episode_Reward/action_rate_l2: -0.5602 + Episode_Reward/joint_torques_l2: -0.1425 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0395 + Episode_Reward/unnecessary_wheel_lift: -0.1036 + Episode_Reward/rolling_leg_motion: -0.5779 + Episode_Reward/obstacle_progress: +3.6629 + Episode_Reward/wheel_body_intrusion: -0.2819 + Episode_Reward/pair_body_intrusion: -0.2963 + Curriculum/terrain_level_mean: +4.2615 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0933 + Metrics/base_velocity/error_vel_yaw: 0.1337 + Episode_Termination/time_out: 0.4659 + Episode_Termination/fell_over: 0.0511 + Episode_Termination/course_exit: 0.4489 +Episode_Termination/illegal_nonwheel_contact: 0.0625 +============================================================================== + +============================================================================== +Learning iteration 44700/50000 + Total steps: 183,091,200 + Steps per second: 13,734 + Iteration time: 0.298s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0868 + Mean episode length: 1408.9 + Actor loss: -9.5076 + Critic loss: +0.0099 + World model loss: +0.5677 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.0269 + Episode_Reward/track_angular_velocity: +53.2515 + Episode_Reward/upright: +27.0151 + Episode_Reward/leg_posture: -2.7675 + Episode_Reward/standstill: -7.1327 + Episode_Reward/action_rate_l2: -0.5800 + Episode_Reward/joint_torques_l2: -0.1496 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0220 + Episode_Reward/unnecessary_wheel_lift: -0.0785 + Episode_Reward/rolling_leg_motion: -0.5953 + Episode_Reward/obstacle_progress: +3.8656 + Episode_Reward/wheel_body_intrusion: -0.2947 + Episode_Reward/pair_body_intrusion: -0.2803 + Curriculum/terrain_level_mean: +4.2610 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0930 + Metrics/base_velocity/error_vel_yaw: 0.1339 + Episode_Termination/time_out: 0.5000 + Episode_Termination/fell_over: 0.0278 + Episode_Termination/course_exit: 0.4444 +Episode_Termination/illegal_nonwheel_contact: 0.0556 +============================================================================== + +============================================================================== +Learning iteration 44750/50000 + Total steps: 183,296,000 + Steps per second: 13,736 + Iteration time: 0.298s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0869 + Mean episode length: 1408.7 + Actor loss: -9.5107 + Critic loss: +0.0061 + World model loss: +0.5668 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.8968 + Episode_Reward/track_angular_velocity: +53.2226 + Episode_Reward/upright: +26.9965 + Episode_Reward/leg_posture: -2.7969 + Episode_Reward/standstill: -6.6435 + Episode_Reward/action_rate_l2: -0.5789 + Episode_Reward/joint_torques_l2: -0.1519 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0220 + Episode_Reward/unnecessary_wheel_lift: -0.0848 + Episode_Reward/rolling_leg_motion: -0.5791 + Episode_Reward/obstacle_progress: +3.8612 + Episode_Reward/wheel_body_intrusion: -0.3130 + Episode_Reward/pair_body_intrusion: -0.3322 + Curriculum/terrain_level_mean: +4.2600 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0938 + Metrics/base_velocity/error_vel_yaw: 0.1342 + Episode_Termination/time_out: 0.5573 + Episode_Termination/fell_over: 0.0458 + Episode_Termination/course_exit: 0.3817 +Episode_Termination/illegal_nonwheel_contact: 0.0305 +============================================================================== + +============================================================================== +Learning iteration 44800/50000 + Total steps: 183,500,800 + Steps per second: 13,737 + Iteration time: 0.298s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0871 + Mean episode length: 1412.2 + Actor loss: -9.5101 + Critic loss: +0.0079 + World model loss: +0.5417 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.1040 + Episode_Reward/track_angular_velocity: +53.3446 + Episode_Reward/upright: +27.0901 + Episode_Reward/leg_posture: -2.7717 + Episode_Reward/standstill: -6.6038 + Episode_Reward/action_rate_l2: -0.5791 + Episode_Reward/joint_torques_l2: -0.1511 + Episode_Reward/dof_pos_limits: -0.0011 + Episode_Reward/terminated: -0.0276 + Episode_Reward/unnecessary_wheel_lift: -0.0795 + Episode_Reward/rolling_leg_motion: -0.5881 + Episode_Reward/obstacle_progress: +3.9442 + Episode_Reward/wheel_body_intrusion: -0.3046 + Episode_Reward/pair_body_intrusion: -0.3167 + Curriculum/terrain_level_mean: +4.2603 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0932 + Metrics/base_velocity/error_vel_yaw: 0.1343 + Episode_Termination/time_out: 0.5197 + Episode_Termination/fell_over: 0.0197 + Episode_Termination/course_exit: 0.4145 +Episode_Termination/illegal_nonwheel_contact: 0.0658 +============================================================================== + +============================================================================== +Learning iteration 44850/50000 + Total steps: 183,705,600 + Steps per second: 13,739 + Iteration time: 0.298s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0874 + Mean episode length: 1343.9 + Actor loss: -9.4946 + Critic loss: +0.0061 + World model loss: +0.5391 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.7801 + Episode_Reward/track_angular_velocity: +50.8234 + Episode_Reward/upright: +25.7715 + Episode_Reward/leg_posture: -2.6114 + Episode_Reward/standstill: -6.1258 + Episode_Reward/action_rate_l2: -0.5540 + Episode_Reward/joint_torques_l2: -0.1447 + Episode_Reward/dof_pos_limits: -0.0010 + Episode_Reward/terminated: -0.0184 + Episode_Reward/unnecessary_wheel_lift: -0.0765 + Episode_Reward/rolling_leg_motion: -0.5702 + Episode_Reward/obstacle_progress: +3.7520 + Episode_Reward/wheel_body_intrusion: -0.2866 + Episode_Reward/pair_body_intrusion: -0.2961 + Curriculum/terrain_level_mean: +4.2610 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0923 + Metrics/base_velocity/error_vel_yaw: 0.1330 + Episode_Termination/time_out: 0.4500 + Episode_Termination/fell_over: 0.0143 + Episode_Termination/course_exit: 0.5000 +Episode_Termination/illegal_nonwheel_contact: 0.0429 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2230] + +============================================================================== +Learning iteration 44900/50000 + Total steps: 183,910,400 + Steps per second: 13,741 + Iteration time: 0.298s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0873 + Mean episode length: 1398.8 + Actor loss: -9.5016 + Critic loss: +0.0045 + World model loss: +0.5616 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.5622 + Episode_Reward/track_angular_velocity: +52.8849 + Episode_Reward/upright: +26.8225 + Episode_Reward/leg_posture: -2.7178 + Episode_Reward/standstill: -6.2921 + Episode_Reward/action_rate_l2: -0.5777 + Episode_Reward/joint_torques_l2: -0.1509 + Episode_Reward/dof_pos_limits: -0.0013 + Episode_Reward/terminated: -0.0109 + Episode_Reward/unnecessary_wheel_lift: -0.0908 + Episode_Reward/rolling_leg_motion: -0.5852 + Episode_Reward/obstacle_progress: +3.8489 + Episode_Reward/wheel_body_intrusion: -0.2863 + Episode_Reward/pair_body_intrusion: -0.2809 + Curriculum/terrain_level_mean: +4.2620 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0937 + Metrics/base_velocity/error_vel_yaw: 0.1335 + Episode_Termination/time_out: 0.5168 + Episode_Termination/fell_over: 0.0201 + Episode_Termination/course_exit: 0.4564 +Episode_Termination/illegal_nonwheel_contact: 0.0134 +============================================================================== + +============================================================================== +Learning iteration 44950/50000 + Total steps: 184,115,200 + Steps per second: 13,743 + Iteration time: 0.298s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0870 + Mean episode length: 1326.1 + Actor loss: -9.4694 + Critic loss: +0.0040 + World model loss: +0.6058 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.1111 + Episode_Reward/track_angular_velocity: +50.1101 + Episode_Reward/upright: +25.4218 + Episode_Reward/leg_posture: -2.5798 + Episode_Reward/standstill: -6.4348 + Episode_Reward/action_rate_l2: -0.5469 + Episode_Reward/joint_torques_l2: -0.1418 + Episode_Reward/dof_pos_limits: -0.0013 + Episode_Reward/terminated: -0.0337 + Episode_Reward/unnecessary_wheel_lift: -0.0772 + Episode_Reward/rolling_leg_motion: -0.5714 + Episode_Reward/obstacle_progress: +3.6766 + Episode_Reward/wheel_body_intrusion: -0.2753 + Episode_Reward/pair_body_intrusion: -0.2554 + Curriculum/terrain_level_mean: +4.2615 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0928 + Metrics/base_velocity/error_vel_yaw: 0.1341 + Episode_Termination/time_out: 0.4552 + Episode_Termination/fell_over: 0.0621 + Episode_Termination/course_exit: 0.4552 +Episode_Termination/illegal_nonwheel_contact: 0.0621 +============================================================================== + +============================================================================== +Learning iteration 45000/50000 + Total steps: 184,320,000 + Steps per second: 13,745 + Iteration time: 0.298s + Collection time: 0.076s + Learning time: 0.193s + Mean reward: +0.0870 + Mean episode length: 1299.1 + Actor loss: -9.4960 + Critic loss: +0.0064 + World model loss: +0.5567 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.0712 + Episode_Reward/track_angular_velocity: +49.1251 + Episode_Reward/upright: +24.9214 + Episode_Reward/leg_posture: -2.4701 + Episode_Reward/standstill: -6.2932 + Episode_Reward/action_rate_l2: -0.5445 + Episode_Reward/joint_torques_l2: -0.1391 + Episode_Reward/dof_pos_limits: -0.0013 + Episode_Reward/terminated: -0.0304 + Episode_Reward/unnecessary_wheel_lift: -0.0813 + Episode_Reward/rolling_leg_motion: -0.5595 + Episode_Reward/obstacle_progress: +3.5421 + Episode_Reward/wheel_body_intrusion: -0.2928 + Episode_Reward/pair_body_intrusion: -0.2826 + Curriculum/terrain_level_mean: +4.2620 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0934 + Metrics/base_velocity/error_vel_yaw: 0.1335 + Episode_Termination/time_out: 0.4132 + Episode_Termination/fell_over: 0.0299 + Episode_Termination/course_exit: 0.5150 +Episode_Termination/illegal_nonwheel_contact: 0.0479 +============================================================================== + +============================================================================== +Learning iteration 45050/50000 + Total steps: 184,524,800 + Steps per second: 13,746 + Iteration time: 0.298s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0871 + Mean episode length: 1304.3 + Actor loss: -9.5193 + Critic loss: +0.0049 + World model loss: +0.5473 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.2716 + Episode_Reward/track_angular_velocity: +49.3218 + Episode_Reward/upright: +25.0367 + Episode_Reward/leg_posture: -2.4581 + Episode_Reward/standstill: -6.2482 + Episode_Reward/action_rate_l2: -0.5407 + Episode_Reward/joint_torques_l2: -0.1385 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0127 + Episode_Reward/unnecessary_wheel_lift: -0.0850 + Episode_Reward/rolling_leg_motion: -0.5410 + Episode_Reward/obstacle_progress: +3.5964 + Episode_Reward/wheel_body_intrusion: -0.2759 + Episode_Reward/pair_body_intrusion: -0.2843 + Curriculum/terrain_level_mean: +4.2639 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0930 + Metrics/base_velocity/error_vel_yaw: 0.1334 + Episode_Termination/time_out: 0.4384 + Episode_Termination/fell_over: 0.0205 + Episode_Termination/course_exit: 0.5274 +Episode_Termination/illegal_nonwheel_contact: 0.0205 +============================================================================== + +============================================================================== +Learning iteration 45100/50000 + Total steps: 184,729,600 + Steps per second: 13,748 + Iteration time: 0.298s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0872 + Mean episode length: 1320.6 + Actor loss: -9.5120 + Critic loss: +0.0038 + World model loss: +0.5485 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.7929 + Episode_Reward/track_angular_velocity: +49.8755 + Episode_Reward/upright: +25.3589 + Episode_Reward/leg_posture: -2.5192 + Episode_Reward/standstill: -6.2204 + Episode_Reward/action_rate_l2: -0.5535 + Episode_Reward/joint_torques_l2: -0.1406 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0206 + Episode_Reward/unnecessary_wheel_lift: -0.0803 + Episode_Reward/rolling_leg_motion: -0.5439 + Episode_Reward/obstacle_progress: +3.7380 + Episode_Reward/wheel_body_intrusion: -0.2801 + Episode_Reward/pair_body_intrusion: -0.3014 + Curriculum/terrain_level_mean: +4.2632 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0935 + Metrics/base_velocity/error_vel_yaw: 0.1350 + Episode_Termination/time_out: 0.4460 + Episode_Termination/fell_over: 0.0360 + Episode_Termination/course_exit: 0.4964 +Episode_Termination/illegal_nonwheel_contact: 0.0360 +============================================================================== + +============================================================================== +Learning iteration 45150/50000 + Total steps: 184,934,400 + Steps per second: 13,750 + Iteration time: 0.298s + Collection time: 0.075s + Learning time: 0.185s + Mean reward: +0.0867 + Mean episode length: 1340.5 + Actor loss: -9.4770 + Critic loss: +0.0093 + World model loss: +0.5554 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.4927 + Episode_Reward/track_angular_velocity: +50.5802 + Episode_Reward/upright: +25.6832 + Episode_Reward/leg_posture: -2.5296 + Episode_Reward/standstill: -6.9720 + Episode_Reward/action_rate_l2: -0.5692 + Episode_Reward/joint_torques_l2: -0.1426 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0209 + Episode_Reward/unnecessary_wheel_lift: -0.0711 + Episode_Reward/rolling_leg_motion: -0.5528 + Episode_Reward/obstacle_progress: +3.8410 + Episode_Reward/wheel_body_intrusion: -0.2736 + Episode_Reward/pair_body_intrusion: -0.2598 + Curriculum/terrain_level_mean: +4.2642 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0937 + Metrics/base_velocity/error_vel_yaw: 0.1363 + Episode_Termination/time_out: 0.4394 + Episode_Termination/fell_over: 0.0379 + Episode_Termination/course_exit: 0.5000 +Episode_Termination/illegal_nonwheel_contact: 0.0303 +============================================================================== + +============================================================================== +Learning iteration 45200/50000 + Total steps: 185,139,200 + Steps per second: 13,752 + Iteration time: 0.298s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0870 + Mean episode length: 1317.2 + Actor loss: -9.5082 + Critic loss: +0.0067 + World model loss: +0.5982 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.7029 + Episode_Reward/track_angular_velocity: +49.7255 + Episode_Reward/upright: +25.2180 + Episode_Reward/leg_posture: -2.5399 + Episode_Reward/standstill: -6.2739 + Episode_Reward/action_rate_l2: -0.5520 + Episode_Reward/joint_torques_l2: -0.1410 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0386 + Episode_Reward/unnecessary_wheel_lift: -0.0910 + Episode_Reward/rolling_leg_motion: -0.5706 + Episode_Reward/obstacle_progress: +3.6550 + Episode_Reward/wheel_body_intrusion: -0.2651 + Episode_Reward/pair_body_intrusion: -0.2566 + Curriculum/terrain_level_mean: +4.2644 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0934 + Metrics/base_velocity/error_vel_yaw: 0.1351 + Episode_Termination/time_out: 0.4372 + Episode_Termination/fell_over: 0.0383 + Episode_Termination/course_exit: 0.4809 +Episode_Termination/illegal_nonwheel_contact: 0.0546 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1039] + +============================================================================== +Learning iteration 45250/50000 + Total steps: 185,344,000 + Steps per second: 13,754 + Iteration time: 0.298s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0872 + Mean episode length: 1373.4 + Actor loss: -9.4982 + Critic loss: +0.0061 + World model loss: +0.5880 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.8300 + Episode_Reward/track_angular_velocity: +51.8590 + Episode_Reward/upright: +26.3051 + Episode_Reward/leg_posture: -2.6418 + Episode_Reward/standstill: -6.5418 + Episode_Reward/action_rate_l2: -0.5933 + Episode_Reward/joint_torques_l2: -0.1459 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0054 + Episode_Reward/unnecessary_wheel_lift: -0.1114 + Episode_Reward/rolling_leg_motion: -0.6019 + Episode_Reward/obstacle_progress: +3.9289 + Episode_Reward/wheel_body_intrusion: -0.2807 + Episode_Reward/pair_body_intrusion: -0.2851 + Curriculum/terrain_level_mean: +4.2664 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0924 + Metrics/base_velocity/error_vel_yaw: 0.1353 + Episode_Termination/time_out: 0.4750 + Episode_Termination/fell_over: 0.0000 + Episode_Termination/course_exit: 0.5125 +Episode_Termination/illegal_nonwheel_contact: 0.0125 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[994] +RECOVERY reset 1 invalid environments; first IDs=[1390] +RECOVERY reset 1 invalid environments; first IDs=[1019] + +============================================================================== +Learning iteration 45300/50000 + Total steps: 185,548,800 + Steps per second: 13,756 + Iteration time: 0.298s + Collection time: 0.077s + Learning time: 0.185s + Mean reward: +0.0872 + Mean episode length: 1336.5 + Actor loss: -9.5346 + Critic loss: +0.0077 + World model loss: +0.5712 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.3288 + Episode_Reward/track_angular_velocity: +50.4465 + Episode_Reward/upright: +25.5872 + Episode_Reward/leg_posture: -2.5305 + Episode_Reward/standstill: -6.0909 + Episode_Reward/action_rate_l2: -0.5719 + Episode_Reward/joint_torques_l2: -0.1420 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0313 + Episode_Reward/unnecessary_wheel_lift: -0.1008 + Episode_Reward/rolling_leg_motion: -0.5746 + Episode_Reward/obstacle_progress: +3.7865 + Episode_Reward/wheel_body_intrusion: -0.2679 + Episode_Reward/pair_body_intrusion: -0.2981 + Curriculum/terrain_level_mean: +4.2659 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0941 + Metrics/base_velocity/error_vel_yaw: 0.1357 + Episode_Termination/time_out: 0.4726 + Episode_Termination/fell_over: 0.0274 + Episode_Termination/course_exit: 0.4452 +Episode_Termination/illegal_nonwheel_contact: 0.0616 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[978] + +============================================================================== +Learning iteration 45350/50000 + Total steps: 185,753,600 + Steps per second: 13,758 + Iteration time: 0.298s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0873 + Mean episode length: 1381.3 + Actor loss: -9.5234 + Critic loss: +0.0036 + World model loss: +0.5658 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.9930 + Episode_Reward/track_angular_velocity: +52.2034 + Episode_Reward/upright: +26.4399 + Episode_Reward/leg_posture: -2.6358 + Episode_Reward/standstill: -6.3171 + Episode_Reward/action_rate_l2: -0.5855 + Episode_Reward/joint_torques_l2: -0.1473 + Episode_Reward/dof_pos_limits: -0.0003 + Episode_Reward/terminated: -0.0270 + Episode_Reward/unnecessary_wheel_lift: -0.0781 + Episode_Reward/rolling_leg_motion: -0.5893 + Episode_Reward/obstacle_progress: +3.9144 + Episode_Reward/wheel_body_intrusion: -0.2561 + Episode_Reward/pair_body_intrusion: -0.2926 + Curriculum/terrain_level_mean: +4.2659 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0933 + Metrics/base_velocity/error_vel_yaw: 0.1342 + Episode_Termination/time_out: 0.4898 + Episode_Termination/fell_over: 0.0272 + Episode_Termination/course_exit: 0.4422 +Episode_Termination/illegal_nonwheel_contact: 0.0476 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2338] + +============================================================================== +Learning iteration 45400/50000 + Total steps: 185,958,400 + Steps per second: 13,760 + Iteration time: 0.298s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0871 + Mean episode length: 1351.2 + Actor loss: -9.5134 + Critic loss: +0.0060 + World model loss: +0.5526 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.9536 + Episode_Reward/track_angular_velocity: +51.0347 + Episode_Reward/upright: +25.8257 + Episode_Reward/leg_posture: -2.5816 + Episode_Reward/standstill: -6.5251 + Episode_Reward/action_rate_l2: -0.5742 + Episode_Reward/joint_torques_l2: -0.1449 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0238 + Episode_Reward/unnecessary_wheel_lift: -0.0850 + Episode_Reward/rolling_leg_motion: -0.5705 + Episode_Reward/obstacle_progress: +3.8442 + Episode_Reward/wheel_body_intrusion: -0.2522 + Episode_Reward/pair_body_intrusion: -0.2497 + Curriculum/terrain_level_mean: +4.2661 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0930 + Metrics/base_velocity/error_vel_yaw: 0.1350 + Episode_Termination/time_out: 0.4679 + Episode_Termination/fell_over: 0.0449 + Episode_Termination/course_exit: 0.4744 +Episode_Termination/illegal_nonwheel_contact: 0.0321 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2177] + +============================================================================== +Learning iteration 45450/50000 + Total steps: 186,163,200 + Steps per second: 13,761 + Iteration time: 0.298s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0869 + Mean episode length: 1338.6 + Actor loss: -9.4907 + Critic loss: +0.0058 + World model loss: +0.5676 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.3062 + Episode_Reward/track_angular_velocity: +50.5331 + Episode_Reward/upright: +25.6218 + Episode_Reward/leg_posture: -2.5307 + Episode_Reward/standstill: -6.3549 + Episode_Reward/action_rate_l2: -0.5711 + Episode_Reward/joint_torques_l2: -0.1433 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0314 + Episode_Reward/unnecessary_wheel_lift: -0.0831 + Episode_Reward/rolling_leg_motion: -0.5735 + Episode_Reward/obstacle_progress: +3.7209 + Episode_Reward/wheel_body_intrusion: -0.2487 + Episode_Reward/pair_body_intrusion: -0.2668 + Curriculum/terrain_level_mean: +4.2666 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0945 + Metrics/base_velocity/error_vel_yaw: 0.1353 + Episode_Termination/time_out: 0.4621 + Episode_Termination/fell_over: 0.0303 + Episode_Termination/course_exit: 0.4470 +Episode_Termination/illegal_nonwheel_contact: 0.0758 +============================================================================== + +============================================================================== +Learning iteration 45500/50000 + Total steps: 186,368,000 + Steps per second: 13,763 + Iteration time: 0.298s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0871 + Mean episode length: 1413.7 + Actor loss: -9.4811 + Critic loss: +0.0050 + World model loss: +0.5727 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.0054 + Episode_Reward/track_angular_velocity: +53.3908 + Episode_Reward/upright: +27.1011 + Episode_Reward/leg_posture: -2.6253 + Episode_Reward/standstill: -6.6267 + Episode_Reward/action_rate_l2: -0.6104 + Episode_Reward/joint_torques_l2: -0.1496 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0249 + Episode_Reward/unnecessary_wheel_lift: -0.0951 + Episode_Reward/rolling_leg_motion: -0.6150 + Episode_Reward/obstacle_progress: +3.9319 + Episode_Reward/wheel_body_intrusion: -0.2611 + Episode_Reward/pair_body_intrusion: -0.2717 + Curriculum/terrain_level_mean: +4.2673 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0943 + Metrics/base_velocity/error_vel_yaw: 0.1348 + Episode_Termination/time_out: 0.5349 + Episode_Termination/fell_over: 0.0349 + Episode_Termination/course_exit: 0.4128 +Episode_Termination/illegal_nonwheel_contact: 0.0233 +============================================================================== + +============================================================================== +Learning iteration 45550/50000 + Total steps: 186,572,800 + Steps per second: 13,765 + Iteration time: 0.298s + Collection time: 0.076s + Learning time: 0.192s + Mean reward: +0.0874 + Mean episode length: 1367.2 + Actor loss: -9.5269 + Critic loss: +0.0050 + World model loss: +0.5713 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.4246 + Episode_Reward/track_angular_velocity: +51.6193 + Episode_Reward/upright: +26.2116 + Episode_Reward/leg_posture: -2.5726 + Episode_Reward/standstill: -6.0293 + Episode_Reward/action_rate_l2: -0.5822 + Episode_Reward/joint_torques_l2: -0.1445 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0080 + Episode_Reward/unnecessary_wheel_lift: -0.0850 + Episode_Reward/rolling_leg_motion: -0.5882 + Episode_Reward/obstacle_progress: +3.7372 + Episode_Reward/wheel_body_intrusion: -0.2518 + Episode_Reward/pair_body_intrusion: -0.2537 + Curriculum/terrain_level_mean: +4.2708 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0936 + Metrics/base_velocity/error_vel_yaw: 0.1352 + Episode_Termination/time_out: 0.4632 + Episode_Termination/fell_over: 0.0147 + Episode_Termination/course_exit: 0.5147 +Episode_Termination/illegal_nonwheel_contact: 0.0074 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[965] + +============================================================================== +Learning iteration 45600/50000 + Total steps: 186,777,600 + Steps per second: 13,767 + Iteration time: 0.298s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0873 + Mean episode length: 1322.7 + Actor loss: -9.5088 + Critic loss: +0.0057 + World model loss: +0.5979 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.7654 + Episode_Reward/track_angular_velocity: +49.9511 + Episode_Reward/upright: +25.3386 + Episode_Reward/leg_posture: -2.4989 + Episode_Reward/standstill: -5.8967 + Episode_Reward/action_rate_l2: -0.5573 + Episode_Reward/joint_torques_l2: -0.1411 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0207 + Episode_Reward/unnecessary_wheel_lift: -0.0813 + Episode_Reward/rolling_leg_motion: -0.5628 + Episode_Reward/obstacle_progress: +3.6566 + Episode_Reward/wheel_body_intrusion: -0.2311 + Episode_Reward/pair_body_intrusion: -0.2507 + Curriculum/terrain_level_mean: +4.2705 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0944 + Metrics/base_velocity/error_vel_yaw: 0.1350 + Episode_Termination/time_out: 0.4370 + Episode_Termination/fell_over: 0.0336 + Episode_Termination/course_exit: 0.4958 +Episode_Termination/illegal_nonwheel_contact: 0.0336 +============================================================================== + +============================================================================== +Learning iteration 45650/50000 + Total steps: 186,982,400 + Steps per second: 13,769 + Iteration time: 0.297s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0873 + Mean episode length: 1373.0 + Actor loss: -9.4853 + Critic loss: +0.0051 + World model loss: +0.6115 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.5703 + Episode_Reward/track_angular_velocity: +51.8824 + Episode_Reward/upright: +26.3049 + Episode_Reward/leg_posture: -2.5483 + Episode_Reward/standstill: -6.3196 + Episode_Reward/action_rate_l2: -0.5876 + Episode_Reward/joint_torques_l2: -0.1472 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0295 + Episode_Reward/unnecessary_wheel_lift: -0.0710 + Episode_Reward/rolling_leg_motion: -0.5686 + Episode_Reward/obstacle_progress: +3.9003 + Episode_Reward/wheel_body_intrusion: -0.2501 + Episode_Reward/pair_body_intrusion: -0.2815 + Curriculum/terrain_level_mean: +4.2710 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0942 + Metrics/base_velocity/error_vel_yaw: 0.1344 + Episode_Termination/time_out: 0.4892 + Episode_Termination/fell_over: 0.0360 + Episode_Termination/course_exit: 0.4317 +Episode_Termination/illegal_nonwheel_contact: 0.0504 +============================================================================== + +============================================================================== +Learning iteration 45700/50000 + Total steps: 187,187,200 + Steps per second: 13,770 + Iteration time: 0.297s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0874 + Mean episode length: 1371.4 + Actor loss: -9.5062 + Critic loss: +0.0085 + World model loss: +0.5321 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.5902 + Episode_Reward/track_angular_velocity: +51.8155 + Episode_Reward/upright: +26.2829 + Episode_Reward/leg_posture: -2.5628 + Episode_Reward/standstill: -6.1540 + Episode_Reward/action_rate_l2: -0.5903 + Episode_Reward/joint_torques_l2: -0.1460 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0134 + Episode_Reward/unnecessary_wheel_lift: -0.0832 + Episode_Reward/rolling_leg_motion: -0.5744 + Episode_Reward/obstacle_progress: +3.8312 + Episode_Reward/wheel_body_intrusion: -0.2680 + Episode_Reward/pair_body_intrusion: -0.3117 + Curriculum/terrain_level_mean: +4.2732 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0935 + Metrics/base_velocity/error_vel_yaw: 0.1348 + Episode_Termination/time_out: 0.4654 + Episode_Termination/fell_over: 0.0126 + Episode_Termination/course_exit: 0.5031 +Episode_Termination/illegal_nonwheel_contact: 0.0189 +============================================================================== + +============================================================================== +Learning iteration 45750/50000 + Total steps: 187,392,000 + Steps per second: 13,772 + Iteration time: 0.297s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0871 + Mean episode length: 1323.9 + Actor loss: -9.5299 + Critic loss: +0.0051 + World model loss: +0.5453 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.9703 + Episode_Reward/track_angular_velocity: +50.0017 + Episode_Reward/upright: +25.3534 + Episode_Reward/leg_posture: -2.5244 + Episode_Reward/standstill: -6.1505 + Episode_Reward/action_rate_l2: -0.5567 + Episode_Reward/joint_torques_l2: -0.1395 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0155 + Episode_Reward/unnecessary_wheel_lift: -0.0841 + Episode_Reward/rolling_leg_motion: -0.5686 + Episode_Reward/obstacle_progress: +3.6175 + Episode_Reward/wheel_body_intrusion: -0.2661 + Episode_Reward/pair_body_intrusion: -0.2806 + Curriculum/terrain_level_mean: +4.2766 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0929 + Metrics/base_velocity/error_vel_yaw: 0.1350 + Episode_Termination/time_out: 0.4528 + Episode_Termination/fell_over: 0.0252 + Episode_Termination/course_exit: 0.5094 +Episode_Termination/illegal_nonwheel_contact: 0.0189 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[667] + +============================================================================== +Learning iteration 45800/50000 + Total steps: 187,596,800 + Steps per second: 13,774 + Iteration time: 0.297s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0867 + Mean episode length: 1303.7 + Actor loss: -9.5284 + Critic loss: +0.0048 + World model loss: +0.5507 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.1746 + Episode_Reward/track_angular_velocity: +49.1866 + Episode_Reward/upright: +24.9613 + Episode_Reward/leg_posture: -2.4948 + Episode_Reward/standstill: -6.4484 + Episode_Reward/action_rate_l2: -0.5542 + Episode_Reward/joint_torques_l2: -0.1382 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0280 + Episode_Reward/unnecessary_wheel_lift: -0.0885 + Episode_Reward/rolling_leg_motion: -0.5630 + Episode_Reward/obstacle_progress: +3.6015 + Episode_Reward/wheel_body_intrusion: -0.2599 + Episode_Reward/pair_body_intrusion: -0.2805 + Curriculum/terrain_level_mean: +4.2776 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0939 + Metrics/base_velocity/error_vel_yaw: 0.1363 + Episode_Termination/time_out: 0.4423 + Episode_Termination/fell_over: 0.0577 + Episode_Termination/course_exit: 0.4872 +Episode_Termination/illegal_nonwheel_contact: 0.0449 +============================================================================== + +============================================================================== +Learning iteration 45850/50000 + Total steps: 187,801,600 + Steps per second: 13,776 + Iteration time: 0.297s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0869 + Mean episode length: 1374.7 + Actor loss: -9.4718 + Critic loss: +0.0051 + World model loss: +0.5849 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.7506 + Episode_Reward/track_angular_velocity: +51.9037 + Episode_Reward/upright: +26.3613 + Episode_Reward/leg_posture: -2.6343 + Episode_Reward/standstill: -6.7069 + Episode_Reward/action_rate_l2: -0.5805 + Episode_Reward/joint_torques_l2: -0.1460 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0134 + Episode_Reward/unnecessary_wheel_lift: -0.0871 + Episode_Reward/rolling_leg_motion: -0.5910 + Episode_Reward/obstacle_progress: +3.7977 + Episode_Reward/wheel_body_intrusion: -0.2809 + Episode_Reward/pair_body_intrusion: -0.2698 + Curriculum/terrain_level_mean: +4.2793 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0935 + Metrics/base_velocity/error_vel_yaw: 0.1354 + Episode_Termination/time_out: 0.5153 + Episode_Termination/fell_over: 0.0000 + Episode_Termination/course_exit: 0.4540 +Episode_Termination/illegal_nonwheel_contact: 0.0307 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1826] + +============================================================================== +Learning iteration 45900/50000 + Total steps: 188,006,400 + Steps per second: 13,778 + Iteration time: 0.297s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0874 + Mean episode length: 1385.8 + Actor loss: -9.5118 + Critic loss: +0.0061 + World model loss: +0.5656 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.2052 + Episode_Reward/track_angular_velocity: +52.3744 + Episode_Reward/upright: +26.5558 + Episode_Reward/leg_posture: -2.6412 + Episode_Reward/standstill: -6.2813 + Episode_Reward/action_rate_l2: -0.5843 + Episode_Reward/joint_torques_l2: -0.1471 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0162 + Episode_Reward/unnecessary_wheel_lift: -0.0804 + Episode_Reward/rolling_leg_motion: -0.5834 + Episode_Reward/obstacle_progress: +3.9135 + Episode_Reward/wheel_body_intrusion: -0.2618 + Episode_Reward/pair_body_intrusion: -0.2825 + Curriculum/terrain_level_mean: +4.2805 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0926 + Metrics/base_velocity/error_vel_yaw: 0.1342 + Episode_Termination/time_out: 0.5364 + Episode_Termination/fell_over: 0.0331 + Episode_Termination/course_exit: 0.4238 +Episode_Termination/illegal_nonwheel_contact: 0.0132 +============================================================================== + ++---------------------------------+ +| Base Environment | ++------------------------+--------+ +| Property | Value | ++------------------------+--------+ +| Number of environments | 1 | +| Environment device | cuda:0 | +| Environment seed | None | +| Physics step-size | 0.005 | +| Environment step-size | 0.02 | ++------------------------+--------+ + +[INFO] contains 1 active terms. ++-------------------------------------+ +| Active Event Terms in Mode: 'reset' | ++--------+----------------------------+ +| Index | Name | ++--------+----------------------------+ +| 0 | reset_base | +| 1 | reset_robot_joints | ++--------+----------------------------+ + +[INFO] contains 1 active terms. ++--------------------------------------+ +| Active Command Terms | ++-------+-------+----------------------+ +| Index | Name | Type | ++-------+-------+----------------------+ +| 0 | twist | MixedVelocityCommand | ++-------+-------+----------------------+ + +[INFO] contains 2 active terms. ++---------------------------------+ +| Active Action Terms (shape: 16) | ++-------+-----------+-------------+ +| Index | Name | Dimension | ++-------+-----------+-------------+ +| 0 | joint_pos | 12 | +| 1 | wheel_vel | 4 | ++-------+-----------+-------------+ + +[INFO] contains 1 groups. ++------------------------------------------------------------+ +| Active Observation Terms in Group: 'actor' (shape: (265,)) | ++--------+-------------------------+-------------------------+ +| Index | Name | Shape | ++--------+-------------------------+-------------------------+ +| 0 | base_ang_vel | (15,) ← 5×(3,) | +| 1 | projected_gravity | (15,) ← 5×(3,) | +| 2 | joint_pos | (60,) ← 5×(12,) | +| 3 | joint_vel | (60,) ← 5×(12,) | +| 4 | wheel_vel | (20,) ← 5×(4,) | +| 5 | actions | (80,) ← 5×(16,) | +| 6 | command | (15,) ← 5×(3,) | ++--------+-------------------------+-------------------------+ + +[INFO] contains 4 active terms. ++---------------------------------------------+ +| Active Termination Terms | ++-------+--------------------------+----------+ +| Index | Name | Time Out | ++-------+--------------------------+----------+ +| 0 | time_out | True | +| 1 | fell_over | False | +| 2 | course_exit | True | +| 3 | illegal_nonwheel_contact | False | ++-------+--------------------------+----------+ + +[INFO] contains 0 active terms. ++-----------------------+ +| Active Reward Terms | ++-------+------+--------+ +| Index | Name | Weight | ++-------+------+--------+ ++-------+------+--------+ + +[INFO] (inactive) +[INFO] (inactive) +[INFO] (inactive) +S10 video saved: logs/s10_terrain_v7_50k_20261101_225518/videos/iteration_045900.mp4 +RECOVERY reset 1 invalid environments; first IDs=[1325] + +============================================================================== +Learning iteration 45950/50000 + Total steps: 188,211,200 + Steps per second: 13,774 + Iteration time: 0.297s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0870 + Mean episode length: 1402.3 + Actor loss: -9.5131 + Critic loss: +0.0052 + World model loss: +0.5674 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.7801 + Episode_Reward/track_angular_velocity: +53.0240 + Episode_Reward/upright: +26.8672 + Episode_Reward/leg_posture: -2.6968 + Episode_Reward/standstill: -6.8541 + Episode_Reward/action_rate_l2: -0.5927 + Episode_Reward/joint_torques_l2: -0.1484 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0219 + Episode_Reward/unnecessary_wheel_lift: -0.0920 + Episode_Reward/rolling_leg_motion: -0.6096 + Episode_Reward/obstacle_progress: +3.8988 + Episode_Reward/wheel_body_intrusion: -0.2871 + Episode_Reward/pair_body_intrusion: -0.2831 + Curriculum/terrain_level_mean: +4.2815 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0928 + Metrics/base_velocity/error_vel_yaw: 0.1336 + Episode_Termination/time_out: 0.4880 + Episode_Termination/fell_over: 0.0422 + Episode_Termination/course_exit: 0.4639 +Episode_Termination/illegal_nonwheel_contact: 0.0181 +============================================================================== + +============================================================================== +Learning iteration 46000/50000 + Total steps: 188,416,000 + Steps per second: 13,776 + Iteration time: 0.297s + Collection time: 0.076s + Learning time: 0.183s + Mean reward: +0.0872 + Mean episode length: 1340.0 + Actor loss: -9.4993 + Critic loss: +0.0050 + World model loss: +0.5761 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.5823 + Episode_Reward/track_angular_velocity: +50.7119 + Episode_Reward/upright: +25.6533 + Episode_Reward/leg_posture: -2.6371 + Episode_Reward/standstill: -6.2893 + Episode_Reward/action_rate_l2: -0.5624 + Episode_Reward/joint_torques_l2: -0.1427 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0209 + Episode_Reward/unnecessary_wheel_lift: -0.0826 + Episode_Reward/rolling_leg_motion: -0.5770 + Episode_Reward/obstacle_progress: +3.7070 + Episode_Reward/wheel_body_intrusion: -0.2760 + Episode_Reward/pair_body_intrusion: -0.2368 + Curriculum/terrain_level_mean: +4.2830 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0927 + Metrics/base_velocity/error_vel_yaw: 0.1326 + Episode_Termination/time_out: 0.4730 + Episode_Termination/fell_over: 0.0203 + Episode_Termination/course_exit: 0.4730 +Episode_Termination/illegal_nonwheel_contact: 0.0405 +============================================================================== + +============================================================================== +Learning iteration 46050/50000 + Total steps: 188,620,800 + Steps per second: 13,778 + Iteration time: 0.297s + Collection time: 0.075s + Learning time: 0.183s + Mean reward: +0.0872 + Mean episode length: 1349.8 + Actor loss: -9.5376 + Critic loss: +0.0039 + World model loss: +0.5431 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.9351 + Episode_Reward/track_angular_velocity: +51.0255 + Episode_Reward/upright: +25.8331 + Episode_Reward/leg_posture: -2.6246 + Episode_Reward/standstill: -6.3120 + Episode_Reward/action_rate_l2: -0.5635 + Episode_Reward/joint_torques_l2: -0.1427 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0079 + Episode_Reward/unnecessary_wheel_lift: -0.0804 + Episode_Reward/rolling_leg_motion: -0.5808 + Episode_Reward/obstacle_progress: +3.7881 + Episode_Reward/wheel_body_intrusion: -0.2596 + Episode_Reward/pair_body_intrusion: -0.2750 + Curriculum/terrain_level_mean: +4.2842 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0923 + Metrics/base_velocity/error_vel_yaw: 0.1339 + Episode_Termination/time_out: 0.4651 + Episode_Termination/fell_over: 0.0233 + Episode_Termination/course_exit: 0.5116 +Episode_Termination/illegal_nonwheel_contact: 0.0155 +============================================================================== + +============================================================================== +Learning iteration 46100/50000 + Total steps: 188,825,600 + Steps per second: 13,779 + Iteration time: 0.297s + Collection time: 0.076s + Learning time: 0.183s + Mean reward: +0.0868 + Mean episode length: 1335.5 + Actor loss: -9.5157 + Critic loss: +0.0032 + World model loss: +0.5538 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.3835 + Episode_Reward/track_angular_velocity: +50.3493 + Episode_Reward/upright: +25.5107 + Episode_Reward/leg_posture: -2.5881 + Episode_Reward/standstill: -6.5257 + Episode_Reward/action_rate_l2: -0.5603 + Episode_Reward/joint_torques_l2: -0.1408 + Episode_Reward/dof_pos_limits: -0.0013 + Episode_Reward/terminated: -0.0313 + Episode_Reward/unnecessary_wheel_lift: -0.1043 + Episode_Reward/rolling_leg_motion: -0.5708 + Episode_Reward/obstacle_progress: +3.7196 + Episode_Reward/wheel_body_intrusion: -0.2722 + Episode_Reward/pair_body_intrusion: -0.2725 + Curriculum/terrain_level_mean: +4.2847 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0929 + Metrics/base_velocity/error_vel_yaw: 0.1367 + Episode_Termination/time_out: 0.4586 + Episode_Termination/fell_over: 0.0573 + Episode_Termination/course_exit: 0.4650 +Episode_Termination/illegal_nonwheel_contact: 0.0573 +============================================================================== + +============================================================================== +Learning iteration 46150/50000 + Total steps: 189,030,400 + Steps per second: 13,781 + Iteration time: 0.297s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0869 + Mean episode length: 1337.8 + Actor loss: -9.5182 + Critic loss: +0.0036 + World model loss: +0.5598 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.4396 + Episode_Reward/track_angular_velocity: +50.4710 + Episode_Reward/upright: +25.5824 + Episode_Reward/leg_posture: -2.6534 + Episode_Reward/standstill: -6.3042 + Episode_Reward/action_rate_l2: -0.5561 + Episode_Reward/joint_torques_l2: -0.1431 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0235 + Episode_Reward/unnecessary_wheel_lift: -0.0865 + Episode_Reward/rolling_leg_motion: -0.5717 + Episode_Reward/obstacle_progress: +3.6279 + Episode_Reward/wheel_body_intrusion: -0.2680 + Episode_Reward/pair_body_intrusion: -0.2592 + Curriculum/terrain_level_mean: +4.2866 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0930 + Metrics/base_velocity/error_vel_yaw: 0.1360 + Episode_Termination/time_out: 0.5152 + Episode_Termination/fell_over: 0.0182 + Episode_Termination/course_exit: 0.4303 +Episode_Termination/illegal_nonwheel_contact: 0.0485 +============================================================================== + +============================================================================== +Learning iteration 46200/50000 + Total steps: 189,235,200 + Steps per second: 13,783 + Iteration time: 0.297s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0871 + Mean episode length: 1392.8 + Actor loss: -9.5088 + Critic loss: +0.0034 + World model loss: +0.5637 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.2613 + Episode_Reward/track_angular_velocity: +52.4508 + Episode_Reward/upright: +26.6021 + Episode_Reward/leg_posture: -2.7232 + Episode_Reward/standstill: -6.1580 + Episode_Reward/action_rate_l2: -0.5849 + Episode_Reward/joint_torques_l2: -0.1490 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0299 + Episode_Reward/unnecessary_wheel_lift: -0.0775 + Episode_Reward/rolling_leg_motion: -0.5865 + Episode_Reward/obstacle_progress: +3.8081 + Episode_Reward/wheel_body_intrusion: -0.2848 + Episode_Reward/pair_body_intrusion: -0.2803 + Curriculum/terrain_level_mean: +4.2871 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0943 + Metrics/base_velocity/error_vel_yaw: 0.1382 + Episode_Termination/time_out: 0.5033 + Episode_Termination/fell_over: 0.0523 + Episode_Termination/course_exit: 0.4248 +Episode_Termination/illegal_nonwheel_contact: 0.0392 +============================================================================== + +============================================================================== +Learning iteration 46250/50000 + Total steps: 189,440,000 + Steps per second: 13,785 + Iteration time: 0.297s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0870 + Mean episode length: 1353.1 + Actor loss: -9.4802 + Critic loss: +0.0072 + World model loss: +0.5768 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.7389 + Episode_Reward/track_angular_velocity: +51.0051 + Episode_Reward/upright: +25.8587 + Episode_Reward/leg_posture: -2.6352 + Episode_Reward/standstill: -5.9891 + Episode_Reward/action_rate_l2: -0.5748 + Episode_Reward/joint_torques_l2: -0.1443 + Episode_Reward/dof_pos_limits: -0.0012 + Episode_Reward/terminated: -0.0344 + Episode_Reward/unnecessary_wheel_lift: -0.0940 + Episode_Reward/rolling_leg_motion: -0.5792 + Episode_Reward/obstacle_progress: +3.7173 + Episode_Reward/wheel_body_intrusion: -0.2569 + Episode_Reward/pair_body_intrusion: -0.2662 + Curriculum/terrain_level_mean: +4.2866 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0954 + Metrics/base_velocity/error_vel_yaw: 0.1371 + Episode_Termination/time_out: 0.4620 + Episode_Termination/fell_over: 0.0506 + Episode_Termination/course_exit: 0.4557 +Episode_Termination/illegal_nonwheel_contact: 0.0443 +============================================================================== + +============================================================================== +Learning iteration 46300/50000 + Total steps: 189,644,800 + Steps per second: 13,787 + Iteration time: 0.297s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0874 + Mean episode length: 1344.2 + Actor loss: -9.4872 + Critic loss: +0.0060 + World model loss: +0.5407 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.5095 + Episode_Reward/track_angular_velocity: +50.7049 + Episode_Reward/upright: +25.7254 + Episode_Reward/leg_posture: -2.5731 + Episode_Reward/standstill: -5.7003 + Episode_Reward/action_rate_l2: -0.5678 + Episode_Reward/joint_torques_l2: -0.1423 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0184 + Episode_Reward/unnecessary_wheel_lift: -0.0814 + Episode_Reward/rolling_leg_motion: -0.5692 + Episode_Reward/obstacle_progress: +3.7431 + Episode_Reward/wheel_body_intrusion: -0.2442 + Episode_Reward/pair_body_intrusion: -0.2683 + Curriculum/terrain_level_mean: +4.2874 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0944 + Metrics/base_velocity/error_vel_yaw: 0.1365 + Episode_Termination/time_out: 0.4085 + Episode_Termination/fell_over: 0.0211 + Episode_Termination/course_exit: 0.5423 +Episode_Termination/illegal_nonwheel_contact: 0.0352 +============================================================================== + +============================================================================== +Learning iteration 46350/50000 + Total steps: 189,849,600 + Steps per second: 13,788 + Iteration time: 0.297s + Collection time: 0.076s + Learning time: 0.193s + Mean reward: +0.0877 + Mean episode length: 1391.3 + Actor loss: -9.5158 + Critic loss: +0.0036 + World model loss: +0.5814 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.2986 + Episode_Reward/track_angular_velocity: +52.5095 + Episode_Reward/upright: +26.6727 + Episode_Reward/leg_posture: -2.6301 + Episode_Reward/standstill: -5.7143 + Episode_Reward/action_rate_l2: -0.5896 + Episode_Reward/joint_torques_l2: -0.1473 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0109 + Episode_Reward/unnecessary_wheel_lift: -0.0747 + Episode_Reward/rolling_leg_motion: -0.5863 + Episode_Reward/obstacle_progress: +3.8821 + Episode_Reward/wheel_body_intrusion: -0.2643 + Episode_Reward/pair_body_intrusion: -0.2793 + Curriculum/terrain_level_mean: +4.2891 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0931 + Metrics/base_velocity/error_vel_yaw: 0.1358 + Episode_Termination/time_out: 0.4759 + Episode_Termination/fell_over: 0.0120 + Episode_Termination/course_exit: 0.5000 +Episode_Termination/illegal_nonwheel_contact: 0.0181 +============================================================================== + +============================================================================== +Learning iteration 46400/50000 + Total steps: 190,054,400 + Steps per second: 13,790 + Iteration time: 0.297s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0876 + Mean episode length: 1405.5 + Actor loss: -9.5117 + Critic loss: +0.0072 + World model loss: +0.5913 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.8029 + Episode_Reward/track_angular_velocity: +53.0379 + Episode_Reward/upright: +26.9328 + Episode_Reward/leg_posture: -2.6508 + Episode_Reward/standstill: -5.8822 + Episode_Reward/action_rate_l2: -0.5976 + Episode_Reward/joint_torques_l2: -0.1493 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0055 + Episode_Reward/unnecessary_wheel_lift: -0.0750 + Episode_Reward/rolling_leg_motion: -0.6024 + Episode_Reward/obstacle_progress: +3.9302 + Episode_Reward/wheel_body_intrusion: -0.2825 + Episode_Reward/pair_body_intrusion: -0.3144 + Curriculum/terrain_level_mean: +4.2915 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0938 + Metrics/base_velocity/error_vel_yaw: 0.1360 + Episode_Termination/time_out: 0.5195 + Episode_Termination/fell_over: 0.0065 + Episode_Termination/course_exit: 0.4675 +Episode_Termination/illegal_nonwheel_contact: 0.0065 +============================================================================== + +============================================================================== +Learning iteration 46450/50000 + Total steps: 190,259,200 + Steps per second: 13,792 + Iteration time: 0.297s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0875 + Mean episode length: 1336.4 + Actor loss: -9.5166 + Critic loss: +0.0048 + World model loss: +0.5701 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.3735 + Episode_Reward/track_angular_velocity: +50.4889 + Episode_Reward/upright: +25.5899 + Episode_Reward/leg_posture: -2.5549 + Episode_Reward/standstill: -5.8528 + Episode_Reward/action_rate_l2: -0.5598 + Episode_Reward/joint_torques_l2: -0.1417 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0157 + Episode_Reward/unnecessary_wheel_lift: -0.0762 + Episode_Reward/rolling_leg_motion: -0.5656 + Episode_Reward/obstacle_progress: +3.7616 + Episode_Reward/wheel_body_intrusion: -0.2609 + Episode_Reward/pair_body_intrusion: -0.2663 + Curriculum/terrain_level_mean: +4.2932 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0935 + Metrics/base_velocity/error_vel_yaw: 0.1346 + Episode_Termination/time_out: 0.4340 + Episode_Termination/fell_over: 0.0126 + Episode_Termination/course_exit: 0.5283 +Episode_Termination/illegal_nonwheel_contact: 0.0252 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1890] + +============================================================================== +Learning iteration 46500/50000 + Total steps: 190,464,000 + Steps per second: 13,794 + Iteration time: 0.297s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0874 + Mean episode length: 1354.0 + Actor loss: -9.5006 + Critic loss: +0.0043 + World model loss: +0.5286 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.9767 + Episode_Reward/track_angular_velocity: +51.1345 + Episode_Reward/upright: +25.9130 + Episode_Reward/leg_posture: -2.6108 + Episode_Reward/standstill: -6.0188 + Episode_Reward/action_rate_l2: -0.5677 + Episode_Reward/joint_torques_l2: -0.1438 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0344 + Episode_Reward/unnecessary_wheel_lift: -0.0751 + Episode_Reward/rolling_leg_motion: -0.5676 + Episode_Reward/obstacle_progress: +3.8321 + Episode_Reward/wheel_body_intrusion: -0.2671 + Episode_Reward/pair_body_intrusion: -0.2708 + Curriculum/terrain_level_mean: +4.2922 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0938 + Metrics/base_velocity/error_vel_yaw: 0.1352 + Episode_Termination/time_out: 0.4571 + Episode_Termination/fell_over: 0.0571 + Episode_Termination/course_exit: 0.4500 +Episode_Termination/illegal_nonwheel_contact: 0.0429 +============================================================================== +Warning: EPA horizon = 24 isn't large enough. + +============================================================================== +Learning iteration 46550/50000 + Total steps: 190,668,800 + Steps per second: 13,795 + Iteration time: 0.297s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0873 + Mean episode length: 1374.3 + Actor loss: -9.4731 + Critic loss: +0.0122 + World model loss: +0.5593 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.7335 + Episode_Reward/track_angular_velocity: +51.9366 + Episode_Reward/upright: +26.2967 + Episode_Reward/leg_posture: -2.6576 + Episode_Reward/standstill: -6.2704 + Episode_Reward/action_rate_l2: -0.5798 + Episode_Reward/joint_torques_l2: -0.1463 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0322 + Episode_Reward/unnecessary_wheel_lift: -0.0726 + Episode_Reward/rolling_leg_motion: -0.5823 + Episode_Reward/obstacle_progress: +3.8869 + Episode_Reward/wheel_body_intrusion: -0.2791 + Episode_Reward/pair_body_intrusion: -0.2873 + Curriculum/terrain_level_mean: +4.2922 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0932 + Metrics/base_velocity/error_vel_yaw: 0.1344 + Episode_Termination/time_out: 0.5132 + Episode_Termination/fell_over: 0.0395 + Episode_Termination/course_exit: 0.4079 +Episode_Termination/illegal_nonwheel_contact: 0.0461 +============================================================================== + +============================================================================== +Learning iteration 46600/50000 + Total steps: 190,873,600 + Steps per second: 13,797 + Iteration time: 0.297s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0874 + Mean episode length: 1356.0 + Actor loss: -9.4778 + Critic loss: +0.0048 + World model loss: +0.5174 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.0545 + Episode_Reward/track_angular_velocity: +51.2142 + Episode_Reward/upright: +25.9629 + Episode_Reward/leg_posture: -2.5911 + Episode_Reward/standstill: -6.0202 + Episode_Reward/action_rate_l2: -0.5717 + Episode_Reward/joint_torques_l2: -0.1430 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0132 + Episode_Reward/unnecessary_wheel_lift: -0.0685 + Episode_Reward/rolling_leg_motion: -0.5727 + Episode_Reward/obstacle_progress: +3.7760 + Episode_Reward/wheel_body_intrusion: -0.2569 + Episode_Reward/pair_body_intrusion: -0.2745 + Curriculum/terrain_level_mean: +4.2944 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0936 + Metrics/base_velocity/error_vel_yaw: 0.1352 + Episode_Termination/time_out: 0.5034 + Episode_Termination/fell_over: 0.0268 + Episode_Termination/course_exit: 0.4631 +Episode_Termination/illegal_nonwheel_contact: 0.0134 +============================================================================== + +============================================================================== +Learning iteration 46650/50000 + Total steps: 191,078,400 + Steps per second: 13,799 + Iteration time: 0.297s + Collection time: 0.075s + Learning time: 0.185s + Mean reward: +0.0873 + Mean episode length: 1347.3 + Actor loss: -9.5044 + Critic loss: +0.0039 + World model loss: +0.5591 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.7709 + Episode_Reward/track_angular_velocity: +50.8520 + Episode_Reward/upright: +25.8204 + Episode_Reward/leg_posture: -2.5923 + Episode_Reward/standstill: -6.0715 + Episode_Reward/action_rate_l2: -0.5608 + Episode_Reward/joint_torques_l2: -0.1425 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0079 + Episode_Reward/unnecessary_wheel_lift: -0.0818 + Episode_Reward/rolling_leg_motion: -0.5774 + Episode_Reward/obstacle_progress: +3.7742 + Episode_Reward/wheel_body_intrusion: -0.2723 + Episode_Reward/pair_body_intrusion: -0.2862 + Curriculum/terrain_level_mean: +4.2969 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0932 + Metrics/base_velocity/error_vel_yaw: 0.1361 + Episode_Termination/time_out: 0.4366 + Episode_Termination/fell_over: 0.0141 + Episode_Termination/course_exit: 0.5423 +Episode_Termination/illegal_nonwheel_contact: 0.0211 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[678] +RECOVERY reset 1 invalid environments; first IDs=[916] + +============================================================================== +Learning iteration 46700/50000 + Total steps: 191,283,200 + Steps per second: 13,801 + Iteration time: 0.297s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0871 + Mean episode length: 1322.7 + Actor loss: -9.4978 + Critic loss: +0.0066 + World model loss: +0.5445 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.8378 + Episode_Reward/track_angular_velocity: +49.9731 + Episode_Reward/upright: +25.3517 + Episode_Reward/leg_posture: -2.5675 + Episode_Reward/standstill: -6.0992 + Episode_Reward/action_rate_l2: -0.5620 + Episode_Reward/joint_torques_l2: -0.1415 + Episode_Reward/dof_pos_limits: -0.0003 + Episode_Reward/terminated: -0.0155 + Episode_Reward/unnecessary_wheel_lift: -0.0758 + Episode_Reward/rolling_leg_motion: -0.5689 + Episode_Reward/obstacle_progress: +3.5747 + Episode_Reward/wheel_body_intrusion: -0.2753 + Episode_Reward/pair_body_intrusion: -0.2892 + Curriculum/terrain_level_mean: +4.2974 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0936 + Metrics/base_velocity/error_vel_yaw: 0.1347 + Episode_Termination/time_out: 0.4539 + Episode_Termination/fell_over: 0.0197 + Episode_Termination/course_exit: 0.5066 +Episode_Termination/illegal_nonwheel_contact: 0.0263 +============================================================================== + +============================================================================== +Learning iteration 46750/50000 + Total steps: 191,488,000 + Steps per second: 13,803 + Iteration time: 0.297s + Collection time: 0.075s + Learning time: 0.185s + Mean reward: +0.0869 + Mean episode length: 1413.0 + Actor loss: -9.5053 + Critic loss: +0.0036 + World model loss: +0.5686 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.8822 + Episode_Reward/track_angular_velocity: +53.4324 + Episode_Reward/upright: +27.1152 + Episode_Reward/leg_posture: -2.6885 + Episode_Reward/standstill: -6.7353 + Episode_Reward/action_rate_l2: -0.5890 + Episode_Reward/joint_torques_l2: -0.1493 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0138 + Episode_Reward/unnecessary_wheel_lift: -0.0924 + Episode_Reward/rolling_leg_motion: -0.6016 + Episode_Reward/obstacle_progress: +3.7746 + Episode_Reward/wheel_body_intrusion: -0.2504 + Episode_Reward/pair_body_intrusion: -0.2724 + Curriculum/terrain_level_mean: +4.2986 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0952 + Metrics/base_velocity/error_vel_yaw: 0.1337 + Episode_Termination/time_out: 0.5177 + Episode_Termination/fell_over: 0.0071 + Episode_Termination/course_exit: 0.4468 +Episode_Termination/illegal_nonwheel_contact: 0.0355 +============================================================================== + +============================================================================== +Learning iteration 46800/50000 + Total steps: 191,692,800 + Steps per second: 13,804 + Iteration time: 0.297s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0874 + Mean episode length: 1356.5 + Actor loss: -9.5136 + Critic loss: +0.0055 + World model loss: +0.5486 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.1564 + Episode_Reward/track_angular_velocity: +51.2870 + Episode_Reward/upright: +26.0550 + Episode_Reward/leg_posture: -2.5573 + Episode_Reward/standstill: -6.1751 + Episode_Reward/action_rate_l2: -0.5577 + Episode_Reward/joint_torques_l2: -0.1413 + Episode_Reward/dof_pos_limits: -0.0002 + Episode_Reward/terminated: -0.0238 + Episode_Reward/unnecessary_wheel_lift: -0.0900 + Episode_Reward/rolling_leg_motion: -0.5835 + Episode_Reward/obstacle_progress: +3.6886 + Episode_Reward/wheel_body_intrusion: -0.2443 + Episode_Reward/pair_body_intrusion: -0.3049 + Curriculum/terrain_level_mean: +4.2983 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0925 + Metrics/base_velocity/error_vel_yaw: 0.1337 + Episode_Termination/time_out: 0.4422 + Episode_Termination/fell_over: 0.0476 + Episode_Termination/course_exit: 0.4966 +Episode_Termination/illegal_nonwheel_contact: 0.0340 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2777] + +============================================================================== +Learning iteration 46850/50000 + Total steps: 191,897,600 + Steps per second: 13,806 + Iteration time: 0.297s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0871 + Mean episode length: 1274.8 + Actor loss: -9.4291 + Critic loss: +0.0100 + World model loss: +0.5554 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +45.1930 + Episode_Reward/track_angular_velocity: +48.1577 + Episode_Reward/upright: +24.4585 + Episode_Reward/leg_posture: -2.4230 + Episode_Reward/standstill: -6.0319 + Episode_Reward/action_rate_l2: -0.5196 + Episode_Reward/joint_torques_l2: -0.1335 + Episode_Reward/dof_pos_limits: -0.0002 + Episode_Reward/terminated: -0.0124 + Episode_Reward/unnecessary_wheel_lift: -0.0632 + Episode_Reward/rolling_leg_motion: -0.5270 + Episode_Reward/obstacle_progress: +3.4965 + Episode_Reward/wheel_body_intrusion: -0.2440 + Episode_Reward/pair_body_intrusion: -0.2915 + Curriculum/terrain_level_mean: +4.3003 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0929 + Metrics/base_velocity/error_vel_yaw: 0.1345 + Episode_Termination/time_out: 0.3901 + Episode_Termination/fell_over: 0.0142 + Episode_Termination/course_exit: 0.5745 +Episode_Termination/illegal_nonwheel_contact: 0.0213 +============================================================================== + +============================================================================== +Learning iteration 46900/50000 + Total steps: 192,102,400 + Steps per second: 13,808 + Iteration time: 0.297s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0871 + Mean episode length: 1323.5 + Actor loss: -9.4951 + Critic loss: +0.0039 + World model loss: +0.5760 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.9656 + Episode_Reward/track_angular_velocity: +49.9897 + Episode_Reward/upright: +25.3304 + Episode_Reward/leg_posture: -2.5292 + Episode_Reward/standstill: -6.3017 + Episode_Reward/action_rate_l2: -0.5445 + Episode_Reward/joint_torques_l2: -0.1408 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0181 + Episode_Reward/unnecessary_wheel_lift: -0.0766 + Episode_Reward/rolling_leg_motion: -0.5569 + Episode_Reward/obstacle_progress: +3.6979 + Episode_Reward/wheel_body_intrusion: -0.2584 + Episode_Reward/pair_body_intrusion: -0.2624 + Curriculum/terrain_level_mean: +4.3013 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0928 + Metrics/base_velocity/error_vel_yaw: 0.1347 + Episode_Termination/time_out: 0.4599 + Episode_Termination/fell_over: 0.0073 + Episode_Termination/course_exit: 0.4891 +Episode_Termination/illegal_nonwheel_contact: 0.0511 +============================================================================== + +============================================================================== +Learning iteration 46950/50000 + Total steps: 192,307,200 + Steps per second: 13,810 + Iteration time: 0.297s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0874 + Mean episode length: 1370.6 + Actor loss: -9.5211 + Critic loss: +0.0041 + World model loss: +0.5323 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.7477 + Episode_Reward/track_angular_velocity: +51.7720 + Episode_Reward/upright: +26.2534 + Episode_Reward/leg_posture: -2.6507 + Episode_Reward/standstill: -6.2340 + Episode_Reward/action_rate_l2: -0.5595 + Episode_Reward/joint_torques_l2: -0.1459 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0161 + Episode_Reward/unnecessary_wheel_lift: -0.0816 + Episode_Reward/rolling_leg_motion: -0.5877 + Episode_Reward/obstacle_progress: +3.8603 + Episode_Reward/wheel_body_intrusion: -0.2847 + Episode_Reward/pair_body_intrusion: -0.2808 + Curriculum/terrain_level_mean: +4.3020 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0920 + Metrics/base_velocity/error_vel_yaw: 0.1343 + Episode_Termination/time_out: 0.5305 + Episode_Termination/fell_over: 0.0183 + Episode_Termination/course_exit: 0.4329 +Episode_Termination/illegal_nonwheel_contact: 0.0244 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[887] + +============================================================================== +Learning iteration 47000/50000 + Total steps: 192,512,000 + Steps per second: 13,811 + Iteration time: 0.297s + Collection time: 0.076s + Learning time: 0.192s + Mean reward: +0.0874 + Mean episode length: 1380.9 + Actor loss: -9.5145 + Critic loss: +0.0059 + World model loss: +0.5433 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.1300 + Episode_Reward/track_angular_velocity: +52.1824 + Episode_Reward/upright: +26.4660 + Episode_Reward/leg_posture: -2.6243 + Episode_Reward/standstill: -6.4267 + Episode_Reward/action_rate_l2: -0.5604 + Episode_Reward/joint_torques_l2: -0.1456 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0108 + Episode_Reward/unnecessary_wheel_lift: -0.0783 + Episode_Reward/rolling_leg_motion: -0.5882 + Episode_Reward/obstacle_progress: +3.9204 + Episode_Reward/wheel_body_intrusion: -0.2661 + Episode_Reward/pair_body_intrusion: -0.3102 + Curriculum/terrain_level_mean: +4.3032 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0915 + Metrics/base_velocity/error_vel_yaw: 0.1340 + Episode_Termination/time_out: 0.5000 + Episode_Termination/fell_over: 0.0149 + Episode_Termination/course_exit: 0.4701 +Episode_Termination/illegal_nonwheel_contact: 0.0149 +============================================================================== + +============================================================================== +Learning iteration 47050/50000 + Total steps: 192,716,800 + Steps per second: 13,813 + Iteration time: 0.297s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0876 + Mean episode length: 1371.0 + Actor loss: -9.5346 + Critic loss: +0.0037 + World model loss: +0.5462 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.6929 + Episode_Reward/track_angular_velocity: +51.8011 + Episode_Reward/upright: +26.2863 + Episode_Reward/leg_posture: -2.5595 + Episode_Reward/standstill: -6.0673 + Episode_Reward/action_rate_l2: -0.5684 + Episode_Reward/joint_torques_l2: -0.1444 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0241 + Episode_Reward/unnecessary_wheel_lift: -0.0793 + Episode_Reward/rolling_leg_motion: -0.5809 + Episode_Reward/obstacle_progress: +3.9292 + Episode_Reward/wheel_body_intrusion: -0.2374 + Episode_Reward/pair_body_intrusion: -0.3177 + Curriculum/terrain_level_mean: +4.3037 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0925 + Metrics/base_velocity/error_vel_yaw: 0.1345 + Episode_Termination/time_out: 0.4695 + Episode_Termination/fell_over: 0.0366 + Episode_Termination/course_exit: 0.4756 +Episode_Termination/illegal_nonwheel_contact: 0.0305 +============================================================================== + +============================================================================== +Learning iteration 47100/50000 + Total steps: 192,921,600 + Steps per second: 13,815 + Iteration time: 0.296s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0875 + Mean episode length: 1373.3 + Actor loss: -9.5043 + Critic loss: +0.0045 + World model loss: +0.5803 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.7797 + Episode_Reward/track_angular_velocity: +51.9204 + Episode_Reward/upright: +26.3303 + Episode_Reward/leg_posture: -2.5833 + Episode_Reward/standstill: -6.1792 + Episode_Reward/action_rate_l2: -0.5810 + Episode_Reward/joint_torques_l2: -0.1460 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0161 + Episode_Reward/unnecessary_wheel_lift: -0.0886 + Episode_Reward/rolling_leg_motion: -0.5815 + Episode_Reward/obstacle_progress: +3.8962 + Episode_Reward/wheel_body_intrusion: -0.2509 + Episode_Reward/pair_body_intrusion: -0.2852 + Curriculum/terrain_level_mean: +4.3069 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0924 + Metrics/base_velocity/error_vel_yaw: 0.1340 + Episode_Termination/time_out: 0.4937 + Episode_Termination/fell_over: 0.0253 + Episode_Termination/course_exit: 0.4684 +Episode_Termination/illegal_nonwheel_contact: 0.0127 +============================================================================== + +============================================================================== +Learning iteration 47150/50000 + Total steps: 193,126,400 + Steps per second: 13,816 + Iteration time: 0.296s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0871 + Mean episode length: 1416.7 + Actor loss: -9.5081 + Critic loss: +0.0051 + World model loss: +0.5628 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.1556 + Episode_Reward/track_angular_velocity: +53.4681 + Episode_Reward/upright: +27.1300 + Episode_Reward/leg_posture: -2.6870 + Episode_Reward/standstill: -6.6662 + Episode_Reward/action_rate_l2: -0.5952 + Episode_Reward/joint_torques_l2: -0.1512 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0166 + Episode_Reward/unnecessary_wheel_lift: -0.0790 + Episode_Reward/rolling_leg_motion: -0.5857 + Episode_Reward/obstacle_progress: +4.0630 + Episode_Reward/wheel_body_intrusion: -0.2696 + Episode_Reward/pair_body_intrusion: -0.3060 + Curriculum/terrain_level_mean: +4.3074 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0938 + Metrics/base_velocity/error_vel_yaw: 0.1356 + Episode_Termination/time_out: 0.5390 + Episode_Termination/fell_over: 0.0213 + Episode_Termination/course_exit: 0.4184 +Episode_Termination/illegal_nonwheel_contact: 0.0426 +============================================================================== + +============================================================================== +Learning iteration 47200/50000 + Total steps: 193,331,200 + Steps per second: 13,818 + Iteration time: 0.296s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0870 + Mean episode length: 1306.8 + Actor loss: -9.5106 + Critic loss: +0.0043 + World model loss: +0.5546 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.2353 + Episode_Reward/track_angular_velocity: +49.2766 + Episode_Reward/upright: +25.0356 + Episode_Reward/leg_posture: -2.5124 + Episode_Reward/standstill: -6.1513 + Episode_Reward/action_rate_l2: -0.5477 + Episode_Reward/joint_torques_l2: -0.1396 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0562 + Episode_Reward/unnecessary_wheel_lift: -0.0955 + Episode_Reward/rolling_leg_motion: -0.5489 + Episode_Reward/obstacle_progress: +3.7595 + Episode_Reward/wheel_body_intrusion: -0.2662 + Episode_Reward/pair_body_intrusion: -0.2594 + Curriculum/terrain_level_mean: +4.3047 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0940 + Metrics/base_velocity/error_vel_yaw: 0.1369 + Episode_Termination/time_out: 0.4387 + Episode_Termination/fell_over: 0.0645 + Episode_Termination/course_exit: 0.4194 +Episode_Termination/illegal_nonwheel_contact: 0.0839 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1008] +RECOVERY reset 1 invalid environments; first IDs=[2622] + +============================================================================== +Learning iteration 47250/50000 + Total steps: 193,536,000 + Steps per second: 13,820 + Iteration time: 0.296s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0871 + Mean episode length: 1385.4 + Actor loss: -9.5328 + Critic loss: +0.0050 + World model loss: +0.5161 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.1819 + Episode_Reward/track_angular_velocity: +52.3059 + Episode_Reward/upright: +26.5726 + Episode_Reward/leg_posture: -2.6394 + Episode_Reward/standstill: -6.6116 + Episode_Reward/action_rate_l2: -0.5834 + Episode_Reward/joint_torques_l2: -0.1468 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0216 + Episode_Reward/unnecessary_wheel_lift: -0.1000 + Episode_Reward/rolling_leg_motion: -0.5971 + Episode_Reward/obstacle_progress: +3.9134 + Episode_Reward/wheel_body_intrusion: -0.2654 + Episode_Reward/pair_body_intrusion: -0.2873 + Curriculum/terrain_level_mean: +4.3057 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0924 + Metrics/base_velocity/error_vel_yaw: 0.1355 + Episode_Termination/time_out: 0.4693 + Episode_Termination/fell_over: 0.0223 + Episode_Termination/course_exit: 0.4860 +Episode_Termination/illegal_nonwheel_contact: 0.0391 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2017] + +============================================================================== +Learning iteration 47300/50000 + Total steps: 193,740,800 + Steps per second: 13,822 + Iteration time: 0.296s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0871 + Mean episode length: 1351.8 + Actor loss: -9.4898 + Critic loss: +0.0104 + World model loss: +0.5693 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.1392 + Episode_Reward/track_angular_velocity: +51.1311 + Episode_Reward/upright: +25.9260 + Episode_Reward/leg_posture: -2.6274 + Episode_Reward/standstill: -6.6489 + Episode_Reward/action_rate_l2: -0.5598 + Episode_Reward/joint_torques_l2: -0.1434 + Episode_Reward/dof_pos_limits: -0.0002 + Episode_Reward/terminated: -0.0238 + Episode_Reward/unnecessary_wheel_lift: -0.0856 + Episode_Reward/rolling_leg_motion: -0.5750 + Episode_Reward/obstacle_progress: +3.7265 + Episode_Reward/wheel_body_intrusion: -0.2650 + Episode_Reward/pair_body_intrusion: -0.2667 + Curriculum/terrain_level_mean: +4.3049 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0913 + Metrics/base_velocity/error_vel_yaw: 0.1332 + Episode_Termination/time_out: 0.4564 + Episode_Termination/fell_over: 0.0403 + Episode_Termination/course_exit: 0.4832 +Episode_Termination/illegal_nonwheel_contact: 0.0470 +============================================================================== + +============================================================================== +Learning iteration 47350/50000 + Total steps: 193,945,600 + Steps per second: 13,823 + Iteration time: 0.296s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0875 + Mean episode length: 1286.8 + Actor loss: -9.5268 + Critic loss: +0.0036 + World model loss: +0.5638 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +45.7456 + Episode_Reward/track_angular_velocity: +48.6416 + Episode_Reward/upright: +24.6939 + Episode_Reward/leg_posture: -2.4976 + Episode_Reward/standstill: -5.7126 + Episode_Reward/action_rate_l2: -0.5275 + Episode_Reward/joint_torques_l2: -0.1363 + Episode_Reward/dof_pos_limits: -0.0003 + Episode_Reward/terminated: -0.0126 + Episode_Reward/unnecessary_wheel_lift: -0.0631 + Episode_Reward/rolling_leg_motion: -0.5434 + Episode_Reward/obstacle_progress: +3.5162 + Episode_Reward/wheel_body_intrusion: -0.2675 + Episode_Reward/pair_body_intrusion: -0.2722 + Curriculum/terrain_level_mean: +4.3059 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0920 + Metrics/base_velocity/error_vel_yaw: 0.1339 + Episode_Termination/time_out: 0.3810 + Episode_Termination/fell_over: 0.0317 + Episode_Termination/course_exit: 0.5794 +Episode_Termination/illegal_nonwheel_contact: 0.0159 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2616] + +============================================================================== +Learning iteration 47400/50000 + Total steps: 194,150,400 + Steps per second: 13,825 + Iteration time: 0.296s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0873 + Mean episode length: 1340.6 + Actor loss: -9.5306 + Critic loss: +0.0049 + World model loss: +0.5425 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.5260 + Episode_Reward/track_angular_velocity: +50.6438 + Episode_Reward/upright: +25.6931 + Episode_Reward/leg_posture: -2.5901 + Episode_Reward/standstill: -5.9995 + Episode_Reward/action_rate_l2: -0.5536 + Episode_Reward/joint_torques_l2: -0.1434 + Episode_Reward/dof_pos_limits: -0.0003 + Episode_Reward/terminated: -0.0209 + Episode_Reward/unnecessary_wheel_lift: -0.0767 + Episode_Reward/rolling_leg_motion: -0.5692 + Episode_Reward/obstacle_progress: +3.7061 + Episode_Reward/wheel_body_intrusion: -0.2551 + Episode_Reward/pair_body_intrusion: -0.3112 + Curriculum/terrain_level_mean: +4.3083 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0928 + Metrics/base_velocity/error_vel_yaw: 0.1347 + Episode_Termination/time_out: 0.4238 + Episode_Termination/fell_over: 0.0199 + Episode_Termination/course_exit: 0.5232 +Episode_Termination/illegal_nonwheel_contact: 0.0331 +============================================================================== + +============================================================================== +Learning iteration 47450/50000 + Total steps: 194,355,200 + Steps per second: 13,827 + Iteration time: 0.296s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0873 + Mean episode length: 1336.4 + Actor loss: -9.5015 + Critic loss: +0.0040 + World model loss: +0.5294 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.2907 + Episode_Reward/track_angular_velocity: +50.4587 + Episode_Reward/upright: +25.6284 + Episode_Reward/leg_posture: -2.5521 + Episode_Reward/standstill: -6.0638 + Episode_Reward/action_rate_l2: -0.5661 + Episode_Reward/joint_torques_l2: -0.1418 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0157 + Episode_Reward/unnecessary_wheel_lift: -0.0804 + Episode_Reward/rolling_leg_motion: -0.5666 + Episode_Reward/obstacle_progress: +3.7882 + Episode_Reward/wheel_body_intrusion: -0.2597 + Episode_Reward/pair_body_intrusion: -0.2910 + Curriculum/terrain_level_mean: +4.3096 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0939 + Metrics/base_velocity/error_vel_yaw: 0.1355 + Episode_Termination/time_out: 0.4733 + Episode_Termination/fell_over: 0.0200 + Episode_Termination/course_exit: 0.4867 +Episode_Termination/illegal_nonwheel_contact: 0.0200 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1162] + +============================================================================== +Learning iteration 47500/50000 + Total steps: 194,560,000 + Steps per second: 13,829 + Iteration time: 0.296s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0873 + Mean episode length: 1402.6 + Actor loss: -9.5066 + Critic loss: +0.0057 + World model loss: +0.5516 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.7546 + Episode_Reward/track_angular_velocity: +52.9100 + Episode_Reward/upright: +26.8564 + Episode_Reward/leg_posture: -2.6626 + Episode_Reward/standstill: -6.3509 + Episode_Reward/action_rate_l2: -0.5891 + Episode_Reward/joint_torques_l2: -0.1483 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0247 + Episode_Reward/unnecessary_wheel_lift: -0.0931 + Episode_Reward/rolling_leg_motion: -0.5834 + Episode_Reward/obstacle_progress: +3.9887 + Episode_Reward/wheel_body_intrusion: -0.2797 + Episode_Reward/pair_body_intrusion: -0.2882 + Curriculum/terrain_level_mean: +4.3096 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0931 + Metrics/base_velocity/error_vel_yaw: 0.1366 + Episode_Termination/time_out: 0.5000 + Episode_Termination/fell_over: 0.0443 + Episode_Termination/course_exit: 0.4430 +Episode_Termination/illegal_nonwheel_contact: 0.0190 +============================================================================== + +============================================================================== +Learning iteration 47550/50000 + Total steps: 194,764,800 + Steps per second: 13,830 + Iteration time: 0.296s + Collection time: 0.076s + Learning time: 0.192s + Mean reward: +0.0872 + Mean episode length: 1346.2 + Actor loss: -9.5140 + Critic loss: +0.0044 + World model loss: +0.5484 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.6675 + Episode_Reward/track_angular_velocity: +50.7923 + Episode_Reward/upright: +25.7989 + Episode_Reward/leg_posture: -2.5441 + Episode_Reward/standstill: -6.1451 + Episode_Reward/action_rate_l2: -0.5632 + Episode_Reward/joint_torques_l2: -0.1445 + Episode_Reward/dof_pos_limits: -0.0002 + Episode_Reward/terminated: -0.0237 + Episode_Reward/unnecessary_wheel_lift: -0.0932 + Episode_Reward/rolling_leg_motion: -0.5474 + Episode_Reward/obstacle_progress: +3.7605 + Episode_Reward/wheel_body_intrusion: -0.2634 + Episode_Reward/pair_body_intrusion: -0.2992 + Curriculum/terrain_level_mean: +4.3110 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0936 + Metrics/base_velocity/error_vel_yaw: 0.1361 + Episode_Termination/time_out: 0.4615 + Episode_Termination/fell_over: 0.0420 + Episode_Termination/course_exit: 0.4755 +Episode_Termination/illegal_nonwheel_contact: 0.0420 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1473] + +============================================================================== +Learning iteration 47600/50000 + Total steps: 194,969,600 + Steps per second: 13,832 + Iteration time: 0.296s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0869 + Mean episode length: 1362.1 + Actor loss: -9.5164 + Critic loss: +0.0038 + World model loss: +0.5483 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.0317 + Episode_Reward/track_angular_velocity: +51.3868 + Episode_Reward/upright: +26.1025 + Episode_Reward/leg_posture: -2.6117 + Episode_Reward/standstill: -6.3624 + Episode_Reward/action_rate_l2: -0.5717 + Episode_Reward/joint_torques_l2: -0.1463 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0266 + Episode_Reward/unnecessary_wheel_lift: -0.0950 + Episode_Reward/rolling_leg_motion: -0.5789 + Episode_Reward/obstacle_progress: +3.8251 + Episode_Reward/wheel_body_intrusion: -0.2778 + Episode_Reward/pair_body_intrusion: -0.3099 + Curriculum/terrain_level_mean: +4.3103 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0955 + Metrics/base_velocity/error_vel_yaw: 0.1363 + Episode_Termination/time_out: 0.4936 + Episode_Termination/fell_over: 0.0385 + Episode_Termination/course_exit: 0.4423 +Episode_Termination/illegal_nonwheel_contact: 0.0449 +============================================================================== + +============================================================================== +Learning iteration 47650/50000 + Total steps: 195,174,400 + Steps per second: 13,833 + Iteration time: 0.296s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0872 + Mean episode length: 1357.0 + Actor loss: -9.5082 + Critic loss: +0.0042 + World model loss: +0.5322 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.0369 + Episode_Reward/track_angular_velocity: +51.2035 + Episode_Reward/upright: +26.0019 + Episode_Reward/leg_posture: -2.6254 + Episode_Reward/standstill: -6.1255 + Episode_Reward/action_rate_l2: -0.5704 + Episode_Reward/joint_torques_l2: -0.1453 + Episode_Reward/dof_pos_limits: -0.0013 + Episode_Reward/terminated: -0.0212 + Episode_Reward/unnecessary_wheel_lift: -0.0773 + Episode_Reward/rolling_leg_motion: -0.5663 + Episode_Reward/obstacle_progress: +3.8653 + Episode_Reward/wheel_body_intrusion: -0.2959 + Episode_Reward/pair_body_intrusion: -0.3236 + Curriculum/terrain_level_mean: +4.3108 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0937 + Metrics/base_velocity/error_vel_yaw: 0.1364 + Episode_Termination/time_out: 0.4865 + Episode_Termination/fell_over: 0.0270 + Episode_Termination/course_exit: 0.4595 +Episode_Termination/illegal_nonwheel_contact: 0.0270 +============================================================================== + +============================================================================== +Learning iteration 47700/50000 + Total steps: 195,379,200 + Steps per second: 13,835 + Iteration time: 0.296s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0872 + Mean episode length: 1328.6 + Actor loss: -9.5163 + Critic loss: +0.0057 + World model loss: +0.5495 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.0666 + Episode_Reward/track_angular_velocity: +50.1718 + Episode_Reward/upright: +25.4354 + Episode_Reward/leg_posture: -2.5402 + Episode_Reward/standstill: -6.0423 + Episode_Reward/action_rate_l2: -0.5677 + Episode_Reward/joint_torques_l2: -0.1402 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0234 + Episode_Reward/unnecessary_wheel_lift: -0.0944 + Episode_Reward/rolling_leg_motion: -0.5760 + Episode_Reward/obstacle_progress: +3.7348 + Episode_Reward/wheel_body_intrusion: -0.2568 + Episode_Reward/pair_body_intrusion: -0.2528 + Curriculum/terrain_level_mean: +4.3113 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0936 + Metrics/base_velocity/error_vel_yaw: 0.1354 + Episode_Termination/time_out: 0.4457 + Episode_Termination/fell_over: 0.0171 + Episode_Termination/course_exit: 0.5029 +Episode_Termination/illegal_nonwheel_contact: 0.0400 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1701] + +============================================================================== +Learning iteration 47750/50000 + Total steps: 195,584,000 + Steps per second: 13,837 + Iteration time: 0.296s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0874 + Mean episode length: 1349.5 + Actor loss: -9.5351 + Critic loss: +0.0036 + World model loss: +0.5401 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.8664 + Episode_Reward/track_angular_velocity: +50.9193 + Episode_Reward/upright: +25.8641 + Episode_Reward/leg_posture: -2.5800 + Episode_Reward/standstill: -6.1028 + Episode_Reward/action_rate_l2: -0.5702 + Episode_Reward/joint_torques_l2: -0.1442 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0184 + Episode_Reward/unnecessary_wheel_lift: -0.0973 + Episode_Reward/rolling_leg_motion: -0.5705 + Episode_Reward/obstacle_progress: +3.9313 + Episode_Reward/wheel_body_intrusion: -0.2772 + Episode_Reward/pair_body_intrusion: -0.2613 + Curriculum/terrain_level_mean: +4.3115 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0933 + Metrics/base_velocity/error_vel_yaw: 0.1362 + Episode_Termination/time_out: 0.4643 + Episode_Termination/fell_over: 0.0429 + Episode_Termination/course_exit: 0.4857 +Episode_Termination/illegal_nonwheel_contact: 0.0357 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2745] +RECOVERY reset 1 invalid environments; first IDs=[1452] + +============================================================================== +Learning iteration 47800/50000 + Total steps: 195,788,800 + Steps per second: 13,838 + Iteration time: 0.296s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0872 + Mean episode length: 1314.8 + Actor loss: -9.5279 + Critic loss: +0.0035 + World model loss: +0.5718 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.5690 + Episode_Reward/track_angular_velocity: +49.5810 + Episode_Reward/upright: +25.1962 + Episode_Reward/leg_posture: -2.5166 + Episode_Reward/standstill: -6.0821 + Episode_Reward/action_rate_l2: -0.5601 + Episode_Reward/joint_torques_l2: -0.1416 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0231 + Episode_Reward/unnecessary_wheel_lift: -0.0830 + Episode_Reward/rolling_leg_motion: -0.5709 + Episode_Reward/obstacle_progress: +3.8296 + Episode_Reward/wheel_body_intrusion: -0.2693 + Episode_Reward/pair_body_intrusion: -0.2524 + Curriculum/terrain_level_mean: +4.3125 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0938 + Metrics/base_velocity/error_vel_yaw: 0.1371 + Episode_Termination/time_out: 0.4354 + Episode_Termination/fell_over: 0.0340 + Episode_Termination/course_exit: 0.5034 +Episode_Termination/illegal_nonwheel_contact: 0.0408 +============================================================================== + +============================================================================== +Learning iteration 47850/50000 + Total steps: 195,993,600 + Steps per second: 13,840 + Iteration time: 0.296s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0872 + Mean episode length: 1365.2 + Actor loss: -9.5618 + Critic loss: +0.0037 + World model loss: +0.5626 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.4434 + Episode_Reward/track_angular_velocity: +51.5668 + Episode_Reward/upright: +26.1772 + Episode_Reward/leg_posture: -2.6104 + Episode_Reward/standstill: -6.5073 + Episode_Reward/action_rate_l2: -0.5695 + Episode_Reward/joint_torques_l2: -0.1456 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0347 + Episode_Reward/unnecessary_wheel_lift: -0.0753 + Episode_Reward/rolling_leg_motion: -0.5638 + Episode_Reward/obstacle_progress: +3.9224 + Episode_Reward/wheel_body_intrusion: -0.2816 + Episode_Reward/pair_body_intrusion: -0.2728 + Curriculum/terrain_level_mean: +4.3108 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0932 + Metrics/base_velocity/error_vel_yaw: 0.1349 + Episode_Termination/time_out: 0.5034 + Episode_Termination/fell_over: 0.0476 + Episode_Termination/course_exit: 0.4082 +Episode_Termination/illegal_nonwheel_contact: 0.0476 +============================================================================== + +============================================================================== +Learning iteration 47900/50000 + Total steps: 196,198,400 + Steps per second: 13,842 + Iteration time: 0.296s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0871 + Mean episode length: 1378.8 + Actor loss: -9.5131 + Critic loss: +0.0063 + World model loss: +0.5855 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.0342 + Episode_Reward/track_angular_velocity: +52.1022 + Episode_Reward/upright: +26.4441 + Episode_Reward/leg_posture: -2.6709 + Episode_Reward/standstill: -6.7417 + Episode_Reward/action_rate_l2: -0.5813 + Episode_Reward/joint_torques_l2: -0.1469 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0135 + Episode_Reward/unnecessary_wheel_lift: -0.0776 + Episode_Reward/rolling_leg_motion: -0.5798 + Episode_Reward/obstacle_progress: +3.9642 + Episode_Reward/wheel_body_intrusion: -0.2800 + Episode_Reward/pair_body_intrusion: -0.2912 + Curriculum/terrain_level_mean: +4.3123 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0921 + Metrics/base_velocity/error_vel_yaw: 0.1344 + Episode_Termination/time_out: 0.4899 + Episode_Termination/fell_over: 0.0067 + Episode_Termination/course_exit: 0.4765 +Episode_Termination/illegal_nonwheel_contact: 0.0336 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[760] + +============================================================================== +Learning iteration 47950/50000 + Total steps: 196,403,200 + Steps per second: 13,844 + Iteration time: 0.296s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0870 + Mean episode length: 1356.1 + Actor loss: -9.5163 + Critic loss: +0.0086 + World model loss: +0.5581 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.1769 + Episode_Reward/track_angular_velocity: +51.2085 + Episode_Reward/upright: +26.0408 + Episode_Reward/leg_posture: -2.5716 + Episode_Reward/standstill: -6.6703 + Episode_Reward/action_rate_l2: -0.5846 + Episode_Reward/joint_torques_l2: -0.1434 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0185 + Episode_Reward/unnecessary_wheel_lift: -0.1124 + Episode_Reward/rolling_leg_motion: -0.5940 + Episode_Reward/obstacle_progress: +3.8709 + Episode_Reward/wheel_body_intrusion: -0.2678 + Episode_Reward/pair_body_intrusion: -0.3034 + Curriculum/terrain_level_mean: +4.3132 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0925 + Metrics/base_velocity/error_vel_yaw: 0.1352 + Episode_Termination/time_out: 0.5111 + Episode_Termination/fell_over: 0.0167 + Episode_Termination/course_exit: 0.4500 +Episode_Termination/illegal_nonwheel_contact: 0.0278 +============================================================================== + +============================================================================== +Learning iteration 48000/50000 + Total steps: 196,608,000 + Steps per second: 13,845 + Iteration time: 0.296s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0875 + Mean episode length: 1361.4 + Actor loss: -9.5301 + Critic loss: +0.0035 + World model loss: +0.5916 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.5578 + Episode_Reward/track_angular_velocity: +51.4571 + Episode_Reward/upright: +26.1866 + Episode_Reward/leg_posture: -2.5756 + Episode_Reward/standstill: -6.4097 + Episode_Reward/action_rate_l2: -0.5723 + Episode_Reward/joint_torques_l2: -0.1437 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0213 + Episode_Reward/unnecessary_wheel_lift: -0.1046 + Episode_Reward/rolling_leg_motion: -0.5862 + Episode_Reward/obstacle_progress: +3.8754 + Episode_Reward/wheel_body_intrusion: -0.2731 + Episode_Reward/pair_body_intrusion: -0.2797 + Curriculum/terrain_level_mean: +4.3130 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0906 + Metrics/base_velocity/error_vel_yaw: 0.1342 + Episode_Termination/time_out: 0.5137 + Episode_Termination/fell_over: 0.0342 + Episode_Termination/course_exit: 0.4315 +Episode_Termination/illegal_nonwheel_contact: 0.0411 +============================================================================== + +============================================================================== +Learning iteration 48050/50000 + Total steps: 196,812,800 + Steps per second: 13,847 + Iteration time: 0.296s + Collection time: 0.076s + Learning time: 0.183s + Mean reward: +0.0874 + Mean episode length: 1351.8 + Actor loss: -9.5511 + Critic loss: +0.0031 + World model loss: +0.5748 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.0865 + Episode_Reward/track_angular_velocity: +51.1079 + Episode_Reward/upright: +26.0009 + Episode_Reward/leg_posture: -2.5713 + Episode_Reward/standstill: -6.4272 + Episode_Reward/action_rate_l2: -0.5618 + Episode_Reward/joint_torques_l2: -0.1427 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0132 + Episode_Reward/unnecessary_wheel_lift: -0.0790 + Episode_Reward/rolling_leg_motion: -0.5563 + Episode_Reward/obstacle_progress: +3.8223 + Episode_Reward/wheel_body_intrusion: -0.2739 + Episode_Reward/pair_body_intrusion: -0.2766 + Curriculum/terrain_level_mean: +4.3152 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0916 + Metrics/base_velocity/error_vel_yaw: 0.1339 + Episode_Termination/time_out: 0.4604 + Episode_Termination/fell_over: 0.0288 + Episode_Termination/course_exit: 0.5036 +Episode_Termination/illegal_nonwheel_contact: 0.0144 +============================================================================== + +============================================================================== +Learning iteration 48100/50000 + Total steps: 197,017,600 + Steps per second: 13,849 + Iteration time: 0.296s + Collection time: 0.076s + Learning time: 0.183s + Mean reward: +0.0869 + Mean episode length: 1373.1 + Actor loss: -9.5093 + Critic loss: +0.0048 + World model loss: +0.5273 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.8377 + Episode_Reward/track_angular_velocity: +51.8714 + Episode_Reward/upright: +26.3593 + Episode_Reward/leg_posture: -2.6738 + Episode_Reward/standstill: -6.8659 + Episode_Reward/action_rate_l2: -0.5647 + Episode_Reward/joint_torques_l2: -0.1461 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0188 + Episode_Reward/unnecessary_wheel_lift: -0.0896 + Episode_Reward/rolling_leg_motion: -0.5759 + Episode_Reward/obstacle_progress: +3.8686 + Episode_Reward/wheel_body_intrusion: -0.2924 + Episode_Reward/pair_body_intrusion: -0.3255 + Curriculum/terrain_level_mean: +4.3145 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0918 + Metrics/base_velocity/error_vel_yaw: 0.1346 + Episode_Termination/time_out: 0.4937 + Episode_Termination/fell_over: 0.0380 + Episode_Termination/course_exit: 0.4620 +Episode_Termination/illegal_nonwheel_contact: 0.0190 +============================================================================== + +============================================================================== +Learning iteration 48150/50000 + Total steps: 197,222,400 + Steps per second: 13,851 + Iteration time: 0.296s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0869 + Mean episode length: 1346.7 + Actor loss: -9.5065 + Critic loss: +0.0050 + World model loss: +0.5570 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.9058 + Episode_Reward/track_angular_velocity: +50.9136 + Episode_Reward/upright: +25.8672 + Episode_Reward/leg_posture: -2.6386 + Episode_Reward/standstill: -6.7728 + Episode_Reward/action_rate_l2: -0.5515 + Episode_Reward/joint_torques_l2: -0.1423 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0210 + Episode_Reward/unnecessary_wheel_lift: -0.0910 + Episode_Reward/rolling_leg_motion: -0.5770 + Episode_Reward/obstacle_progress: +3.7406 + Episode_Reward/wheel_body_intrusion: -0.2726 + Episode_Reward/pair_body_intrusion: -0.3133 + Curriculum/terrain_level_mean: +4.3152 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0919 + Metrics/base_velocity/error_vel_yaw: 0.1343 + Episode_Termination/time_out: 0.4762 + Episode_Termination/fell_over: 0.0272 + Episode_Termination/course_exit: 0.4694 +Episode_Termination/illegal_nonwheel_contact: 0.0408 +============================================================================== + +============================================================================== +Learning iteration 48200/50000 + Total steps: 197,427,200 + Steps per second: 13,852 + Iteration time: 0.296s + Collection time: 0.076s + Learning time: 0.183s + Mean reward: +0.0874 + Mean episode length: 1319.2 + Actor loss: -9.5143 + Critic loss: +0.0044 + World model loss: +0.5207 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.1282 + Episode_Reward/track_angular_velocity: +49.8837 + Episode_Reward/upright: +25.3655 + Episode_Reward/leg_posture: -2.5524 + Episode_Reward/standstill: -6.2833 + Episode_Reward/action_rate_l2: -0.5421 + Episode_Reward/joint_torques_l2: -0.1386 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0283 + Episode_Reward/unnecessary_wheel_lift: -0.0821 + Episode_Reward/rolling_leg_motion: -0.5719 + Episode_Reward/obstacle_progress: +3.7218 + Episode_Reward/wheel_body_intrusion: -0.2695 + Episode_Reward/pair_body_intrusion: -0.3004 + Curriculum/terrain_level_mean: +4.3164 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0899 + Metrics/base_velocity/error_vel_yaw: 0.1335 + Episode_Termination/time_out: 0.4277 + Episode_Termination/fell_over: 0.0440 + Episode_Termination/course_exit: 0.5031 +Episode_Termination/illegal_nonwheel_contact: 0.0377 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2097] + +============================================================================== +Learning iteration 48250/50000 + Total steps: 197,632,000 + Steps per second: 13,854 + Iteration time: 0.296s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0876 + Mean episode length: 1393.5 + Actor loss: -9.5666 + Critic loss: +0.0058 + World model loss: +0.5157 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.7315 + Episode_Reward/track_angular_velocity: +52.6849 + Episode_Reward/upright: +26.7853 + Episode_Reward/leg_posture: -2.6836 + Episode_Reward/standstill: -6.4157 + Episode_Reward/action_rate_l2: -0.5747 + Episode_Reward/joint_torques_l2: -0.1474 + Episode_Reward/dof_pos_limits: -0.0003 + Episode_Reward/terminated: -0.0163 + Episode_Reward/unnecessary_wheel_lift: -0.0828 + Episode_Reward/rolling_leg_motion: -0.5910 + Episode_Reward/obstacle_progress: +3.9447 + Episode_Reward/wheel_body_intrusion: -0.2953 + Episode_Reward/pair_body_intrusion: -0.3185 + Curriculum/terrain_level_mean: +4.3179 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0905 + Metrics/base_velocity/error_vel_yaw: 0.1339 + Episode_Termination/time_out: 0.4710 + Episode_Termination/fell_over: 0.0129 + Episode_Termination/course_exit: 0.4903 +Episode_Termination/illegal_nonwheel_contact: 0.0258 +============================================================================== + +============================================================================== +Learning iteration 48300/50000 + Total steps: 197,836,800 + Steps per second: 13,856 + Iteration time: 0.296s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0875 + Mean episode length: 1349.2 + Actor loss: -9.5140 + Critic loss: +0.0040 + World model loss: +0.5557 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.0061 + Episode_Reward/track_angular_velocity: +50.9293 + Episode_Reward/upright: +25.9143 + Episode_Reward/leg_posture: -2.5735 + Episode_Reward/standstill: -5.9757 + Episode_Reward/action_rate_l2: -0.5771 + Episode_Reward/joint_torques_l2: -0.1432 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0184 + Episode_Reward/unnecessary_wheel_lift: -0.0865 + Episode_Reward/rolling_leg_motion: -0.5879 + Episode_Reward/obstacle_progress: +3.7722 + Episode_Reward/wheel_body_intrusion: -0.2704 + Episode_Reward/pair_body_intrusion: -0.2807 + Curriculum/terrain_level_mean: +4.3198 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0915 + Metrics/base_velocity/error_vel_yaw: 0.1357 + Episode_Termination/time_out: 0.4670 + Episode_Termination/fell_over: 0.0165 + Episode_Termination/course_exit: 0.4945 +Episode_Termination/illegal_nonwheel_contact: 0.0275 +============================================================================== + +============================================================================== +Learning iteration 48350/50000 + Total steps: 198,041,600 + Steps per second: 13,857 + Iteration time: 0.296s + Collection time: 0.076s + Learning time: 0.192s + Mean reward: +0.0876 + Mean episode length: 1270.9 + Actor loss: -9.5192 + Critic loss: +0.0040 + World model loss: +0.5315 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +45.2727 + Episode_Reward/track_angular_velocity: +47.9953 + Episode_Reward/upright: +24.4124 + Episode_Reward/leg_posture: -2.4302 + Episode_Reward/standstill: -5.7118 + Episode_Reward/action_rate_l2: -0.5259 + Episode_Reward/joint_torques_l2: -0.1342 + Episode_Reward/dof_pos_limits: -0.0014 + Episode_Reward/terminated: -0.0248 + Episode_Reward/unnecessary_wheel_lift: -0.0780 + Episode_Reward/rolling_leg_motion: -0.5491 + Episode_Reward/obstacle_progress: +3.5452 + Episode_Reward/wheel_body_intrusion: -0.2640 + Episode_Reward/pair_body_intrusion: -0.2425 + Curriculum/terrain_level_mean: +4.3193 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0912 + Metrics/base_velocity/error_vel_yaw: 0.1351 + Episode_Termination/time_out: 0.3987 + Episode_Termination/fell_over: 0.0316 + Episode_Termination/course_exit: 0.5380 +Episode_Termination/illegal_nonwheel_contact: 0.0443 +============================================================================== + +============================================================================== +Learning iteration 48400/50000 + Total steps: 198,246,400 + Steps per second: 13,859 + Iteration time: 0.296s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0875 + Mean episode length: 1330.2 + Actor loss: -9.5401 + Critic loss: +0.0038 + World model loss: +0.5538 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.2472 + Episode_Reward/track_angular_velocity: +50.2063 + Episode_Reward/upright: +25.5439 + Episode_Reward/leg_posture: -2.5434 + Episode_Reward/standstill: -5.9589 + Episode_Reward/action_rate_l2: -0.5592 + Episode_Reward/joint_torques_l2: -0.1402 + Episode_Reward/dof_pos_limits: -0.0016 + Episode_Reward/terminated: -0.0078 + Episode_Reward/unnecessary_wheel_lift: -0.0797 + Episode_Reward/rolling_leg_motion: -0.5690 + Episode_Reward/obstacle_progress: +3.8053 + Episode_Reward/wheel_body_intrusion: -0.2607 + Episode_Reward/pair_body_intrusion: -0.2643 + Curriculum/terrain_level_mean: +4.3223 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0926 + Metrics/base_velocity/error_vel_yaw: 0.1355 + Episode_Termination/time_out: 0.4155 + Episode_Termination/fell_over: 0.0141 + Episode_Termination/course_exit: 0.5634 +Episode_Termination/illegal_nonwheel_contact: 0.0070 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2204] + +============================================================================== +Learning iteration 48450/50000 + Total steps: 198,451,200 + Steps per second: 13,861 + Iteration time: 0.296s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0871 + Mean episode length: 1345.1 + Actor loss: -9.5488 + Critic loss: +0.0036 + World model loss: +0.5357 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.8634 + Episode_Reward/track_angular_velocity: +50.7560 + Episode_Reward/upright: +25.8212 + Episode_Reward/leg_posture: -2.5184 + Episode_Reward/standstill: -6.6832 + Episode_Reward/action_rate_l2: -0.5658 + Episode_Reward/joint_torques_l2: -0.1415 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0368 + Episode_Reward/unnecessary_wheel_lift: -0.1219 + Episode_Reward/rolling_leg_motion: -0.5716 + Episode_Reward/obstacle_progress: +3.8897 + Episode_Reward/wheel_body_intrusion: -0.2526 + Episode_Reward/pair_body_intrusion: -0.2937 + Curriculum/terrain_level_mean: +4.3196 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0918 + Metrics/base_velocity/error_vel_yaw: 0.1363 + Episode_Termination/time_out: 0.4737 + Episode_Termination/fell_over: 0.0602 + Episode_Termination/course_exit: 0.4211 +Episode_Termination/illegal_nonwheel_contact: 0.0677 +============================================================================== + +============================================================================== +Learning iteration 48500/50000 + Total steps: 198,656,000 + Steps per second: 13,862 + Iteration time: 0.295s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0873 + Mean episode length: 1406.2 + Actor loss: -9.5250 + Critic loss: +0.0044 + World model loss: +0.5416 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.9642 + Episode_Reward/track_angular_velocity: +53.0737 + Episode_Reward/upright: +26.9631 + Episode_Reward/leg_posture: -2.6749 + Episode_Reward/standstill: -6.6358 + Episode_Reward/action_rate_l2: -0.5739 + Episode_Reward/joint_torques_l2: -0.1489 + Episode_Reward/dof_pos_limits: -0.0003 + Episode_Reward/terminated: -0.0165 + Episode_Reward/unnecessary_wheel_lift: -0.1091 + Episode_Reward/rolling_leg_motion: -0.5823 + Episode_Reward/obstacle_progress: +4.0720 + Episode_Reward/wheel_body_intrusion: -0.2853 + Episode_Reward/pair_body_intrusion: -0.2927 + Curriculum/terrain_level_mean: +4.3198 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0924 + Metrics/base_velocity/error_vel_yaw: 0.1358 + Episode_Termination/time_out: 0.5033 + Episode_Termination/fell_over: 0.0199 + Episode_Termination/course_exit: 0.4570 +Episode_Termination/illegal_nonwheel_contact: 0.0331 +============================================================================== + +============================================================================== +Learning iteration 48550/50000 + Total steps: 198,860,800 + Steps per second: 13,864 + Iteration time: 0.295s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0877 + Mean episode length: 1300.0 + Actor loss: -9.5453 + Critic loss: +0.0031 + World model loss: +0.5477 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.2313 + Episode_Reward/track_angular_velocity: +49.1258 + Episode_Reward/upright: +24.9471 + Episode_Reward/leg_posture: -2.4713 + Episode_Reward/standstill: -5.7410 + Episode_Reward/action_rate_l2: -0.5433 + Episode_Reward/joint_torques_l2: -0.1375 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0305 + Episode_Reward/unnecessary_wheel_lift: -0.0885 + Episode_Reward/rolling_leg_motion: -0.5559 + Episode_Reward/obstacle_progress: +3.7746 + Episode_Reward/wheel_body_intrusion: -0.2583 + Episode_Reward/pair_body_intrusion: -0.2793 + Curriculum/terrain_level_mean: +4.3208 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0921 + Metrics/base_velocity/error_vel_yaw: 0.1345 + Episode_Termination/time_out: 0.4412 + Episode_Termination/fell_over: 0.0294 + Episode_Termination/course_exit: 0.4882 +Episode_Termination/illegal_nonwheel_contact: 0.0471 +============================================================================== + +============================================================================== +Learning iteration 48600/50000 + Total steps: 199,065,600 + Steps per second: 13,866 + Iteration time: 0.295s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0877 + Mean episode length: 1347.7 + Actor loss: -9.5336 + Critic loss: +0.0032 + World model loss: +0.5348 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.0040 + Episode_Reward/track_angular_velocity: +50.9309 + Episode_Reward/upright: +25.8526 + Episode_Reward/leg_posture: -2.5473 + Episode_Reward/standstill: -5.9906 + Episode_Reward/action_rate_l2: -0.5651 + Episode_Reward/joint_torques_l2: -0.1429 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0184 + Episode_Reward/unnecessary_wheel_lift: -0.0895 + Episode_Reward/rolling_leg_motion: -0.5688 + Episode_Reward/obstacle_progress: +3.9121 + Episode_Reward/wheel_body_intrusion: -0.2564 + Episode_Reward/pair_body_intrusion: -0.2776 + Curriculum/terrain_level_mean: +4.3223 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0914 + Metrics/base_velocity/error_vel_yaw: 0.1346 + Episode_Termination/time_out: 0.4564 + Episode_Termination/fell_over: 0.0201 + Episode_Termination/course_exit: 0.5034 +Episode_Termination/illegal_nonwheel_contact: 0.0336 +============================================================================== + ++---------------------------------+ +| Base Environment | ++------------------------+--------+ +| Property | Value | ++------------------------+--------+ +| Number of environments | 1 | +| Environment device | cuda:0 | +| Environment seed | None | +| Physics step-size | 0.005 | +| Environment step-size | 0.02 | ++------------------------+--------+ + +[INFO] contains 1 active terms. ++-------------------------------------+ +| Active Event Terms in Mode: 'reset' | ++--------+----------------------------+ +| Index | Name | ++--------+----------------------------+ +| 0 | reset_base | +| 1 | reset_robot_joints | ++--------+----------------------------+ + +[INFO] contains 1 active terms. ++--------------------------------------+ +| Active Command Terms | ++-------+-------+----------------------+ +| Index | Name | Type | ++-------+-------+----------------------+ +| 0 | twist | MixedVelocityCommand | ++-------+-------+----------------------+ + +[INFO] contains 2 active terms. ++---------------------------------+ +| Active Action Terms (shape: 16) | ++-------+-----------+-------------+ +| Index | Name | Dimension | ++-------+-----------+-------------+ +| 0 | joint_pos | 12 | +| 1 | wheel_vel | 4 | ++-------+-----------+-------------+ + +[INFO] contains 1 groups. ++------------------------------------------------------------+ +| Active Observation Terms in Group: 'actor' (shape: (265,)) | ++--------+-------------------------+-------------------------+ +| Index | Name | Shape | ++--------+-------------------------+-------------------------+ +| 0 | base_ang_vel | (15,) ← 5×(3,) | +| 1 | projected_gravity | (15,) ← 5×(3,) | +| 2 | joint_pos | (60,) ← 5×(12,) | +| 3 | joint_vel | (60,) ← 5×(12,) | +| 4 | wheel_vel | (20,) ← 5×(4,) | +| 5 | actions | (80,) ← 5×(16,) | +| 6 | command | (15,) ← 5×(3,) | ++--------+-------------------------+-------------------------+ + +[INFO] contains 4 active terms. ++---------------------------------------------+ +| Active Termination Terms | ++-------+--------------------------+----------+ +| Index | Name | Time Out | ++-------+--------------------------+----------+ +| 0 | time_out | True | +| 1 | fell_over | False | +| 2 | course_exit | True | +| 3 | illegal_nonwheel_contact | False | ++-------+--------------------------+----------+ + +[INFO] contains 0 active terms. ++-----------------------+ +| Active Reward Terms | ++-------+------+--------+ +| Index | Name | Weight | ++-------+------+--------+ ++-------+------+--------+ + +[INFO] (inactive) +[INFO] (inactive) +[INFO] (inactive) +S10 video saved: logs/s10_terrain_v7_50k_20261101_225518/videos/iteration_048600.mp4 +RECOVERY reset 1 invalid environments; first IDs=[936] + +============================================================================== +Learning iteration 48650/50000 + Total steps: 199,270,400 + Steps per second: 13,862 + Iteration time: 0.295s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0874 + Mean episode length: 1333.1 + Actor loss: -9.5099 + Critic loss: +0.0038 + World model loss: +0.5452 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.2447 + Episode_Reward/track_angular_velocity: +50.3630 + Episode_Reward/upright: +25.5577 + Episode_Reward/leg_posture: -2.4958 + Episode_Reward/standstill: -6.1407 + Episode_Reward/action_rate_l2: -0.5663 + Episode_Reward/joint_torques_l2: -0.1406 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0260 + Episode_Reward/unnecessary_wheel_lift: -0.0852 + Episode_Reward/rolling_leg_motion: -0.5709 + Episode_Reward/obstacle_progress: +3.8588 + Episode_Reward/wheel_body_intrusion: -0.2628 + Episode_Reward/pair_body_intrusion: -0.2732 + Curriculum/terrain_level_mean: +4.3237 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0936 + Metrics/base_velocity/error_vel_yaw: 0.1350 + Episode_Termination/time_out: 0.4014 + Episode_Termination/fell_over: 0.0272 + Episode_Termination/course_exit: 0.5306 +Episode_Termination/illegal_nonwheel_contact: 0.0544 +============================================================================== + +============================================================================== +Learning iteration 48700/50000 + Total steps: 199,475,200 + Steps per second: 13,863 + Iteration time: 0.295s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0872 + Mean episode length: 1372.1 + Actor loss: -9.5293 + Critic loss: +0.0124 + World model loss: +0.5491 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.6796 + Episode_Reward/track_angular_velocity: +51.8179 + Episode_Reward/upright: +26.2895 + Episode_Reward/leg_posture: -2.5686 + Episode_Reward/standstill: -6.6186 + Episode_Reward/action_rate_l2: -0.5823 + Episode_Reward/joint_torques_l2: -0.1450 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0214 + Episode_Reward/unnecessary_wheel_lift: -0.0813 + Episode_Reward/rolling_leg_motion: -0.5982 + Episode_Reward/obstacle_progress: +4.0388 + Episode_Reward/wheel_body_intrusion: -0.2622 + Episode_Reward/pair_body_intrusion: -0.2858 + Curriculum/terrain_level_mean: +4.3245 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0932 + Metrics/base_velocity/error_vel_yaw: 0.1352 + Episode_Termination/time_out: 0.4599 + Episode_Termination/fell_over: 0.0292 + Episode_Termination/course_exit: 0.4818 +Episode_Termination/illegal_nonwheel_contact: 0.0438 +============================================================================== + +============================================================================== +Learning iteration 48750/50000 + Total steps: 199,680,000 + Steps per second: 13,865 + Iteration time: 0.295s + Collection time: 0.075s + Learning time: 0.185s + Mean reward: +0.0873 + Mean episode length: 1358.8 + Actor loss: -9.5445 + Critic loss: +0.0036 + World model loss: +0.5544 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.1063 + Episode_Reward/track_angular_velocity: +51.2686 + Episode_Reward/upright: +26.0420 + Episode_Reward/leg_posture: -2.5208 + Episode_Reward/standstill: -6.2660 + Episode_Reward/action_rate_l2: -0.5722 + Episode_Reward/joint_torques_l2: -0.1444 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0265 + Episode_Reward/unnecessary_wheel_lift: -0.0723 + Episode_Reward/rolling_leg_motion: -0.5559 + Episode_Reward/obstacle_progress: +3.9636 + Episode_Reward/wheel_body_intrusion: -0.2602 + Episode_Reward/pair_body_intrusion: -0.2948 + Curriculum/terrain_level_mean: +4.3235 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0939 + Metrics/base_velocity/error_vel_yaw: 0.1366 + Episode_Termination/time_out: 0.5000 + Episode_Termination/fell_over: 0.0164 + Episode_Termination/course_exit: 0.4180 +Episode_Termination/illegal_nonwheel_contact: 0.0656 +============================================================================== + +============================================================================== +Learning iteration 48800/50000 + Total steps: 199,884,800 + Steps per second: 13,867 + Iteration time: 0.295s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0870 + Mean episode length: 1348.1 + Actor loss: -9.5034 + Critic loss: +0.0077 + World model loss: +0.5298 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.7753 + Episode_Reward/track_angular_velocity: +50.8805 + Episode_Reward/upright: +25.8086 + Episode_Reward/leg_posture: -2.5442 + Episode_Reward/standstill: -6.5966 + Episode_Reward/action_rate_l2: -0.5681 + Episode_Reward/joint_torques_l2: -0.1437 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0290 + Episode_Reward/unnecessary_wheel_lift: -0.1144 + Episode_Reward/rolling_leg_motion: -0.5617 + Episode_Reward/obstacle_progress: +3.9282 + Episode_Reward/wheel_body_intrusion: -0.2684 + Episode_Reward/pair_body_intrusion: -0.2684 + Curriculum/terrain_level_mean: +4.3247 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0936 + Metrics/base_velocity/error_vel_yaw: 0.1362 + Episode_Termination/time_out: 0.4817 + Episode_Termination/fell_over: 0.0427 + Episode_Termination/course_exit: 0.4512 +Episode_Termination/illegal_nonwheel_contact: 0.0427 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1750] + +============================================================================== +Learning iteration 48850/50000 + Total steps: 200,089,600 + Steps per second: 13,868 + Iteration time: 0.295s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0869 + Mean episode length: 1340.8 + Actor loss: -9.5229 + Critic loss: +0.0077 + World model loss: +0.5502 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.4639 + Episode_Reward/track_angular_velocity: +50.6311 + Episode_Reward/upright: +25.6906 + Episode_Reward/leg_posture: -2.5351 + Episode_Reward/standstill: -6.5441 + Episode_Reward/action_rate_l2: -0.5529 + Episode_Reward/joint_torques_l2: -0.1430 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0157 + Episode_Reward/unnecessary_wheel_lift: -0.0860 + Episode_Reward/rolling_leg_motion: -0.5747 + Episode_Reward/obstacle_progress: +3.8030 + Episode_Reward/wheel_body_intrusion: -0.2793 + Episode_Reward/pair_body_intrusion: -0.2957 + Curriculum/terrain_level_mean: +4.3267 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0939 + Metrics/base_velocity/error_vel_yaw: 0.1350 + Episode_Termination/time_out: 0.4803 + Episode_Termination/fell_over: 0.0197 + Episode_Termination/course_exit: 0.4803 +Episode_Termination/illegal_nonwheel_contact: 0.0329 +============================================================================== + +============================================================================== +Learning iteration 48900/50000 + Total steps: 200,294,400 + Steps per second: 13,870 + Iteration time: 0.295s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0876 + Mean episode length: 1329.6 + Actor loss: -9.5464 + Critic loss: +0.0040 + World model loss: +0.5160 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.2345 + Episode_Reward/track_angular_velocity: +50.2661 + Episode_Reward/upright: +25.4965 + Episode_Reward/leg_posture: -2.5168 + Episode_Reward/standstill: -6.0054 + Episode_Reward/action_rate_l2: -0.5523 + Episode_Reward/joint_torques_l2: -0.1429 + Episode_Reward/dof_pos_limits: -0.0010 + Episode_Reward/terminated: -0.0312 + Episode_Reward/unnecessary_wheel_lift: -0.0741 + Episode_Reward/rolling_leg_motion: -0.5613 + Episode_Reward/obstacle_progress: +3.8612 + Episode_Reward/wheel_body_intrusion: -0.2836 + Episode_Reward/pair_body_intrusion: -0.2725 + Curriculum/terrain_level_mean: +4.3254 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0927 + Metrics/base_velocity/error_vel_yaw: 0.1335 + Episode_Termination/time_out: 0.4476 + Episode_Termination/fell_over: 0.0559 + Episode_Termination/course_exit: 0.4685 +Episode_Termination/illegal_nonwheel_contact: 0.0559 +============================================================================== + +============================================================================== +Learning iteration 48950/50000 + Total steps: 200,499,200 + Steps per second: 13,872 + Iteration time: 0.295s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0875 + Mean episode length: 1421.5 + Actor loss: -9.5699 + Critic loss: +0.0043 + World model loss: +0.5342 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.4493 + Episode_Reward/track_angular_velocity: +53.7212 + Episode_Reward/upright: +27.2718 + Episode_Reward/leg_posture: -2.6457 + Episode_Reward/standstill: -6.4853 + Episode_Reward/action_rate_l2: -0.5910 + Episode_Reward/joint_torques_l2: -0.1509 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0250 + Episode_Reward/unnecessary_wheel_lift: -0.0886 + Episode_Reward/rolling_leg_motion: -0.6065 + Episode_Reward/obstacle_progress: +4.0446 + Episode_Reward/wheel_body_intrusion: -0.2890 + Episode_Reward/pair_body_intrusion: -0.2807 + Curriculum/terrain_level_mean: +4.3254 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0932 + Metrics/base_velocity/error_vel_yaw: 0.1343 + Episode_Termination/time_out: 0.5190 + Episode_Termination/fell_over: 0.0253 + Episode_Termination/course_exit: 0.4241 +Episode_Termination/illegal_nonwheel_contact: 0.0380 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2389] + +============================================================================== +Learning iteration 49000/50000 + Total steps: 200,704,000 + Steps per second: 13,873 + Iteration time: 0.295s + Collection time: 0.076s + Learning time: 0.192s + Mean reward: +0.0877 + Mean episode length: 1351.5 + Actor loss: -9.5338 + Critic loss: +0.0040 + World model loss: +0.5691 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.0078 + Episode_Reward/track_angular_velocity: +51.1073 + Episode_Reward/upright: +25.9315 + Episode_Reward/leg_posture: -2.4811 + Episode_Reward/standstill: -5.8944 + Episode_Reward/action_rate_l2: -0.5546 + Episode_Reward/joint_torques_l2: -0.1428 + Episode_Reward/dof_pos_limits: -0.0010 + Episode_Reward/terminated: -0.0185 + Episode_Reward/unnecessary_wheel_lift: -0.0853 + Episode_Reward/rolling_leg_motion: -0.5978 + Episode_Reward/obstacle_progress: +3.7789 + Episode_Reward/wheel_body_intrusion: -0.2605 + Episode_Reward/pair_body_intrusion: -0.2891 + Curriculum/terrain_level_mean: +4.3267 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0927 + Metrics/base_velocity/error_vel_yaw: 0.1339 + Episode_Termination/time_out: 0.5060 + Episode_Termination/fell_over: 0.0417 + Episode_Termination/course_exit: 0.4524 +Episode_Termination/illegal_nonwheel_contact: 0.0060 +============================================================================== + +============================================================================== +Learning iteration 49050/50000 + Total steps: 200,908,800 + Steps per second: 13,875 + Iteration time: 0.295s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0877 + Mean episode length: 1329.9 + Actor loss: -9.5229 + Critic loss: +0.0054 + World model loss: +0.5478 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.2644 + Episode_Reward/track_angular_velocity: +50.2447 + Episode_Reward/upright: +25.4793 + Episode_Reward/leg_posture: -2.4812 + Episode_Reward/standstill: -5.6937 + Episode_Reward/action_rate_l2: -0.5476 + Episode_Reward/joint_torques_l2: -0.1410 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0234 + Episode_Reward/unnecessary_wheel_lift: -0.0964 + Episode_Reward/rolling_leg_motion: -0.5769 + Episode_Reward/obstacle_progress: +3.7343 + Episode_Reward/wheel_body_intrusion: -0.2750 + Episode_Reward/pair_body_intrusion: -0.2896 + Curriculum/terrain_level_mean: +4.3281 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0922 + Metrics/base_velocity/error_vel_yaw: 0.1344 + Episode_Termination/time_out: 0.4336 + Episode_Termination/fell_over: 0.0210 + Episode_Termination/course_exit: 0.5035 +Episode_Termination/illegal_nonwheel_contact: 0.0420 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1326] + +============================================================================== +Learning iteration 49100/50000 + Total steps: 201,113,600 + Steps per second: 13,876 + Iteration time: 0.295s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0877 + Mean episode length: 1259.0 + Actor loss: -9.5204 + Critic loss: +0.0058 + World model loss: +0.5785 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +44.6196 + Episode_Reward/track_angular_velocity: +47.5697 + Episode_Reward/upright: +24.1461 + Episode_Reward/leg_posture: -2.3457 + Episode_Reward/standstill: -5.4179 + Episode_Reward/action_rate_l2: -0.5228 + Episode_Reward/joint_torques_l2: -0.1335 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0246 + Episode_Reward/unnecessary_wheel_lift: -0.0703 + Episode_Reward/rolling_leg_motion: -0.5292 + Episode_Reward/obstacle_progress: +3.5579 + Episode_Reward/wheel_body_intrusion: -0.2333 + Episode_Reward/pair_body_intrusion: -0.2618 + Curriculum/terrain_level_mean: +4.3284 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0935 + Metrics/base_velocity/error_vel_yaw: 0.1345 + Episode_Termination/time_out: 0.3497 + Episode_Termination/fell_over: 0.0350 + Episode_Termination/course_exit: 0.5804 +Episode_Termination/illegal_nonwheel_contact: 0.0490 +============================================================================== + +============================================================================== +Learning iteration 49150/50000 + Total steps: 201,318,400 + Steps per second: 13,878 + Iteration time: 0.295s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0876 + Mean episode length: 1310.1 + Actor loss: -9.5244 + Critic loss: +0.0064 + World model loss: +0.5099 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.3792 + Episode_Reward/track_angular_velocity: +49.4754 + Episode_Reward/upright: +25.1065 + Episode_Reward/leg_posture: -2.4249 + Episode_Reward/standstill: -5.7092 + Episode_Reward/action_rate_l2: -0.5520 + Episode_Reward/joint_torques_l2: -0.1390 + Episode_Reward/dof_pos_limits: -0.0002 + Episode_Reward/terminated: -0.0230 + Episode_Reward/unnecessary_wheel_lift: -0.0809 + Episode_Reward/rolling_leg_motion: -0.5518 + Episode_Reward/obstacle_progress: +3.7313 + Episode_Reward/wheel_body_intrusion: -0.2382 + Episode_Reward/pair_body_intrusion: -0.2643 + Curriculum/terrain_level_mean: +4.3286 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0940 + Metrics/base_velocity/error_vel_yaw: 0.1352 + Episode_Termination/time_out: 0.4326 + Episode_Termination/fell_over: 0.0142 + Episode_Termination/course_exit: 0.5035 +Episode_Termination/illegal_nonwheel_contact: 0.0567 +============================================================================== + +============================================================================== +Learning iteration 49200/50000 + Total steps: 201,523,200 + Steps per second: 13,880 + Iteration time: 0.295s + Collection time: 0.075s + Learning time: 0.185s + Mean reward: +0.0872 + Mean episode length: 1382.2 + Actor loss: -9.5145 + Critic loss: +0.0111 + World model loss: +0.5686 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.9344 + Episode_Reward/track_angular_velocity: +52.1596 + Episode_Reward/upright: +26.4660 + Episode_Reward/leg_posture: -2.5641 + Episode_Reward/standstill: -6.3275 + Episode_Reward/action_rate_l2: -0.5843 + Episode_Reward/joint_torques_l2: -0.1481 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0135 + Episode_Reward/unnecessary_wheel_lift: -0.1006 + Episode_Reward/rolling_leg_motion: -0.5787 + Episode_Reward/obstacle_progress: +3.9507 + Episode_Reward/wheel_body_intrusion: -0.2820 + Episode_Reward/pair_body_intrusion: -0.3226 + Curriculum/terrain_level_mean: +4.3301 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0942 + Metrics/base_velocity/error_vel_yaw: 0.1361 + Episode_Termination/time_out: 0.4295 + Episode_Termination/fell_over: 0.0067 + Episode_Termination/course_exit: 0.5369 +Episode_Termination/illegal_nonwheel_contact: 0.0268 +============================================================================== + +============================================================================== +Learning iteration 49250/50000 + Total steps: 201,728,000 + Steps per second: 13,881 + Iteration time: 0.295s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0872 + Mean episode length: 1316.3 + Actor loss: -9.4948 + Critic loss: +0.0046 + World model loss: +0.5345 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.5452 + Episode_Reward/track_angular_velocity: +49.6297 + Episode_Reward/upright: +25.1910 + Episode_Reward/leg_posture: -2.4896 + Episode_Reward/standstill: -5.8877 + Episode_Reward/action_rate_l2: -0.5514 + Episode_Reward/joint_torques_l2: -0.1408 + Episode_Reward/dof_pos_limits: -0.0013 + Episode_Reward/terminated: -0.0386 + Episode_Reward/unnecessary_wheel_lift: -0.0965 + Episode_Reward/rolling_leg_motion: -0.5620 + Episode_Reward/obstacle_progress: +3.7446 + Episode_Reward/wheel_body_intrusion: -0.2623 + Episode_Reward/pair_body_intrusion: -0.2568 + Curriculum/terrain_level_mean: +4.3296 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0945 + Metrics/base_velocity/error_vel_yaw: 0.1371 + Episode_Termination/time_out: 0.4444 + Episode_Termination/fell_over: 0.0117 + Episode_Termination/course_exit: 0.4678 +Episode_Termination/illegal_nonwheel_contact: 0.0819 +============================================================================== + +============================================================================== +Learning iteration 49300/50000 + Total steps: 201,932,800 + Steps per second: 13,883 + Iteration time: 0.295s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0873 + Mean episode length: 1337.6 + Actor loss: -9.5161 + Critic loss: +0.0053 + World model loss: +0.5746 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.3823 + Episode_Reward/track_angular_velocity: +50.4490 + Episode_Reward/upright: +25.6411 + Episode_Reward/leg_posture: -2.5146 + Episode_Reward/standstill: -6.0161 + Episode_Reward/action_rate_l2: -0.5596 + Episode_Reward/joint_torques_l2: -0.1420 + Episode_Reward/dof_pos_limits: -0.0004 + Episode_Reward/terminated: -0.0209 + Episode_Reward/unnecessary_wheel_lift: -0.0969 + Episode_Reward/rolling_leg_motion: -0.5741 + Episode_Reward/obstacle_progress: +3.7802 + Episode_Reward/wheel_body_intrusion: -0.2538 + Episode_Reward/pair_body_intrusion: -0.2927 + Curriculum/terrain_level_mean: +4.3308 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0939 + Metrics/base_velocity/error_vel_yaw: 0.1367 + Episode_Termination/time_out: 0.4625 + Episode_Termination/fell_over: 0.0312 + Episode_Termination/course_exit: 0.4875 +Episode_Termination/illegal_nonwheel_contact: 0.0250 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1098] + +============================================================================== +Learning iteration 49350/50000 + Total steps: 202,137,600 + Steps per second: 13,885 + Iteration time: 0.295s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0873 + Mean episode length: 1342.3 + Actor loss: -9.5245 + Critic loss: +0.0087 + World model loss: +0.5296 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.5814 + Episode_Reward/track_angular_velocity: +50.5739 + Episode_Reward/upright: +25.7450 + Episode_Reward/leg_posture: -2.5264 + Episode_Reward/standstill: -6.0654 + Episode_Reward/action_rate_l2: -0.5660 + Episode_Reward/joint_torques_l2: -0.1435 + Episode_Reward/dof_pos_limits: -0.0002 + Episode_Reward/terminated: -0.0157 + Episode_Reward/unnecessary_wheel_lift: -0.0772 + Episode_Reward/rolling_leg_motion: -0.5757 + Episode_Reward/obstacle_progress: +3.8152 + Episode_Reward/wheel_body_intrusion: -0.2631 + Episode_Reward/pair_body_intrusion: -0.2711 + Curriculum/terrain_level_mean: +4.3308 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0934 + Metrics/base_velocity/error_vel_yaw: 0.1381 + Episode_Termination/time_out: 0.4823 + Episode_Termination/fell_over: 0.0142 + Episode_Termination/course_exit: 0.4752 +Episode_Termination/illegal_nonwheel_contact: 0.0284 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[778] + +============================================================================== +Learning iteration 49400/50000 + Total steps: 202,342,400 + Steps per second: 13,886 + Iteration time: 0.295s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0872 + Mean episode length: 1382.1 + Actor loss: -9.5452 + Critic loss: +0.0057 + World model loss: +0.5156 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.9784 + Episode_Reward/track_angular_velocity: +52.0518 + Episode_Reward/upright: +26.4826 + Episode_Reward/leg_posture: -2.6122 + Episode_Reward/standstill: -6.3842 + Episode_Reward/action_rate_l2: -0.5893 + Episode_Reward/joint_torques_l2: -0.1475 + Episode_Reward/dof_pos_limits: -0.0003 + Episode_Reward/terminated: -0.0162 + Episode_Reward/unnecessary_wheel_lift: -0.0941 + Episode_Reward/rolling_leg_motion: -0.5844 + Episode_Reward/obstacle_progress: +3.9430 + Episode_Reward/wheel_body_intrusion: -0.2663 + Episode_Reward/pair_body_intrusion: -0.2996 + Curriculum/terrain_level_mean: +4.3323 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0938 + Metrics/base_velocity/error_vel_yaw: 0.1387 + Episode_Termination/time_out: 0.4843 + Episode_Termination/fell_over: 0.0189 + Episode_Termination/course_exit: 0.4780 +Episode_Termination/illegal_nonwheel_contact: 0.0314 +============================================================================== + +============================================================================== +Learning iteration 49450/50000 + Total steps: 202,547,200 + Steps per second: 13,888 + Iteration time: 0.295s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0873 + Mean episode length: 1395.2 + Actor loss: -9.5119 + Critic loss: +0.0052 + World model loss: +0.5660 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.5187 + Episode_Reward/track_angular_velocity: +52.6016 + Episode_Reward/upright: +26.7404 + Episode_Reward/leg_posture: -2.6243 + Episode_Reward/standstill: -6.4191 + Episode_Reward/action_rate_l2: -0.5877 + Episode_Reward/joint_torques_l2: -0.1490 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0436 + Episode_Reward/unnecessary_wheel_lift: -0.1126 + Episode_Reward/rolling_leg_motion: -0.5980 + Episode_Reward/obstacle_progress: +3.9916 + Episode_Reward/wheel_body_intrusion: -0.2582 + Episode_Reward/pair_body_intrusion: -0.2864 + Curriculum/terrain_level_mean: +4.3306 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0931 + Metrics/base_velocity/error_vel_yaw: 0.1374 + Episode_Termination/time_out: 0.4915 + Episode_Termination/fell_over: 0.0395 + Episode_Termination/course_exit: 0.4181 +Episode_Termination/illegal_nonwheel_contact: 0.0791 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2374] + +============================================================================== +Learning iteration 49500/50000 + Total steps: 202,752,000 + Steps per second: 13,889 + Iteration time: 0.295s + Collection time: 0.076s + Learning time: 0.184s + Mean reward: +0.0875 + Mean episode length: 1313.4 + Actor loss: -9.5232 + Critic loss: +0.0064 + World model loss: +0.5403 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.6585 + Episode_Reward/track_angular_velocity: +49.5539 + Episode_Reward/upright: +25.1485 + Episode_Reward/leg_posture: -2.5033 + Episode_Reward/standstill: -5.9629 + Episode_Reward/action_rate_l2: -0.5381 + Episode_Reward/joint_torques_l2: -0.1405 + Episode_Reward/dof_pos_limits: -0.0003 + Episode_Reward/terminated: -0.0231 + Episode_Reward/unnecessary_wheel_lift: -0.0761 + Episode_Reward/rolling_leg_motion: -0.5468 + Episode_Reward/obstacle_progress: +3.8202 + Episode_Reward/wheel_body_intrusion: -0.2622 + Episode_Reward/pair_body_intrusion: -0.2495 + Curriculum/terrain_level_mean: +4.3308 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0927 + Metrics/base_velocity/error_vel_yaw: 0.1361 + Episode_Termination/time_out: 0.4254 + Episode_Termination/fell_over: 0.0299 + Episode_Termination/course_exit: 0.5075 +Episode_Termination/illegal_nonwheel_contact: 0.0373 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[728] + +============================================================================== +Learning iteration 49550/50000 + Total steps: 202,956,800 + Steps per second: 13,891 + Iteration time: 0.295s + Collection time: 0.076s + Learning time: 0.191s + Mean reward: +0.0876 + Mean episode length: 1378.4 + Actor loss: -9.5423 + Critic loss: +0.0034 + World model loss: +0.5562 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.0020 + Episode_Reward/track_angular_velocity: +51.9914 + Episode_Reward/upright: +26.3911 + Episode_Reward/leg_posture: -2.6157 + Episode_Reward/standstill: -6.0549 + Episode_Reward/action_rate_l2: -0.5707 + Episode_Reward/joint_torques_l2: -0.1473 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0108 + Episode_Reward/unnecessary_wheel_lift: -0.0806 + Episode_Reward/rolling_leg_motion: -0.5767 + Episode_Reward/obstacle_progress: +4.0373 + Episode_Reward/wheel_body_intrusion: -0.2759 + Episode_Reward/pair_body_intrusion: -0.2926 + Curriculum/terrain_level_mean: +4.3328 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0923 + Metrics/base_velocity/error_vel_yaw: 0.1366 + Episode_Termination/time_out: 0.4965 + Episode_Termination/fell_over: 0.0142 + Episode_Termination/course_exit: 0.4752 +Episode_Termination/illegal_nonwheel_contact: 0.0142 +============================================================================== + +============================================================================== +Learning iteration 49600/50000 + Total steps: 203,161,600 + Steps per second: 13,892 + Iteration time: 0.295s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0872 + Mean episode length: 1412.9 + Actor loss: -9.5217 + Critic loss: +0.0051 + World model loss: +0.5353 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +50.0561 + Episode_Reward/track_angular_velocity: +53.2818 + Episode_Reward/upright: +27.0450 + Episode_Reward/leg_posture: -2.6855 + Episode_Reward/standstill: -6.5461 + Episode_Reward/action_rate_l2: -0.5911 + Episode_Reward/joint_torques_l2: -0.1504 + Episode_Reward/dof_pos_limits: -0.0008 + Episode_Reward/terminated: -0.0221 + Episode_Reward/unnecessary_wheel_lift: -0.1011 + Episode_Reward/rolling_leg_motion: -0.6021 + Episode_Reward/obstacle_progress: +4.0691 + Episode_Reward/wheel_body_intrusion: -0.2761 + Episode_Reward/pair_body_intrusion: -0.2761 + Curriculum/terrain_level_mean: +4.3318 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0940 + Metrics/base_velocity/error_vel_yaw: 0.1368 + Episode_Termination/time_out: 0.5306 + Episode_Termination/fell_over: 0.0272 + Episode_Termination/course_exit: 0.4150 +Episode_Termination/illegal_nonwheel_contact: 0.0408 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[2481] + +============================================================================== +Learning iteration 49650/50000 + Total steps: 203,366,400 + Steps per second: 13,894 + Iteration time: 0.295s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0876 + Mean episode length: 1390.0 + Actor loss: -9.5259 + Critic loss: +0.0041 + World model loss: +0.5294 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.3738 + Episode_Reward/track_angular_velocity: +52.4707 + Episode_Reward/upright: +26.5971 + Episode_Reward/leg_posture: -2.6349 + Episode_Reward/standstill: -6.0148 + Episode_Reward/action_rate_l2: -0.5794 + Episode_Reward/joint_torques_l2: -0.1466 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0163 + Episode_Reward/unnecessary_wheel_lift: -0.0884 + Episode_Reward/rolling_leg_motion: -0.6004 + Episode_Reward/obstacle_progress: +3.9130 + Episode_Reward/wheel_body_intrusion: -0.2547 + Episode_Reward/pair_body_intrusion: -0.2774 + Curriculum/terrain_level_mean: +4.3340 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0924 + Metrics/base_velocity/error_vel_yaw: 0.1353 + Episode_Termination/time_out: 0.4932 + Episode_Termination/fell_over: 0.0137 + Episode_Termination/course_exit: 0.4658 +Episode_Termination/illegal_nonwheel_contact: 0.0274 +============================================================================== + +============================================================================== +Learning iteration 49700/50000 + Total steps: 203,571,200 + Steps per second: 13,896 + Iteration time: 0.295s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0875 + Mean episode length: 1369.7 + Actor loss: -9.5104 + Critic loss: +0.0049 + World model loss: +0.5192 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.5052 + Episode_Reward/track_angular_velocity: +51.6662 + Episode_Reward/upright: +26.2149 + Episode_Reward/leg_posture: -2.5563 + Episode_Reward/standstill: -5.8055 + Episode_Reward/action_rate_l2: -0.5833 + Episode_Reward/joint_torques_l2: -0.1440 + Episode_Reward/dof_pos_limits: -0.0006 + Episode_Reward/terminated: -0.0134 + Episode_Reward/unnecessary_wheel_lift: -0.0805 + Episode_Reward/rolling_leg_motion: -0.5914 + Episode_Reward/obstacle_progress: +3.7786 + Episode_Reward/wheel_body_intrusion: -0.2524 + Episode_Reward/pair_body_intrusion: -0.2961 + Curriculum/terrain_level_mean: +4.3342 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0934 + Metrics/base_velocity/error_vel_yaw: 0.1364 + Episode_Termination/time_out: 0.4909 + Episode_Termination/fell_over: 0.0061 + Episode_Termination/course_exit: 0.4788 +Episode_Termination/illegal_nonwheel_contact: 0.0303 +============================================================================== +RECOVERY reset 1 invalid environments; first IDs=[1124] + +============================================================================== +Learning iteration 49750/50000 + Total steps: 203,776,000 + Steps per second: 13,897 + Iteration time: 0.295s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0875 + Mean episode length: 1336.2 + Actor loss: -9.5371 + Critic loss: +0.0034 + World model loss: +0.5289 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.3793 + Episode_Reward/track_angular_velocity: +50.3746 + Episode_Reward/upright: +25.5695 + Episode_Reward/leg_posture: -2.4333 + Episode_Reward/standstill: -5.8427 + Episode_Reward/action_rate_l2: -0.5730 + Episode_Reward/joint_torques_l2: -0.1408 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0130 + Episode_Reward/unnecessary_wheel_lift: -0.0742 + Episode_Reward/rolling_leg_motion: -0.5686 + Episode_Reward/obstacle_progress: +3.7213 + Episode_Reward/wheel_body_intrusion: -0.2427 + Episode_Reward/pair_body_intrusion: -0.2919 + Curriculum/terrain_level_mean: +4.3350 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0933 + Metrics/base_velocity/error_vel_yaw: 0.1371 + Episode_Termination/time_out: 0.4336 + Episode_Termination/fell_over: 0.0140 + Episode_Termination/course_exit: 0.5315 +Episode_Termination/illegal_nonwheel_contact: 0.0280 +============================================================================== +Warning: EPA horizon = 24 isn't large enough. + +============================================================================== +Learning iteration 49800/50000 + Total steps: 203,980,800 + Steps per second: 13,899 + Iteration time: 0.295s + Collection time: 0.076s + Learning time: 0.186s + Mean reward: +0.0875 + Mean episode length: 1327.6 + Actor loss: -9.5153 + Critic loss: +0.0048 + World model loss: +0.5556 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +47.0527 + Episode_Reward/track_angular_velocity: +50.0746 + Episode_Reward/upright: +25.4238 + Episode_Reward/leg_posture: -2.4554 + Episode_Reward/standstill: -5.7895 + Episode_Reward/action_rate_l2: -0.5638 + Episode_Reward/joint_torques_l2: -0.1405 + Episode_Reward/dof_pos_limits: -0.0003 + Episode_Reward/terminated: -0.0182 + Episode_Reward/unnecessary_wheel_lift: -0.0905 + Episode_Reward/rolling_leg_motion: -0.5694 + Episode_Reward/obstacle_progress: +3.7918 + Episode_Reward/wheel_body_intrusion: -0.2539 + Episode_Reward/pair_body_intrusion: -0.2626 + Curriculum/terrain_level_mean: +4.3354 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0935 + Metrics/base_velocity/error_vel_yaw: 0.1365 + Episode_Termination/time_out: 0.4072 + Episode_Termination/fell_over: 0.0120 + Episode_Termination/course_exit: 0.5509 +Episode_Termination/illegal_nonwheel_contact: 0.0299 +============================================================================== + +============================================================================== +Learning iteration 49850/50000 + Total steps: 204,185,600 + Steps per second: 13,900 + Iteration time: 0.295s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0877 + Mean episode length: 1387.1 + Actor loss: -9.5308 + Critic loss: +0.0054 + World model loss: +0.5315 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +49.0901 + Episode_Reward/track_angular_velocity: +52.3634 + Episode_Reward/upright: +26.5631 + Episode_Reward/leg_posture: -2.5742 + Episode_Reward/standstill: -5.7516 + Episode_Reward/action_rate_l2: -0.5887 + Episode_Reward/joint_torques_l2: -0.1474 + Episode_Reward/dof_pos_limits: -0.0005 + Episode_Reward/terminated: -0.0217 + Episode_Reward/unnecessary_wheel_lift: -0.0799 + Episode_Reward/rolling_leg_motion: -0.5826 + Episode_Reward/obstacle_progress: +3.9813 + Episode_Reward/wheel_body_intrusion: -0.2555 + Episode_Reward/pair_body_intrusion: -0.3064 + Curriculum/terrain_level_mean: +4.3352 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0941 + Metrics/base_velocity/error_vel_yaw: 0.1355 + Episode_Termination/time_out: 0.5034 + Episode_Termination/fell_over: 0.0207 + Episode_Termination/course_exit: 0.4414 +Episode_Termination/illegal_nonwheel_contact: 0.0414 +============================================================================== + +============================================================================== +Learning iteration 49900/50000 + Total steps: 204,390,400 + Steps per second: 13,902 + Iteration time: 0.295s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0875 + Mean episode length: 1315.7 + Actor loss: -9.5048 + Critic loss: +0.0076 + World model loss: +0.5671 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.5110 + Episode_Reward/track_angular_velocity: +49.6558 + Episode_Reward/upright: +25.1652 + Episode_Reward/leg_posture: -2.4655 + Episode_Reward/standstill: -5.6186 + Episode_Reward/action_rate_l2: -0.5551 + Episode_Reward/joint_torques_l2: -0.1406 + Episode_Reward/dof_pos_limits: -0.0011 + Episode_Reward/terminated: -0.0206 + Episode_Reward/unnecessary_wheel_lift: -0.0782 + Episode_Reward/rolling_leg_motion: -0.5597 + Episode_Reward/obstacle_progress: +3.8066 + Episode_Reward/wheel_body_intrusion: -0.2579 + Episode_Reward/pair_body_intrusion: -0.2917 + Curriculum/terrain_level_mean: +4.3352 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0944 + Metrics/base_velocity/error_vel_yaw: 0.1359 + Episode_Termination/time_out: 0.4015 + Episode_Termination/fell_over: 0.0365 + Episode_Termination/course_exit: 0.5401 +Episode_Termination/illegal_nonwheel_contact: 0.0365 +============================================================================== + +============================================================================== +Learning iteration 49950/50000 + Total steps: 204,595,200 + Steps per second: 13,904 + Iteration time: 0.295s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0878 + Mean episode length: 1378.0 + Actor loss: -9.5147 + Critic loss: +0.0050 + World model loss: +0.5321 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +48.8101 + Episode_Reward/track_angular_velocity: +52.0469 + Episode_Reward/upright: +26.3670 + Episode_Reward/leg_posture: -2.5521 + Episode_Reward/standstill: -5.7972 + Episode_Reward/action_rate_l2: -0.5890 + Episode_Reward/joint_torques_l2: -0.1461 + Episode_Reward/dof_pos_limits: -0.0009 + Episode_Reward/terminated: -0.0188 + Episode_Reward/unnecessary_wheel_lift: -0.0759 + Episode_Reward/rolling_leg_motion: -0.5804 + Episode_Reward/obstacle_progress: +4.0427 + Episode_Reward/wheel_body_intrusion: -0.2530 + Episode_Reward/pair_body_intrusion: -0.2815 + Curriculum/terrain_level_mean: +4.3364 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0938 + Metrics/base_velocity/error_vel_yaw: 0.1350 + Episode_Termination/time_out: 0.4937 + Episode_Termination/fell_over: 0.0190 + Episode_Termination/course_exit: 0.4620 +Episode_Termination/illegal_nonwheel_contact: 0.0253 +============================================================================== + +============================================================================== +Learning iteration 50000/50000 + Total steps: 204,800,000 + Steps per second: 13,905 + Iteration time: 0.295s + Collection time: 0.076s + Learning time: 0.185s + Mean reward: +0.0877 + Mean episode length: 1311.9 + Actor loss: -9.5213 + Critic loss: +0.0061 + World model loss: +0.5613 + Mean action noise: 0.150 + Skipped updates: 0 +------------------------------------------------------------------------------ + Episode_Reward/track_linear_velocity: +46.4991 + Episode_Reward/track_angular_velocity: +49.4780 + Episode_Reward/upright: +25.0778 + Episode_Reward/leg_posture: -2.4390 + Episode_Reward/standstill: -5.5298 + Episode_Reward/action_rate_l2: -0.5605 + Episode_Reward/joint_torques_l2: -0.1406 + Episode_Reward/dof_pos_limits: -0.0007 + Episode_Reward/terminated: -0.0307 + Episode_Reward/unnecessary_wheel_lift: -0.0838 + Episode_Reward/rolling_leg_motion: -0.5458 + Episode_Reward/obstacle_progress: +3.8305 + Episode_Reward/wheel_body_intrusion: -0.2444 + Episode_Reward/pair_body_intrusion: -0.2655 + Curriculum/terrain_level_mean: +4.3359 + Command/command_stage: 1 + Command/command_ranges: [[-0.5000, +1.0000], [-0.4000, +0.4000], [-0.7000, +0.7000]] + Metrics/base_velocity/error_vel_xy: 0.0937 + Metrics/base_velocity/error_vel_yaw: 0.1364 + Episode_Termination/time_out: 0.4557 + Episode_Termination/fell_over: 0.0380 + Episode_Termination/course_exit: 0.4684 +Episode_Termination/illegal_nonwheel_contact: 0.0633 +============================================================================== + ++---------------------------------+ +| Base Environment | ++------------------------+--------+ +| Property | Value | ++------------------------+--------+ +| Number of environments | 1 | +| Environment device | cuda:0 | +| Environment seed | None | +| Physics step-size | 0.005 | +| Environment step-size | 0.02 | ++------------------------+--------+ + +[INFO] contains 1 active terms. ++-------------------------------------+ +| Active Event Terms in Mode: 'reset' | ++--------+----------------------------+ +| Index | Name | ++--------+----------------------------+ +| 0 | reset_base | +| 1 | reset_robot_joints | ++--------+----------------------------+ + +[INFO] contains 1 active terms. ++--------------------------------------+ +| Active Command Terms | ++-------+-------+----------------------+ +| Index | Name | Type | ++-------+-------+----------------------+ +| 0 | twist | MixedVelocityCommand | ++-------+-------+----------------------+ + +[INFO] contains 2 active terms. ++---------------------------------+ +| Active Action Terms (shape: 16) | ++-------+-----------+-------------+ +| Index | Name | Dimension | ++-------+-----------+-------------+ +| 0 | joint_pos | 12 | +| 1 | wheel_vel | 4 | ++-------+-----------+-------------+ + +[INFO] contains 1 groups. ++------------------------------------------------------------+ +| Active Observation Terms in Group: 'actor' (shape: (265,)) | ++--------+-------------------------+-------------------------+ +| Index | Name | Shape | ++--------+-------------------------+-------------------------+ +| 0 | base_ang_vel | (15,) ← 5×(3,) | +| 1 | projected_gravity | (15,) ← 5×(3,) | +| 2 | joint_pos | (60,) ← 5×(12,) | +| 3 | joint_vel | (60,) ← 5×(12,) | +| 4 | wheel_vel | (20,) ← 5×(4,) | +| 5 | actions | (80,) ← 5×(16,) | +| 6 | command | (15,) ← 5×(3,) | ++--------+-------------------------+-------------------------+ + +[INFO] contains 4 active terms. ++---------------------------------------------+ +| Active Termination Terms | ++-------+--------------------------+----------+ +| Index | Name | Time Out | ++-------+--------------------------+----------+ +| 0 | time_out | True | +| 1 | fell_over | False | +| 2 | course_exit | True | +| 3 | illegal_nonwheel_contact | False | ++-------+--------------------------+----------+ + +[INFO] contains 0 active terms. ++-----------------------+ +| Active Reward Terms | ++-------+------+--------+ +| Index | Name | Weight | ++-------+------+--------+ ++-------+------+--------+ + +[INFO] (inactive) +[INFO] (inactive) +[INFO] (inactive) +S10 video saved: logs/s10_terrain_v7_50k_20261101_225518/videos/iteration_050000.mp4 +S10 training complete: logs/s10_terrain_v7_50k_20261101_225518 diff --git a/pyproject.toml b/pyproject.toml new file mode 100644 index 0000000..cf70776 --- /dev/null +++ b/pyproject.toml @@ -0,0 +1,34 @@ +[build-system] +requires = ["setuptools>=68", "wheel"] +build-backend = "setuptools.build_meta" + +[project] +name = "s10-supermimic" +version = "0.1.0" +description = "Blind wheel-legged locomotion for Deep Robotics S10 with a learned world model" +readme = "README.md" +requires-python = ">=3.10,<3.14" +dependencies = [ + "mjlab==1.6.0", + "torch>=2.7.0", + "numpy", +] + +[tool.setuptools] +include-package-data = true +packages = [ + "s10_supermimic", + "s10_supermimic.core", + "s10_supermimic.env", + "s10_supermimic.tasks", + "s10_supermimic.robot", +] + +[tool.setuptools.package-data] +s10_supermimic = [ + "core/gui.html", + "robot/LICENSE_s10", + "robot/model/*.xml", + "robot/model/*.md", + "robot/model/meshes/*.STL", +] diff --git a/requirements.txt b/requirements.txt new file mode 100644 index 0000000..7bedd35 --- /dev/null +++ b/requirements.txt @@ -0,0 +1,12 @@ +# Core runtime +torch>=2.7.0 +mjlab==1.6.0 +mujoco~=3.11.0 +mujoco-warp~=3.11.0 +warp-lang>=1.14.0 +numpy + +# Video recording and ONNX export +mediapy>=1.2.7 +onnx +onnxruntime diff --git a/s10_supermimic/__init__.py b/s10_supermimic/__init__.py new file mode 100644 index 0000000..044b127 --- /dev/null +++ b/s10_supermimic/__init__.py @@ -0,0 +1 @@ +"""S10 wheel-legged locomotion with model-based RL in mjlab.""" diff --git a/s10_supermimic/core/__init__.py b/s10_supermimic/core/__init__.py new file mode 100644 index 0000000..eec67e5 --- /dev/null +++ b/s10_supermimic/core/__init__.py @@ -0,0 +1 @@ +"""S10 policies, world models, replay, imagined rollouts and control UI.""" diff --git a/s10_supermimic/core/bridge.py b/s10_supermimic/core/bridge.py new file mode 100644 index 0000000..25f44d1 --- /dev/null +++ b/s10_supermimic/core/bridge.py @@ -0,0 +1,88 @@ +"""Explicit name-based mapping between mjlab and canonical S10 model tensors.""" + +import torch + +from s10_supermimic.robot.config import ( + LEG_JOINT_NAMES, WHEEL_BODY_NAMES, WHEEL_GEOM_NAMES, WHEEL_JOINT_NAMES, +) +from .world_model import STATE_DIM, ACTION_DIM + + +class S10Bridge: + def __init__(self, env): + self.env = env + self.robot = env.scene["robot"] + self.legs, _ = self.robot.find_joints(LEG_JOINT_NAMES, preserve_order=True) + self.wheels, _ = self.robot.find_joints(WHEEL_JOINT_NAMES, preserve_order=True) + if len(self.legs) != 12 or len(self.wheels) != 4: + raise ValueError("S10 requires 12 leg joints and 4 wheel joints") + pos = env.action_manager.get_term("joint_pos") + vel = env.action_manager.get_term("wheel_vel") + if list(env.cfg.actions) != ["joint_pos", "wheel_vel"]: + raise ValueError("Expected joint_pos then wheel_vel action terms") + names = list(pos.target_names) + list(vel.target_names) + canonical = LEG_JOINT_NAMES + WHEEL_JOINT_NAMES + if len(names) != ACTION_DIM or set(names) != set(canonical): + raise ValueError("Unexpected S10 action targets") + self.to_canonical = [names.index(n) for n in canonical] + self.to_env = [canonical.index(n) for n in names] + geoms, _ = self.robot.find_geoms(WHEEL_GEOM_NAMES, preserve_order=True) + self.geoms = self.robot.indexing.geom_ids[geoms] + body, _ = self.robot.find_bodies("base_link") + self.base = self.robot.indexing.body_ids[body[0]] + # XML reference, not an already-randomized simulator value after reset. + from s10_supermimic.robot.config import get_spec + self.nominal_com = torch.as_tensor(get_spec().body("base_link").ipos.copy(), + device=env.device, dtype=torch.float32) + + def canonical_action(self, action): + return action[:, self.to_canonical] + + def env_action(self, action): + return action[:, self.to_env] + + def state(self): + d = self.robot.data + s = torch.cat((d.root_link_pos_w[:, 2:3], d.projected_gravity_b, + d.root_link_lin_vel_b, d.root_link_ang_vel_b, + (d.joint_pos - d.default_joint_pos)[:, self.legs], + d.joint_vel[:, self.legs], d.joint_vel[:, self.wheels]), -1) + assert s.shape[-1] == STATE_DIM + return s + + def pose(self): + d = self.robot.data + return torch.cat((d.root_link_pos_w[:, :2], d.heading_w[:, None]), -1) + + def context(self): + model = self.env.sim.model + friction = model.geom_friction + com = model.body_ipos + mu = friction[:, self.geoms, 0] if friction.ndim == 3 else friction[self.geoms, 0].expand(self.env.num_envs, -1) + offset = com[:, self.base] if com.ndim == 3 else com[self.base].expand(self.env.num_envs, -1) + return torch.cat((mu, offset - self.nominal_com), -1) + + def contacts(self): + """Endpoint targets: contact flags4, net wheel forces12 in base frame (N). + + Explicit names prevent silent FL/FR swaps in sensor expansion order. + Terminal/reset endpoints are excluded by replay validity in the learner. + """ + from mjlab.utils.lab_api.math import quat_apply_inverse + sensor = self.env.scene["wheel_ground_contact"] + names = [name.split('/')[-1] for name in sensor.primary_names] + order = [names.index(name) for name in WHEEL_BODY_NAMES] + found = (sensor.data.found[:,order] > 0).float().reshape(-1,4) + force = sensor.data.force[:,order].reshape(-1,4,3) + quat = self.robot.data.root_link_quat_w[:,None,:].expand(-1,4,-1) + force = quat_apply_inverse(quat.reshape(-1,4),force.reshape(-1,3)).reshape(-1,12) + return torch.cat((found,force),-1) + + +def pose_delta(before, after): + dxy = after[:, :2] - before[:, :2] + c, s = before[:, 2].cos(), before[:, 2].sin() + yaw = after[:, 2] - before[:, 2] + return torch.stack((c * dxy[:, 0] + s * dxy[:, 1], + -s * dxy[:, 0] + c * dxy[:, 1], + torch.atan2(yaw.sin(), yaw.cos())), -1) diff --git a/s10_supermimic/core/collision.py b/s10_supermimic/core/collision.py new file mode 100644 index 0000000..861d230 --- /dev/null +++ b/s10_supermimic/core/collision.py @@ -0,0 +1,24 @@ +"""Non-wheel collision termination and pre-reset labels for imagined survival.""" +import torch + + +def illegal_nonwheel_contact(env, force_threshold=10.): + data = env.scene['nonwheel_ground_contact'].data + force = data.force_history if data.force_history is not None else data.force + finite = torch.isfinite(force).flatten(1).all(-1) + magnitude = torch.nan_to_num(force, nan=0., posinf=0., neginf=0.).norm(dim=-1) + peak = magnitude.flatten(1).amax(-1) + hit = (peak > force_threshold) & finite + # Scene/termination buffers are cleared by automatic reset. These copies + # survive it, so the learner retains the transition that caused termination. + env._nonwheel_hit = hit.detach().clone() + env._nonwheel_label_valid = finite.detach().clone() + env._nonwheel_peak = peak.detach().clone() + return hit + + +def collision_events(batch): + valid = batch['valid'].squeeze(-1).bool() + prefix = torch.cat((torch.ones_like(valid[:,:1]), valid.cumprod(1).bool()[:,:-1]),1) + return ((batch['collision'].squeeze(-1) > .5) + & batch['collision_valid'].squeeze(-1).bool() & prefix).any(-1) diff --git a/s10_supermimic/core/command_curriculum.py b/s10_supermimic/core/command_curriculum.py new file mode 100644 index 0000000..e836073 --- /dev/null +++ b/s10_supermimic/core/command_curriculum.py @@ -0,0 +1,32 @@ +"""Velocity range presets. V4 is time-based; v5/v6/v7 are stair-gated. + +S10 v7 uses ``V7_STAGES`` as the 1.5/0.8/1.2 cap, but stage advancement comes +from ``stair_curriculum.next_stage`` (actual up-stair pass rate). Only v4 +advances by iteration count alone. +""" +STAGES = ( + (0, (-.3,.8), (-.2,.2), (-.8,.8)), + (1000, (-.5,1.), (-.4,.4), (-1.,1.)), + (2500, (-.8,1.5), (-.6,.6), (-1.5,1.5)), + (5000, (-1.5,1.8), (-.8,.8), (-2.,2.)), + (7500, (-2.,2.), (-1.,1.), (-3.,3.)), +) +V7_STAGES = ( + (0, (-.3,.8), (-.2,.2), (-.5,.5)), + (1000, (-.5,1.), (-.4,.4), (-.7,.7)), + (2500, (-.8,1.2), (-.6,.6), (-.9,.9)), + (5000, (-1.2,1.4), (-.7,.7), (-1.1,1.1)), + (7500, (-1.5,1.5), (-.8,.8), (-1.2,1.2)), +) + + +def stages_for(revision): + return V7_STAGES if revision >= 7 else STAGES + + +def set_command_stage(cfg, iteration, stage=None, stages=STAGES): + index = stage if stage is not None else max( + i for i, item in enumerate(stages) if max(0, iteration) >= item[0]) + _, x, y, yaw = stages[index] + cfg.ranges.lin_vel_x, cfg.ranges.lin_vel_y, cfg.ranges.ang_vel_z = x, y, yaw + return index diff --git a/s10_supermimic/core/gui.html b/s10_supermimic/core/gui.html new file mode 100644 index 0000000..31076f0 --- /dev/null +++ b/s10_supermimic/core/gui.html @@ -0,0 +1,114 @@ + + + + +S10 · 运行控制 + + + +

S10 / 运行控制

正在加载策略…
连接中
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S10 实时仿真画面
单环境 · CPU · 实时画面
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地形与视角

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在画面上按住左键拖动旋转,滚轮缩放,双击恢复视角。镜头始终跟随机器人。切换地形会重置机器人。
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键盘控制 · 速度大小

↑↓ 前进/后退 · ←→ 横移 · Q/E 转向
按住移动,松开停止;滑条只调速度大小。
当前指令:0 / 0 / 0
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实际速度

vx—
vy—
yaw rate—
WM 预测误差—
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黄→橙→红渐变残影是世界模型从当前状态想象的未来 32 步(默认每 4 步画一个);WM 预测误差会随仿真推进与真实状态对齐后更新。切换标签页或关闭页面会归零。连接中断超过 2 秒也会归零。暂停会清空指令。
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+
+ + diff --git a/s10_supermimic/core/gui.py b/s10_supermimic/core/gui.py new file mode 100644 index 0000000..135f103 --- /dev/null +++ b/s10_supermimic/core/gui.py @@ -0,0 +1,171 @@ +"""Local browser controls. Latest-frame storage only; simulation owns MuJoCo.""" +import errno +import json +import math +from pathlib import Path +import threading +import time +from http.server import BaseHTTPRequestHandler, ThreadingHTTPServer + + +class ControlState: + def __init__(self, timeout=2.): + self.speed, self.lateral_speed, self.turn_speed = 2., 1., 3. + self.lock = threading.RLock() + self.values = (0., 0., 0.) + self.last_seen = time.monotonic() + self.timeout = timeout + self.paused = False + self.reset_requested = False + self.camera = [140., -20., 2.5] + self.scene_requested = None + self.loading = False + self.jpeg = b"" + self.status = {"ready": False, "actual": [0., 0., 0.]} + + def clear(self): + with self.lock: + self.values = (0., 0., 0.) + + def command(self): + with self.lock: + if time.monotonic() - self.last_seen > self.timeout: + self.clear() + return (0., 0., 0.) if self.paused or self.loading else self.values + + def update(self, request): + if not isinstance(request, dict): + raise ValueError("Expected an object") + action = request.get("action", "command") + if action not in ("command", "heartbeat", "stop", "pause", "reset", "camera_reset", "scene"): + raise ValueError("Unknown action") + values = None + if action == "command": + values = request.get("values") + if not isinstance(values, list) or len(values) != 3: + raise ValueError("Expected vx, vy, yaw_rate") + if any(isinstance(v, bool) or not isinstance(v, (int, float)) or not math.isfinite(v) for v in values): + raise ValueError("Commands must be finite numbers") + values = tuple(max(-limit, min(limit, value)) for value, limit in + zip(values, (self.speed, self.lateral_speed, self.turn_speed))) + camera_delta = request.get("camera_delta", [0., 0., 0.]) + if (not isinstance(camera_delta, list) or len(camera_delta) != 3 + or any(isinstance(v, bool) or not isinstance(v, (int, float)) or not math.isfinite(v) for v in camera_delta)): + raise ValueError("Invalid camera delta") + scene = None + if action == "scene": + kind, level = request.get("kind"), request.get("level") + if kind not in ("flat", "up", "down", "platform", "slope", "rubble") or type(level) is not int or level not in range(6): + raise ValueError("Invalid terrain selection") + if not self.status.get("terrain", False): + raise ValueError("Terrain selection requires a terrain policy") + scene = (kind, level) + with self.lock: + self.camera[0] = (self.camera[0] + camera_delta[0]) % 360 + self.camera[1] = max(-89., min(0., self.camera[1] + camera_delta[1])) + self.camera[2] = max(.5, min(12., self.camera[2] * math.exp(max(-2., min(2., camera_delta[2]))))) + if action == "camera_reset": + self.camera = [140., -20., 2.5] + if scene is not None: + self.scene_requested = scene + self.loading = True + self.clear() + # Expire stale commands before a late heartbeat can revive them. + self.command() + self.last_seen = time.monotonic() + if values is not None and not self.loading: + self.values = values + elif action in ("stop", "reset", "pause"): + self.clear() + if action == "pause": + self.paused = not self.paused + elif action == "reset": + self.reset_requested = True + return self.snapshot() + + def snapshot(self): + with self.lock: + return dict(self.status, command=list(self.command()), paused=self.paused, loading=self.loading, camera=list(self.camera)) + + def take_scene(self): + with self.lock: + scene, self.scene_requested = self.scene_requested, None + return scene + + def finish_scene(self): + with self.lock: + self.loading = self.scene_requested is not None + self.clear() + + def take_reset(self): + with self.lock: + reset, self.reset_requested = self.reset_requested, False + return reset + + def publish(self, actual, step, **metadata): + with self.lock: + self.status.update(ready=True, actual=actual, step=step, **metadata) + + +def make_server(state, port=8765): + html = Path(__file__).with_name("gui.html").read_bytes() + + class Handler(BaseHTTPRequestHandler): + def log_message(self, *args): + pass + + def send(self, status, data, kind): + self.send_response(status) + self.send_header("Content-Type", kind) + self.send_header("Content-Length", str(len(data))) + self.send_header("Cache-Control", "no-store") + self.end_headers() + try: + self.wfile.write(data) + except (BrokenPipeError, ConnectionResetError): + pass + + def do_GET(self): + route = self.path.split("?", 1)[0] + if route == "/": + self.send(200, html, "text/html; charset=utf-8") + elif route == "/api/state": + self.send(200, json.dumps(state.snapshot()).encode(), "application/json") + elif route == "/frame.jpg": + with state.lock: + jpeg = state.jpeg + self.send(200 if jpeg else 503, jpeg, "image/jpeg") + else: + self.send(404, b"Not found", "text/plain") + + def do_POST(self): + if self.path != "/api/control": + self.send(404, b"Not found", "text/plain") + return + # Local-only API: browser requests must come from this page's origin. + origin = self.headers.get("Origin") + if origin and origin != "http://" + self.headers.get("Host", ""): + self.send(403, b"Wrong origin", "text/plain") + return + try: + length = int(self.headers.get("Content-Length", "0")) + if not 0 < length <= 2048: + raise ValueError("Invalid body length") + result = state.update(json.loads(self.rfile.read(length))) + self.send(200, json.dumps(result).encode(), "application/json") + except (ValueError, TypeError) as error: + self.send(400, json.dumps({"error": str(error)}).encode(), "application/json") + + requested_port = port + while True: + try: + server = ThreadingHTTPServer(("127.0.0.1", port), Handler) + break + except OSError as error: + if error.errno != errno.EADDRINUSE or port >= 65535: + raise + port += 1 + if port != requested_port: + print(f"Port {requested_port} is occupied; using http://127.0.0.1:{server.server_port}/", flush=True) + server.daemon_threads = True + return server diff --git a/s10_supermimic/core/imagine.py b/s10_supermimic/core/imagine.py new file mode 100644 index 0000000..a9a8c80 --- /dev/null +++ b/s10_supermimic/core/imagine.py @@ -0,0 +1,198 @@ +"""Differentiable rewards, full-return actor objective and TD(lambda) critic targets.""" + +import math +from contextlib import contextmanager +import torch +from .world_model import GRAVITY, LIN_VEL, ANG_VEL, LEG_POS, LEG_VEL, WHEEL_VEL +from .policy import frame, push_history, critic_input + + +@contextmanager +def frozen(*modules): + """Freeze weights without disabling gradients through inputs/actions.""" + parameters = [(p, p.requires_grad) for m in modules for p in m.parameters()] + try: + for p, _ in parameters: + p.requires_grad_(False) + yield + finally: + for p, enabled in parameters: + p.requires_grad_(enabled) + + +def survival(state): + gravity = torch.nn.functional.normalize(state[:, GRAVITY], dim=-1, eps=1e-6) + # Smooth proxy for the environment's 70-degree fall cutoff, width ~5 deg. + return torch.sigmoid((-gravity[:, 2] - math.cos(math.radians(70))) / 0.08) + + +def continuation_value(state, constants): + """Imagined continuation probability for the current task. + + The v4 proxy treats a 70-degree tilt as an immediate fall. The upward task + instead terminates only after 4 s of bad orientation, which is 200 control + steps, far beyond the 32/64-step imagination horizon, and the counter is not + part of the state. Applying the v4 proxy there truncates the return after + the first step whenever the robot is inverted, so the actor cannot learn to + flip back. + """ + if constants.get("upright_mode") == "upward": + return torch.ones(state.shape[0], dtype=state.dtype, device=state.device) + return survival(state) + + +def reward_terms(state, action, previous, command, constants, survival_prob, scan=None): + v, w = state[:, LIN_VEL], state[:, ANG_VEL] + q, qd, wd = state[:, LEG_POS], state[:, LEG_VEL], state[:, WHEEL_VEL] + standing = (command.square().sum(-1) < 1e-6).float() + # Endpoint PD torque surrogate: actual MuJoCo forces also reflect implicit + # integration over substeps. The low-weight effort term is approximate. + leg_torque = (constants["kp"] * (constants.get("leg_action_scale", 0.25) * action[:, :12] - q) + - constants["kd"] * qd).clamp(-constants["effort"], constants["effort"]) + wheel_limit = constants.get("wheel_velocity_limit", 35.) + wheel_effort = constants.get("wheel_effort", 45.) + wheel_torque = (constants.get("wheel_kd", 2.) * ((constants.get("wheel_action_scale", 15.) * action[:, 12:]).clamp(-wheel_limit, wheel_limit) - wd)).clamp(-wheel_effort, wheel_effort) + absolute_q = q + constants["default_q"] + limits = ((constants["limits"][..., 0] - absolute_q).clamp_min(0) + + (absolute_q - constants["limits"][..., 1]).clamp_min(0)).sum(-1) + posture = q.square().sum(-1) + if constants.get("terrain_posture_v2", False) and not constants.get("wheel_local_rewards", False): + if scan is None: + raise ValueError("Terrain v2 posture reward requires the privileged scan") + from .terrain_posture import posture_cost + posture = posture_cost(q, scan, constants.get("posture_relief_floor", 0.125)) + terrain = constants.get("terrain_rewards", False) + gravity = state[:, GRAVITY] + if constants.get("upright_mode") == "upward": + # Sign-aware recovery reward: 1 upright, 0.5 sideways, 0 upside down. + upright = (0.5 * (1. - gravity[:, 2])).clamp(0., 1.) + else: + upright = torch.exp( + -gravity[:, :2].square().sum(-1) / constants.get("upright_std", 0.45)**2) + terms = { + "track_linear_velocity": torch.exp(-((v[:, :2] - command[:, :2]).square().sum(-1) + + (0. if terrain else v[:, 2].square())) / 0.25), + "track_angular_velocity": torch.exp(-((w[:, 2] - command[:, 2]).square() + + (0. if terrain else w[:, :2].square().sum(-1))) / 0.5), + "upright": upright, + "leg_posture": posture, + "standstill": standing * (v.square().sum(-1) + w.square().sum(-1) + + 0.01 * wd.square().sum(-1)), + "action_rate_l2": (action - previous).square().sum(-1), + "joint_torques_l2": leg_torque.square().sum(-1) + wheel_torque.square().sum(-1), + "dof_pos_limits": limits, + "terminated": 1. - survival_prob, + } + + if constants.get("rolling_rewards", False) and not constants.get("wheel_local_rewards", False): + if scan is None: + raise ValueError("Rolling rewards require a terrain scan") + from .rolling_rewards import rolling_costs + terms.update(rolling_costs(state, command, scan, constants["default_q"])) + if constants.get("obstacle_progress", False): + from .obstacle_rewards import obstacle_progress + terms["obstacle_progress"] = obstacle_progress(state, command, scan) + if constants.get("wheel_body_intrusion", False): + from .wheel_intrusion import wheel_body_intrusion + terms["wheel_body_intrusion"] = wheel_body_intrusion( + state, constants["default_q"]) + if constants.get("wheel_local_rewards", False): + from .wheel_terrain_rewards import wheel_terms + terms.update(wheel_terms(state, command, scan, constants["default_q"])) + if constants.get("bad_orientation_penalty", False): + from .upward import bad_orientation_value + terms["bad_orientation_penalty"] = bad_orientation_value(gravity) + from .upward import apply_reward_clamps + apply_reward_clamps(terms, constants) + return terms + + +def lambda_returns(rewards, continuation, next_values, gamma=0.99, lam=0.95): + carry = next_values[-1] + result = [] + for t in reversed(range(len(rewards))): + carry = rewards[t] + gamma * continuation[t] * ((1 - lam) * next_values[t] + lam * carry) + result.append(carry) + return torch.stack(result[::-1]) + + +def discounted_objective(rewards, continuation, terminal_value, gamma=.99): + alive = torch.ones_like(terminal_value) + total = torch.zeros_like(terminal_value) + discount = 1. + for reward, cont in zip(rewards, continuation): + total = total + discount * alive * reward + alive = alive * cont + discount *= gamma + return total + discount * alive * terminal_value + + +def make_imagined_step(model, actor, constants, weights, env_action_order, + dt=.02, noise=True, field=None): + """Pure single-step graph, shared by eager and compiled execution.""" + def step(state, previous, history, pose, scan, command, context, bias, timers): + action = actor(history) + model_context = context if field is None else torch.cat((context, scan), -1) + collision_prob = None + if constants.get('nonwheel_collision', False): + nxt, delta, _, collision_logit = model.forward_all(state, action, previous, model_context) + collision_prob = collision_logit.squeeze(-1).sigmoid() + else: + nxt, delta = model(state, action, previous, model_context) + if field is not None: + from .terrain import advance_pose + pose = advance_pose(pose, delta) + next_scan = None if field is None else field.scan(nxt, pose) + cont = continuation_value(nxt, constants) + if collision_prob is not None: + cont = cont * (1. - collision_prob) + terms = reward_terms(nxt, action, previous, command, constants, cont, + scan=next_scan) + if constants.get('pair_body_intrusion', False): + from .wheel_intrusion import pair_body_intrusion + terms['pair_body_intrusion'], timers = pair_body_intrusion( + nxt, constants['default_q'], timers, dt) + reward = dt * sum(weights[name] * value for name, value in terms.items()) + latest = frame(nxt, action[:, env_action_order], command, bias, noise=noise, + wheel_vel=actor.actor_wheel_vel) + history = push_history(history, latest, actor.history, actor.terms) + return nxt, action, history, pose, next_scan, reward, cont, timers + return step + + +def rollout(model, actor, target_critic, seed, constants, weights, env_action_order, + horizon=16, dt=0.02, gamma=0.99, lam=0.95, noise=True, field=None, + step_fn=None): + """Actor: full discounted return + terminal value. Critic: detached TD(lambda). + + Caller freezes dynamics and target critic weights, preserving state gradients. + Reuse one terrain scan at each state, including the rollout's initial state. + """ + state, previous, history = seed["state"], seed["previous"], seed["history"] + command, context, bias = seed["command"], seed["context"], seed["bias"] + pose = seed.get("world_pose") + timers = seed.get("pair_timer") + if timers is None: + timers = torch.zeros(state.shape[0], 4, device=state.device) + def value_input(s, prev, scan): + base = critic_input(s, command, context, prev) + return base if field is None else torch.cat((base, scan), -1) + if step_fn is None: + step_fn = make_imagined_step(model, actor, constants, weights, env_action_order, + dt, noise, field) + rewards, continuations, inputs, next_inputs = [], [], [], [] + scan = None if field is None else field.scan(state, pose) + for _ in range(horizon): + inputs.append(value_input(state, previous, scan).detach()) + state, previous, history, pose, scan, reward, cont, timers = step_fn( + state, previous, history, pose, scan, command, context, bias, timers) + rewards.append(reward) + continuations.append(cont) + next_inputs.append(value_input(state, previous, scan).detach()) + final_value = target_critic(value_input(state, previous, scan)).squeeze(-1) + r, c = torch.stack(rewards), torch.stack(continuations) + objective = discounted_objective(r, c, final_value, gamma) + with torch.no_grad(): + next_values = target_critic(torch.stack(next_inputs)).squeeze(-1) + targets = lambda_returns(r.detach(), c.detach(), next_values, gamma, lam) + return -objective.mean(), torch.stack(inputs), targets diff --git a/s10_supermimic/core/mixed_commands.py b/s10_supermimic/core/mixed_commands.py new file mode 100644 index 0000000..b83596e --- /dev/null +++ b/s10_supermimic/core/mixed_commands.py @@ -0,0 +1,52 @@ +"""Explicit straight/side/yaw command modes, with more stair traversal samples. + +``deadzone`` zeroes per-axis commands below the threshold; v7 uses 0.05 so tiny +creep commands become standing instead of ambiguous near-zero motion. +""" +from dataclasses import dataclass +import torch +from mjlab.tasks.velocity.mdp.velocity_command import UniformVelocityCommand, UniformVelocityCommandCfg + + +def mix_commands(values, stairs): + result = values.clone() + mode = torch.rand(len(values),device=values.device) + # General terrain: 40% pure vx, 20% pure vy, 20% pure yaw, 20% combined. + result[mode<.4,1:] = 0. + result[(mode>=.4)&(mode<.6),0] = 0. + result[(mode>=.4)&(mode<.6),2] = 0. + result[(mode>=.6)&(mode<.8),:2] = 0. + # Stairs: 80% low-speed pure forward/backward, 20% full-range commands. + result[stairs] = values[stairs] + traverse = stairs & (mode<.8) + magnitude = .2 + .4*torch.rand(len(values),device=values.device) + result[traverse,0] = torch.where(values[traverse,0]<0,-magnitude[traverse],magnitude[traverse]) + result[traverse,1:] = 0. + return result + + +class MixedVelocityCommand(UniformVelocityCommand): + def _resample_command(self, env_ids): + super()._resample_command(env_ids) + gen = self._env.cfg.scene.terrain.terrain_generator + stair_columns = torch.tensor([c.kind in ('up','down') for c in gen.sub_terrains.values()],device=self.device) + stairs = stair_columns[self._env.scene.terrain.terrain_types[env_ids]] + mixed = mix_commands(self.vel_command_b[env_ids],stairs) + # Stair magnitudes must obey the current curriculum bounds, including reverse. + for i, bounds in enumerate((self.cfg.ranges.lin_vel_x, self.cfg.ranges.lin_vel_y, self.cfg.ranges.ang_vel_z)): + mixed[:,i].clamp_(*bounds) + # Per-axis deadband: tiny commands are standing, not an ambiguous creep. + if self.cfg.deadzone > 0.: + mixed = torch.where(mixed.abs() < self.cfg.deadzone, + torch.zeros_like(mixed), mixed) + self.vel_command_b[env_ids] = mixed + if self.cfg.hold_stair_command: + self.time_left[env_ids[stairs]] = self._env.cfg.episode_length_s + 1. + + +@dataclass(kw_only=True) +class MixedVelocityCommandCfg(UniformVelocityCommandCfg): + hold_stair_command: bool = False + deadzone: float = 0. + def build(self, env): + return MixedVelocityCommand(self,env) diff --git a/s10_supermimic/core/obstacle_rewards.py b/s10_supermimic/core/obstacle_rewards.py new file mode 100644 index 0000000..fdd6f60 --- /dev/null +++ b/s10_supermimic/core/obstacle_rewards.py @@ -0,0 +1,34 @@ +"""Bounded directional motion near uneven ground, shared by real and imagined steps.""" +import torch +from .world_model import LIN_VEL + + +def obstacle_gate(scan): + local = scan.reshape(-1, 21, 13)[:, 5:16, 3:10].flatten(1) + return ((local.amax(-1) - local.amin(-1) - .02) / .08).clamp(0., 1.) + + +def obstacle_progress(state, command, scan): + speed = command[:, :2].norm(dim=-1) + along = (state[:, LIN_VEL][:, :2] * command[:, :2]).sum(-1) / speed.clamp_min(.1) + # Signed and capped: no benefit for wheel spin, pure yaw, lifting or overspeed. + return obstacle_gate(scan) * (speed > .1) * (along / speed.clamp_min(.2)).clamp(-1., 1.) + + +def env_obstacle_progress(env): + from .terrain import TerrainField, TerrainBridge + from .stair_curriculum import buffers + bridge = getattr(env, '_s10_posture_bridge', None) + if bridge is None: + bridge = TerrainBridge(env, TerrainField.from_env(env)) + env._s10_posture_bridge = bridge + state = bridge.state() + scan = bridge.field.scan(state, bridge.pose()) + command = env.command_manager.get_command('twist') + buffers(env) + stalled = ((command[:, :2].norm(dim=-1) > .1) + & (state[:, LIN_VEL][:, :2].norm(dim=-1) < .05) + & (obstacle_gate(scan) > .5)) + env._stair_stall_time = torch.where(stalled, env._stair_stall_time + env.step_dt, 0.) + env._stair_stuck |= env._stair_stall_time >= 3. + return obstacle_progress(state, command, scan) diff --git a/s10_supermimic/core/policy.py b/s10_supermimic/core/policy.py new file mode 100644 index 0000000..04160f4 --- /dev/null +++ b/s10_supermimic/core/policy.py @@ -0,0 +1,149 @@ +"""S10 actor history and actor/critic networks, independent of the quadruped learner. + +Two Actor observation schemas coexist: + +* v4 / v4-upward / new v7: 53 values/frame, including measured wheel speed; +* legacy v7: 49 values/frame, no measured wheel speed (the last action still + contains the four wheel commands). + +The learner, replay and deployment exporter select the schema explicitly. Old +checkpoints are recognized from their first-layer width. +""" + +import torch +from torch import nn +from .world_model import RunningNorm, ANG_VEL, GRAVITY, LEG_POS, LEG_VEL, WHEEL_VEL + +LEGACY_TERMS = (3, 3, 12, 12, 4, 16, 3) +TERMS = (3, 3, 12, 12, 16, 3) +LEGACY_FRAME_DIM = sum(LEGACY_TERMS) +FRAME_DIM = sum(TERMS) +CRITIC_DIM = 38 + 3 + 7 + 16 +POLICY_FORMAT = "s10-flat-policy-v1" + + +def frame(state, last_env_action, command, bias, noise=False, wheel_vel=True): + """Exactly the term order/scaling in env.flat (noise before scaling).""" + values = [state[:, ANG_VEL], state[:, GRAVITY], state[:, LEG_POS] + bias, + state[:, LEG_VEL]] + widths = [0.2, 0.05, 0.01, 1.5] + if wheel_vel: + values.append(state[:, WHEEL_VEL]) + widths.append(1.5) + values.extend((last_env_action, command)) + widths.extend((0., 0.)) + if noise: + values = [v + (torch.rand_like(v) * 2 - 1) * w if w else v + for v, w in zip(values, widths)] + # Leg velocity is always index 3; wheel velocity, when present, is index 4. + velocity_indices = (3, 4) if wheel_vel else (3,) + return torch.cat([v * (0.05 if i in velocity_indices else 1.) + for i, v in enumerate(values)], -1) + + +def push_history(history, latest, length, terms): + """Term-wise histories, oldest to newest, matching mjlab flattening.""" + result, hidx, fidx = [], 0, 0 + for dim in terms: + result.append(torch.cat((history[:, hidx + dim:hidx + dim * length], + latest[:, fidx:fidx + dim]), -1)) + hidx += dim * length + fidx += dim + return torch.cat(result, -1) + + +def critic_input(state, command, context, previous): + return torch.cat((state, command, context, previous), -1) + + +class Network(nn.Module): + def __init__(self, inputs, outputs, hidden): + super().__init__() + self.norm = RunningNorm(inputs) + layers = [] + for n in hidden: + layers.extend((nn.Linear(inputs, n), nn.ELU())) + inputs = n + layers.append(nn.Linear(inputs, outputs)) + self.net = nn.Sequential(*layers) + + def forward(self, x): + return self.net(self.norm(x)) + + +class Actor(Network): + def __init__(self, history=5, hidden=(256, 128, 64), actor_wheel_vel=True): + self.actor_wheel_vel = bool(actor_wheel_vel) + self.terms = LEGACY_TERMS if self.actor_wheel_vel else TERMS + self.frame_dim = sum(self.terms) + super().__init__(self.frame_dim * history, 16, hidden) + self.history, self.hidden = history, tuple(hidden) + nn.init.uniform_(self.net[-1].weight, -0.01, 0.01) + nn.init.zeros_(self.net[-1].bias) + + def forward(self, obs): + # Same bounded action distribution during collection and imagination. + return super().forward(obs).tanh() + + +def checkpoint_wheel_vel(checkpoint): + """Infer legacy observation schema from weights; validate explicit metadata.""" + flag = checkpoint.get("actor_wheel_vel") + if "actor" in checkpoint: + dim = checkpoint["actor"]["net.0.weight"].shape[1] + history = checkpoint["history"] + if dim not in (FRAME_DIM * history, LEGACY_FRAME_DIM * history): + raise ValueError("Unsupported actor observation dimension") + inferred = dim == LEGACY_FRAME_DIM * history + if flag is not None and bool(flag) != inferred: + raise ValueError("Actor observation metadata disagrees with weights") + return inferred + return bool(flag) if flag is not None else False + + +def load_actor(checkpoint, device="cpu"): + if checkpoint.get("format") not in (POLICY_FORMAT, "s10-terrain-policy-v1"): + raise ValueError("Expected a S10 policy checkpoint, not other-robot or dynamics-only weights") + actor = Actor(checkpoint["history"], checkpoint["actor_hidden"], + checkpoint_wheel_vel(checkpoint)).to(device) + actor.load_state_dict(checkpoint["actor"]) + return actor.eval() + + +def evaluation_env_cfg(checkpoint, level=0, kind=None): + """Select the matching task; terrain remains privileged at deployment.""" + from s10_supermimic.tasks import get_task + actor_wheel_vel = checkpoint_wheel_vel(checkpoint) + if checkpoint.get("format") == "s10-terrain-policy-v1": + checkpoint_task = checkpoint.get("config", {}).get("task") + task = get_task(checkpoint_task) if checkpoint_task else None + if task is not None: + if task.terrain_revision != checkpoint["config"].get("terrain_revision", 1): + raise ValueError("Checkpoint task revision differs from its config") + if task.actor.wheel_vel != actor_wheel_vel: + raise ValueError("Checkpoint task Actor schema differs from its weights") + cfg = task.build_env_cfg(play=True, history=checkpoint["history"], + seed=checkpoint["config"]["seed"]) + else: + from s10_supermimic.env.terrain import s10_velocity_terrain_env_cfg + cfg = s10_velocity_terrain_env_cfg( + play=True, history=checkpoint["history"], + seed=checkpoint["config"]["seed"], + revision=checkpoint["config"].get("terrain_revision", 1), + actor_wheel_vel=actor_wheel_vel) + # A single staircase can overlap the robot's pre-reset origin at compile + # time. Reserve contacts for that transient pose as well as normal rolling. + cfg.sim.nconmax = max(cfg.sim.nconmax or 0, 512) + cfg.sim.njmax = max(cfg.sim.njmax or 0, 2048) + if level not in range(6): + raise ValueError("Terrain level must be 0..5") + gen = cfg.scene.terrain.terrain_generator + # Evaluation fixes difficulty; one row, same seeded generator. + gen.num_rows = 1 + gen.difficulty_range = (level/5,level/5) + if kind is not None: + gen.sub_terrains = {kind: gen.sub_terrains[kind]} + return cfg + from s10_supermimic.env.flat import s10_velocity_flat_env_cfg + return s10_velocity_flat_env_cfg(play=True, history=checkpoint["history"], + actor_wheel_vel=actor_wheel_vel) diff --git a/s10_supermimic/core/recovery.py b/s10_supermimic/core/recovery.py new file mode 100644 index 0000000..e905ef3 --- /dev/null +++ b/s10_supermimic/core/recovery.py @@ -0,0 +1,21 @@ +"""Isolate invalid simulation rows before terrain lookup or replay insertion.""" +import torch + + +def invalid_rows(env, obs): + d = env.scene["robot"].data + tensors = (d.root_link_pos_w, d.projected_gravity_b, d.root_link_lin_vel_b, + d.root_link_ang_vel_b, d.joint_pos, d.joint_vel, obs["actor"]) + return ~torch.stack([torch.isfinite(t).flatten(1).all(-1) for t in tensors]).all(0) + + +def recover_invalid_envs(env, obs, reward): + bad = invalid_rows(env, obs) | ~torch.isfinite(reward) + ids = bad.nonzero(as_tuple=False).flatten() + if ids.numel(): + print(f"RECOVERY reset {ids.numel()} invalid environments; first IDs={ids[:16].tolist()}", flush=True) + obs, _ = env.reset(env_ids=ids) + # A failed reset must be handled by the supervisor, never added to replay. + if invalid_rows(env, obs).any(): + raise RuntimeError("Environment reset failed to restore finite state") + return obs, bad diff --git a/s10_supermimic/core/replay.py b/s10_supermimic/core/replay.py new file mode 100644 index 0000000..330f83c --- /dev/null +++ b/s10_supermimic/core/replay.py @@ -0,0 +1,157 @@ +"""Bounded S10 transition storage with chronological multi-step sampling.""" + +import torch +from .world_model import STATE_DIM, ACTION_DIM, CONTEXT_DIM + + +class Replay: + def __init__(self, length, num_envs, device, history_dim=0, terrain=False, + contacts=False, courses=False, collisions=False, pairs=False): + if min(length, num_envs) < 1: + raise ValueError("Replay length and environment count must be positive") + self.length, self.size, self.cursor = length, 0, 0 + self.archive = None + self.success_archive = None + dims = dict(state=STATE_DIM, action=ACTION_DIM, previous=ACTION_DIM, + context=CONTEXT_DIM, next=STATE_DIM, pose=3, valid=1) + if terrain: + dims["world_pose"] = 3 + if contacts: + dims["next_contacts"] = 16 + if collisions: + dims.update(collision=1, collision_valid=1) + if courses: + dims["course"] = 4 # type, level, uphill ground transition, top crossing + if pairs: + dims["pair_timer"] = 4 # per-wheel continuous 5/6-region intrusion time + if history_dim: + dims.update(history=history_dim, command=3, bias=12) + self.data = {k: torch.zeros(length, num_envs, dim, device=device) for k, dim in dims.items()} + + def add(self, **items): + if items.keys() != self.data.keys(): + raise ValueError("Replay transition fields do not match configured fields") + for k, value in items.items(): + self.data[k][self.cursor].copy_(value.detach()) + self.cursor = (self.cursor + 1) % self.length + self.size = min(self.size + 1, self.length) + + def sample(self, batch, window, keys=None): + if self.size < window or window < 1: + raise ValueError("Not enough transitions for a window") + device = self.data["state"].device + start = torch.randint(self.size - window + 1, (batch,), device=device) + oldest = self.cursor if self.size == self.length else 0 + times = (oldest + start[:, None] + torch.arange(window, device=device)) % self.length + envs = torch.randint(self.data["state"].shape[1], (batch, 1), device=device) + return {k: v[times, envs] for k, v in self.data.items() if keys is None or k in keys} + + + def sample_world_model(self, batch, window, prioritized=.25, archived=.25, + capacity=100000, keep_prob=.02): + keys = ('state','next','action','previous','context','pose','valid', + 'world_pose','next_contacts') + if 'next_contacts' not in self.data: + return self.sample(batch, window, keys) + if self.archive is None: + self.archive = WindowArchive(capacity) + if 'course' in self.data: + return self._sample_courses(batch, window, capacity, keep_prob) + n_priority = int(batch * prioritized) + n_archive = int(batch * archived) if self.archive.size else 0 + parts = [self.sample(batch-n_priority-n_archive, window, keys)] + candidates = self.sample(4*max(n_priority,1), window, keys) + score, rare = event_scores(candidates) + selected = rare & (torch.rand_like(score) < keep_prob) + self.archive.add({k:v[selected] for k,v in candidates.items()}) + if n_priority: + indices = (score + .001*torch.rand_like(score)).topk(n_priority).indices + parts.append({k:v[indices] for k,v in candidates.items()}) + if n_archive: + parts.append(self.archive.sample(n_archive)) + return {k:torch.cat([p[k] for p in parts]) for k in parts[0]} + + + def _sample_courses(self, batch, window, capacity, keep_prob): + # Total archive capacity remains bounded by --archive-size, split evenly. + if self.success_archive is None: + self.archive = WindowArchive(max(1, capacity // 2)) + self.success_archive = WindowArchive(max(1, capacity - capacity // 2)) + keys = tuple(k for k in self.data if k not in ('history', 'command', 'bias')) + n_priority = batch // 4 + candidates = self.sample(max(1, n_priority * 4), window, keys) + score, rare = event_scores(candidates) + valid = candidates['valid'].squeeze(-1).bool().cumprod(1).bool() + tag = candidates['course'] + moving = (candidates['pose'][:, :, :2].norm(dim=-1) > .001) & valid + up = tag[:, :, 0] == 1 + useful = ((tag[:, :, 2:] > .5).any(-1) & valid & up).any(-1) + # Do not fill the general archive with repeated stationary stair impacts. + rare &= (~up.any(-1) | moving.any(-1)) + if 'collision' in candidates: + from .collision import collision_events + rare |= collision_events(candidates) + for archive, chosen in ((self.archive, rare), (self.success_archive, useful)): + chosen = chosen & (torch.rand_like(score) < keep_prob) + archive.add({k:v[chosen] for k,v in candidates.items()}) + n_success = batch // 8 if self.success_archive.size else 0 + n_rare = batch // 8 if self.archive.size else 0 + # At least half the batch is always uniform replay, including when sparse. + parts = [self.sample(batch - n_priority - n_success - n_rare, window, keys)] + if n_priority: + rank = score + 8 * useful.float() + 2 * (moving & up).any(-1).float() + selected = (rank + .001 * torch.rand_like(rank)).topk(n_priority).indices + parts.append({k:v[selected] for k,v in candidates.items()}) + if n_success: parts.append(self.success_archive.sample(n_success)) + if n_rare: parts.append(self.archive.sample(n_rare)) + return {k:torch.cat([part[k] for part in parts]) for k in keys} + + +def event_scores(w): + """Measured wheel contact transitions; ignore all labels after a reset. + + Force impacts, sustained flight, hard vertical motion and episode ends enter + the archive. Contact changes also include normal wheel touchdown/liftoff. + """ + valid = w['valid'].squeeze(-1).bool() + mask = valid.cumprod(1).bool() + contacts = w['next_contacts'][:,:,:4] > .5 + pairs = mask[:,1:] & mask[:,:-1] + changes = ((contacts[:,1:] != contacts[:,:-1]).sum(-1)*pairs).sum(-1) + flight = ((~contacts.any(-1)) & mask).sum(-1) + force = torch.nan_to_num(w['next_contacts'][:,:,4:],nan=0.).reshape(*mask.shape,4,3).norm(dim=-1) + impact = ((force.amax(-1)>200.) & mask).any(-1) + hard_vz = ((w['state'][:,:,6].abs()>.6) & mask).any(-1) + # A terminal endpoint is not a valid dynamics target, but its preceding + # window is still useful. Windows starting after termination are excluded. + ended = ((~valid) & torch.cat((torch.ones_like(mask[:,:1]),mask[:,:-1]),1)).any(-1) + score = changes.float() + flight.float() + 4.*ended + 2.*impact + rare = ((flight>=2) | hard_vz | impact | ended) & mask[:,0] + score = score * mask[:,0] + if 'collision' in w: + from .collision import collision_events + collision = collision_events(w) + score = score + 8.*collision + rare |= collision + return score, rare + + +class WindowArchive: + """Bounded GPU ring storing only world-model fields, not actor histories.""" + def __init__(self, capacity): + self.capacity, self.size, self.cursor = capacity, 0, 0 + self.data = None + + def add(self, windows): + n = min(len(windows['state']),self.capacity) + if not n:return + if self.data is None: + self.data = {k:v.new_empty((self.capacity,*v.shape[1:])) for k,v in windows.items()} + ids = (torch.arange(n,device=windows['state'].device)+self.cursor)%self.capacity + for k,v in windows.items():self.data[k][ids] = v[-n:].detach() + self.cursor = (self.cursor+n)%self.capacity + self.size = min(self.capacity,self.size+n) + + def sample(self, batch): + ids = torch.randint(self.size,(batch,),device=self.data['state'].device) + return {k:v[ids] for k,v in self.data.items()} diff --git a/s10_supermimic/core/rolling_rewards.py b/s10_supermimic/core/rolling_rewards.py new file mode 100644 index 0000000..5c9e8a4 --- /dev/null +++ b/s10_supermimic/core/rolling_rewards.py @@ -0,0 +1,77 @@ +"""Terrain-gated rolling preference, shared by real and imagined rewards.""" +import torch +from .world_model import GRAVITY, LEG_POS, LEG_VEL + + +def rolling_gate(scan, command): + local = scan.reshape(-1, 21, 13)[:, 5:16, 3:10].flatten(1) + relief = local.amax(-1) - local.amin(-1) + # Flat (<2 cm): favor rolling; near obstacles (>=6 cm): allow lifting. + flat = (1. - (relief - .02) / .04).clamp(0., 1.) + # Non-steerable wheels may require stepping for lateral/yaw maneuvers. + straight = torch.exp(-(command[:,1]/.25).square() - (command[:,2]/1.).square()) + return flat * straight + + +def wheel_geometry(state, default_q): + """S10 wheel centres in body coordinates and vertical cylinder half-extents. + + Joint order is hipx (abduction), hipy (flexion), knee. Geometry follows + ``S10_description/s10_mjcf/S10.xml``: hipx at x=±0.2277/y=±0.0574, hipy + offset y=±0.0779, knee at z=-0.18, wheel at y=±0.045891/z=-0.18, + wheel radius 0.081 m and half-width 0.0185 m. The analytic result was + checked against MuJoCo ``mj_forward`` to machine precision. + + The cylinder is symmetric about its axle, so wheel phase is unnecessary. + """ + q = (state[:,LEG_POS] + default_q).reshape(-1,4,3) + hipx, hipy, knee = q.unbind(-1) + side = state.new_tensor([1.,-1.,1.,-1.]) + # Leg sagittal plane: knee link (0.18 m) + wheel link (0.18 m). + x = .18*knee.sin() + z = -.18 - .18*knee.cos() + x3 = hipy.cos()*x - hipy.sin()*z + z3 = hipy.sin()*x + hipy.cos()*z + y3 = side*(.0779+.045891) + y4 = hipx.cos()*y3 + hipx.sin()*z3 + z4 = -hipx.sin()*y3 + hipx.cos()*z3 + point = torch.stack((state.new_tensor([.2277,.2277,-.2277,-.2277]) + x3, + state.new_tensor([.0574,-.0574,.0574,-.0574]) + y4, + z4),-1) + up = -torch.nn.functional.normalize(state[:,GRAVITY],dim=-1,eps=1e-6) + # Wheel axle is local -y, rotated only by hipx; sign is irrelevant after abs. + axle_z = -up[:,1:2]*hipx.cos()+up[:,2:3]*hipx.sin() + radius_z = .081*(1.-axle_z.square()).clamp_min(1e-8).sqrt()+.0185*axle_z.abs() + return point, radius_z + + +def wheel_bottom_height(state, default_q): + """Wheel bottoms relative to the ground below the base. + + Only used on near-flat ground by rolling_gate, not as obstacle clearance. + """ + point, radius_z = wheel_geometry(state, default_q) + up = -torch.nn.functional.normalize(state[:,GRAVITY],dim=-1,eps=1e-6) + return state[:,:1] + (point*up[:,None,:]).sum(-1) - radius_z + + +def rolling_costs(state, command, scan, default_q): + gate = rolling_gate(scan, command) + # Tolerate 5 mm of clearance; no positive reward for lifting anywhere. + lift = ((wheel_bottom_height(state,default_q)-.005).clamp_min(0)/.05).square().sum(-1) + # Reference mjlab task uses mean squared speed and relaxes during recovery. + tilt = (state[:,GRAVITY][:,:2].norm(dim=-1)-.08).div(.22).clamp(0.,1.) + motion = state[:,LEG_VEL].square().mean(-1) * (1.-.8*tilt) + return {'unnecessary_wheel_lift':gate*lift, 'rolling_leg_motion':gate*motion} + + +def env_rolling_cost(env, term): + from .terrain import TerrainField, TerrainBridge + bridge = getattr(env,'_s10_posture_bridge',None) + if bridge is None: + bridge = TerrainBridge(env,TerrainField.from_env(env)) + env._s10_posture_bridge = bridge + state = bridge.state() + return rolling_costs(state, env.command_manager.get_command('twist'), + bridge.field.scan(state,bridge.pose()), + bridge.robot.data.default_joint_pos[0,bridge.legs])[term] diff --git a/s10_supermimic/core/stair_curriculum.py b/s10_supermimic/core/stair_curriculum.py new file mode 100644 index 0000000..fffd75f --- /dev/null +++ b/s10_supermimic/core/stair_curriculum.py @@ -0,0 +1,75 @@ +"""V5 episode outcomes and performance-gated velocity curriculum. + +All buffers are training-only metadata, never actor observations. +""" +import torch + +KINDS = ('flat', 'up', 'down', 'platform', 'slope', 'rubble') +MIN_ITERATIONS = (0, 3000, 8000, 15000, 22000) + + +def buffers(env): + if not hasattr(env, '_stair_stats'): + env._stair_stats = torch.zeros(6, 6, 4, device=env.device) # trials, pass, fall, stuck + env._stair_stall_time = torch.zeros(env.num_envs, device=env.device) + env._stair_stuck = torch.zeros(env.num_envs, dtype=torch.bool, device=env.device) + return env._stair_stats + + +def stair_pass(offset, gravity, level, up): + """Require body/rear clearance of the last riser, correct landing height and stability.""" + heights = offset.new_tensor([.02, .04, .08, .12, .16, .20])[level] + expected = torch.where(up, 5 * heights, -5 * heights) + return ((offset[:, 0].abs() > 2.8) & (offset[:, 1].abs() < 2.5) + & (offset[:, 2] > expected + .20) & (offset[:, 2] < expected + .60) + & (gravity[:, :2].norm(dim=-1) < .4)) + + +def curriculum(env, env_ids): + stats = buffers(env) + terrain = env.scene.terrain + d = env.scene['robot'].data + offset = d.root_link_pos_w[env_ids] - env.scene.env_origins[env_ids] + levels = terrain.terrain_levels[env_ids].clone() + types = terrain.terrain_types[env_ids] + # Six fixed columns, generated in KINDS order. + stairs = (types == 1) | (types == 2) + active = env.episode_length_buf[env_ids] > 0 + fallen = env.termination_manager.terminated[env_ids] + success = (offset[:, 0].abs() > 5.4) & (offset[:, 1].abs() < 6.5) + top = stair_pass(offset, d.projected_gravity_b[env_ids], levels, types == 1) + # Landing contacts rule out simply jumping through the clearance test. + contact = env.scene['wheel_ground_contact'].data.found[env_ids].reshape(len(env_ids), -1).gt(0).sum(-1) >= 2 + success = torch.where(stairs, top & contact, success) & active & ~fallen + command = env.command_manager.get_command('twist')[env_ids] + traversal = (command[:, 0].abs() > .1) & (command[:, 1:].abs().amax(-1) < .05) + trials = (~stairs | traversal) & active & ((env.episode_length_buf[env_ids] * env.step_dt >= 5.) | fallen) + values = torch.stack((trials, success & trials, fallen & trials, + env._stair_stuck[env_ids] & trials), -1).float() + stats.view(-1, 4).index_add_(0, types * 6 + levels, values) + terrain.terrain_levels[env_ids] = (levels + success.long() - (active & fallen).long()).clamp(0, 5) + terrain.env_origins[env_ids] = terrain.terrain_origins[terrain.terrain_levels[env_ids], types] + env._stair_stall_time[env_ids] = 0 + env._stair_stuck[env_ids] = False + return terrain.terrain_levels.float().mean() + + +def next_stage(stage, iteration, stats, velocity_mae): + """Minimum age AND sufficient actual stair passes, never time alone.""" + if stage >= 4 or iteration < MIN_ITERATIONS[stage + 1]: + return stage + # Stage increases require success at 4, 8, 12, then 16 cm respectively. + trials, passed = stats[1, stage + 1, :2] + accurate = max(velocity_mae[:2]) < .18 and velocity_mae[2] < .30 + return stage + int(trials >= 64 and passed / max(trials, 1) >= .60 and accurate) + + +def summary(env): + stats = buffers(env).detach().cpu().tolist() + levels, types = env.scene.terrain.terrain_levels, env.scene.terrain.terrain_types + result = {} + for i, name in enumerate(KINDS): + selected = levels[types == i] + result[name] = dict(level_counts=torch.bincount(selected, minlength=6).cpu().tolist(), + episodes_by_level=stats[i]) + return result diff --git a/s10_supermimic/core/terrain.py b/s10_supermimic/core/terrain.py new file mode 100644 index 0000000..3dc16c8 --- /dev/null +++ b/s10_supermimic/core/terrain.py @@ -0,0 +1,95 @@ +"""Shared static height atlas and privileged, differentiable yaw-frame scans.""" +import numpy as np +import torch +from .bridge import S10Bridge + +SCAN_DIM = 21 * 13 + +class TerrainField: + def __init__(self, heights, origin, resolution=.04): + self.h, self.origin, self.res = heights, origin, resolution + x,y = torch.meshgrid(torch.linspace(-1,1,21,device=heights.device), + torch.linspace(-.6,.6,13,device=heights.device), indexing="ij") + self.offsets = torch.stack((x.flatten(),y.flatten()),-1) + + def sample(self, xy): + # Clamp *integer* neighbour indices too. NaN survives float clamp and + # casts to INT64_MIN; on CUDA that would poison the entire device context. + finite = torch.isfinite(xy).all(-1) + clean = torch.where(torch.isfinite(xy), xy, torch.zeros_like(xy)) + gx = ((clean[...,0]-self.origin[0])/self.res).clamp(0,self.h.shape[1]-1) + gy = ((clean[...,1]-self.origin[1])/self.res).clamp(0,self.h.shape[0]-1) + x = gx.floor().long().clamp(0,self.h.shape[1]-2) + y = gy.floor().long().clamp(0,self.h.shape[0]-2) + a,b = gx-x,gy-y + value = ((1-a)*self.h[y,x]+a*self.h[y,x+1])*(1-b)+((1-a)*self.h[y+1,x]+a*self.h[y+1,x+1])*b + # Do not disguise corrupt states as valid ground: the learner will discard + # this update, while real invalid environments are reset before querying. + return torch.where(finite, value, torch.full_like(value, float("nan"))) + + def scan(self, state, pose): + c,s = pose[:,2:3].cos(),pose[:,2:3].sin() + dx,dy = self.offsets[:,0],self.offsets[:,1] + xy = pose[:,None,:2]+torch.stack((c*dx-s*dy,s*dx+c*dy),-1) + return (state[:,:1]+self.sample(pose[:,:2])[:,None]-self.sample(xy)).clamp(-1.5,1.5) + + @classmethod + def from_env(cls, env, resolution=.04): + """Rasterize exact oriented boxes in small bounding rectangles, no per-pixel rays. + + Shared CPU build is ~6 MB at 4 cm for a 48 x 48 m atlas. No robot geometry. + Only these static box courses are supported; fail if new shapes are introduced. + """ + import mujoco + model = env.sim.mj_model + data = mujoco.MjData(model) + mujoco.mj_forward(model,data) + robot_ids = set(env.scene["robot"].indexing.geom_ids.cpu().tolist()) + ids = [i for i in range(model.ngeom) if i not in robot_ids and model.geom_contype[i]] + corners = np.array([[a,b,c] for a in (-1,1) for b in (-1,1) for c in (-1,1)]) + boxes=[] + for i in ids: + if model.geom_type[i] != mujoco.mjtGeom.mjGEOM_BOX: + raise ValueError(f"Unsupported terrain geometry: {model.geom(i).name}") + center, rot, size = data.geom_xpos[i],data.geom_xmat[i].reshape(3,3),model.geom_size[i] + points = (corners*size) @ rot.T+center + boxes.append((center.copy(),rot.copy(),size.copy(),points.min(0),points.max(0))) + lo=np.min([b[3][:2] for b in boxes],axis=0)-resolution + hi=np.max([b[4][:2] for b in boxes],axis=0)+resolution + shape=np.ceil((hi-lo)/resolution).astype(int)+1 + heights=np.zeros((shape[1],shape[0]),dtype=np.float32) + for center,rot,size,low,high in boxes: + start=np.maximum(0,np.floor((low[:2]-lo)/resolution).astype(int)) + end=np.minimum(shape,np.ceil((high[:2]-lo)/resolution).astype(int)+1) + xs=lo[0]+np.arange(start[0],end[0])*resolution + ys=lo[1]+np.arange(start[1],end[1])*resolution + x,y=np.meshgrid(xs,ys) + # Intersect vertical line p=(x,y,z) with all three oriented-box slabs. + lower=np.full_like(x,-np.inf); upper=np.full_like(x,np.inf); valid=np.ones_like(x,dtype=bool) + for k in range(3): + base=rot[0,k]*(x-center[0])+rot[1,k]*(y-center[1])-rot[2,k]*center[2] + slope=rot[2,k] + if abs(slope)<1e-10: + valid &= np.abs(base)<=size[k]+1e-9 + else: + z1=(-size[k]-base)/slope; z2=(size[k]-base)/slope + lower=np.maximum(lower,np.minimum(z1,z2)); upper=np.minimum(upper,np.maximum(z1,z2)) + surface=np.where(valid & (lower<=upper),upper,0) + patch=heights[start[1]:end[1],start[0]:end[0]] + np.maximum(patch,surface,out=patch) + return cls(torch.as_tensor(heights,device=env.device),tuple(lo),resolution) + + +def advance_pose(pose, delta): + c,s=pose[:,2].cos(),pose[:,2].sin() + return pose+torch.stack((c*delta[:,0]-s*delta[:,1],s*delta[:,0]+c*delta[:,1],delta[:,2]),-1) + +class TerrainBridge(S10Bridge): + def __init__(self, env, field): + super().__init__(env) + self.field=field + + def state(self): + state=super().state() + state[:,0]-=self.field.sample(self.robot.data.root_link_pos_w[:,:2]) + return state diff --git a/s10_supermimic/core/terrain_posture.py b/s10_supermimic/core/terrain_posture.py new file mode 100644 index 0000000..31caeab --- /dev/null +++ b/s10_supermimic/core/terrain_posture.py @@ -0,0 +1,33 @@ +"""Shared real/imagined posture objective for the opt-in terrain v2 task. + +S10 joint order is hipx (abduction), hipy (flexion), knee. Hipx keeps a 2x +weight while hipy/knee relax on rough terrain. v7 sets +``relief_floor=0.02`` so stairs leave knee/hipy deviation almost unpenalised +and the policy can flex instead of holding a stiff leg. +""" +import torch + +LEG_SCALES = (0.25, 0.6, 0.8) * 4 + + +def posture_cost(q, scan, relief_floor=0.125): + # Only the supporting/approaching ground near the body should relax posture. + # scan is body height minus ground; its range is independent of body height. + local = scan.reshape(-1, 21, 13)[:, 5:16, 3:10].flatten(1) + relief = ((local.amax(-1) - local.amin(-1)) / 0.12).clamp(0., 1.) + multiplier = (1. - relief).clamp_min(relief_floor) + legs = q.reshape(-1, 4, 3).square() + # Hip abduction stays constrained even on steps; flexion is freer there. + return 2. * legs[:, :, 0].sum(-1) + multiplier * legs[:, :, 1:].sum((1, 2)) + + +def env_posture_cost(env, asset_cfg, relief_floor=0.125): + from .terrain import TerrainField, TerrainBridge + bridge = getattr(env, "_s10_posture_bridge", None) + if bridge is None: + bridge = TerrainBridge(env, TerrainField.from_env(env)) + env._s10_posture_bridge = bridge + d = env.scene[asset_cfg.name].data + q = d.joint_pos[:, asset_cfg.joint_ids] - d.default_joint_pos[:, asset_cfg.joint_ids] + return posture_cost(q, bridge.field.scan(bridge.state(), bridge.pose()), + relief_floor) diff --git a/s10_supermimic/core/terrain_world_model.py b/s10_supermimic/core/terrain_world_model.py new file mode 100644 index 0000000..f7dac2b --- /dev/null +++ b/s10_supermimic/core/terrain_world_model.py @@ -0,0 +1,120 @@ +"""S10 terrain dynamics. Flat model checkpoints remain a separate format.""" +import torch +from torch import nn +from .world_model import S10WorldModel, RunningNorm +from .terrain import SCAN_DIM, advance_pose + +FORMAT = "s10-terrain-dynamics-v1" +POLICY_FORMAT = "s10-terrain-policy-v1" + +class TerrainWorldModel(S10WorldModel): + def __init__(self, hidden=(512,512,512), contacts=False, collisions=False): + super().__init__(hidden) + self.net[0] = nn.Linear(77+SCAN_DIM,hidden[0]) + self.input_norm = RunningNorm(77+SCAN_DIM) + self.predict_contacts = contacts + if contacts: + self.contact_head = nn.Linear(hidden[-1],16) + self.predict_collisions = collisions + if collisions: + self.collision_head = nn.Linear(hidden[-1],1) + nn.init.zeros_(self.collision_head.weight) + nn.init.constant_(self.collision_head.bias, -4.6) + self.last_contact_metrics = {} + + def forward_all(self, state, action, previous_action, context): + """Predict endpoint state, pose, optional contacts and non-wheel collision logit.""" + x = self.input_norm(self.inputs(state,action,previous_action,context)) + for layer in list(self.net.children())[:-1]: + x = layer(x) + delta = self.net[-1](x)*self.output_norm.scale+self.output_norm.mean + contacts = self.contact_head(x) if self.predict_contacts else None + collision = self.collision_head(x) if self.predict_collisions else None + return state+delta[:,:38],delta[:,38:],contacts,collision + + def forward_with_contacts(self, state, action, previous_action, context): + """Predict endpoint state, pose, and optional [logits4, asinh(force/100)12].""" + pred,delta,contacts,_ = self.forward_all(state,action,previous_action,context) + return pred,delta,contacts + + def forward(self, state, action, previous_action, context): + pred,delta,_ = self.forward_with_contacts(state,action,previous_action,context) + return pred,delta + + @staticmethod + def decode_contacts(prediction): + """Contact probabilities and signed base-frame force vectors in newtons.""" + return prediction[:,:4].sigmoid(),100.*prediction[:,4:].clamp(-10,10).sinh().reshape(-1,4,3) + + @staticmethod + def inputs(state, action, previous_action, context): + if context.shape[-1] != 7+SCAN_DIM: + raise ValueError("Terrain dynamics require context7 plus height scan273") + return torch.cat((S10WorldModel.inputs(state,action,previous_action,context[:,:7]),context[:,7:]),-1) + + def terrain_loss(self, b, field): + state,pose=b["state"][:,0],b["world_pose"][:,0] + mask=b["valid"].squeeze(-1).bool().cumprod(1).bool() + # Include the first terminal transition for collision classification only. + prefix=torch.cat((torch.ones_like(mask[:,:1]),mask[:,:-1]),1) + total=next(self.parameters()).sum()*0. + contact_total=total.detach().clone(); force_total=total.detach().clone() + collision_total=total.clone(); collision_count=total.detach().clone() + positives=total.detach().clone(); predicted=total.detach().clone() + for t in range(b["action"].shape[1]): + keep=prefix[:,t] if self.predict_collisions else mask[:,t] + if not keep.any(): break + context=torch.cat((b["context"][keep,0],field.scan(state[keep],pose[keep])),-1) + pred,delta,contact,collision=self.forward_all(state[keep],b["action"][keep,t],b["previous"][keep,t],context) + current=mask[keep,t] + # Never regress the reset state as the endpoint of a collision. + if current.any(): + error=torch.cat((pred[current]-b["next"][keep,t][current],delta[current]-b["pose"][keep,t][current]),-1) + total=total+(error/self.output_norm.scale).square().mean(-1).sum() + if self.predict_contacts: + target=b["next_contacts"][keep,t][current] + finite=torch.isfinite(target).all(-1) + # Missing/non-finite sensor labels must not poison dynamics gradients. + prediction=contact[current][finite]; target=target[finite] + classification=torch.nn.functional.binary_cross_entropy_with_logits( + prediction[:,:4],target[:,:4],reduction='none').mean(-1) + force=torch.nn.functional.smooth_l1_loss(prediction[:,4:], + torch.asinh(target[:,4:]/100.),reduction='none').mean(-1) + total=total+.1*(classification+force).sum() + contact_total=contact_total+classification.detach().sum() + force_total=force_total+force.detach().sum() + if self.predict_collisions: + label=b['collision'][keep,t] + usable=b['collision_valid'][keep,t].squeeze(-1).bool() & torch.isfinite(label).all(-1) + logits=collision[usable]; labels=label[usable] + loss=torch.nn.functional.binary_cross_entropy_with_logits(logits,labels,reduction='sum') + collision_total=collision_total+loss + collision_count=collision_count+usable.sum() + positives=positives+labels.detach().sum() + predicted=predicted+logits.detach().sigmoid().sum() + next_pose=advance_pose(pose[keep],delta) + state=state.clone(); pose=pose.clone() + state[keep]=pred; pose[keep]=next_pose + count=mask.sum().clamp_min(1) + if self.predict_contacts: + self.last_contact_metrics={'contact_bce':contact_total/count,'contact_force_loss':force_total/count} + result=total/count + if self.predict_collisions: + denom=collision_count.clamp_min(1) + result=result+collision_total/denom + self.last_contact_metrics.update(collision_bce=collision_total.detach()/denom, + collision_label_rate=positives/denom,collision_prediction_mean=predicted/denom, + collision_label_count=collision_count) + return result + + def checkpoint(self): + return {"format":FORMAT,"hidden":self.hidden,"contacts":self.predict_contacts, + "collisions":self.predict_collisions,"model":self.state_dict()} + + @classmethod + def from_checkpoint(cls, checkpoint, device="cpu"): + if checkpoint.get("format") != FORMAT: raise ValueError("Expected terrain dynamics checkpoint") + model=cls(checkpoint["hidden"],contacts=checkpoint.get("contacts",False), + collisions=checkpoint.get("collisions",False)).to(device) + model.load_state_dict(checkpoint["model"]) + return model diff --git a/s10_supermimic/core/train.py b/s10_supermimic/core/train.py new file mode 100644 index 0000000..30d0a01 --- /dev/null +++ b/s10_supermimic/core/train.py @@ -0,0 +1,782 @@ +"""Online S10 model-based learning: collect, fit dynamics, imagine, optimize.""" + +import argparse +import copy +import json +import math +import time +from datetime import datetime +from pathlib import Path +from zoneinfo import ZoneInfo + +import torch + +from .bridge import S10Bridge, pose_delta +from .world_model import S10WorldModel +from .policy import (Actor, Network, CRITIC_DIM, POLICY_FORMAT, + checkpoint_wheel_vel, critic_input) +from .replay import Replay +from .imagine import frozen, rollout, make_imagined_step +from .recovery import recover_invalid_envs +from .upward import (TILT_STAGES_DEG, init_upward_state, + upward_curriculum_stats, upward_video_tilt_limit) +from s10_supermimic.tasks import get_task, list_tasks, task_names + + +def _format_value(value): + if value is None: + return "n/a" + if isinstance(value, float): + return f"{value:+.4f}" if abs(value) >= 1e-3 else f"{value:.3e}" + if isinstance(value, (list, tuple)): + return "[" + ", ".join(_format_value(v) for v in value) + "]" + return str(value) + + +def format_training_log(row, args, reward_terms, termination_rates): + """IsaacLab-style multi-line training summary; the JSONL stays machine-readable.""" + def line(label, value): + return f"{label:>42s}: {value}" + total = row.get("total_transitions", 0) + elapsed = max(row.get("elapsed_s", 0.0), 1e-9) + lines = [ + "", + "=" * 78, + f"Learning iteration {row.get('step', 0)}/{args.iterations}", + line("Total steps", f"{total:,}"), + line("Steps per second", f"{total / elapsed:,.0f}"), + line("Iteration time", f"{row.get('iteration_time_s', 0.0):.3f}s"), + line("Collection time", f"{row.get('collection_time_s', 0.0):.3f}s"), + line("Learning time", f"{row.get('learning_time_s', 0.0):.3f}s"), + line("Mean reward", f"{row.get('reward', 0.0):+.4f}"), + line("Mean episode length", f"{row.get('mean_episode_length', 0.0):.1f}"), + line("Actor loss", _format_value(row.get("actor_loss"))), + line("Critic loss", _format_value(row.get("critic_loss"))), + line("World model loss", _format_value(row.get("wm_loss"))), + line("Mean action noise", f"{args.action_noise:.3f}"), + line("Skipped updates", row.get("skipped_updates", 0)), + "-" * 78, + ] + for name, value in reward_terms.items(): + lines.append(line(f"Episode_Reward/{name}", f"{value:+.4f}")) + for key in ("terrain_level_mean", "terrain_level_frac", + "tilt_level_mean", "tilt_level_q75", "tilt_level_frac", + "tilt_limit_mean_deg", "recovery_window_rate", + "traverse_window_rate", "recovery_window_ready"): + if key in row: + lines.append(line(f"Curriculum/{key}", _format_value(row[key]))) + for key in ("command_stage", "command_mode", "command_ranges"): + if key in row: + lines.append(line(f"Command/{key}", _format_value(row[key]))) + vmae = row.get("velocity_mae") + if vmae: + lines.append(line("Metrics/base_velocity/error_vel_xy", + f"{(vmae[0] + vmae[1]) / 2:.4f}")) + lines.append(line("Metrics/base_velocity/error_vel_yaw", f"{vmae[2]:.4f}")) + for name, value in termination_rates.items(): + lines.append(line(f"Episode_Termination/{name}", f"{value:.4f}")) + lines.append("=" * 78) + return "\n".join(lines) + + +def constants_from_bridge(bridge): + """Fixed gains/limits of this S10 task; no per-environment gain randomization.""" + d, dev = bridge.robot.data, bridge.env.device + from .terrain_posture import env_posture_cost, LEG_SCALES + from .upward import UPWARD_REWARD_CLAMPS, is_upward_task + from s10_supermimic.robot.config import LEG_JOINT_NAMES + upward = is_upward_task(bridge.env) + revised = (bridge.env.cfg.rewards["leg_posture"].func is env_posture_cost + or "wheel_obstacle_clearance" in bridge.env.cfg.rewards + or upward) + # Read the actual leg actuator gains so the imagined torque surrogate matches + # v4 (kp=80) and the softer v7 (kp=20) without duplicating constants. + robot_cfg = bridge.env.cfg.scene.entities["robot"] + leg_act = next( + (a for a in robot_cfg.articulation.actuators + if set(LEG_JOINT_NAMES).issubset(set(getattr(a, "target_names_expr", ())))), + None) + leg_kp = float(getattr(leg_act, "stiffness", 80.0)) + leg_kd = float(getattr(leg_act, "damping", 2.0)) + leg_effort = float(getattr(leg_act, "effort_limit", 50.0)) + return { + "terrain_posture_v2": revised, + "nonwheel_collision": "illegal_nonwheel_contact" in bridge.env.cfg.terminations, + "wheel_local_rewards": "wheel_obstacle_clearance" in bridge.env.cfg.rewards, + "rolling_rewards": "unnecessary_wheel_lift" in bridge.env.cfg.rewards, + "obstacle_progress": "obstacle_progress" in bridge.env.cfg.rewards, + "wheel_body_intrusion": "wheel_body_intrusion" in bridge.env.cfg.rewards, + "pair_body_intrusion": "pair_body_intrusion" in bridge.env.cfg.rewards, + "posture_relief_floor": bridge.env.cfg.rewards["leg_posture"].params.get( + "relief_floor", 0.125), + "upright_mode": "upward" if upward else "exp", + "bad_orientation_penalty": upward, + "reward_clamps": dict(UPWARD_REWARD_CLAMPS) if upward else {}, + "wheel_action_scale": bridge.env.cfg.actions["wheel_vel"].scale, + "leg_action_scale": torch.tensor(LEG_SCALES if revised else (.25,) * 12, device=dev), + "terrain_rewards": hasattr(bridge, "field"), + "upright_std": bridge.env.cfg.rewards["upright"].params.get("std", .6), + "default_q": d.default_joint_pos[0, bridge.legs].detach().clone(), + "limits": d.soft_joint_pos_limits[0, bridge.legs].detach().clone(), + # S10 leg actuators: v4 kp=80/kd=2, v7 kp=20/kd=2; effort=50 N·m. + # TODO(s10): the -2e-5 joint_torques_l2 weight was inherited from the + # initial recipe; retune if S10 training shows torque suppression or chatter. + "kp": torch.full((12,), leg_kp, device=dev), + "kd": torch.full((12,), leg_kd, device=dev), + "effort": torch.full((12,), leg_effort, device=dev), + # S10 wheel actuator: velocity damping 0.8, effort 14 N·m, 35 rad/s clip. + "wheel_kd": 0.8, + "wheel_effort": 14.0, + "wheel_velocity_limit": 35.0, + } + + +def actor_learning_rate(args, iteration): + age = max(0, iteration - args.actor_schedule_start) + progress = min(1., max(0, age - args.actor_hold_iterations) / max(1, args.lr_decay_iterations)) + decay = args.lr_final_frac + (1.-args.lr_final_frac)*.5*(1.+math.cos(math.pi*progress)) + ramp = min(1., (age+1) / max(1, args.actor_ramp_iterations)) + return args.lr * args.actor_lr_scale * decay * ramp + + +def update(optimizer, loss, parameters, element_clip=None): + parameters = list(parameters) + optimizer.zero_grad(set_to_none=True) + if not torch.isfinite(loss): + print("RECOVERY skipped non-finite loss; optimizer unchanged", flush=True) + return False + loss.backward() + norm = torch.nn.utils.clip_grad_norm_(parameters, 1., error_if_nonfinite=False) + if not torch.isfinite(norm): + optimizer.zero_grad(set_to_none=True) + print("RECOVERY skipped non-finite gradient; optimizer unchanged", flush=True) + return False + if element_clip is not None: + torch.nn.utils.clip_grad_value_(parameters, element_clip) + optimizer.step() + return True + + +def record_policy_video(actor, args, output, iteration, env_order, + upward_tilt_limit=None, command_ranges=None): + """Record a short MP4 with the current actor on a fresh single-env scene. + + This mirrors Isaac Lab's ``--video``/``--video_length``/``--video_interval`` + workflow. A separate one-env scene is used so recording does not perturb the + training environments. Recording is skipped if the optional mediapy/EGL + dependencies or the extra scene cannot be created. + """ + import random + import numpy as np + + state = ( + random.getstate(), + np.random.get_state(), + torch.get_rng_state(), + torch.cuda.get_rng_state_all() if torch.cuda.is_available() else None, + ) + video_env = None + try: + import mediapy + from mjlab.envs import ManagerBasedRlEnv + from .bridge import S10Bridge + + task = get_task(args.task) if getattr(args, "task", None) else None + if task is not None: + if task.actor.wheel_vel != actor.actor_wheel_vel: + raise ValueError("Task Actor schema differs from the training Actor") + cfg = task.build_env_cfg(play=True, history=args.history, seed=args.seed) + elif args.terrain: + from s10_supermimic.env.terrain import s10_velocity_terrain_env_cfg + cfg = s10_velocity_terrain_env_cfg( + play=True, history=args.history, seed=args.seed, + revision=args.terrain_revision, actor_wheel_vel=actor.actor_wheel_vel) + else: + from s10_supermimic.env.flat import s10_velocity_flat_env_cfg + cfg = s10_velocity_flat_env_cfg( + play=True, history=args.history, + actor_wheel_vel=actor.actor_wheel_vel) + cfg.scene.num_envs = 1 + cfg.rewards = {} + cfg.metrics = {} + cfg.observations.pop("critic", None) + cfg.episode_length_s = 1e9 + cfg.viewer.width = args.video_width + cfg.viewer.height = args.video_height + cfg.viewer.distance = 2.5 + cfg.viewer.elevation = -20. + cfg.viewer.azimuth = 140. + video_env = ManagerBasedRlEnv( + cfg=cfg, device=args.device, render_mode="rgb_array") + if command_ranges is not None: + ranges = video_env.command_manager.get_term("twist").cfg.ranges + ranges.lin_vel_x, ranges.lin_vel_y, ranges.ang_vel_z = command_ranges + bridge = S10Bridge(video_env) + if list(bridge.to_env) != list(env_order): + raise ValueError("Video env action order differs from the training env") + if upward_tilt_limit is not None: + video_env._upward_tilt_limits = torch.full( + (video_env.num_envs,), float(upward_tilt_limit), device=video_env.device) + obs, _ = video_env.reset() + path = output / "videos" / f"iteration_{iteration:06d}.mp4" + path.parent.mkdir(parents=True, exist_ok=True) + was_training = actor.training + actor.eval() + with torch.no_grad(), mediapy.VideoWriter( + str(path), shape=(args.video_height, args.video_width), + fps=args.video_fps) as writer: + for _ in range(args.video_length): + action = actor(obs["actor"]) + obs, _, terminated, truncated, _ = video_env.step( + bridge.env_action(action)) + writer.add_image(video_env.render()) + if bool(terminated.any() or truncated.any()): + obs, _ = video_env.reset() + actor.train(was_training) + print(f"S10 video saved: {path}", flush=True) + finally: + if video_env is not None: + video_env.close() + if torch.cuda.is_available(): + torch.cuda.empty_cache() + random.setstate(state[0]) + np.random.set_state(state[1]) + torch.set_rng_state(state[2]) + if state[3] is not None: + torch.cuda.set_rng_state_all(state[3]) + + +class Learner: + """Pure-Torch learner; also usable in small CPU tests without mjlab.""" + def __init__(self, args, field=None): + self.args, self.field = args, field + self.format = POLICY_FORMAT + self.model_class = S10WorldModel + extra = 0 + if field is not None: + from .terrain_world_model import TerrainWorldModel, POLICY_FORMAT as TERRAIN_FORMAT + from .terrain import SCAN_DIM + self.model_class, self.format, extra = TerrainWorldModel, TERRAIN_FORMAT, SCAN_DIM + self.model = self.model_class(tuple(args.wm_hidden), **( + {"contacts":args.terrain_revision >= 4, + "collisions":args.terrain_revision >= 7} if field is not None else {})).to(args.device) + self.actor = Actor(args.history, tuple(args.actor_hidden), + args.actor_wheel_vel).to(args.device) + self.critic = Network(CRITIC_DIM + extra, 1, tuple(args.critic_hidden)).to(args.device) + self.target = copy.deepcopy(self.critic) + self.optimizers = [torch.optim.Adam(module.parameters(), lr=args.lr) + for module in (self.model, self.actor, self.critic)] + self.policy_updates = 0 + self.skipped_updates = 0 + self.terrain_state = None + self.curriculum_state = None + self.env_steps = 0 + self.imagined_step = None + + def critic_input(self, state, command, context, previous, pose): + x = critic_input(state, command, context, previous) + return x if self.field is None else torch.cat((x, self.field.scan(state, pose)), -1) + + def fit(self, b): + if self.field is not None: + loss = self.model.terrain_loss(b, self.field) + if not update(self.optimizers[0], loss, self.model.parameters()): + self.skipped_updates += 1 + return None + return loss.item() + loss = self.model.loss(b["state"][:, 0], b["action"], b["previous"], b["context"][:, 0], + b["next"], b["pose"], b["valid"].squeeze(-1)) + if not update(self.optimizers[0], loss, self.model.parameters()): + self.skipped_updates += 1 + return None + return loss.item() + + def improve(self, seed, constants, weights, env_order, dt): + args = self.args + if args.compile_imagination and self.imagined_step is None: + step = make_imagined_step(self.model,self.actor,constants,weights,env_order, + dt=dt,field=self.field) + self.imagined_step = torch.compile(step, dynamic=False, fullgraph=True) + with frozen(self.model, self.target): + actor_loss, inputs, targets = rollout( + self.model, self.actor, self.target, seed, constants, weights, env_order, + horizon=args.horizon, dt=dt, gamma=args.gamma, lam=args.lam, field=self.field, + step_fn=self.imagined_step) + if not update(self.optimizers[1], actor_loss, self.actor.parameters(), args.actor_grad_clip_element): + self.skipped_updates += 1 + return None, None + x, y = inputs.flatten(0, 1), targets.flatten() + critic_losses = [] + for _ in range(args.critic_epochs): + order = torch.randperm(len(x),device=x.device) + for indices in order.tensor_split(min(args.critic_minibatches,len(x))): + value = self.critic(x[indices]).squeeze(-1) + critic_loss = torch.nn.functional.mse_loss(value, y[indices]) + if not update(self.optimizers[2], critic_loss, self.critic.parameters()): + self.skipped_updates += 1 + return actor_loss.item(), None + critic_losses.append(critic_loss.detach()) + with torch.no_grad(): + for target, source in zip(self.target.parameters(), self.critic.parameters()): + target.lerp_(source, 0.02) + # Running normalization is a coordinate system, not an EMA weight. + self.target.norm.load_state_dict(self.critic.norm.state_dict()) + self.policy_updates += 1 + return actor_loss.item(), torch.stack(critic_losses).mean().item() + + def save(self, path, step, env_order, dt): + checkpoint = { + "training_algorithm": "s10-full-return-events-v1", + "format": self.format, "step": step, "history": self.actor.history, + "actor_wheel_vel": self.actor.actor_wheel_vel, + "actor_hidden": self.actor.hidden, "actor": self.actor.state_dict(), + "world_model": self.model.checkpoint(), "critic": self.critic.state_dict(), + "target_critic": self.target.state_dict(), "config": vars(self.args), + "optimizers": [o.state_dict() for o in self.optimizers], + "terrain_state": self.terrain_state, + "curriculum_state": self.curriculum_state, + "env_steps": self.env_steps, + "policy_updates": self.policy_updates, "env_action_order": list(env_order), "dt": dt, + } + path = Path(path) + path.parent.mkdir(parents=True, exist_ok=True) + tmp = path.with_suffix(".tmp") + torch.save(checkpoint, tmp) + tmp.replace(path) + + def load(self, path, env_order, dt): + ckpt = torch.load(path, map_location=self.args.device, weights_only=True) + if ckpt.get("format") != self.format: + raise ValueError("Resume requires a S10 policy checkpoint") + if ckpt["env_action_order"] != list(env_order) or abs(ckpt["dt"] - dt) > 1e-8: + raise ValueError("Checkpoint action order/control timestep differs from this environment") + if ckpt["history"] != self.args.history: + raise ValueError("Checkpoint observation history differs") + if self.field is not None and ckpt["config"]["seed"] != self.args.seed: + raise ValueError("Terrain resume requires the same terrain seed") + if ckpt["config"].get("terrain_revision", 1) != getattr(self.args, "terrain_revision", 1): + raise ValueError("Terrain revision/action scale differs; start a new run for a different revision") + if checkpoint_wheel_vel(ckpt) != self.actor.actor_wheel_vel: + raise ValueError("Actor observation schema differs; choose the matching task or start a new run") + self.actor.load_state_dict(ckpt["actor"]) + self.model.load_state_dict(self.model_class.from_checkpoint(ckpt["world_model"]).state_dict()) + self.critic.load_state_dict(ckpt["critic"]) + self.target.load_state_dict(ckpt["target_critic"]) + for optimizer, data in zip(self.optimizers, ckpt["optimizers"]): + optimizer.load_state_dict(data) + self.policy_updates = ckpt["policy_updates"] + self.terrain_state = ckpt.get("terrain_state") + self.curriculum_state = ckpt.get("curriculum_state") + self.env_steps = ckpt.get("env_steps", ckpt["step"] * ckpt["config"].get("num_steps_per_env", 1)) + return ckpt["step"] + + +def parser(): + p = argparse.ArgumentParser(description=__doc__) + p.add_argument("--task", choices=task_names(), default=None, + help="Select a registered S10 task; its defaults are applied before CLI overrides") + p.add_argument("--list-tasks", action="store_true", help="List registered tasks and exit") + for name, default in (("num-envs", 64), ("iterations", 10000), ("buffer-len", 512), + ("history", 5), ("wm-window", 8), ("wm-batch", 128), + ("wm-updates", 2), ("imag-batch", 128), ("horizon", 16), + ("warmup", 300), ("critic-epochs", 5), ("save-interval", 1000), + ("log-interval", 50), ("seed", 0), ("num-steps-per-env", 1), ("critic-minibatches", 4), + ("archive-size", 100000), ("actor-ramp-iterations", 1000), + ("lr-decay-iterations", 30000), ("actor-hold-iterations", 0), + ("actor-schedule-start", 0)): + p.add_argument("--" + name, type=int, default=default) + for name, default in (("lr", 2e-4), ("action-noise", 0.15), ("gamma", 0.99), ("lam", 0.95)): + p.add_argument("--" + name, type=float, default=default) + p.add_argument("--compile-imagination", action="store_true") + p.add_argument("--no-compile-imagination", dest="compile_imagination", + action="store_false", default=False) + p.add_argument("--prioritized-replay", action="store_true") + p.add_argument("--actor-lr-scale", type=float, default=.3) + p.add_argument("--lr-final-frac", type=float, default=.03) + p.add_argument("--actor-grad-clip-element", type=float, default=.1) + p.add_argument("--wm-hidden", type=int, nargs="+", default=[512, 512, 512]) + p.add_argument("--actor-hidden", type=int, nargs="+", default=[256, 128, 64]) + p.add_argument("--critic-hidden", type=int, nargs="+", default=[256, 128, 64]) + p.add_argument("--device", default="cuda:0") + p.add_argument("--terrain", action="store_true", help="Blind static rough-terrain task") + p.add_argument("--terrain-revision", type=int, choices=(1, 2, 3, 4, 5, 6, 7), default=1, + help="2: larger leg actions; 3: bidirectional commands; 4: rolling rewards; 5: performance-gated stair curriculum; 6: wheel-local clearance; 7: safe v7 (53-value Actor, time-ramped 1.5/0.8/1.2 commands, ±45° init, wheel/body intrusion, collision); new run required") + p.add_argument("--command-curriculum", action="store_true", help="Progressively widen velocity ranges") + p.add_argument("--command-curriculum-start", type=int, default=0, help="Learner iteration where the velocity schedule starts; preserve on resume") + p.add_argument("--init-actor", default="", help="Initialize only the actor from a flat policy; dynamics/critic start fresh") + p.add_argument("--resume", default="") + p.add_argument("--output", default="") + p.add_argument("--video", action="store_true", help="Record periodic MP4 videos with the current actor") + p.add_argument("--video-length", type=int, default=500, help="Frames per video") + p.add_argument("--video-interval", type=int, default=15000, help="Record every N learner iterations") + p.add_argument("--video-fps", type=int, default=50, help="Video frame rate") + p.add_argument("--video-width", type=int, default=640) + p.add_argument("--video-height", type=int, default=480) + return p + + +def main(): + p = parser() + pre, _ = p.parse_known_args() + if pre.list_tasks: + for spec in list_tasks(): + print(f"{spec.name}: {spec.description}") + return + task = get_task(pre.task) if pre.task else None + if task is not None: + p.set_defaults(**task.defaults) + args = p.parse_args() + if task is not None and args.terrain_revision != task.terrain_revision: + p.error(f"Task {task.name} requires terrain-revision {task.terrain_revision}") + if task is not None: + args.actor_wheel_vel = task.actor.wheel_vel + elif args.resume: + resumed = torch.load(args.resume, map_location="cpu", weights_only=True) + args.actor_wheel_vel = checkpoint_wheel_vel(resumed) + else: + args.actor_wheel_vel = args.terrain_revision <= 4 or args.terrain_revision >= 7 + positive = (args.archive_size, args.critic_minibatches, args.lr_decay_iterations, args.num_steps_per_env, args.num_envs, args.iterations, args.buffer_len, args.history, args.wm_window, + args.wm_batch, args.wm_updates, args.imag_batch, args.horizon, args.critic_epochs, + args.save_interval, args.log_interval, *args.wm_hidden, *args.actor_hidden, + *args.critic_hidden) + if min(positive) < 1 or args.warmup < 0 or args.buffer_len < args.wm_window: + p.error("Positive sizes required; buffer-len must be >= wm-window; warmup >= 0") + if not (0 < args.gamma <= 1 and 0 <= args.lam <= 1 and args.lr > 0 and args.action_noise >= 0): + p.error("Invalid optimizer, noise or return parameters") + if args.actor_lr_scale <= 0 or not 0 < args.lr_final_frac <= 1 or args.actor_ramp_iterations < 0 or args.actor_grad_clip_element <= 0: + p.error("Invalid actor learning-rate/gradient protection") + if args.actor_hold_iterations < 0: + p.error("actor-hold-iterations must be nonnegative") + if args.terrain_revision >= 5 and args.archive_size < 2: + p.error("terrain v5+ requires archive-size >=2") + if 5 <= args.terrain_revision < 7 and not args.command_curriculum: + p.error("terrain v5/v6 requires command-curriculum; v7 uses a time-based cap") + if args.video and (args.video_length < 1 or args.video_interval < 1 + or not 1 <= args.video_fps <= 50 + or args.video_width < 64 or args.video_height < 64 + or args.video_width % 2 or args.video_height % 2): + p.error("Video requires length/interval >=1, fps 1..50, even width/height >=64") + if args.prioritized_replay and (not args.terrain or args.terrain_revision < 4): + p.error("prioritized-replay requires measured contacts from terrain revision >=4") + from mjlab.envs import ManagerBasedRlEnv + from s10_supermimic.env.flat import s10_velocity_flat_env_cfg + + torch.manual_seed(args.seed) + if args.resume and args.init_actor: + p.error("Choose resume or init-actor") + if args.terrain_revision >= 2 and (not args.terrain or args.init_actor): + p.error("terrain-revision >=2 requires --terrain and cannot initialize a flat actor") + if task is not None: + if task.actor.wheel_vel != args.actor_wheel_vel: + p.error("Task Actor schema differs from the requested Actor schema") + cfg = task.build_env_cfg(play=False, history=args.history, seed=args.seed) + elif args.terrain: + from s10_supermimic.env.terrain import s10_velocity_terrain_env_cfg + cfg = s10_velocity_terrain_env_cfg( + history=args.history, seed=args.seed, revision=args.terrain_revision, + actor_wheel_vel=args.actor_wheel_vel) + else: + cfg = s10_velocity_flat_env_cfg( + history=args.history, actor_wheel_vel=args.actor_wheel_vel) + if args.command_curriculum: + if not args.terrain or args.terrain_revision < 4: + p.error("command-curriculum requires terrain revision >=4") + from .command_curriculum import set_command_stage, stages_for + set_command_stage(cfg.commands["twist"], 0, + stages=stages_for(args.terrain_revision)) + cfg.seed = args.seed + cfg.scene.num_envs = args.num_envs + env = ManagerBasedRlEnv(cfg=cfg, device=args.device) + try: + if args.task == "s10-v4-upward": + init_upward_state(env) + obs, _ = env.reset() + field = None + if args.terrain: + from .terrain import TerrainField, TerrainBridge + field = TerrainField.from_env(env) + bridge = TerrainBridge(env, field) + env._s10_posture_bridge = bridge + print(f"Shared terrain atlas: {field.h.numel()*4/2**20:.1f} MiB", flush=True) + else: + bridge = S10Bridge(env) + learner = Learner(args, field) + if args.init_actor: + ckpt = torch.load(args.init_actor, map_location=args.device, weights_only=True) + if ckpt.get("format") != POLICY_FORMAT or ckpt["history"] != args.history: + raise ValueError("init-actor requires a matching flat S10 actor") + if ckpt["env_action_order"] != list(bridge.to_env) or abs(ckpt["dt"]-env.step_dt)>1e-8: + raise ValueError("Warm-start action contract differs") + if checkpoint_wheel_vel(ckpt) != learner.actor.actor_wheel_vel: + raise ValueError("Warm-start actor observation schema differs") + learner.actor.load_state_dict(ckpt["actor"]) + constants = constants_from_bridge(bridge) + weights = {name: term.weight for name, term in cfg.rewards.items()} + contact_targets = args.terrain and args.terrain_revision >= 4 + replay = Replay(args.buffer_len, args.num_envs, args.device, + learner.actor.frame_dim * args.history, + terrain=args.terrain, contacts=contact_targets, + courses=args.terrain_revision >= 5, + collisions=args.terrain_revision >= 7, + pairs=args.terrain_revision >= 7) + start = learner.load(args.resume, bridge.to_env, env.step_dt) if args.resume else 0 + command_stage = 0 + if args.command_curriculum: + saved_stage = None + if args.terrain_revision >= 5: + saved_stage = (int(learner.curriculum_state['stage']) + if learner.curriculum_state else 0) + command_stage = set_command_stage( + env.command_manager.get_term("twist").cfg, + start - args.command_curriculum_start, + stage=saved_stage, stages=stages_for(args.terrain_revision)) + if args.terrain and learner.terrain_state is not None: + terrain = env.scene.terrain + levels = learner.terrain_state["levels"].to(args.device) + types = learner.terrain_state["types"].to(args.device) + if levels.shape != terrain.terrain_levels.shape: + raise ValueError("Terrain resume requires the same num-envs") + terrain.terrain_levels.copy_(levels) + terrain.terrain_types.copy_(types) + terrain.env_origins.copy_(terrain.terrain_origins[levels, types]) + obs, _ = env.reset() + if args.terrain_revision >= 5: + from .stair_curriculum import buffers, next_stage, summary + stats = buffers(env) + saved = learner.curriculum_state + velocity_ema = saved['velocity_ema'] if saved else [1., 1., 1.] + if saved: + stats.copy_(saved['stats'].to(env.device)) + if args.terrain_revision >= 5: + command_stage = int(saved['stage']) if saved else 0 + if args.command_curriculum: + set_command_stage(env.command_manager.get_term('twist').cfg, 0, + stage=command_stage, + stages=stages_for(args.terrain_revision)) + if start >= args.iterations: + raise ValueError("iterations must exceed the resumed checkpoint step") + if obs["actor"].shape[-1] != learner.actor.frame_dim * args.history: + raise ValueError("S10 actor observation dimension mismatch") + output = Path(args.output or "logs/s10/" + datetime.now(ZoneInfo("Asia/Shanghai")).strftime("%Y-%m-%d_%H-%M-%S")) + output.mkdir(parents=True, exist_ok=True) + previous = torch.zeros(args.num_envs, 16, device=args.device) + ou = torch.zeros_like(previous) + totals = torch.zeros(6, device=args.device) + reward_totals = torch.zeros(len(env.reward_manager.active_terms), device=args.device) + interval_steps = 0 + nonwheel_terminations = 0 + invalid_env_resets = 0 + episode_length_sum = 0.0 + episode_count = 0 + termination_counts = {name: 0 for name in env.termination_manager.active_terms} + collection_time_sum = 0.0 + learning_time_sum = 0.0 + began = time.monotonic() + print(f"S10 replay storage: {sum(t.numel() * t.element_size() for t in replay.data.values()) / 2**20:.1f} MiB", flush=True) + if args.video: + try: + ranges = env.command_manager.get_term("twist").cfg.ranges + record_policy_video( + learner.actor, args, output, start, bridge.to_env, + upward_tilt_limit=(upward_video_tilt_limit(env) + if args.task == "s10-v4-upward" else None), + command_ranges=(ranges.lin_vel_x, ranges.lin_vel_y, ranges.ang_vel_z)) + except Exception as exc: + print(f"RECOVERY skipped initial video: {exc}", flush=True) + with (output / "metrics.jsonl").open("a") as log: + for step in range(start, args.iterations): + iter_start = time.monotonic() + for group in learner.optimizers[1].param_groups: + group["lr"] = actor_learning_rate(args, step) + if args.command_curriculum and args.terrain_revision < 5: + command_stage = set_command_stage( + env.command_manager.get_term("twist").cfg, + step - args.command_curriculum_start, + stages=stages_for(args.terrain_revision)) + for _ in range(args.num_steps_per_env): + with torch.no_grad(): + history = obs["actor"].clone() + state, pose, context = bridge.state(), bridge.pose(), bridge.context() + command = env.command_manager.get_command("twist").clone() + bias = bridge.robot.data.encoder_bias[:, bridge.legs].clone() + learner.actor.norm.update(history) + learner.critic.norm.update(learner.critic_input(state, command, context, previous, pose)) + learner.target.norm.load_state_dict(learner.critic.norm.state_dict()) + ou = 0.95 * ou + (1 - 0.95**2)**0.5 * torch.randn_like(ou) + action = (learner.actor(history) + args.action_noise * ou).clamp(-1., 1.) + if args.terrain_revision >= 5: + course_types = env.scene.terrain.terrain_types.clone() + course_levels = env.scene.terrain.terrain_levels.clone() + course_origins = env.scene.env_origins.clone() + prev_episode_length = env.episode_length_buf.clone() + obs, real_reward, terminated, truncated, _ = env.step(bridge.env_action(action)) + terminated, truncated = terminated.clone(), truncated.clone() + obs, bad = recover_invalid_envs(env, obs, real_reward) + invalid_env_resets += int(bad.sum()) + valid = ~(terminated | truncated | bad) + done = (terminated | truncated) & ~bad + if done.any(): + episode_length_sum += float(prev_episode_length[done].sum().item()) + episode_count += int(done.sum()) + for name in termination_counts: + termination_counts[name] += int( + (env.termination_manager.get_term(name) & done).sum().item()) + real_reward = torch.where(bad, torch.zeros_like(real_reward), real_reward) + nxt, delta = bridge.state(), pose_delta(pose, bridge.pose()) + measured = torch.cat((nxt[:, 4:6], nxt[:, 9:10]), -1) + reward_totals += env.reward_manager._step_reward[~bad].sum(0) + totals[0] += real_reward.sum() + totals[1] += terminated.sum() + totals[2] += valid.sum() + totals[3:] += (measured[valid] - command[valid]).abs().sum(0) + interval_steps += 1 + course_data = {} + if args.terrain_revision >= 7: + label_valid = env._nonwheel_label_valid & ~bad & torch.isfinite(state).all(-1) + course_data.update(collision=env._nonwheel_hit[:,None].float(), + collision_valid=label_valid[:,None].float()) + nonwheel_terminations += int((env._nonwheel_hit & label_valid).sum()) + if args.terrain_revision >= 5: + new_pose = bridge.pose() + ground_rise = field.sample(new_pose[:,:2]) - field.sample(pose[:,:2]) + forward_motion = (delta[:,:2] * command[:,:2]).sum(-1) > 0 + offset = bridge.robot.data.root_link_pos_w - course_origins + from .stair_curriculum import stair_pass + reached = stair_pass(offset, bridge.robot.data.projected_gravity_b, + course_levels, course_types == 1) + crossing = (pose[:,0] - course_origins[:,0]).abs() <= 2.8 + useful = (ground_rise > .005) & forward_motion & valid + course_data['course'] = torch.stack((course_types.float(), course_levels.float(), + useful.float(), (reached & crossing & valid).float()), -1) + replay.add(state=state, action=action, previous=previous, context=context, + next=nxt, pose=delta, valid=valid[:, None], history=history, + command=command, bias=bias, **({"world_pose": pose} if args.terrain else {}), + **({"next_contacts":bridge.contacts()} if contact_targets else {}), + **({"pair_timer": env._s10_pair_timer} if args.terrain_revision >= 7 else {}), + **course_data) + if valid.any(): + model_context = context if field is None else torch.cat((context, field.scan(state, pose)), -1) + learner.model.update_stats(state[valid], action[valid], previous[valid], model_context[valid], + nxt[valid], delta[valid]) + previous = action.clone() + previous[~valid], ou[~valid] = 0., 0. + learner.env_steps += 1 + collect_end = time.monotonic() + collection_time_sum += collect_end - iter_start + wm_loss = actor_loss = critic_loss = None + if replay.size >= args.wm_window: + for _ in range(args.wm_updates): + batch = (replay.sample_world_model(args.wm_batch, args.wm_window, capacity=args.archive_size) + if args.prioritized_replay else replay.sample(args.wm_batch, args.wm_window)) + wm_loss = learner.fit(batch) + # Replay is not checkpointed; refit it during warmup after every resume. + if step - start >= args.warmup: + seed = {k: v[:, 0] for k, v in replay.sample(args.imag_batch, 1).items()} + actor_loss, critic_loss = learner.improve(seed, constants, weights, bridge.to_env, env.step_dt) + learning_time_sum += time.monotonic() - collect_end + if (step + 1) % args.log_interval == 0 or step + 1 == args.iterations: + mean_episode_length = episode_length_sum / max(episode_count, 1) + # RewardManager._step_reward is raw*weight; the env reward also + # multiplies by dt. Scale before turning rates into episode sums. + weighted_terms = (reward_totals / max(interval_steps * args.num_envs, 1)).cpu() + terms_per_step = weighted_terms * env.step_dt + episode_reward_terms = dict(zip( + env.reward_manager.active_terms, + (terms_per_step * mean_episode_length).tolist())) + termination_rates = { + name: count / max(episode_count, 1) + for name, count in termination_counts.items()} + now = time.monotonic() + row = dict(step=step + 1, actor_lr=learner.optimizers[1].param_groups[0]["lr"], + archive_windows=0 if replay.archive is None else replay.archive.size, env_steps=learner.env_steps, + total_transitions=learner.env_steps * args.num_envs, + num_steps_per_env=args.num_steps_per_env, wm_loss=wm_loss, actor_loss=actor_loss, + critic_loss=critic_loss, reward=(totals[0] / (interval_steps * args.num_envs)).item(), + falls=int(totals[1]), interval_steps=interval_steps, + velocity_mae=(totals[3:] / totals[2].clamp_min(1)).tolist(), + mean_episode_length=mean_episode_length, + episode_reward_terms=episode_reward_terms, + weighted_reward_terms=dict(zip(env.reward_manager.active_terms, + weighted_terms.tolist())), + episode_termination_rates=termination_rates, + collection_time_s=collection_time_sum / max(interval_steps, 1), + learning_time_s=learning_time_sum / max(interval_steps, 1), + iteration_time_s=(now - began) / max(step + 1 - start, 1), + policy_updates=learner.policy_updates, + skipped_updates=learner.skipped_updates, invalid_env_resets=invalid_env_resets, + elapsed_s=now - began) + if args.task == "s10-v4-upward": + stats = upward_curriculum_stats(env) + row.update(stats) + row.update(upward_tilt_stage=stats["tilt_level_q75"], + upward_tilt_deg=TILT_STAGES_DEG[stats["tilt_level_q75"]], + upward_recovery_rate=stats["recovery_window_rate"], + upward_traverse_rate=stats["traverse_window_rate"], + upward_success_rate=stats["traverse_window_rate"]) + if args.terrain_revision >= 7: + row['nonwheel_terminations'] = nonwheel_terminations + if args.terrain: + row.update({k:v.item() for k,v in learner.model.last_contact_metrics.items()}) + row["terrain_level_mean"] = env.scene.terrain.terrain_levels.float().mean().item() + row["terrain_level_max"] = env.scene.terrain.terrain_levels.max().item() + if args.terrain_revision >= 5: + velocity_ema = [.9*a + .1*b for a,b in zip(velocity_ema, row['velocity_mae'])] + row['terrain_details'] = summary(env) + row['success_archive_windows'] = 0 if replay.success_archive is None else replay.success_archive.size + promoted = command_stage + if args.command_curriculum and args.terrain_revision >= 5: + promoted = next_stage(command_stage, step + 1 - args.command_curriculum_start, + env._stair_stats.cpu().numpy(), velocity_ema) + row['next_command_stage'] = promoted + if args.command_curriculum: + ranges = env.command_manager.get_term("twist").cfg.ranges + row.update(command_stage=command_stage, command_ranges=[ranges.lin_vel_x, ranges.lin_vel_y, ranges.ang_vel_z]) + else: + ranges = env.command_manager.get_term("twist").cfg.ranges + row.update(command_stage=0, command_mode="fixed", + command_ranges=[ranges.lin_vel_x, ranges.lin_vel_y, ranges.ang_vel_z]) + if args.terrain_revision >= 3: + row["command_negative_vx_fraction"] = (command[:,0] < 0).float().mean().item() + row["command_abs_max"] = command.abs().amax(0).tolist() + log.write(json.dumps(row) + "\n") + log.flush() + print(format_training_log(row, args, episode_reward_terms, termination_rates), + flush=True) + if (args.terrain_revision >= 5 and args.command_curriculum + and promoted != command_stage): + command_stage = promoted + env._stair_stats.zero_() # Fresh performance window for the next stage. + set_command_stage(env.command_manager.get_term('twist').cfg, 0, + stage=command_stage, + stages=stages_for(args.terrain_revision)) + reward_totals.zero_() + totals.zero_() + interval_steps = 0 + episode_length_sum = 0.0 + episode_count = 0 + for name in termination_counts: + termination_counts[name] = 0 + collection_time_sum = 0.0 + learning_time_sum = 0.0 + if (step + 1) % args.save_interval == 0 or step + 1 == args.iterations: + if args.terrain: + learner.terrain_state = {"levels": env.scene.terrain.terrain_levels.cpu().clone(), + "types": env.scene.terrain.terrain_types.cpu().clone()} + if args.terrain_revision >= 5: + learner.curriculum_state = dict(stage=command_stage, velocity_ema=velocity_ema, + stats=env._stair_stats.detach().cpu().clone()) + learner.save(output / f"model_{step + 1}.pt", step + 1, bridge.to_env, env.step_dt) + if args.video and ((step + 1) % args.video_interval == 0 + or step + 1 == args.iterations): + try: + ranges = env.command_manager.get_term("twist").cfg.ranges + record_policy_video( + learner.actor, args, output, step + 1, bridge.to_env, + upward_tilt_limit=(upward_video_tilt_limit(env) + if args.task == "s10-v4-upward" else None), + command_ranges=(ranges.lin_vel_x, ranges.lin_vel_y, ranges.ang_vel_z)) + except Exception as exc: + print(f"RECOVERY skipped video at {step + 1}: {exc}", flush=True) + print(f"S10 training complete: {output}") + finally: + env.close() diff --git a/s10_supermimic/core/upward.py b/s10_supermimic/core/upward.py new file mode 100644 index 0000000..83de5c7 --- /dev/null +++ b/s10_supermimic/core/upward.py @@ -0,0 +1,336 @@ +"""V4-upward helpers: sign-aware upright reward, reward clamps and sustained fall. + +This module is used only by the ``s10-v4-upward`` task. V4 itself keeps its +baseline exp-upright reward and immediate 70-degree fall termination. +""" + +from __future__ import annotations + +import math + +import torch +from mjlab.envs import mdp +from mjlab.managers import ManagerTermBase +from mjlab.managers.scene_entity_config import SceneEntityCfg + +from .world_model import GRAVITY + +# Raw-term caps (before weight and dt) for the recovery task. +# Chosen from v4 random-orientation samples: p99/max were approximately +# leg_posture .78/.86, standstill 5.37/7.90, joint_torques 4772/5016, +# unnecessary_wheel_lift 750/826, rolling_leg_motion 2.38/4.47. +UPWARD_REWARD_CLAMPS = { + "leg_posture": 2.0, + "standstill": 4.0, + "action_rate_l2": 4.0, + "joint_torques_l2": 5000.0, + "dof_pos_limits": 0.5, + "unnecessary_wheel_lift": 2.0, + "rolling_leg_motion": 5.0, +} + +# IsaacLab upward: upward max 4 (raw 4 x weight 1), bad-orientation -80, +# i.e. the bad penalty is 20x the upward maximum. Here upward max is 2 +# (raw 1 x weight 2), so the same ratio is -40. +BAD_ORIENTATION_WEIGHT = -40.0 +BAD_ORIENTATION_XY = 0.7 +# The old max(gz, |gx|-0.7, |gy|-0.7) severity saturated for gz >= 0.3 and had +# a local maximum near 105 deg, where the |gx|-0.7 term crossed gz. The reward +# severity is now a function of the tilt angle only: 0 at 45 deg, 1 at 180 deg, +# monotonic in between. The correction term steepens the near-threshold part +# while keeping a positive slope at 180 deg and a finite derivative at 45 deg. +BAD_ORIENTATION_START_DEG = 45.0 +BAD_ORIENTATION_CORRECTION = 2.5 + +# Per-environment recovery curriculum, IsaacLab terrain-curriculum style. +# Each env keeps the outcomes of its last HISTORY_LENGTH episodes and advances +# when at least PROMOTE_SUCCESSES of them recovered (16/20 = 80% > 75%). +# There is no global batch gate: terrain and tilt levels are per environment. +TILT_STAGES_DEG = (60.0, 135.0, 180.0) +HISTORY_LENGTH = 20 +PROMOTE_SUCCESSES = 16 +DEMOTE_SUCCESSES = 5 + + +def upright_upward_value(gravity: torch.Tensor) -> torch.Tensor: + """Normalized upward reward in [0, 1]. + + ``projected_gravity_b[:, 2]`` is -1 upright, 0 sideways and +1 upside down. + The old v4 exp-upright term is sign-blind: upside-down also scores 1. This + linear form is monotonic through the whole range and has a constant gradient + with respect to gravity_z, which is what the recovery task needs. + """ + return (0.5 * (1.0 - gravity[:, 2])).clamp(0.0, 1.0) + + +def upright_upward(env, asset_cfg: SceneEntityCfg = SceneEntityCfg("robot")) -> torch.Tensor: + """Environment reward term replacing v4 ``upright`` for this task.""" + gravity = env.scene[asset_cfg.name].data.projected_gravity_b + return upright_upward_value(gravity) + + +def bad_orientation_value(gravity: torch.Tensor) -> torch.Tensor: + """Monotonic tilt-based bad-orientation severity in [0, 1]. + + ``projected_gravity_b[:, 2]`` is -1 upright and +1 upside down, so + ``tilt = acos(-gz)`` goes from 0 to pi. Severity is 0 below + ``BAD_ORIENTATION_START_DEG``, then increases monotonically to 1 at 180 deg: + + x = clamp((tilt - 45 deg) / 135 deg, 0, 1) + severity = x + 2.5 * x * (1 - x)^2 + + Unlike the previous max(gz, |gx|-0.7, |gy|-0.7) formula, this has no + saturation plateau for deep inversion and no local maximum near 105 deg. + The polynomial correction is used instead of a fractional power because + ``x ** (1/3)`` has an infinite derivative at x=0 (upright), which would + produce non-finite gradients during imagination. + """ + gz = gravity[:, 2].clamp(-1.0 + 1e-4, 1.0 - 1e-4) + tilt = torch.acos(-gz) + start = math.radians(BAD_ORIENTATION_START_DEG) + x = ((tilt - start) / (math.pi - start)).clamp(0.0, 1.0) + return x + BAD_ORIENTATION_CORRECTION * x * (1.0 - x).square() + + +def bad_orientation_mask(gravity: torch.Tensor) -> torch.Tensor: + """Binary bad set used by the 4-second termination. + + This intentionally keeps the IsaacLab-style boundary: upside-down + hemisphere or |gx|/|gy| beyond 0.7. The reward severity above is a smooth + tilt-based shaping term and is not used to decide termination. + """ + return ((gravity[:, 2] > 0.0) + | (gravity[:, :2].abs() > BAD_ORIENTATION_XY).any(-1)) + + +def bad_orientation_penalty(env, asset_cfg: SceneEntityCfg = SceneEntityCfg("robot")) -> torch.Tensor: + """Continuous per-step bad-orientation penalty used by the environment.""" + gravity = env.scene[asset_cfg.name].data.projected_gravity_b + return bad_orientation_value(gravity) + + +def is_upward_task(env) -> bool: + """Identify the task from its upright reward function, not from a new flag.""" + rewards = getattr(env.cfg, "rewards", {}) + term = rewards.get("upright") if hasattr(rewards, "get") else None + return term is not None and getattr(term, "func", None) is upright_upward + + +def _sample_offsets(range_dict, count: int, device): + """Sample x/y/z/roll/pitch/yaw offsets; missing keys are zero.""" + offsets = [] + for key in ("x", "y", "z", "roll", "pitch", "yaw"): + lo, hi = (range_dict or {}).get(key, (0.0, 0.0)) + lo, hi = float(lo), float(hi) + if hi <= lo: + offsets.append(torch.full((count,), lo, device=device)) + else: + offsets.append(torch.empty(count, device=device).uniform_(lo, hi)) + return torch.stack(offsets, -1) + + +def reset_root_state_upward(env, env_ids, pose_range, velocity_range=None, + asset_cfg: SceneEntityCfg = SceneEntityCfg("robot")): + """Reset with a per-environment roll/pitch limit. + + ``env._upward_tilt_limits`` is a per-env tensor updated by the curriculum. + Play/evaluation has no such tensor and falls back to the full range in + ``pose_range`` (the task sets +/-pi there). + """ + env_ids = mdp.resolve_env_ids(env, env_ids) + asset = env.scene[asset_cfg.name] + count = len(env_ids) + pose = _sample_offsets(pose_range, count, env.device) + limits = getattr(env, "_upward_tilt_limits", None) + if limits is None: + roll = pose_range.get("roll", (-math.pi, math.pi)) + limit = max(abs(float(roll[0])), abs(float(roll[1]))) + limits = torch.full((count,), limit, device=env.device) + else: + limits = limits[env_ids] + pose[:, 3] = (2.0 * torch.rand(count, device=env.device) - 1.0) * limits + pose[:, 4] = (2.0 * torch.rand(count, device=env.device) - 1.0) * limits + default = asset.data.default_root_state[env_ids].clone() + positions = default[:, 0:3] + pose[:, 0:3] + env.scene.env_origins[env_ids] + delta = mdp.quat_from_euler_xyz(pose[:, 3], pose[:, 4], pose[:, 5]) + orientations = mdp.quat_mul(default[:, 3:7], delta) + velocities = default[:, 7:13] + _sample_offsets(velocity_range, count, env.device) + asset.write_root_link_pose_to_sim( + torch.cat((positions, orientations), dim=-1), env_ids=env_ids) + asset.write_root_link_velocity_to_sim(velocities, env_ids=env_ids) + + +def init_upward_state(env): + """Allocate the per-env recovery ring and tilt levels once.""" + if getattr(env, "_upward_history", None) is not None: + return + n, device = env.num_envs, env.device + env._upward_history = torch.zeros( + n, HISTORY_LENGTH, dtype=torch.bool, device=device) + env._upward_traverse_history = torch.zeros_like(env._upward_history) + env._upward_history_cursor = torch.zeros(n, dtype=torch.long, device=device) + env._upward_history_filled = torch.zeros(n, dtype=torch.long, device=device) + env._upward_tilt_levels = torch.zeros(n, dtype=torch.long, device=device) + env._upward_tilt_limit_table = torch.tensor( + [math.radians(d) for d in TILT_STAGES_DEG], device=device) + env._upward_tilt_limits = env._upward_tilt_limit_table[0].expand(n).clone() + + +def upward_curriculum(env, env_ids): + """Per-env rolling recovery curriculum (IsaacLab terrain-curriculum style). + + Each environment stores the outcomes of its last ``HISTORY_LENGTH`` + episodes. ``recovered`` means the episode did not end in a bad-orientation + termination and the final projected gravity is not in the bad set. An env + advances when at least ``PROMOTE_SUCCESSES`` of the window recovered and + drops when at most ``DEMOTE_SUCCESSES`` did. Terrain and tilt levels are + updated independently per environment; no global batch rate is involved. + """ + init_upward_state(env) + env_ids = mdp.resolve_env_ids(env, env_ids) + terrain = env.scene.terrain + data = env.scene["robot"].data + active = env.episode_length_buf[env_ids] > 0 + fallen = env.termination_manager.terminated[env_ids] + gravity = data.projected_gravity_b[env_ids] + offset = data.root_link_pos_w[env_ids] - env.scene.env_origins[env_ids] + recovered = active & ~fallen & ~bad_orientation_mask(gravity) + traversed = (active & ~fallen & (offset[:, 0].abs() > 5.4) + & (offset[:, 1].abs() < 6.5)) + ids = env_ids[active] + if len(ids): + cursor = env._upward_history_cursor[ids] + env._upward_history[ids, cursor] = recovered[active] + env._upward_traverse_history[ids, cursor] = traversed[active] + env._upward_history_cursor[ids] = (cursor + 1) % HISTORY_LENGTH + env._upward_history_filled[ids] = ( + env._upward_history_filled[ids] + 1).clamp_max(HISTORY_LENGTH) + ready = env._upward_history_filled[env_ids] >= HISTORY_LENGTH + successes = env._upward_history[env_ids].sum(-1) + promote = ready & (successes >= PROMOTE_SUCCESSES) + demote = ready & (successes <= DEMOTE_SUCCESSES) + delta = promote.long() - demote.long() + old_levels = terrain.terrain_levels[env_ids].clone() + levels = (old_levels + delta).clamp(0, terrain.terrain_origins.shape[0] - 1) + old_tilt_levels = env._upward_tilt_levels[env_ids].clone() + tilt_levels = (old_tilt_levels + delta).clamp(0, len(TILT_STAGES_DEG) - 1) + # A changed environment must prove itself for a fresh 20-episode window at + # the new level; otherwise a long success streak could chain promotions in + # consecutive episodes. A clamped promote/demote at the min/max level is not + # a change and must keep its window so the logged rate stays meaningful. + changed = (levels != old_levels) | (tilt_levels != old_tilt_levels) + if changed.any(): + changed_ids = env_ids[changed] + env._upward_history[changed_ids] = False + env._upward_traverse_history[changed_ids] = False + env._upward_history_filled[changed_ids] = 0 + env._upward_history_cursor[changed_ids] = 0 + terrain.terrain_levels[env_ids] = levels + terrain.env_origins[env_ids] = terrain.terrain_origins[ + levels, terrain.terrain_types[env_ids]] + env._upward_tilt_levels[env_ids] = tilt_levels + env._upward_tilt_limits[env_ids] = env._upward_tilt_limit_table[tilt_levels] + return terrain.terrain_levels.float().mean() + + +def upward_curriculum_stats(env): + """Summary for logging and for choosing the training-video tilt level.""" + init_upward_state(env) + levels = env._upward_tilt_levels + terrain_levels = env.scene.terrain.terrain_levels + ready = env._upward_history_filled >= HISTORY_LENGTH + recovery = env._upward_history.sum(-1) + traverse = env._upward_traverse_history.sum(-1) + ready_count = int(ready.sum()) + recovery_rate = (float(recovery[ready].float().mean().item()) / HISTORY_LENGTH + if ready_count else 0.0) + traverse_rate = (float(traverse[ready].float().mean().item()) / HISTORY_LENGTH + if ready_count else 0.0) + def fractions(values, count): + return [float((values == i).float().mean().item()) for i in range(count)] + q75 = int(torch.quantile(levels.float(), 0.75).round().item()) + return { + "tilt_level_mean": float(levels.float().mean().item()), + "tilt_level_max": int(levels.max().item()), + "tilt_level_q75": q75, + "tilt_level_frac": fractions(levels, len(TILT_STAGES_DEG)), + "tilt_limit_mean_deg": float( + env._upward_tilt_limits.mean().item() * 180.0 / math.pi), + "terrain_level_frac": fractions( + terrain_levels, int(env.scene.terrain.terrain_origins.shape[0])), + "recovery_window_rate": recovery_rate, + "traverse_window_rate": traverse_rate, + "recovery_window_ready": float(ready.float().mean().item()), + } + + +def upward_video_tilt_limit(env): + """Tilt limit reached by at least 75% of environments, for the video scene.""" + q75 = upward_curriculum_stats(env)["tilt_level_q75"] + return math.radians(TILT_STAGES_DEG[q75]) + + +def _cap(value: torch.Tensor, max_value: float) -> torch.Tensor: + return value.clamp(max=float(max_value)) + + +def clamped_leg_posture(env, asset_cfg: SceneEntityCfg, max_value: float) -> torch.Tensor: + from .terrain_posture import env_posture_cost + return _cap(env_posture_cost(env, asset_cfg), max_value) + + +def clamped_standstill(env, wheel_cfg: SceneEntityCfg, max_value: float) -> torch.Tensor: + from s10_supermimic.env.flat import standstill_cost + return _cap(standstill_cost(env, wheel_cfg), max_value) + + +def clamped_action_rate(env, max_value: float) -> torch.Tensor: + return _cap(mdp.action_rate_l2(env), max_value) + + +def clamped_joint_torques(env, max_value: float) -> torch.Tensor: + return _cap(mdp.joint_torques_l2(env), max_value) + + +def clamped_dof_pos_limits(env, asset_cfg: SceneEntityCfg, max_value: float) -> torch.Tensor: + return _cap(mdp.joint_pos_limits(env, asset_cfg), max_value) + + +def clamped_rolling_cost(env, term: str, max_value: float) -> torch.Tensor: + from .rolling_rewards import env_rolling_cost + return _cap(env_rolling_cost(env, term), max_value) + + +def apply_reward_clamps(terms: dict[str, torch.Tensor], constants: dict) -> None: + """Apply the same raw caps to imagined rewards used by the env task.""" + for name, max_value in constants.get("reward_clamps", {}).items(): + if name in terms: + terms[name] = terms[name].clamp(max=float(max_value)) + + +class BadOrientationSustained(ManagerTermBase): + """Terminate only after bad orientation persists for ``duration_s``. + + This is the recovery-task state machine: a random roll/pitch spawn is allowed + to be bad for a few seconds, but the episode ends if the robot never rights + itself. Functionally it replaces v4's immediate 70-degree ``fell_over``. + """ + + def __init__(self, cfg, env): + super().__init__(env) + self.steps = torch.zeros(env.num_envs, dtype=torch.long, device=env.device) + + def __call__(self, env, duration_s: float, asset_cfg: SceneEntityCfg) -> torch.Tensor: + gravity = env.scene[asset_cfg.name].data.projected_gravity_b + # Termination keeps the binary IsaacLab-style bad set; the reward severity + # above is only a smooth shaping term. + bad = bad_orientation_mask(gravity) + self.steps = torch.where(bad, self.steps + 1, torch.zeros_like(self.steps)) + duration_steps = math.ceil(duration_s / env.step_dt) + return self.steps >= duration_steps + + def reset(self, env_ids=None) -> None: + if env_ids is None: + self.steps.zero_() + else: + self.steps[env_ids] = 0 diff --git a/s10_supermimic/core/wheel_intrusion.py b/s10_supermimic/core/wheel_intrusion.py new file mode 100644 index 0000000..cc6a910 --- /dev/null +++ b/s10_supermimic/core/wheel_intrusion.py @@ -0,0 +1,101 @@ +"""Always-on wheel/body projection constraints for the safe v7 stance. + +The body is 0.60 m long in ``base_link`` (x in [-0.30, 0.30]). + +``wheel_body_intrusion`` keeps every individual wheel out of the opposite +three quarters: a front wheel inside the rear three quarters (x < +0.15) or a +rear wheel inside the front three quarters (x > -0.15) shortens the support +polygon and makes the robot tip-prone. Its hinge is exactly zero outside the +outer quarters and grows cubically inside, so a normal extended stance is +untouched while a wheel tucked under the body is penalised quickly. + +``pair_body_intrusion`` adds the wider five-sixths restriction requested for +v7: both front wheels may not sit inside the rear five sixths (x < +0.20) at +the same time, and both rear wheels may not sit inside the front five sixths +(x > -0.20). A single leg crossing the line is allowed; a leg only counts as +inside after it has stayed inside continuously for ``PAIR_GRACE_S`` (0.5 s). +The pair penalty is therefore zero during a brief swing-through and applies +immediately once both same-side legs are armed. + +Both terms are kinematic and need no terrain scan. Wheels are ordered +fl, fr, hl, hr. +""" +import torch + +from .rolling_rewards import wheel_geometry + +BODY_HALF_LENGTH = 0.30 +# Each wheel must stay in the outer quarter of the body length: x > +0.15 for +# front wheels and x < -0.15 for rear wheels. +WHEEL_STRIP_BOUNDARY = BODY_HALF_LENGTH / 2.0 +# Rear/front 5/6 of a 0.60 m body => the boundary sits at x = +-0.20. +PAIR_BOUNDARY = 2.0 * BODY_HALF_LENGTH / 3.0 +PAIR_GRACE_S = 0.5 + + +def wheel_body_intrusion(state, default_q, boundary=WHEEL_STRIP_BOUNDARY): + point, _ = wheel_geometry(state, default_q) + x = point[..., 0] + # Front wheels must stay ahead of +L/4, rear wheels behind -L/4. + violation = torch.cat(((boundary - x[:, :2]).clamp_min(0.), + (x[:, 2:] + boundary).clamp_min(0.)), -1) + normalized = violation / boundary + return normalized.pow(3).mean(-1) + + +def pair_region(state, default_q, boundary=PAIR_BOUNDARY): + """Per-wheel inside mask and normalised depth for the 5/6 restriction.""" + point, _ = wheel_geometry(state, default_q) + x = point[..., 0] + inside = torch.cat((x[:, :2] < boundary, x[:, 2:] > -boundary), -1) + depth = torch.cat(((boundary - x[:, :2]).clamp_min(0.), + (x[:, 2:] + boundary).clamp_min(0.)), -1) / boundary + return inside, depth + + +def pair_body_intrusion(state, default_q, timers, dt, grace=PAIR_GRACE_S): + """Penalise both front or both rear wheels staying inside the 5/6 region. + + ``timers`` holds the continuous inside time of each wheel. Returning it lets + the caller keep the 0.5 s grace across environment steps. A wheel outside + the boundary resets its own timer, so a single-leg pass-through never + contributes. + """ + inside, depth = pair_region(state, default_q) + timers = torch.where(inside, timers + dt, torch.zeros_like(timers)) + armed = timers >= grace - 1e-6 + front = armed[:, 0] & armed[:, 1] + rear = armed[:, 2] & armed[:, 3] + cost = (front.float() * depth[:, :2].mean(-1) + + rear.float() * depth[:, 2:].mean(-1)) + return cost, timers + + +def _bridge(env): + from .terrain import TerrainBridge, TerrainField + bridge = getattr(env, '_s10_posture_bridge', None) + if bridge is None: + bridge = TerrainBridge(env, TerrainField.from_env(env)) + env._s10_posture_bridge = bridge + return bridge + + +def env_wheel_body_intrusion(env): + bridge = _bridge(env) + return wheel_body_intrusion( + bridge.state(), bridge.robot.data.default_joint_pos[0, bridge.legs]) + + +def env_pair_body_intrusion(env): + bridge = _bridge(env) + timers = getattr(env, '_s10_pair_timer', None) + if timers is None or timers.shape[0] != env.num_envs: + timers = torch.zeros(env.num_envs, 4, device=env.device) + # episode_length_buf is 1 on the first reward step after an auto-reset. + timers = timers.clone() + timers[env.episode_length_buf <= 1] = 0. + cost, timers = pair_body_intrusion( + bridge.state(), bridge.robot.data.default_joint_pos[0, bridge.legs], + timers, env.step_dt) + env._s10_pair_timer = timers + return cost diff --git a/s10_supermimic/core/wheel_terrain_rewards.py b/s10_supermimic/core/wheel_terrain_rewards.py new file mode 100644 index 0000000..adf2a24 --- /dev/null +++ b/s10_supermimic/core/wheel_terrain_rewards.py @@ -0,0 +1,81 @@ +"""V6 wheel-local terrain constraints; privileged scans never enter the actor. + +Clearance is a geometric surrogate, not a measured persistent-contact detector. +S10 joint geometry comes from ``rolling_rewards.wheel_geometry``. +""" +import torch +from .world_model import GRAVITY, LEG_POS, LEG_VEL +from .rolling_rewards import wheel_geometry + + +def yaw_frame_points(state, points): + # Remove roll/pitch, retaining the heading frame used by TerrainField.scan. + up = -torch.nn.functional.normalize(state[:, GRAVITY], dim=-1, eps=1e-6) + cp = (up[:, 1:].square().sum(-1)+1e-12).sqrt() + sr, cr, sp = up[:, 1] / cp, up[:, 2] / cp, -up[:, 0] + x, y, z = points.unbind(-1) + yr = cr[:, None]*y - sr[:, None]*z + zr = sr[:, None]*y + cr[:, None]*z + return torch.stack((cp[:, None]*x + sp[:, None]*zr, yr, + -sp[:, None]*x + cp[:, None]*zr), -1) + + +def sample_scan(scan, xy): + """Bilinear samples on the existing 21x13, 10cm heading-frame grid.""" + shape = xy.shape[:-1] + x = ((xy[..., 0]+1.)*10).clamp(0,20).reshape(len(scan),-1) + y = ((xy[..., 1]+.6)*10).clamp(0,12).reshape(len(scan),-1) + ix, iy = x.floor().long().clamp(0,19), y.floor().long().clamp(0,11) + ax, ay = x-ix, y-iy + def at(dx,dy): return scan.gather(1,(ix+dx)*13+iy+dy) + return (((1-ax)*at(0,0)+ax*at(1,0))*(1-ay) + + ((1-ax)*at(0,1)+ax*at(1,1))*ay).reshape(shape) + + +def wheel_terms(state, command, scan, default_q): + point, radius = wheel_geometry(state, default_q) + point = yaw_frame_points(state, point) + xy = point[..., :2] + offsets = state.new_tensor([[x,y] for x in (-.15,0.,.15) for y in (-.10,0.,.10)]) + patch_xy = xy[:,:,None,:]+offsets + samples = sample_scan(scan, patch_xy) + # Index-based extrema avoid division by the number of equal extrema in + # compiled backward through interpolated, nearly-flat patches. + relief = samples.max(dim=-1).values-samples.min(dim=-1).values + # Outside the scan, never assume flatness and penalize a recovering leg. + inside = ((patch_xy[...,0].abs()<=1.) & (patch_xy[...,1].abs()<=.6)).all(-1) + flat = (1.-(relief-.02)/.04).clamp(0,1)*inside + straight = torch.exp(-(command[:,1]/.25).square()-(command[:,2]).square()) + gate = flat*straight[:,None] + below = sample_scan(scan,xy) + bottom = point[...,2]+below-radius + lift = ((bottom-.005).clamp_min(0)/.05).square() + tilt = ((state[:,GRAVITY][:,:2].square().sum(-1)+1e-12).sqrt()-.08).div(.22).clamp(0,1) + motion = state[:,LEG_VEL].reshape(-1,4,3).square().mean(-1)*(1.-.8*tilt[:,None]) + q = state[:,LEG_POS].reshape(-1,4,3).square() + posture_multiplier = torch.where(inside, 1.-.875*(relief/.12).clamp(0,1), .125) + posture = 2.*q[:,:,0].sum(-1)+(posture_multiplier*q[:,:,1:].sum(-1)).sum(-1) + # Only approaching a higher surface: no reward for lifting on flat ground. + speed = command[:,:2].norm(dim=-1) + heading_velocity = yaw_frame_points(state, torch.cat((command[:,:2], torch.zeros_like(command[:,:1])), -1)[:,None,:])[:,0,:2] + direction = heading_velocity/(heading_velocity.square().sum(-1,keepdim=True)+1e-12).sqrt().clamp_min(.1) + ahead_xy = xy+.16*direction[:,None,:] + ahead = sample_scan(scan,ahead_xy) + rise = below-ahead + approaching = ((rise-.04)/.08).clamp(0,1)*(speed>.1)[:,None]*inside + deficit = (radius+.015-point[...,2]-ahead).clamp_min(0)/.20 + clearance = (approaching*deficit/(1.+deficit)).mean(-1) + return dict(unnecessary_wheel_lift=(gate*lift).sum(-1), + rolling_leg_motion=(gate*motion).mean(-1), leg_posture=posture, + wheel_obstacle_clearance=clearance) + + +def env_wheel_term(env, term): + from .terrain import TerrainBridge,TerrainField + bridge=getattr(env,'_s10_posture_bridge',None) + if bridge is None: + bridge=TerrainBridge(env,TerrainField.from_env(env));env._s10_posture_bridge=bridge + state=bridge.state() + return wheel_terms(state,env.command_manager.get_command('twist'), + bridge.field.scan(state,bridge.pose()), + bridge.robot.data.default_joint_pos[0,bridge.legs])[term] diff --git a/s10_supermimic/core/world_model.py b/s10_supermimic/core/world_model.py new file mode 100644 index 0000000..20f0ee6 --- /dev/null +++ b/s10_supermimic/core/world_model.py @@ -0,0 +1,118 @@ +"""S10 residual dynamics with position legs and velocity wheels. + +Canonical order: fl, fr, hl, hr; hipx/hipy/knee per leg, then four wheels. +Actions are normalized policy outputs: leg targets = default + scale*a[:12], +wheel targets = clamp(35*a[12:], -35, 35) rad/s. Wheel phase is excluded. +This module is self-contained and depends only on torch. +""" + +import torch +from torch import nn + +STATE_DIM = 38 +ACTION_DIM = 16 +CONTEXT_DIM = 7 # four wheel sliding frictions, base COM xyz offset (metres) +POSE_DIM = 3 +Z, GRAVITY, LIN_VEL, ANG_VEL = slice(0, 1), slice(1, 4), slice(4, 7), slice(7, 10) +LEG_POS, LEG_VEL, WHEEL_VEL = slice(10, 22), slice(22, 34), slice(34, 38) +FORMAT = "s10-flat-dynamics-v1" + + +class RunningNorm(nn.Module): + def __init__(self, dim): + super().__init__() + self.register_buffer("mean", torch.zeros(dim)) + self.register_buffer("var", torch.ones(dim)) + self.register_buffer("count", torch.tensor(1e-4)) + + @torch.no_grad() + def update(self, x): + x = x.reshape(-1, self.mean.numel()) + if not len(x): + return + delta = x.mean(0) - self.mean + total = self.count + len(x) + self.var.copy_((self.var * self.count + x.var(0, unbiased=False) * len(x) + + delta.square() * self.count * len(x) / total) / total) + self.mean.add_(delta * len(x) / total) + self.count.copy_(total) + + @property + def scale(self): + return self.var.clamp_min(1e-6).sqrt() + + def forward(self, x): + return ((x - self.mean) / self.scale).clamp(-10, 10) + + +class S10WorldModel(nn.Module): + """(state38, action16, previous16, context7) -> (next state38, pose delta3). + + Flat ground only. Linear and angular velocity use the base frame. Planar + displacement uses the previous yaw frame. No target/chase or terrain scan. + Policy history is separate from physical state and is not fed to this model. + """ + def __init__(self, hidden=(512, 512, 512)): + super().__init__() + self.hidden = tuple(hidden) + dims = (STATE_DIM + 2 * ACTION_DIM + CONTEXT_DIM, *hidden, STATE_DIM + POSE_DIM) + layers = [] + for i, (a, b) in enumerate(zip(dims[:-1], dims[1:])): + layers.append(nn.Linear(a, b)) + if i < len(dims) - 2: + layers.append(nn.SiLU()) + self.net = nn.Sequential(*layers) + self.input_norm = RunningNorm(dims[0]) + self.output_norm = RunningNorm(dims[-1]) + + @staticmethod + def inputs(state, action, previous_action, context): + for name, x, dim in (("state", state, STATE_DIM), ("action", action, ACTION_DIM), + ("previous_action", previous_action, ACTION_DIM), + ("context", context, CONTEXT_DIM)): + if x.ndim != 2 or x.shape != (state.shape[0], dim): + raise ValueError(f"{name}: expected (batch, {dim}), got {tuple(x.shape)}") + return torch.cat((state, action, previous_action, context), -1) + + @torch.no_grad() + def update_stats(self, state, action, previous_action, context, next_state, pose_delta): + self.input_norm.update(self.inputs(state, action, previous_action, context)) + self.output_norm.update(torch.cat((next_state - state, pose_delta), -1)) + + def forward(self, state, action, previous_action, context): + x = self.inputs(state, action, previous_action, context) + delta = self.net(self.input_norm(x)) * self.output_norm.scale + self.output_norm.mean + return state + delta[:, :STATE_DIM], delta[:, STATE_DIM:] + + def loss(self, state, actions, previous_actions, context, targets, poses, valid): + """Autoregressive window loss; validity must be false at/reset after done. + + Tensor shapes: state[B,38], actions/previous[B,K,16], context[B,7], + targets[B,K,38], poses[B,K,3], valid[B,K]. A reset invalidates the rest + of that window, even if later transitions are individually valid. + """ + mask = valid.bool().cumprod(1).bool() + total = next(self.parameters()).sum() * 0.0 + for t in range(actions.shape[1]): + # Do not execute invalid rows: NaN terminal/reset data must not leak + # into either the loss or gradients through multiplication by zero. + keep = mask[:, t] + if not keep.any(): + break + pred, pose = self(state[keep], actions[keep, t], previous_actions[keep, t], context[keep]) + error = torch.cat((pred - targets[keep, t], pose - poses[keep, t]), -1) + total = total + (error / self.output_norm.scale).square().mean(-1).sum() + state = state.clone() + state[keep] = pred + return total / mask.sum().clamp_min(1) + + def checkpoint(self): + return {"format": FORMAT, "hidden": self.hidden, "model": self.state_dict()} + + @classmethod + def from_checkpoint(cls, checkpoint, device="cpu"): + if checkpoint.get("format") != FORMAT: + raise ValueError("Expected a S10 dynamics checkpoint; other-robot checkpoints are incompatible") + model = cls(checkpoint["hidden"]).to(device) + model.load_state_dict(checkpoint["model"]) + return model diff --git a/s10_supermimic/core/world_preview.py b/s10_supermimic/core/world_preview.py new file mode 100644 index 0000000..9619de4 --- /dev/null +++ b/s10_supermimic/core/world_preview.py @@ -0,0 +1,296 @@ +"""World-model future preview for the play scripts. + +The actor checkpoint already contains the world model (``world_model``) and the +training config. We use it directly; no separate ONNX export is required. + +The preview has two independent outputs: + +* a kinematic ghost trail: every predicted state is mapped back to MJCF qpos + and transparently added to the offscreen renderer; +* a prediction-error ledger: predictions are stored with their target step and + compared with the real state when that step arrives (xy/z/yaw/gravity/leg q). + +The ghost is only a visualization. It never writes into ``env.sim.data`` or the +physics model. +""" +from __future__ import annotations + +from dataclasses import dataclass +import math + +import mujoco +import numpy as np +import torch + +from .imagine import frame, push_history +from .policy import Actor +from .terrain import advance_pose +from .terrain_world_model import TerrainWorldModel +from .world_model import GRAVITY, LEG_POS, S10WorldModel + +DEFAULT_HORIZON = 32 +DEFAULT_STRIDE = 4 +GHOST_NEAR = (1.0, 0.86, 0.08, 0.20) +GHOST_FAR = (1.0, 0.24, 0.02, 0.055) + + +@dataclass +class GhostPrediction: + horizon: int + state: np.ndarray # 38 + pose: np.ndarray # x, y, yaw + qpos: np.ndarray # MJCF qpos + + +def load_world_model(checkpoint, device="cpu"): + payload = checkpoint.get("world_model") + if not isinstance(payload, dict): + raise ValueError("Checkpoint has no world_model payload") + fmt = payload.get("format") + if fmt == "s10-terrain-dynamics-v1": + model = TerrainWorldModel.from_checkpoint(payload, device) + elif fmt == "s10-flat-dynamics-v1": + model = S10WorldModel.from_checkpoint(payload, device) + else: + raise ValueError(f"Unsupported world-model format: {fmt}") + return model.to(device).eval() + + +def _quat_mul(a, b): + w1, x1, y1, z1 = a + w2, x2, y2, z2 = b + return np.array([ + w1*w2 - x1*x2 - y1*y2 - z1*z2, + w1*x2 + x1*w2 + y1*z2 - z1*y2, + w1*y2 - x1*z2 + y1*w2 + z1*x2, + w1*z2 + x1*y2 - y1*x2 + z1*w2, + ], dtype=np.float64) + + +def _quat_from_up(up_b, yaw): + """Rotation mapping body-frame up to world +z, followed by world yaw.""" + up = np.asarray(up_b, dtype=np.float64) + up /= max(np.linalg.norm(up), 1e-9) + target = np.array([0., 0., 1.]) + dot = float(np.clip(up @ target, -1., 1.)) + if dot < -0.999999: + align = np.array([0., 1., 0., 0.]) + else: + axis = np.cross(up, target) + align = np.concatenate(([1. + dot], axis)) + align /= max(np.linalg.norm(align), 1e-9) + yaw_q = np.array([math.cos(yaw / 2), 0., 0., math.sin(yaw / 2)]) + return _quat_mul(yaw_q, align) + + +class WorldModelPreview: + def __init__(self, checkpoint, env, bridge, field, actor, horizon=DEFAULT_HORIZON, + device="cpu", env_action_order=None): + self.env = env + self.bridge = bridge + self.field = field + self.actor = actor + self.model = load_world_model(checkpoint, device) + self.horizon = int(horizon) + self.device = device + self.env_action_order = list(env_action_order or checkpoint["env_action_order"]) + self.default_q = bridge.robot.data.default_joint_pos[0, bridge.legs].detach().cpu().numpy() + model = env.sim.mj_model + free = np.flatnonzero(model.jnt_type == mujoco.mjtJoint.mjJNT_FREE) + if len(free) != 1: + raise ValueError(f"Expected one free root joint, found {len(free)}") + self.root_qadr = int(model.jnt_qposadr[int(free[0])]) + # ``bridge.legs``/``bridge.wheels`` are entity joint indices, not MuJoCo + # joint ids (the free joint is not in the entity list). Use the entity's + # own qpos-address table so the ghost writes the intended joints. + qadr = bridge.robot.indexing.joint_q_adr.cpu().numpy() + self.leg_qadr = [int(qadr[int(j)]) for j in bridge.legs] + self.wheel_qadr = [int(qadr[int(j)]) for j in bridge.wheels] + self.qpos_template = env.sim.data.qpos[0].detach().cpu().numpy().copy() + # root_link_pos_w may be env-local while qpos is world. Store the constant + # offset so predicted future positions land in the renderer's world frame. + self.world_offset = (self.qpos_template[self.root_qadr:self.root_qadr + 2] + - bridge.pose()[0, :2].detach().cpu().numpy()) + self.tracker = PredictionTracker(self.horizon) + + def _ghost(self, state, pose, horizon): + s = state[0].detach().cpu().numpy().astype(np.float64) + p = pose[0].detach().cpu().numpy().astype(np.float64) + qpos = self.qpos_template.copy() + z = float(s[0]) + if self.field is not None: + z += float(self.field.sample(pose[:, :2])[0].detach().cpu()) + quat = _quat_from_up(-s[1:4], float(p[2])) + qpos[self.root_qadr:self.root_qadr + 3] = ( + p[0] + self.world_offset[0], p[1] + self.world_offset[1], z) + qpos[self.root_qadr + 3:self.root_qadr + 7] = quat + qpos[self.leg_qadr] = s[LEG_POS] + self.default_q + qpos[self.wheel_qadr] = self.qpos_template[self.wheel_qadr] + return GhostPrediction(horizon, s, p, qpos) + + @torch.no_grad() + def predict(self, history, previous, command, context, bias, state, pose): + """Roll the actor + world model forward from the current real state.""" + ghosts = [] + history = history.clone() + previous = previous.clone() + state = state.clone() + pose = pose.clone() + scan = None if self.field is None else self.field.scan(state, pose) + for i in range(self.horizon): + action = self.actor(history) + model_context = context if self.field is None else torch.cat((context, scan), -1) + if self.field is not None: + nxt, delta, _, _ = self.model.forward_all(state, action, previous, model_context) + else: + nxt, delta = self.model(state, action, previous, model_context) + pose = advance_pose(pose, delta) + if self.field is not None: + scan = self.field.scan(nxt, pose) + latest = frame(nxt, action[:, self.env_action_order], command, bias, + noise=False, wheel_vel=self.actor.actor_wheel_vel) + history = push_history(history, latest, self.actor.history, self.actor.terms) + previous = action + state = nxt + ghosts.append(self._ghost(state, pose, i + 1)) + return ghosts + + def update_errors(self, step, state, pose): + self.tracker.update(step, state[0].detach().cpu().numpy(), + pose[0].detach().cpu().numpy()) + + def push_errors(self, step, ghosts): + self.tracker.push(step, ghosts) + + def summary(self): + return self.tracker.summary() + + def clear(self): + self.tracker.clear() + + def render(self, ghosts, stride=DEFAULT_STRIDE, rgba=None): + """Actual frame plus transparent ghost geoms, using the env's renderer.""" + return render_with_ghosts(self.env, ghosts, stride=stride, rgba=rgba) + + +class PredictionTracker: + """Compare predictions with the state that actually arrives later.""" + def __init__(self, horizon, keep=200): + self.horizon = int(horizon) + self.keep = int(keep) + self.pending = [] + self.errors = {h: [] for h in (1, 4, 8, 16, 32) if h <= self.horizon} + + def clear(self): + self.pending.clear() + for values in self.errors.values(): + values.clear() + + @staticmethod + def _error(pred_state, pred_pose, state, pose): + dxy = float(np.linalg.norm(pred_pose[:2] - pose[:2])) + dz = float(abs(pred_state[0] - state[0])) + dyaw = float(abs(math.atan2(math.sin(pred_pose[2] - pose[2]), + math.cos(pred_pose[2] - pose[2])))) + pg = pred_state[GRAVITY] + ag = state[GRAVITY] + pg = pg / max(np.linalg.norm(pg), 1e-9) + ag = ag / max(np.linalg.norm(ag), 1e-9) + dg = float(math.degrees(math.acos(float(np.clip(pg @ ag, -1., 1.))))) + dq = float(np.sqrt(np.mean((pred_state[LEG_POS] - state[LEG_POS]) ** 2))) + return dxy, dz, dyaw, dg, dq + + def push(self, step, ghosts): + for ghost in ghosts: + if ghost.horizon in self.errors: + self.pending.append((step + ghost.horizon, ghost.horizon, + ghost.state, ghost.pose)) + + def update(self, step, state, pose): + keep = [] + for target, horizon, pred_state, pred_pose in self.pending: + if target == step: + values = self.errors[horizon] + values.append(self._error(pred_state, pred_pose, state, pose)) + if len(values) > self.keep: + del values[:-self.keep] + elif target > step: + keep.append((target, horizon, pred_state, pred_pose)) + self.pending = keep + + def summary(self): + parts = [] + for horizon in sorted(self.errors): + values = self.errors[horizon] + if not values: + continue + mean = np.mean(values, axis=0) + parts.append(f"h{horizon} xy {mean[0]:.3f}m yaw {math.degrees(mean[2]):.1f}deg " + f"leg {mean[4]:.3f}") + return " | ".join(parts) if parts else "collecting..." + + +def annotate_rgb(rgb, lines, color=(255, 185, 90)): + """Small bottom-left text overlay for MP4 frames (Pillow optional).""" + if not lines: + return rgb + try: + from PIL import Image, ImageDraw, ImageFont + except ImportError: + return rgb + image = Image.fromarray(rgb) + draw = ImageDraw.Draw(image) + font = ImageFont.load_default() + y = image.height - 8 - 14 * len(lines) + for line in lines: + draw.rectangle((6, y - 2, 6 + 8 * len(line), y + 13), fill=(8, 10, 14)) + draw.text((10, y), line, fill=color, font=font) + y += 14 + return np.asarray(image) + + +def render_with_ghosts(env, ghosts, stride=DEFAULT_STRIDE, rgba=None): + """Add ghost robot geoms to the existing offscreen scene and render once.""" + rgb = env.render() + renderer = env._offline_renderer + if renderer is None or not ghosts: + return rgb + import mujoco + + model, data = renderer._model, renderer._data + scene = renderer.renderer.scene + old_qpos, old_qvel = data.qpos.copy(), data.qvel.copy() + old_group = renderer._opt.geomgroup.copy() + # S10 visual meshes are group 2; group 0 is terrain and group 1 collision + # geometry. Adding only group 2 gives robot ghosts without duplicating terrain. + visual = np.flatnonzero(model.geom_group == 2) + old_geom_rgba = model.geom_rgba[visual].copy() + mat_ids = np.unique(model.geom_matid[visual]) + mat_ids = mat_ids[mat_ids >= 0] + old_mat_rgba = {int(i): model.mat_rgba[int(i)].copy() for i in mat_ids} + near = np.asarray(rgba if rgba is not None else GHOST_NEAR, dtype=np.float32) + far = np.asarray(GHOST_FAR, dtype=np.float32) + try: + renderer._opt.geomgroup[:] = 0 + renderer._opt.geomgroup[2] = 1 + for ghost in ghosts[max(0, int(stride) - 1)::max(1, int(stride))]: + # Near future is yellow and stronger; the far tail fades to red. + t = ghost.horizon / max(1, ghosts[-1].horizon) + tint = near * (1. - t) + far * t + for mat_id in mat_ids: + model.mat_rgba[int(mat_id)] = tint + model.geom_rgba[visual] = tint + data.qpos[:] = ghost.qpos + data.qvel[:] = 0. + mujoco.mj_forward(model, data) + mujoco.mjv_addGeoms(model, data, renderer._opt, renderer._pert, + renderer._catmask.value, scene) + finally: + renderer._opt.geomgroup[:] = old_group + model.geom_rgba[visual] = old_geom_rgba + for mat_id, value in old_mat_rgba.items(): + model.mat_rgba[mat_id] = value + data.qpos[:] = old_qpos + data.qvel[:] = old_qvel + mujoco.mj_forward(model, data) + return renderer.render() diff --git a/s10_supermimic/env/__init__.py b/s10_supermimic/env/__init__.py new file mode 100644 index 0000000..2cd7820 --- /dev/null +++ b/s10_supermimic/env/__init__.py @@ -0,0 +1,5 @@ +"""S10 flat and terrain environment factories; no implicit task registration. + +Use flat.s10_velocity_flat_env_cfg or +terrain.s10_velocity_terrain_env_cfg to construct an environment. +""" diff --git a/s10_supermimic/env/flat.py b/s10_supermimic/env/flat.py new file mode 100644 index 0000000..58640a6 --- /dev/null +++ b/s10_supermimic/env/flat.py @@ -0,0 +1,148 @@ +"""Small flat-ground velocity task for the S10 mixed leg/wheel controller. + +This environment is independent of the chase-specific SuperMimic learner. +""" + +from copy import deepcopy + +import torch + +from mjlab.envs import mdp +from mjlab.envs.mdp.actions import JointPositionActionCfg, JointVelocityActionCfg +from mjlab.managers.observation_manager import ObservationGroupCfg, ObservationTermCfg +from mjlab.managers.reward_manager import RewardTermCfg +from mjlab.managers.scene_entity_config import SceneEntityCfg +from mjlab.tasks.velocity import mdp as velocity_mdp +from mjlab.tasks.velocity.velocity_env_cfg import make_velocity_env_cfg +from mjlab.utils.noise import UniformNoiseCfg + +from s10_supermimic.robot.config import ( + LEG_JOINT_NAMES, WHEEL_JOINT_NAMES, WHEEL_GEOM_NAMES, get_s10_robot_cfg, +) + +ACTOR_HISTORY = 5 + + +def leg_posture_cost(env, asset_cfg: SceneEntityCfg) -> torch.Tensor: + d = env.scene[asset_cfg.name].data + return (d.joint_pos[:, asset_cfg.joint_ids] + - d.default_joint_pos[:, asset_cfg.joint_ids]).square().sum(-1) + + +def standstill_cost(env, wheel_cfg: SceneEntityCfg) -> torch.Tensor: + """Extra braking at zero command, including wheels spinning in place. + + This suppresses velocity; it does not fix a world-frame position or heading. + """ + command = env.command_manager.get_command("twist") + standing = command.square().sum(-1) < 1e-6 + d = env.scene["robot"].data + cost = (d.root_link_lin_vel_b.square().sum(-1) + + d.root_link_ang_vel_b.square().sum(-1) + + 0.01 * d.joint_vel[:, wheel_cfg.joint_ids].square().sum(-1)) + return standing * cost + + +def s10_velocity_flat_env_cfg(play: bool = False, history: int = ACTOR_HISTORY, + actor_wheel_vel: bool = True, + hipy: float | None = None, + hipx: float | None = None, + knee: float | None = None, + leg_kp: float = 80.0, + leg_kd: float = 2.0): + if history < 1: + raise ValueError("history must be at least 1") + cfg = make_velocity_env_cfg() + cfg.scene.entities = {"robot": get_s10_robot_cfg( + hipy=hipy, hipx=hipx, knee=knee, leg_kp=leg_kp, leg_kd=leg_kd)} + cfg.scene.terrain.terrain_type = "plane" + cfg.scene.terrain.terrain_generator = None + cfg.scene.sensors = () + cfg.scene.num_envs = 1 # Training entry point must opt into larger batches. + cfg.sim.mujoco.cone = "elliptic" + cfg.sim.mujoco.impratio = 10 + cfg.sim.mujoco.ccd_iterations = 50 + cfg.viewer.body_name = "base_link" + cfg.viewer.distance = 2.0 + + legs = SceneEntityCfg("robot", joint_names=LEG_JOINT_NAMES, preserve_order=True) + wheels = SceneEntityCfg("robot", joint_names=WHEEL_JOINT_NAMES, preserve_order=True) + cfg.actions = { + # TODO(s10): flat pretraining keeps the smaller flat scales (0.25 / wheel 15). + # Terrain revision 4 overrides these to 0.25/0.6/0.8 and wheel 35. If you + # warm-start from a flat actor, consider matching the rev4 scales here. + "joint_pos": JointPositionActionCfg( + entity_name="robot", actuator_names=LEG_JOINT_NAMES, + scale=0.25, use_default_offset=True, + ), + "wheel_vel": JointVelocityActionCfg( + entity_name="robot", actuator_names=WHEEL_JOINT_NAMES, + scale=15.0, use_default_offset=False, clip={".*": (-35.0, 35.0)}, + ), + } + # 53 values/frame (v4 / new v7, with measured wheel speed) or legacy 49 + # values/frame (old v7). The critic and world model always keep wheel speed. + terms = { + "base_ang_vel": ObservationTermCfg( + func=mdp.base_ang_vel, noise=UniformNoiseCfg(n_min=-0.2, n_max=0.2)), + "projected_gravity": ObservationTermCfg( + func=mdp.projected_gravity, noise=UniformNoiseCfg(n_min=-0.05, n_max=0.05)), + "joint_pos": ObservationTermCfg( + func=mdp.joint_pos_rel, params={"asset_cfg": legs, "biased": True}, + noise=UniformNoiseCfg(n_min=-0.01, n_max=0.01)), + "joint_vel": ObservationTermCfg( + func=mdp.joint_vel_rel, params={"asset_cfg": legs}, scale=0.05, + noise=UniformNoiseCfg(n_min=-1.5, n_max=1.5)), + "wheel_vel": ObservationTermCfg( + func=mdp.joint_vel_rel, params={"asset_cfg": wheels}, scale=0.05, + noise=UniformNoiseCfg(n_min=-1.5, n_max=1.5)), + "actions": ObservationTermCfg(func=mdp.last_action), + "command": ObservationTermCfg( + func=mdp.generated_commands, params={"command_name": "twist"}), + } + critic = deepcopy(terms) + critic["joint_pos"].params["biased"] = False + critic["base_lin_vel"] = ObservationTermCfg(func=mdp.base_lin_vel) + if not actor_wheel_vel: + terms.pop("wheel_vel") + cfg.observations = { + "actor": ObservationGroupCfg(terms=terms, concatenate_terms=True, + enable_corruption=not play, history_length=history), + "critic": ObservationGroupCfg(terms=critic, concatenate_terms=True, + enable_corruption=False), + } + command = cfg.commands["twist"] + command.heading_command = False + command.ranges.heading = None + command.rel_heading_envs = 0.0 + command.rel_standing_envs = 0.2 + command.ranges.lin_vel_x = (-1.0, 1.0) + command.ranges.lin_vel_y = (-0.2, 0.2) + command.ranges.ang_vel_z = (-0.5, 0.5) + cfg.curriculum = {} + cfg.events.pop("push_robot", None) + cfg.events["base_com"].params["asset_cfg"].body_names = ("base_link",) + cfg.events["foot_friction"].params["asset_cfg"].geom_names = WHEEL_GEOM_NAMES + cfg.events["encoder_bias"].params["asset_cfg"] = legs + # Wheel rolling must not incur quadruped foot slip / swing height costs. + cfg.rewards = { + "track_linear_velocity": cfg.rewards["track_linear_velocity"], + "track_angular_velocity": cfg.rewards["track_angular_velocity"], + "upright": RewardTermCfg(func=velocity_mdp.upright, weight=1.0, + params={"std": 0.45, "asset_cfg": SceneEntityCfg( + "robot", body_names=("base_link",))}), + "leg_posture": RewardTermCfg(func=leg_posture_cost, weight=-0.2, + params={"asset_cfg": legs}), + "standstill": RewardTermCfg(func=standstill_cost, weight=-2.0, + params={"wheel_cfg": wheels}), + "action_rate_l2": RewardTermCfg(func=mdp.action_rate_l2, weight=-0.05), + "joint_torques_l2": RewardTermCfg(func=mdp.joint_torques_l2, weight=-2e-5), + "dof_pos_limits": RewardTermCfg(func=mdp.joint_pos_limits, weight=-1.0, + params={"asset_cfg": legs}), + "terminated": RewardTermCfg(func=mdp.is_terminated, weight=-20.0), + } + cfg.terminations.pop("out_of_terrain_bounds", None) + if play: + for event in ("base_com", "encoder_bias", "foot_friction"): + cfg.events.pop(event, None) + return cfg diff --git a/s10_supermimic/env/terrain.py b/s10_supermimic/env/terrain.py new file mode 100644 index 0000000..fedc5a3 --- /dev/null +++ b/s10_supermimic/env/terrain.py @@ -0,0 +1,271 @@ +"""Static S10 terrain courses.""" +from dataclasses import dataclass +import math +import mujoco +import numpy as np +import torch +from mjlab.terrains.terrain_generator import SubTerrainCfg, TerrainOutput, TerrainGeometry, TerrainGeneratorCfg +from mjlab.managers import CurriculumTermCfg, TerminationTermCfg, RewardTermCfg +from .flat import s10_velocity_flat_env_cfg +from s10_supermimic.robot.config import ( + V7_HIPX, V7_HIPY, V7_KNEE, V7_LEG_KP, + WHEEL_BODY_NAMES, WHEEL_GEOM_NAMES, KNEE_GEOM_NAMES) + +STEP_HEIGHTS = (0.02, 0.04, 0.08, 0.12, 0.16, 0.20) + +@dataclass +class CourseCfg(SubTerrainCfg): + kind: str = "rubble" + bidirectional: bool = False + stair_tread: float = .45 + + def function(self, difficulty, spec, rng): + level = min(5, max(0, round(difficulty * 5))) + h = STEP_HEIGHTS[level] + sx, sy = self.size + if self.bidirectional: + sx = 8. # Mirror the base course into a 16 m square. + body, geoms = spec.body("terrain"), [] + def box(x, y, z, a, b, c, yaw=0., pitch=0., shade=.45): + # Trim the source half at its spawn plane before mirroring, avoiding + # coincident contact surfaces in the central floor/down-stair landing. + if self.bidirectional and yaw == 0. and pitch == 0.: + left, right = max(1., x-a/2), x+a/2 + if right <= left: + return + x, a = (left+right)/2, right-left + # Composition Rz(yaw) Ry(pitch); z is centre, dimensions are full lengths. + cy, ss, cp, sp = math.cos(yaw/2), math.sin(yaw/2), math.cos(pitch/2), math.sin(pitch/2) + placements = [(x, (cy*cp,-ss*sp,cy*sp,ss*cp))] + if self.bidirectional: + # Reflect about x=8: yaw and pitch change sign, roll stays unchanged. + placements = [(x+7., (cy*cp,-ss*sp,cy*sp,ss*cp)), + (9.-x, (cy*cp,-ss*sp,-cy*sp,-ss*cp))] + for xx, quat in placements: + geom = body.add_geom(type=mujoco.mjtGeom.mjGEOM_BOX, pos=(xx,y,z), + size=(a/2,b/2,c/2), quat=quat) + geoms.append(TerrainGeometry(geom=geom, color=(shade,shade,.9*shade,1.))) + box(sx/2,sy/2,-.1,sx,sy,.2,shade=.6) + origin = np.array([1., sy/2, 0.]) + if self.kind in ("up", "down"): + n, tread = 5, self.stair_tread + if self.kind == "up": + # Overlapping foundation boxes make solid risers and a long top landing. + for k in range(n): + start = 2. + k*tread + box((start+sx)/2,sy/2,(k+1)*h/2,sx-start,sy,(k+1)*h) + else: + origin[2] = n*h + for k in range(n): + end = 2. + k*tread + height = (n-k)*h + box(end/2,sy/2,height/2,end,sy,height) + elif self.kind == "platform": + for x in (2.6,4.6): + box(x,sy/2,h/2,.9,sy,h) + elif self.kind == "slope": + # A continuous wedge made by a tilted slab with its low edge buried. + angle = math.radians(3+12*difficulty) + length = 3. + thickness = .16 + center_z = length/2*math.sin(angle)-thickness/2*math.cos(angle) + box(3.5,sy/2,center_z,length,sy,thickness,pitch=-angle) + end = 3.5+length/2*math.cos(angle) + top = length*math.sin(angle) + box((end+sx)/2,sy/2,top/2,sx-end,sy,top) + elif self.kind == "rubble": + # Staggered rows cover the lane. Static overlapping rocks, never loose bodies. + # Heights of all layers together are capped by h (2--20 cm). + for ix, x in enumerate(np.arange(2.15,5.9,.48)): + for y in np.arange(.35,sy-.2,.52): + a,b = rng.uniform(.35,.65,2) + height = h*rng.uniform(.35,.7) + xx,yy = x+rng.uniform(-.12,.12),y+rng.uniform(-.12,.12) + yaw = rng.uniform(-math.pi,math.pi) + box(xx,yy,height/2,a,b,height,yaw=yaw,shade=rng.uniform(.3,.55)) + if rng.random() < .25+.35*difficulty: + cap = h-height + # Deliberately overlapping cap; bounded surface height even in stacks. + pitch = rng.uniform(-.15,.15)*difficulty + half_z = (cap*math.cos(pitch)+a*.65*abs(math.sin(pitch)))/2 + box(xx+.04,yy-.03,h-half_z,a*.65,b*.65,cap, + yaw=yaw+.6,pitch=pitch,shade=.55) + elif self.kind != "flat": + raise ValueError(self.kind) + if self.bidirectional: + origin[0] = 8. + return TerrainOutput(origin=origin, geometries=geoms) + + +def terrain_linear_tracking(env): + velocity = env.scene["robot"].data.root_link_lin_vel_b + command = env.command_manager.get_command("twist") + return torch.exp(-(velocity[:,:2]-command[:,:2]).square().sum(-1)/.25) + + +def terrain_yaw_tracking(env): + velocity = env.scene["robot"].data.root_link_ang_vel_b + command = env.command_manager.get_command("twist") + return torch.exp(-(velocity[:,2]-command[:,2]).square()/.5) + + +def course_exit(env): + offset = env.scene["robot"].data.root_link_pos_w - env.scene.env_origins + return (offset[:,0] > 5.4) | (offset[:,0] < -.65) | (offset[:,1].abs() > 2.7) + + +def course_curriculum(env, env_ids): + terrain = env.scene.terrain + offset = env.scene["robot"].data.root_link_pos_w[env_ids] - env.scene.env_origins[env_ids] + active = env.episode_length_buf[env_ids] > 0 + fallen = env.termination_manager.terminated[env_ids] + success = active & ~fallen & (offset[:,0] > 5.4) & (offset[:,1].abs() < 2.7) + failure = active & (fallen | (offset[:,0] < -.65) | (offset[:,1].abs() > 2.7)) + terrain.terrain_levels[env_ids] = (terrain.terrain_levels[env_ids] + success.long() - failure.long()).clamp(0,5) + terrain.env_origins[env_ids] = terrain.terrain_origins[terrain.terrain_levels[env_ids], terrain.terrain_types[env_ids]] + return terrain.terrain_levels.float().mean() + + +def bidirectional_exit(env): + offset = env.scene["robot"].data.root_link_pos_w - env.scene.env_origins + return (offset[:,0].abs() > 6.5) | (offset[:,1].abs() > 6.5) + + +def bidirectional_curriculum(env, env_ids): + terrain = env.scene.terrain + offset = env.scene["robot"].data.root_link_pos_w[env_ids] - env.scene.env_origins[env_ids] + active = env.episode_length_buf[env_ids] > 0 + fallen = env.termination_manager.terminated[env_ids] + # Both course directions count. Lateral exits are neutral, not evidence + # of clearing steps; negative commands no longer count as failure. + success = active & ~fallen & (offset[:,0].abs() > 5.4) & (offset[:,1].abs() < 6.5) + failure = active & fallen + terrain.terrain_levels[env_ids] = (terrain.terrain_levels[env_ids] + success.long() - failure.long()).clamp(0,5) + terrain.env_origins[env_ids] = terrain.terrain_origins[terrain.terrain_levels[env_ids], terrain.terrain_types[env_ids]] + return terrain.terrain_levels.float().mean() + + +def s10_velocity_terrain_env_cfg(play=False, history=5, seed=0, revision=1, + actor_wheel_vel=None): + if revision not in (1, 2, 3, 4, 5, 6, 7): + raise ValueError("Terrain revision must be 1, 2, 3, 4, 5, 6 or 7") + if actor_wheel_vel is None: + actor_wheel_vel = revision <= 4 or revision >= 7 + cfg = s10_velocity_flat_env_cfg( + play=play, history=history, actor_wheel_vel=actor_wheel_vel, + hipy=(V7_HIPY if revision >= 7 else None), + hipx=(V7_HIPX if revision >= 7 else None), + knee=(V7_KNEE if revision >= 7 else None), + leg_kp=(V7_LEG_KP if revision >= 7 else 80.0)) + cfg.sim.nconmax = 128 + cfg.sim.njmax = 512 + cfg.scene.terrain.terrain_type = "generator" + cfg.scene.terrain.max_init_terrain_level = 0 + cfg.scene.terrain.terrain_generator = TerrainGeneratorCfg( + seed=seed, size=(8.,8.), num_rows=6, curriculum=True, color_scheme="none", + sub_terrains={kind: CourseCfg(kind=kind, proportion=weight) for kind,weight in + (("flat",.10),("up",.25),("down",.20),("platform",.15),("slope",.10),("rubble",.20))}) + cfg.events["reset_base"].params["pose_range"].update(x=(-.1,.1),y=(-.1,.1),yaw=(-.08,.08)) + command = cfg.commands["twist"] + command.ranges.lin_vel_x = (.2,.45) + command.ranges.lin_vel_y = (0.,0.) + command.ranges.ang_vel_z = (-.05,.05) + command.rel_standing_envs = .1 + cfg.episode_length_s = 35. + cfg.rewards["leg_posture"].weight = -.05 + cfg.rewards["track_linear_velocity"].func = terrain_linear_tracking + cfg.rewards["track_linear_velocity"].params = {} + cfg.rewards["track_angular_velocity"].func = terrain_yaw_tracking + cfg.rewards["track_angular_velocity"].params = {} + cfg.rewards["upright"].params["std"] = .6 + if revision >= 2: + from s10_supermimic.core.terrain_posture import env_posture_cost + cfg.actions["joint_pos"].scale = {".*_hipx_joint": .25, ".*_hipy_joint": .6, ".*_knee_joint": .8} + cfg.rewards["leg_posture"].func = env_posture_cost + cfg.rewards["leg_posture"].weight = -.4 + cfg.curriculum = {} if play else {"course": CurriculumTermCfg(func=course_curriculum)} + cfg.terminations["course_exit"] = TerminationTermCfg(func=course_exit, time_out=True) + if revision >= 3: + command.ranges.lin_vel_x = (-2., 2.) + command.ranges.lin_vel_y = (-1., 1.) + command.ranges.ang_vel_z = (-3., 3.) + command.rel_forward_envs = 0. + command.rel_world_envs = 0. + cfg.actions["wheel_vel"].scale = 35. + gen = cfg.scene.terrain.terrain_generator + gen.size = (16., 16.) + for course in gen.sub_terrains.values(): + course.bidirectional = True + cfg.curriculum = {} if play else {"course": CurriculumTermCfg(func=bidirectional_curriculum)} + cfg.terminations["course_exit"] = TerminationTermCfg(func=bidirectional_exit, time_out=True) + if revision >= 4: + from mjlab.sensor import ContactMatch, ContactSensorCfg + cfg.scene.sensors = tuple(cfg.scene.sensors or ()) + (ContactSensorCfg( + name="wheel_ground_contact", primary=ContactMatch(mode="body", + pattern=tuple(WHEEL_BODY_NAMES), entity="robot"), + secondary=ContactMatch(mode="body", pattern="terrain"), + fields=("found","force"), reduce="netforce", num_slots=1),) + from s10_supermimic.core.rolling_rewards import env_rolling_cost + for course in cfg.scene.terrain.terrain_generator.sub_terrains.values(): + course.stair_tread = .30 + for name, weight in (("unnecessary_wheel_lift", -.2), ("rolling_leg_motion", -.12)): + cfg.rewards[name] = RewardTermCfg(func=env_rolling_cost, weight=weight, params={"term":name}) + if not play: + from s10_supermimic.core.mixed_commands import MixedVelocityCommandCfg + cfg.commands["twist"] = MixedVelocityCommandCfg(**vars(command)) + if revision >= 5: + from s10_supermimic.core.obstacle_rewards import env_obstacle_progress + from s10_supermimic.core.stair_curriculum import curriculum + cfg.rewards['obstacle_progress'] = RewardTermCfg(func=env_obstacle_progress, weight=.5) + if not play: + cfg.curriculum = {'course': CurriculumTermCfg(func=curriculum)} + cfg.commands['twist'].hold_stair_command = True + for kind, weight in zip(('flat','up','down','platform','slope','rubble'), (.1,.35,.15,.1,.1,.2)): + cfg.scene.terrain.terrain_generator.sub_terrains[kind].proportion = weight + if revision == 6: + from s10_supermimic.core.wheel_terrain_rewards import env_wheel_term + for name in ('leg_posture', 'unnecessary_wheel_lift', 'rolling_leg_motion'): + cfg.rewards[name].func = env_wheel_term + cfg.rewards[name].params = {'term': name} + cfg.rewards['wheel_obstacle_clearance'] = RewardTermCfg( + func=env_wheel_term, weight=-.25, params={'term':'wheel_obstacle_clearance'}) + if revision >= 7: + from s10_supermimic.core.collision import illegal_nonwheel_contact + from s10_supermimic.core.mixed_commands import MixedVelocityCommandCfg + from s10_supermimic.core.wheel_intrusion import ( + env_pair_body_intrusion, env_wheel_body_intrusion) + # V7 = V5 + non-wheel collisions; experimental V6 shaping is independent. + cfg.scene.sensors += (ContactSensorCfg( + name='nonwheel_ground_contact', + primary=ContactMatch(mode='geom', pattern='.*_collision', entity='robot', + exclude=WHEEL_GEOM_NAMES + KNEE_GEOM_NAMES), + secondary=ContactMatch(mode='body', pattern='terrain'), + fields=('found','force'), reduce='netforce', num_slots=1, + history_length=cfg.decimation),) + cfg.terminations['illegal_nonwheel_contact'] = TerminationTermCfg( + func=illegal_nonwheel_contact, params={'force_threshold':50.}) + # Safe low-speed all-terrain envelope. Fixed for training and play so the + # validation videos use exactly the command distribution seen in training. + command = cfg.commands['twist'] + command.ranges.lin_vel_x = (-1.5, 1.5) + command.ranges.lin_vel_y = (-.8, .8) + command.ranges.ang_vel_z = (-1.2, 1.2) + if not isinstance(command, MixedVelocityCommandCfg): + command = MixedVelocityCommandCfg(**vars(command)) + command.deadzone = .05 + command.hold_stair_command = not play + cfg.commands['twist'] = command + # V7 initialization: small x/y/yaw only, no random roll/pitch. + # Always active, independent of terrain relief: keep front/rear wheels out + # of the opposite two-thirds of the body projection. + cfg.rewards['wheel_body_intrusion'] = RewardTermCfg( + func=env_wheel_body_intrusion, weight=-1.0) + # Wider 5/6 restriction: both same-side legs may not sit under the body + # together for more than 0.5 s. One leg passing through is free. + cfg.rewards['pair_body_intrusion'] = RewardTermCfg( + func=env_pair_body_intrusion, weight=-1.0) + # Stairs need deep flexion. Keep hipx constrained (2x in posture_cost) but + # let hipy/knee deviate almost freely once local step relief is large. + cfg.rewards['leg_posture'].params = { + **cfg.rewards['leg_posture'].params, 'relief_floor': .02} + return cfg diff --git a/s10_supermimic/robot/LICENSE_s10 b/s10_supermimic/robot/LICENSE_s10 new file mode 100644 index 0000000..6c1a48b --- /dev/null +++ b/s10_supermimic/robot/LICENSE_s10 @@ -0,0 +1,28 @@ +BSD 3-Clause License + +Copyright (c) 2025, DEEPRoboticsLab + +Redistribution and use in source and binary forms, with or without +modification, are permitted provided that the following conditions are met: + +1. Redistributions of source code must retain the above copyright notice, this + list of conditions and the following disclaimer. + +2. Redistributions in binary form must reproduce the above copyright notice, + this list of conditions and the following disclaimer in the documentation + and/or other materials provided with the distribution. + +3. Neither the name of the copyright holder nor the names of its + contributors may be used to endorse or promote products derived from + this software without specific prior written permission. + +THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" +AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE +IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE +DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE +FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL +DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR +SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER +CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, +OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE +OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. diff --git a/s10_supermimic/robot/__init__.py b/s10_supermimic/robot/__init__.py new file mode 100644 index 0000000..6512232 --- /dev/null +++ b/s10_supermimic/robot/__init__.py @@ -0,0 +1 @@ +"""Deep Robotics S10 model.""" diff --git a/s10_supermimic/robot/config.py b/s10_supermimic/robot/config.py new file mode 100644 index 0000000..338dd1c --- /dev/null +++ b/s10_supermimic/robot/config.py @@ -0,0 +1,115 @@ +"""S10 asset adapter: twelve position-controlled legs and four velocity wheels. + +The MJCF and default pose come from the Deep Robotics S10 deployment SDK +(``S10_description/s10_mjcf``). The copied XML has its torque-motor block +removed, so mjlab can add native position/velocity actuators. v4 keeps +the SDK/IsaacLab leg gains (kp=80, kd=2, effort=50 N·m); v7 uses a softer +kp=20 for deployment safety. Wheels use velocity damping 0.8, effort=14 N·m. +""" + +import math +from pathlib import Path + +import mujoco + +from mjlab.actuator import ( + BuiltinPositionActuatorCfg, + BuiltinVelocityActuatorCfg, +) +from mjlab.entity import EntityArticulationInfoCfg, EntityCfg +from mjlab.utils.spec_config import CollisionCfg + +S10_XML = Path(__file__).parent / "model" / "s10.xml" +LEGS = ("fl", "fr", "hl", "hr") +LEG_JOINT_NAMES = tuple( + f"{leg}_{joint}_joint" for leg in LEGS for joint in ("hipx", "hipy", "knee") +) +WHEEL_JOINT_NAMES = tuple(f"{leg}_wheel_joint" for leg in LEGS) +WHEEL_BODY_NAMES = tuple(f"{leg}_wheel" for leg in LEGS) +WHEEL_GEOM_NAMES = tuple(f"{leg}_wheel_collision" for leg in LEGS) +# Knee-joint housing, shin link and knee hub; v7 excludes these from the +# non-wheel contact termination so stair shin/knee grazing does not end runs. +KNEE_GEOM_NAMES = tuple( + f"{leg}_{part}_collision" for leg in LEGS + for part in ("knee_joint", "shin", "knee_hub")) + +# v4 keeps the SDK neutral pose. v7 uses a more crouched, stair-friendly +# pose closer to the gait it needs (hipx 0.05, hipy ±25°, knee 1.0) and a +# softer leg actuator (kp=20) for safer deployment. Knee 1.0 keeps the wheel +# centres outside the body projection even with the ±25° splay. +DEFAULT_HIPY = 0.35 +V7_HIPX = 0.05 +V7_HIPY = math.radians(25.0) +V7_KNEE = 1.0 +V7_LEG_KP = 20.0 + + +def get_spec() -> mujoco.MjSpec: + spec = mujoco.MjSpec.from_file(str(S10_XML)) + spec.modelname = "s10" + # Scene solver options are owned by the task, not the attached robot. + spec.option.cone = mujoco.mjtCone.mjCONE_PYRAMIDAL + spec.option.impratio = 1.0 + # Name every collision so domain randomisation can select actual contacts. + for i, geom in enumerate(spec.geoms): + if geom.contype or geom.conaffinity: + # Warp MULTICCD cannot handle nonzero margins on these cylinder/box pairs. + geom.margin = 0.0 + if not geom.name: + geom.name = f"body_{i}_collision" + return spec + + +def get_s10_robot_cfg(hipy: float | None = None, hipx: float | None = None, + knee: float | None = None, leg_kp: float = 80.0, + leg_kd: float = 2.0) -> EntityCfg: + """Return a fresh S10 config with mjlab native position/velocity actuators. + + ``hipx``, ``hipy`` and ``knee`` are absolute default joint angles. Omit them + for the legacy v4 pose; v7 passes its crouched stair pose. ``leg_kp``/``kd`` + let v7 use a softer actuator without changing v4 checkpoints. The joint + action offset and posture penalty both read ``default_joint_pos``, so these + values move the action target and the penalised posture together. + """ + hipx = 0.1 if hipx is None else float(hipx) + hipy = DEFAULT_HIPY if hipy is None else float(hipy) + knee = 0.65 if knee is None else float(knee) + return EntityCfg( + spec_fn=get_spec, + init_state=EntityCfg.InitialStateCfg( + # Default leg pose puts the wheel bottom at ~0.434 m; 0.44 m gives a + # small margin before the reset z offset is applied. + pos=(0.0, 0.0, 0.44), + joint_pos={ + "fl_hipx_joint": hipx, "hl_hipx_joint": hipx, + "fr_hipx_joint": -hipx, "hr_hipx_joint": -hipx, + "fl_hipy_joint": -hipy, "fr_hipy_joint": -hipy, + "hl_hipy_joint": hipy, "hr_hipy_joint": hipy, + "fl_knee_joint": knee, "fr_knee_joint": knee, + "hl_knee_joint": -knee, "hr_knee_joint": -knee, + ".*_wheel_joint": 0.0, + }, + joint_vel={".*": 0.0}, + ), + collisions=(CollisionCfg( + geom_names_expr=(".*_collision",), contype=1, conaffinity=1, + condim={".*_wheel_collision": 3, "body_.*_collision": 1, ".*": 1}, + priority={".*_wheel_collision": 1, "body_.*_collision": 0, ".*": 0}, + ),), + articulation=EntityArticulationInfoCfg( + actuators=( + # TODO(s10): the SDK/IsaacLab S10 config also randomizes actuator delay + # (0-5 physics steps) and PD gains. v7 uses a softer kp=20 for safe + # deployment; v4 keeps the SDK kp=80 recipe. + BuiltinPositionActuatorCfg( + target_names_expr=LEG_JOINT_NAMES, + stiffness=float(leg_kp), damping=float(leg_kd), effort_limit=50.0, + ), + BuiltinVelocityActuatorCfg( + target_names_expr=WHEEL_JOINT_NAMES, + damping=0.8, effort_limit=14.0, armature=0.0005, + ), + ), + soft_joint_pos_limit_factor=0.9, + ), + ) diff --git a/s10_supermimic/robot/model/README.md b/s10_supermimic/robot/model/README.md new file mode 100644 index 0000000..fc8157f --- /dev/null +++ b/s10_supermimic/robot/model/README.md @@ -0,0 +1,29 @@ +S10 model adapted from the Deep Robotics deployment SDK +(`S10_description/s10_mjcf/S10.xml`). Only the 17 mesh files referenced by +`s10.xml` are included. The source XML is BSD-3-Clause, see `../LICENSE_s10`. + +Local changes: + +- Removed the world floor and light so mjlab can attach the robot to its own + terrain. +- Removed the torque `` actuator block; mjlab adds native position + actuators for the 12 leg joints and native velocity actuators for the 4 + wheels. +- Added names to the four wheel collision cylinders + (`fl/fr/hl/hr_wheel_collision`) so wheel friction randomisation and contact + sensors can address them. +- Removed the `` block. The SDK XML has unnamed `accelerometer` and + `gyro` elements, which mjlab tries to wrap as a sensor with an empty name and + fails with `KeyError: Invalid name ''` during scene initialization. The + training actor/world model read MuJoCo data directly and do not use these XML + sensors. +- `robot/config.py` names remaining unnamed collision geoms, clears collision + margins for Warp MULTICCD compatibility, and delegates solver options to the + task. +- `meshdir` changed from `../meshes/` to `meshes/`. + +Default pose, joint limits, link geometry and inertial values are unchanged +from the SDK model. Actuator gains follow the SDK/IsaacLab S10 configuration: +legs kp=80, kd=2, effort=50 N·m; wheels damping=0.8, effort=14 N·m. +These values are taken from the provided deployment/training projects and are +not independently hardware-calibrated here. diff --git a/s10_supermimic/robot/model/meshes/base_link.STL b/s10_supermimic/robot/model/meshes/base_link.STL new file mode 100644 index 0000000..628b8c1 Binary files /dev/null and b/s10_supermimic/robot/model/meshes/base_link.STL differ diff --git a/s10_supermimic/robot/model/meshes/fl_hipx.STL b/s10_supermimic/robot/model/meshes/fl_hipx.STL new file mode 100644 index 0000000..a7a8dde Binary files /dev/null and b/s10_supermimic/robot/model/meshes/fl_hipx.STL differ diff --git a/s10_supermimic/robot/model/meshes/fl_hipy.STL b/s10_supermimic/robot/model/meshes/fl_hipy.STL new file mode 100644 index 0000000..72419b1 Binary files /dev/null and b/s10_supermimic/robot/model/meshes/fl_hipy.STL differ diff --git 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--- /dev/null +++ b/s10_supermimic/tasks/__init__.py @@ -0,0 +1,12 @@ +"""Selectable S10 training tasks. + +Import a task module here to register it. The training entry point accepts +``--task `` and applies that task's defaults before explicit CLI flags. +Shared algorithm code stays revision-agnostic; only the observation contract +and environment wiring differ between tasks. +""" + +from .base import ActorSpec, TaskSpec, get_task, list_tasks, register, task_names +from . import task_v4, task_v4_upward, task_v7 + +__all__ = ("ActorSpec", "TaskSpec", "get_task", "list_tasks", "register", "task_names") diff --git a/s10_supermimic/tasks/base.py b/s10_supermimic/tasks/base.py new file mode 100644 index 0000000..60eeb19 --- /dev/null +++ b/s10_supermimic/tasks/base.py @@ -0,0 +1,95 @@ +"""Parallel S10 training tasks: architecture, environment and recipe. + +A task owns the observation contract (the part that cannot be changed by a +resume) and the training defaults that go with its terrain revision. Shared +learner, reward and world-model code lives outside this package, so adding a +new task means adding one module and registering it in ``tasks/__init__.py``. +""" + +from dataclasses import dataclass, field +from typing import Any, Callable + + +@dataclass(frozen=True) +class ActorSpec: + """Actor observation contract used by training, export and playback.""" + name: str + terms: tuple[int, ...] + frame_terms: tuple[dict[str, Any], ...] + wheel_vel: bool + + @property + def frame_dim(self) -> int: + return sum(self.terms) + + def history_dim(self, history: int) -> int: + if history < 1: + raise ValueError("history must be positive") + return self.frame_dim * history + + def metadata(self, history: int) -> dict[str, Any]: + return { + "actor_schema": self.name, + "actor_wheel_vel": self.wheel_vel, + "frame_dim": self.frame_dim, + "observation_dim": self.history_dim(history), + "frame_terms": [dict(term) for term in self.frame_terms], + } + + +@dataclass(frozen=True) +class TaskSpec: + """One selectable training task. + + ``defaults`` are argparse destinations applied before parsing, so explicit + command-line flags still override them. That keeps a task reproducible while + allowing a one-off run to change length or batch size. + """ + name: str + description: str + terrain_revision: int + actor: ActorSpec + defaults: dict[str, Any] = field(default_factory=dict) + env_cfg: Callable[..., Any] | None = None + + @property + def contacts(self) -> bool: + return self.terrain_revision >= 4 + + @property + def courses(self) -> bool: + return self.terrain_revision >= 5 + + @property + def collisions(self) -> bool: + return self.terrain_revision >= 7 + + def build_env_cfg(self, play: bool, history: int, seed: int): + if self.env_cfg is None: + raise ValueError(f"Task {self.name} has no environment builder") + return self.env_cfg(play=play, history=history, seed=seed) + + +_REGISTRY: dict[str, TaskSpec] = {} + + +def register(task: TaskSpec) -> TaskSpec: + if task.name in _REGISTRY: + raise ValueError(f"Duplicate task name: {task.name}") + _REGISTRY[task.name] = task + return task + + +def get_task(name: str) -> TaskSpec: + try: + return _REGISTRY[name] + except KeyError as exc: + raise KeyError(f"Unknown task {name!r}; available: {', '.join(task_names())}") from exc + + +def list_tasks() -> tuple[TaskSpec, ...]: + return tuple(_REGISTRY.values()) + + +def task_names() -> tuple[str, ...]: + return tuple(_REGISTRY) diff --git a/s10_supermimic/tasks/task_v4.py b/s10_supermimic/tasks/task_v4.py new file mode 100644 index 0000000..942dff0 --- /dev/null +++ b/s10_supermimic/tasks/task_v4.py @@ -0,0 +1,65 @@ +"""S10 terrain revision 4: legacy 53-value Actor frame with measured wheel speed.""" + +from .base import ActorSpec, TaskSpec, register + +ACTOR = ActorSpec( + name="s10-v4-53", + terms=(3, 3, 12, 12, 4, 16, 3), + frame_terms=( + {"name": "base_ang_vel", "dim": 3, "scale": 1.0}, + {"name": "projected_gravity", "dim": 3, "scale": 1.0}, + {"name": "joint_pos_rel", "dim": 12, "scale": 1.0}, + {"name": "joint_vel_rel", "dim": 12, "scale": 0.05}, + {"name": "wheel_vel_rel", "dim": 4, "scale": 0.05}, + {"name": "last_action", "dim": 16, "scale": 1.0}, + {"name": "command", "dim": 3, "scale": 1.0}, + ), + wheel_vel=True, +) + + +def env_cfg(play: bool, history: int, seed: int): + from s10_supermimic.env.terrain import s10_velocity_terrain_env_cfg + return s10_velocity_terrain_env_cfg( + play=play, history=history, seed=seed, revision=4, + actor_wheel_vel=ACTOR.wheel_vel) + + +TASK = register(TaskSpec( + name="s10-v4", + description="S10 terrain v4 legacy task: 53-value Actor frame, wheel speed, 20k validated recipe", + terrain_revision=4, + actor=ACTOR, + env_cfg=env_cfg, + defaults={ + "terrain": True, + "terrain_revision": 4, + "num_envs": 4096, + "iterations": 20000, + "num_steps_per_env": 1, + "buffer_len": 512, + "wm_window": 8, + "wm_batch": 2048, + "wm_updates": 4, + "imag_batch": 2048, + "horizon": 32, + "warmup": 50, + "critic_epochs": 5, + "critic_minibatches": 4, + "save_interval": 500, + "log_interval": 10, + "command_curriculum": True, + "command_curriculum_start": 0, + "prioritized_replay": True, + "archive_size": 100000, + "actor_ramp_iterations": 1000, + "actor_hold_iterations": 0, + "lr_decay_iterations": 30000, + "lr_final_frac": 0.03, + "history": 5, + "wm_hidden": [512, 512, 512], + "actor_hidden": [256, 128, 64], + "critic_hidden": [256, 128, 64], + "compile_imagination": False, + }, +)) diff --git a/s10_supermimic/tasks/task_v4_upward.py b/s10_supermimic/tasks/task_v4_upward.py new file mode 100644 index 0000000..a6b954a --- /dev/null +++ b/s10_supermimic/tasks/task_v4_upward.py @@ -0,0 +1,172 @@ +"""S10 terrain v4 + upward recovery task. + +This is a separate task, not an inheritance of v4 or v7. It keeps the v4 +53-value Actor frame, terrain revision, command schedule, terrain proportions, +rolling rewards and replay, and changes only: + +* the existing ``upright`` reward into a sign-aware upward reward (no new term); +* clamps on the large raw penalty terms; +* random roll/pitch/yaw at reset; +* a 4-second sustained bad-orientation termination. + +Reference: IsaacLab S10 ``upward_env_cfg.py`` for the upward/recovery state +machine only. Its speed ranges, reward set and terrain config are not copied. +""" + +import math + +from .base import ActorSpec, TaskSpec, register + +ACTOR = ActorSpec( + name="s10-v4-upward-53", + terms=(3, 3, 12, 12, 4, 16, 3), + frame_terms=( + {"name": "base_ang_vel", "dim": 3, "scale": 1.0}, + {"name": "projected_gravity", "dim": 3, "scale": 1.0}, + {"name": "joint_pos_rel", "dim": 12, "scale": 1.0}, + {"name": "joint_vel_rel", "dim": 12, "scale": 0.05}, + {"name": "wheel_vel_rel", "dim": 4, "scale": 0.05}, + {"name": "last_action", "dim": 16, "scale": 1.0}, + {"name": "command", "dim": 3, "scale": 1.0}, + ), + wheel_vel=True, +) + + +def env_cfg(play: bool, history: int, seed: int): + from mjlab.managers import RewardTermCfg, TerminationTermCfg + from mjlab.managers.scene_entity_config import SceneEntityCfg + + from s10_supermimic.core.upward import ( + BAD_ORIENTATION_WEIGHT, UPWARD_REWARD_CLAMPS, BadOrientationSustained, + bad_orientation_penalty, clamped_action_rate, clamped_dof_pos_limits, + clamped_joint_torques, clamped_leg_posture, clamped_rolling_cost, + clamped_standstill, reset_root_state_upward, upright_upward, + upward_curriculum, + ) + from s10_supermimic.env.terrain import s10_velocity_terrain_env_cfg + + cfg = s10_velocity_terrain_env_cfg( + play=play, history=history, seed=seed, revision=4, actor_wheel_vel=True) + # A 10 s episode lets each env complete 20 episodes per curriculum step + # within a 20k-iteration run. The 4 s bad-orientation termination still + # leaves 6 s after a successful recovery. Play/evaluation keeps the normal + # terrain-course horizon. + if not play: + cfg.episode_length_s = 10.0 + + # Random orientation at reset. Training starts at +/-60 degrees and advances + # per environment through upward_curriculum(); play/eval uses the full sphere + # so the checkpoint is tested on the final distribution. + tilt = math.pi if play else math.radians(60.0) + pose = cfg.events["reset_base"].params["pose_range"] + pose.update( + z=(0.0, 0.2), + roll=(-tilt, tilt), + pitch=(-tilt, tilt), + yaw=(-math.pi, math.pi), + ) + cfg.events["reset_base"].func = reset_root_state_upward + + # Existing upright term becomes the normalized upward reward. Max rate 2.0, + # i.e. 0.04 per 20 ms step, the same ratio to tracking (2.0 each) as IsaacLab. + upright = cfg.rewards["upright"] + upright_asset = upright.params.get( + "asset_cfg", SceneEntityCfg("robot", body_names=("base_link",))) + upright.func = upright_upward + upright.weight = 2.0 + upright.params = {"asset_cfg": upright_asset} + + # IsaacLab-style recovery shaping: no reward for termination itself, but a + # continuous per-step penalty while the orientation is bad. Weight -40 keeps + # the same 20x bad/upward ratio as IsaacLab (-80 vs max 4; here -40 vs max 2). + cfg.rewards["terminated"].weight = 0.0 + cfg.rewards["bad_orientation_penalty"] = RewardTermCfg( + func=bad_orientation_penalty, + weight=BAD_ORIENTATION_WEIGHT, + params={"asset_cfg": SceneEntityCfg("robot")}, + ) + + # Clamp the large raw penalties. The weights and the rest of the v4 reward + # set are unchanged; the caps only prevent recovery poses from dominating. + leg = cfg.rewards["leg_posture"] + leg.params = {"asset_cfg": leg.params["asset_cfg"], + "max_value": UPWARD_REWARD_CLAMPS["leg_posture"]} + leg.func = clamped_leg_posture + + standstill = cfg.rewards["standstill"] + standstill.params = {"wheel_cfg": standstill.params["wheel_cfg"], + "max_value": UPWARD_REWARD_CLAMPS["standstill"]} + standstill.func = clamped_standstill + + cfg.rewards["action_rate_l2"].func = clamped_action_rate + cfg.rewards["action_rate_l2"].params = { + "max_value": UPWARD_REWARD_CLAMPS["action_rate_l2"]} + + cfg.rewards["joint_torques_l2"].func = clamped_joint_torques + cfg.rewards["joint_torques_l2"].params = { + "max_value": UPWARD_REWARD_CLAMPS["joint_torques_l2"]} + + limits = cfg.rewards["dof_pos_limits"] + limits.params = {"asset_cfg": limits.params["asset_cfg"], + "max_value": UPWARD_REWARD_CLAMPS["dof_pos_limits"]} + limits.func = clamped_dof_pos_limits + + for name in ("unnecessary_wheel_lift", "rolling_leg_motion"): + term = cfg.rewards[name] + term.func = clamped_rolling_cost + term.params = {"term": name, "max_value": UPWARD_REWARD_CLAMPS[name]} + + # Replace v4's immediate 70-degree fall with the upward recovery state + # machine: bad orientation is tolerated for 4 s, then the episode ends. + cfg.terminations["fell_over"] = TerminationTermCfg( + func=BadOrientationSustained, + params={"duration_s": 4.0, "asset_cfg": SceneEntityCfg("robot")}, + ) + + # Each environment advances its own terrain/tilt level from its last 20 + # recovery outcomes (16/20 promotes); there is no global batch gate. + if not play: + cfg.curriculum["course"].func = upward_curriculum + return cfg + + +TASK = register(TaskSpec( + name="s10-v4-upward", + description="S10 v4 recovery task: upward reward, monotonic tilt severity, per-env 20-episode curriculum, horizon 64", + terrain_revision=4, + actor=ACTOR, + env_cfg=env_cfg, + defaults={ + "terrain": True, + "terrain_revision": 4, + "num_envs": 4096, + "iterations": 30000, + "num_steps_per_env": 1, + "buffer_len": 512, + "wm_window": 8, + "wm_batch": 2048, + "wm_updates": 4, + "imag_batch": 2048, + "horizon": 64, + "warmup": 50, + "action_noise": 0.22, + "critic_epochs": 5, + "critic_minibatches": 4, + "save_interval": 500, + "log_interval": 10, + "command_curriculum": True, + "command_curriculum_start": 0, + "prioritized_replay": True, + "archive_size": 100000, + "actor_ramp_iterations": 1000, + "actor_hold_iterations": 0, + "lr_decay_iterations": 30000, + "lr_final_frac": 0.03, + "history": 5, + "wm_hidden": [512, 512, 512], + "actor_hidden": [256, 128, 64], + "critic_hidden": [256, 128, 64], + "compile_imagination": False, + }, +)) diff --git a/s10_supermimic/tasks/task_v7.py b/s10_supermimic/tasks/task_v7.py new file mode 100644 index 0000000..e89cc86 --- /dev/null +++ b/s10_supermimic/tasks/task_v7.py @@ -0,0 +1,78 @@ +"""S10 terrain revision 7: safe low-speed all-terrain locomotion. + +V7 keeps the 53-value v4 Actor frame (measured wheel speed is required for +wheel slip/stall feedback), a stair-pass-gated command stage ending at +1.5 m/s, 0.8 m/s and 1.2 rad/s with a 0.05 per-axis deadband, a conservative +initialization (small x/y/yaw only, no random roll/pitch), a hipx 0.05 / +hipy +/-25 deg / knee 1.0 default stance, always-on wheel/body projection +penalties (per-wheel outer-1/4 and paired-leg 5/6 with a 0.5 s grace), reduced +knee/hipy posture stiffness on stairs, and the v5 stair curriculum plus v7 +non-wheel collision head (50 N, wheels/knees excluded). Only ``imag_batch`` is +reduced to 2048 to fit a 16 GB GPU. +""" + +from .base import ActorSpec, TaskSpec, register + +ACTOR = ActorSpec( + name="s10-v7-53", + terms=(3, 3, 12, 12, 4, 16, 3), + frame_terms=( + {"name": "base_ang_vel", "dim": 3, "scale": 1.0}, + {"name": "projected_gravity", "dim": 3, "scale": 1.0}, + {"name": "joint_pos_rel", "dim": 12, "scale": 1.0}, + {"name": "joint_vel_rel", "dim": 12, "scale": 0.05}, + {"name": "wheel_vel_rel", "dim": 4, "scale": 0.05}, + {"name": "last_action", "dim": 16, "scale": 1.0}, + {"name": "command", "dim": 3, "scale": 1.0}, + ), + wheel_vel=True, +) + + +def env_cfg(play: bool, history: int, seed: int): + from s10_supermimic.env.terrain import s10_velocity_terrain_env_cfg + return s10_velocity_terrain_env_cfg( + play=play, history=history, seed=seed, revision=7, + actor_wheel_vel=ACTOR.wheel_vel) + + +TASK = register(TaskSpec( + name="s10-v7", + description="S10 terrain v7 safe all-terrain task: 53-value Actor frame, wheel speed, stair-gated low-speed commands, stair curriculum + collision", + terrain_revision=7, + actor=ACTOR, + env_cfg=env_cfg, + defaults={ + "terrain": True, + "terrain_revision": 7, + "num_envs": 4096, + "iterations": 40000, + "num_steps_per_env": 1, + "buffer_len": 512, + "wm_window": 8, + "wm_batch": 2048, + "wm_updates": 4, + # 8192 is the full-size imagination batch; 2048 keeps the 16 GB footprint. + "imag_batch": 2048, + "horizon": 32, + "warmup": 300, + "critic_epochs": 5, + "critic_minibatches": 4, + "save_interval": 500, + "log_interval": 50, + # V7 uses stair-pass-gated stages, capped at its safe envelope. + "command_curriculum": True, + "command_curriculum_start": 0, + "prioritized_replay": True, + "archive_size": 100000, + "actor_ramp_iterations": 1000, + "actor_hold_iterations": 20000, + "lr_decay_iterations": 20000, + "lr_final_frac": 0.2, + "history": 5, + "wm_hidden": [512, 512, 512], + "actor_hidden": [256, 128, 64], + "critic_hidden": [256, 128, 64], + "compile_imagination": True, + }, +)) diff --git a/scripts/export_onnx.py b/scripts/export_onnx.py new file mode 100644 index 0000000..393e45f --- /dev/null +++ b/scripts/export_onnx.py @@ -0,0 +1,162 @@ +"""Export an S10 SuperMimic actor checkpoint to ONNX + deployment JSON. + +Example: + python scripts/export_onnx.py \ + --checkpoint logs/s10_terrain_v4_20k_full/model_20000.pt \ + --output logs/s10_terrain_v4_20k_full/model_20000.onnx + +The ONNX file contains only the deterministic actor (RunningNorm + MLP + tanh). +Input ``obs`` is [batch, 265] for v4/v4-upward and for the new v7 (wheel speed +restored); only legacy v7 checkpoints use [batch, 245]. Output is [batch, 16]. +""" + +from __future__ import annotations + +import argparse +import json +from pathlib import Path + +import numpy as np +import torch +from mjlab.utils.string import resolve_expr + +from s10_supermimic.core.policy import load_actor +from s10_supermimic.robot.config import ( + LEG_JOINT_NAMES, WHEEL_JOINT_NAMES, get_s10_robot_cfg, +) + + +def task_matches_actor(task, actor_wheel_vel: bool, frame_dim: int) -> bool: + return task.actor.wheel_vel == actor_wheel_vel and task.actor.frame_dim == frame_dim + + +def default_joint_pos(checkpoint, actor_wheel_vel: bool, frame_dim: int) -> list[float]: + """Use the checkpoint task's default pose when its Actor contract matches. + + Legacy 49-value v7 checkpoints predate the ±5° safe stance, so they fall + back to the legacy v4 ±20° pose instead of silently exporting a new target. + """ + robot_cfg = get_s10_robot_cfg() + task_name = checkpoint.get("config", {}).get("task") + if task_name: + from s10_supermimic.tasks import get_task + try: + task = get_task(task_name) + if task_matches_actor(task, actor_wheel_vel, frame_dim): + cfg = task.build_env_cfg( + play=True, history=int(checkpoint["history"]), + seed=int(checkpoint.get("config", {}).get("seed", 0))) + robot_cfg = cfg.scene.entities["robot"] + except KeyError: + pass + names = LEG_JOINT_NAMES + WHEEL_JOINT_NAMES + return [float(v) for v in resolve_expr(robot_cfg.init_state.joint_pos, names, 0.0)] + + +def main() -> None: + p = argparse.ArgumentParser(description=__doc__) + p.add_argument("--checkpoint", type=Path, required=True) + p.add_argument("--output", type=Path, default=None, + help="ONNX path; defaults to .onnx") + p.add_argument("--opset", type=int, default=17) + p.add_argument("--device", default="cpu") + args = p.parse_args() + + ckpt = torch.load(args.checkpoint, map_location=args.device, weights_only=True) + actor = load_actor(ckpt, args.device).eval() + history = int(ckpt["history"]) + if ckpt.get("format") not in ("s10-flat-policy-v1", "s10-terrain-policy-v1"): + raise ValueError(f"Not an S10 policy checkpoint: {ckpt.get('format')}") + if history < 1: + raise ValueError("checkpoint history must be positive") + + output = args.output or args.checkpoint.with_suffix(".onnx") + output.parent.mkdir(parents=True, exist_ok=True) + dummy = torch.zeros(1, actor.frame_dim * history, device=args.device) + + with torch.no_grad(): + reference = actor(dummy).cpu().numpy() + + torch.onnx.export( + actor, + (dummy,), + str(output), + input_names=["obs"], + output_names=["actions"], + opset_version=args.opset, + dynamo=False, + do_constant_folding=True, + dynamic_axes={"obs": {0: "batch"}, "actions": {0: "batch"}}, + ) + + import onnx + import onnxruntime as ort + onnx.checker.check_model(str(output)) + session = ort.InferenceSession(str(output), providers=["CPUExecutionProvider"]) + onnx_out = session.run(["actions"], {"obs": dummy.cpu().numpy()})[0] + max_error = float(np.max(np.abs(onnx_out - reference))) + if max_error > 1e-5: + raise RuntimeError(f"ONNX/PyTorch mismatch: max error {max_error}") + + revision = int(ckpt.get("config", {}).get("terrain_revision", 1)) + leg_scales = ([0.25, 0.6, 0.8] * 4) if revision >= 2 else ([0.25] * 12) + wheel_scale = 35.0 if revision >= 3 else 15.0 + task_name = ckpt.get("config", {}).get("task") + task = None + if task_name: + from s10_supermimic.tasks import get_task + try: + task = get_task(task_name) + except KeyError: + task = None + if task is not None and task_matches_actor(task, actor.actor_wheel_vel, actor.frame_dim): + actor_schema = task.actor.name + else: + actor_schema = "s10-v4-53" if actor.actor_wheel_vel else "s10-v7-49" + sidecar = { + "format": ckpt["format"], + "step": ckpt.get("step"), + "history": history, + "actor_schema": actor_schema, + "actor_wheel_vel": actor.actor_wheel_vel, + "frame_dim": actor.frame_dim, + "observation_dim": actor.frame_dim * history, + "action_dim": 16, + "dt": ckpt.get("dt", 0.02), + "actor_hidden": list(ckpt.get("actor_hidden", ())), + "actor_params": sum(x.numel() for x in actor.parameters()), + "frame_terms": [ + {"name": "base_ang_vel", "dim": 3, "scale": 1.0}, + {"name": "projected_gravity", "dim": 3, "scale": 1.0}, + {"name": "joint_pos_rel", "dim": 12, "scale": 1.0}, + {"name": "joint_vel_rel", "dim": 12, "scale": 0.05}, + *([{"name": "wheel_vel_rel", "dim": 4, "scale": 0.05}] + if actor.actor_wheel_vel else []), + {"name": "last_action", "dim": 16, "scale": 1.0}, + {"name": "command", "dim": 3, "scale": 1.0}, + ], + "history_layout": "term-wise blocks, oldest to newest (mjlab flattening)", + "env_action_order": list(ckpt["env_action_order"]), + "leg_scale": leg_scales, + "wheel_scale": wheel_scale, + "wheel_clip": 35.0, + "default_joint_pos": default_joint_pos( + ckpt, actor.actor_wheel_vel, actor.frame_dim), + "leg_joint_names": list(LEG_JOINT_NAMES), + "wheel_joint_names": list(WHEEL_JOINT_NAMES), + "onnx": { + "input": "obs", + "output": "actions", + "opset": args.opset, + "max_abs_error_vs_torch": max_error, + }, + } + sidecar_path = output.with_suffix(".json") + sidecar_path.write_text(json.dumps(sidecar, indent=2) + "\n") + print(f"Exported ONNX: {output}") + print(f"Deployment metadata: {sidecar_path}") + print(f"ONNX/PyTorch max error: {max_error:.3e}") + + +if __name__ == "__main__": + main() diff --git a/scripts/play_gui.py b/scripts/play_gui.py new file mode 100644 index 0000000..8a14cde --- /dev/null +++ b/scripts/play_gui.py @@ -0,0 +1,211 @@ +"""S10 browser sliders with one CPU environment and bounded JPEG storage.""" +import argparse +import gc +from io import BytesIO +import os +from pathlib import Path +import threading +import time + +from play_keyboard import DEFAULT_CHECKPOINT, keyboard_command_cfg +from s10_supermimic.core.gui import ControlState, make_server + + +def main(): + parser = argparse.ArgumentParser(description=__doc__) + parser.add_argument("--checkpoint", type=Path, default=DEFAULT_CHECKPOINT) + parser.add_argument("--port", type=int, default=8765) + parser.add_argument("--device", default="cpu") + parser.add_argument("--terrain-kind", choices=("flat", "up", "down", "platform", "slope", "rubble"), default="rubble") + parser.add_argument("--terrain-level", type=int, choices=range(6), default=0) + parser.add_argument("--fps", type=int, default=50) + parser.add_argument("--shadows", action="store_true", help="Enable costly shadows/reflections") + parser.add_argument("--ghost-horizon", type=int, default=32, + help="World-model future steps drawn as ghost poses") + parser.add_argument("--ghost-stride", type=int, default=4, + help="Draw every Nth ghost (1 = all, 4 = 8 ghosts)") + parser.add_argument("--no-ghost", action="store_true", + help="Disable the world-model ghost/error overlay") + parser.add_argument("--steps", type=int, default=0, help="Exit after N simulation steps; 0 means until Ctrl+C") + args = parser.parse_args() + if not args.checkpoint.is_file(): + parser.error(f"Checkpoint not found: {args.checkpoint}") + if not 1 <= args.fps <= 50 or not 1 <= args.port <= 65535 or args.steps < 0: + parser.error("Require fps 1..50, port 1..65535 and nonnegative steps") + if args.ghost_horizon < 1 or args.ghost_stride < 1: + parser.error("ghost-horizon and ghost-stride must be positive") + os.environ.setdefault("MUJOCO_GL", "egl") + os.environ.setdefault("OMP_NUM_THREADS", "1") + import torch + from PIL import Image + from mjlab.envs import ManagerBasedRlEnv + from s10_supermimic.core.bridge import S10Bridge + from s10_supermimic.core.policy import load_actor, evaluation_env_cfg + from s10_supermimic.core.world_preview import WorldModelPreview + + torch.set_num_threads(1) + state = ControlState() + server = make_server(state, args.port) + env = None + worker = None + try: + checkpoint = torch.load(args.checkpoint, map_location=args.device, weights_only=True) + actor = load_actor(checkpoint, args.device) + # Keep the world model so the play view can draw the predicted future. + checkpoint = {k: checkpoint[k] for k in + ("format", "history", "config", "env_action_order", "dt", "step", + "world_model")} + checkpoint["actor_wheel_vel"] = actor.actor_wheel_vel + def build_scene(kind, level): + cfg = evaluation_env_cfg(checkpoint, level, kind) + cfg.scene.num_envs = 1 + # Playback only needs the actor and the world-model preview; training + # rewards/scans are not consumed here. + cfg.rewards = {} + cfg.metrics = {} + cfg.observations.pop("critic", None) + cfg.episode_length_s = 1e9 + cfg.commands["twist"] = keyboard_command_cfg(state) + cfg.viewer.width, cfg.viewer.height = 640, 480 + cfg.viewer.enable_shadows = args.shadows + cfg.viewer.enable_reflections = args.shadows + cfg.viewer.distance, cfg.viewer.elevation, cfg.viewer.azimuth = 2.5, -20., 140. + new_env = ManagerBasedRlEnv(cfg=cfg, device=args.device, render_mode="rgb_array") + if checkpoint["format"] == "s10-terrain-policy-v1": + from s10_supermimic.core.terrain import TerrainBridge, TerrainField + field = TerrainField.from_env(new_env) + bridge = TerrainBridge(new_env, field) + else: + field = None + bridge = S10Bridge(new_env) + if checkpoint["env_action_order"] != bridge.to_env or abs(checkpoint["dt"] - new_env.step_dt) > 1e-8: + new_env.close() + raise ValueError("Checkpoint action order/control timestep mismatch") + obs, _ = new_env.reset() + preview = None + if not args.no_ghost: + try: + preview = WorldModelPreview( + checkpoint, new_env, bridge, field, actor, + horizon=args.ghost_horizon, device=args.device, + env_action_order=checkpoint["env_action_order"]) + except Exception as exc: + print(f"World-model preview disabled: {exc}", flush=True) + return new_env, bridge, obs, preview + + kind, level = args.terrain_kind, args.terrain_level + env, bridge, obs, preview = build_scene(kind, level) + metadata = dict(checkpoint=args.checkpoint.name, iteration=checkpoint["step"], + terrain=checkpoint["format"] == "s10-terrain-policy-v1", device=args.device, + terrain_revision=checkpoint["config"].get("terrain_revision", 1)) + metadata.update(scene=f"{kind} · 等级 {level}", terrain_kind=kind, terrain_level=level) + state.publish([0., 0., 0.], 0, **metadata) + worker = threading.Thread(target=server.serve_forever, daemon=True) + worker.start() + print(f"S10 GUI ready: http://127.0.0.1:{server.server_port}/", flush=True) + print(f"One environment on {args.device}. Ctrl+C exits. Commands expire after 2 seconds without a browser heartbeat.", flush=True) + step, next_render = 0, 0. + stats_since = time.monotonic() + stats_step, frames = 0, 0 + render_fps = realtime_factor = 0. + previous = torch.zeros(1, 16, device=args.device) + ghosts = [] + with torch.inference_mode(): + while not args.steps or step < args.steps: + began = time.monotonic() + selection = state.take_scene() + if selection is not None: + # Release the old simulator before constructing the new one. + state.clear() + env.close() + del bridge, obs + d = None + env = None + gc.collect() + if args.device.startswith("cuda"): + torch.cuda.empty_cache() + kind, level = selection + env, bridge, obs, preview = build_scene(kind, level) + previous.zero_() + ghosts = [] + metadata.update(scene=f"{kind} · 等级 {level}", terrain_kind=kind, terrain_level=level) + state.finish_scene() + stats_since = next_render = time.monotonic() + stats_step, frames = step, 0 + if state.take_reset(): + obs, _ = env.reset() + previous.zero_() + ghosts = [] + if preview is not None: + preview.clear() + with state.lock: + paused = state.paused + if not paused: + state_before, pose_before = bridge.state(), bridge.pose() + if preview is not None: + preview.update_errors(step, state_before, pose_before) + ghosts = preview.predict( + obs["actor"], previous, env.command_manager.get_command("twist"), + bridge.context(), bridge.robot.data.encoder_bias[:, bridge.legs], + state_before, pose_before) + preview.push_errors(step, ghosts) + action = actor(obs["actor"]) + if not torch.isfinite(action).all(): + raise RuntimeError("Non-finite policy action") + obs, _, terminated, truncated, _ = env.step(bridge.env_action(action)) + previous = action + if not torch.isfinite(obs["actor"]).all(): + raise RuntimeError("Non-finite observation") + if (terminated | truncated).any(): + state.clear() + previous.zero_() + ghosts = [] + if preview is not None: + preview.clear() + step += 1 + d = bridge.robot.data + actual = [d.root_link_lin_vel_b[0, 0].item(), d.root_link_lin_vel_b[0, 1].item(), + d.root_link_ang_vel_b[0, 2].item()] + state.publish(actual, step, render_fps=render_fps, realtime_factor=realtime_factor, + wm_error=(preview.summary() if preview is not None else ""), + wm_horizon=(args.ghost_horizon if preview is not None else 0), + **metadata) + if began >= next_render: + # Only the simulation thread touches the native renderer camera. + with state.lock: + azimuth, elevation, distance = state.camera + camera = env._offline_renderer._cam + camera.azimuth, camera.elevation, camera.distance = azimuth, elevation, distance + rgb = (preview.render(ghosts, stride=args.ghost_stride) + if preview is not None and ghosts else env.render()) + buffer = BytesIO() + Image.fromarray(rgb).save(buffer, format="JPEG", quality=80) + with state.lock: + state.jpeg = buffer.getvalue() + frames += 1 + # Schedule from frame start, not completion: rendering time is part + # of the frame budget rather than an extra delay on every frame. + next_render += 1 / args.fps + if next_render < began: + next_render = began + 1 / args.fps + now = time.monotonic() + if now - stats_since >= 1.: + render_fps = frames / (now - stats_since) + realtime_factor = (step - stats_step) * env.step_dt / (now - stats_since) + frames, stats_step, stats_since = 0, step, now + time.sleep(max(0., env.step_dt - (time.monotonic() - began))) + print(f"Render: {render_fps:.1f} FPS | realtime: {realtime_factor:.2f}x", flush=True) + except KeyboardInterrupt: + print("Closing S10 GUI.", flush=True) + finally: + state.clear() + if worker is not None: + server.shutdown() + worker.join(timeout=2.) + server.server_close() + if env is not None: + env.close() + + +if __name__ == "__main__": + main() diff --git a/scripts/play_gui.sh b/scripts/play_gui.sh new file mode 100644 index 0000000..1133e47 --- /dev/null +++ b/scripts/play_gui.sh @@ -0,0 +1,13 @@ +#!/usr/bin/env bash +set -euo pipefail +project_dir="$(cd -- "$(dirname -- "${BASH_SOURCE[0]}")/.." && pwd)" +cd "$project_dir" +if [[ -n "${S10_PYTHON:-}" && -x "${S10_PYTHON}" ]]; then + gui_python="$S10_PYTHON" +elif [[ -x "$project_dir/.venv/bin/python" ]]; then + gui_python="$project_dir/.venv/bin/python" +else + gui_python=python +fi +export OMP_NUM_THREADS="${OMP_NUM_THREADS:-1}" +exec "$gui_python" scripts/play_gui.py "$@" diff --git a/scripts/play_keyboard.py b/scripts/play_keyboard.py new file mode 100644 index 0000000..9b0d937 --- /dev/null +++ b/scripts/play_keyboard.py @@ -0,0 +1,260 @@ +"""Keyboard velocity control of the trained S10 policy (one environment).""" +from __future__ import annotations + +import argparse +from contextlib import ExitStack +from dataclasses import dataclass, field +import math +import os +from pathlib import Path + +ROOT = Path(__file__).resolve().parents[1] +DEFAULT_CHECKPOINT = ROOT / "logs/s10_terrain_v4_20k_full/model_20000.pt" + + +@dataclass +class KeyboardInput: + speed: float = 0.6 + lateral_speed: float = 0.2 + turn_speed: float = 0.4 + keys: set[str] = field(default_factory=set) + + def clear(self): + self.keys.clear() + + def command(self): + if "space" in self.keys: + return (0., 0., 0.) + x = float("up" in self.keys) - float("down" in self.keys) + y = float("left" in self.keys) - float("right" in self.keys) + scale = max(1., math.hypot(x, y)) + yaw = float("q" in self.keys) - float("e" in self.keys) + return (self.speed * x / scale, self.lateral_speed * y / scale, self.turn_speed * yaw) + + +def configure_rendering(headless, backend="auto"): + backend = ("egl" if headless else "glfw") if backend == "auto" else backend + os.environ["MUJOCO_GL"] = backend + os.environ["SDL_FRAMEBUFFER_ACCELERATION"] = "0" + os.environ["SDL_RENDER_DRIVER"] = "software" + os.environ.setdefault("PYGAME_HIDE_SUPPORT_PROMPT", "1") + return backend + + +def keyboard_command_cfg(controls): + from mjlab.tasks.velocity.mdp.velocity_command import UniformVelocityCommand, UniformVelocityCommandCfg + + class KeyboardVelocity(UniformVelocityCommand): + def _resample_command(self, env_ids): + self._update_command(env_ids) + + def _update_command(self, env_ids=None): + # Commands are in the robot body frame, exactly as during training. + for axis, value in enumerate(controls.command()): + self.vel_command_b[:, axis] = value + + def reset(self, env_ids=None): + controls.clear() + return super().reset(env_ids) + + @dataclass(kw_only=True) + class KeyboardVelocityCfg(UniformVelocityCommandCfg): + def build(self, env): + return KeyboardVelocity(self, env) + + return KeyboardVelocityCfg( + entity_name="robot", resampling_time_range=(1e9, 1e9), + heading_command=False, rel_heading_envs=0., rel_standing_envs=0., + rel_forward_envs=0., debug_vis=True, + ranges=UniformVelocityCommandCfg.Ranges( + lin_vel_x=(-controls.speed, controls.speed), + lin_vel_y=(-controls.lateral_speed, controls.lateral_speed), + ang_vel_z=(-controls.turn_speed, controls.turn_speed)), + ) + + +def main(): + p = argparse.ArgumentParser(description=__doc__) + p.add_argument("--terrain-level", type=int, default=0, choices=range(6)) + p.add_argument("--terrain-kind", choices=("flat","up","down","platform","slope","rubble"), default="rubble") + p.add_argument("--checkpoint", type=Path, default=DEFAULT_CHECKPOINT) + p.add_argument("--device", default="cpu", help="One CPU environment by default to limit GPU memory.") + p.add_argument("--speed", type=float, default=0.6) + p.add_argument("--lateral-speed", type=float, default=0.2) + p.add_argument("--turn-speed", type=float, default=0.4) + p.add_argument("--width", type=int, default=800) + p.add_argument("--height", type=int, default=600) + p.add_argument("--headless", action="store_true") + p.add_argument("--steps", type=int, default=0, help="0: interactive until Esc; otherwise exit after N steps.") + p.add_argument("--demo", action="store_true", help="Automatically exercise forward/stop/left/turn/stop.") + p.add_argument("--video", type=Path, help="Stream rendered frames to MP4.") + p.add_argument("--ghost-horizon", type=int, default=32, + help="World-model future steps drawn as ghost poses") + p.add_argument("--ghost-stride", type=int, default=4, + help="Draw every Nth ghost (1 = all, 4 = 8 ghosts)") + p.add_argument("--no-ghost", action="store_true", + help="Disable the world-model ghost/error overlay") + p.add_argument("--gl-backend", choices=("auto", "glfw", "egl"), default="auto") + args = p.parse_args() + if not args.checkpoint.is_file(): + p.error(f"Checkpoint not found: {args.checkpoint}") + if args.steps < 0 or (args.headless and args.steps == 0): + p.error("Headless mode requires --steps > 0; steps cannot be negative") + if args.ghost_horizon < 1 or args.ghost_stride < 1: + p.error("ghost-horizon and ghost-stride must be positive") + if min(args.width, args.height) < 320 or args.width % 2 or args.height % 2: + p.error("width and height must be even and at least 320") + for name, value, maximum in (("speed", args.speed, 1.), ("lateral-speed", args.lateral_speed, 0.2), + ("turn-speed", args.turn_speed, 0.5)): + if not math.isfinite(value) or not 0 < value <= maximum: + p.error(f"{name} must be in (0, {maximum}] to stay within the training command range") + backend = configure_rendering(args.headless, args.gl_backend) + + import torch + from mjlab.envs import ManagerBasedRlEnv + from s10_supermimic.core.bridge import S10Bridge + from s10_supermimic.core.policy import load_actor + from s10_supermimic.core.world_preview import WorldModelPreview, annotate_rgb + + pg = None + if not args.headless: + try: + import pygame as pg + except ImportError: + p.error("Keyboard window requires pygame: .venv/bin/python -m pip install 'pygame>=2.5'") + checkpoint = torch.load(args.checkpoint, map_location=args.device, weights_only=True) + actor = load_actor(checkpoint, args.device) + controls = KeyboardInput(args.speed, args.lateral_speed, args.turn_speed) + from s10_supermimic.core.policy import evaluation_env_cfg + cfg = evaluation_env_cfg(checkpoint, args.terrain_level, args.terrain_kind) + cfg.scene.num_envs = 1 + cfg.seed = 0 + cfg.episode_length_s = 1e9 # No automatic timed teleport during keyboard play. + cfg.commands["twist"] = keyboard_command_cfg(controls) + cfg.viewer.width, cfg.viewer.height = args.width, args.height + cfg.viewer.distance, cfg.viewer.elevation, cfg.viewer.azimuth = 2.5, -20., 140. + + with ExitStack() as stack: + env = ManagerBasedRlEnv(cfg=cfg, device=args.device, + render_mode="rgb_array" if pg or args.video else None) + stack.callback(env.close) + obs, _ = env.reset() + if checkpoint["format"] == "s10-terrain-policy-v1": + from s10_supermimic.core.terrain import TerrainBridge, TerrainField + field = TerrainField.from_env(env) + bridge = TerrainBridge(env, field) + else: + field = None + bridge = S10Bridge(env) + if checkpoint["env_action_order"] != bridge.to_env or abs(checkpoint["dt"] - env.step_dt) > 1e-8: + raise ValueError("Checkpoint action order/control timestep differs from this environment") + preview = None + if not args.no_ghost: + try: + preview = WorldModelPreview( + checkpoint, env, bridge, field, actor, + horizon=args.ghost_horizon, device=args.device, + env_action_order=checkpoint["env_action_order"]) + except Exception as exc: + print(f"World-model preview disabled: {exc}", flush=True) + if pg: + stack.callback(pg.quit) + # Open SDL only after MuJoCo initialization; SDL displays RGB in software. + pg.display.init() + pg.font.init() + screen = pg.display.set_mode((args.width, args.height)) + pg.display.set_caption("S10 | Arrows move | Q/E turn | Space stop | R reset | Esc quit") + font = pg.font.Font(None, 22) + clock = pg.time.Clock() + key_names = {pg.K_UP: "up", pg.K_DOWN: "down", pg.K_LEFT: "left", pg.K_RIGHT: "right", + pg.K_q: "q", pg.K_e: "e", pg.K_SPACE: "space"} + video = None + if args.video: + import mediapy + args.video.parent.mkdir(parents=True, exist_ok=True) + video = stack.enter_context(mediapy.VideoWriter(str(args.video), shape=(args.height, args.width), + fps=round(1 / env.step_dt))) + iteration = checkpoint["step"] + del checkpoint # Drop optimizer/world-model tensors; inference uses actor only. + print(f"Loaded S10 iteration {iteration}: {args.checkpoint}", flush=True) + print(f"One environment | {args.device} | {backend} | {env.step_dt:.3f}s control period", flush=True) + print("Arrows: forward/back/strafe | Q/E: turn | release/Space: zero command | R: reset | Esc: quit", flush=True) + print("Keyboard changes enter the next observation (one control-step latency).", flush=True) + previous = torch.zeros(1, 16, device=args.device) + ghosts = [] + step, running = 0, True + with torch.inference_mode(): + while running and (args.steps == 0 or step < args.steps): + if pg: + for event in pg.event.get(): + if event.type == pg.QUIT or (event.type == pg.KEYDOWN and event.key == pg.K_ESCAPE): + running = False + elif event.type == pg.WINDOWFOCUSLOST: + controls.clear() + elif event.type == pg.KEYDOWN: + if event.key == pg.K_r: + controls.clear() + obs, _ = env.reset() + previous.zero_() + ghosts = [] + if preview is not None: + preview.clear() + elif event.key in key_names: + controls.keys.add(key_names[event.key]) + elif event.type == pg.KEYUP and event.key in key_names: + controls.keys.discard(key_names[event.key]) + if not running: + break + if args.demo: + phases = ({"up"}, set(), {"left"}, {"q"}, set()) + controls.keys = set(phases[(step // 100) % len(phases)]) + state_before, pose_before = bridge.state(), bridge.pose() + if preview is not None: + preview.update_errors(step, state_before, pose_before) + ghosts = preview.predict( + obs["actor"], previous, env.command_manager.get_command("twist"), + bridge.context(), bridge.robot.data.encoder_bias[:, bridge.legs], + state_before, pose_before) + preview.push_errors(step, ghosts) + action = actor(obs["actor"]) + if not torch.isfinite(action).all(): + raise RuntimeError("Non-finite policy action") + obs, _, terminated, _, _ = env.step(bridge.env_action(action)) + previous = action + if not torch.isfinite(obs["actor"]).all(): + raise RuntimeError("Non-finite observation") + if terminated.any(): + controls.clear() + previous.zero_() + ghosts = [] + if preview is not None: + preview.clear() + print("Fall reset; keys cleared.", flush=True) + if preview is not None and step % 20 == 0 and step > 0: + print("WM " + preview.summary(), flush=True) + if pg or video: + rgb = (preview.render(ghosts, stride=args.ghost_stride) + if preview is not None and ghosts else env.render()) + if video: + lines = ([f"WM {preview.summary()}"] if preview is not None else []) + video.add_image(annotate_rgb(rgb, lines)) + if pg: + pg.surfarray.blit_array(screen, rgb.swapaxes(0, 1)) + vx, vy, yaw = controls.command() + actual = bridge.robot.data + lines = [f"S10 model {iteration} | Arrows move | Q/E turn | Space stop | R reset | Esc exit", + f"Command: vx {vx:+.2f} vy {vy:+.2f} m/s yaw {yaw:+.2f} rad/s", + f"Actual: vx {actual.root_link_lin_vel_b[0, 0]:+.2f} vy {actual.root_link_lin_vel_b[0, 1]:+.2f}" + f" yaw {actual.root_link_ang_vel_b[0, 2]:+.2f}"] + if preview is not None: + lines.append("WM " + preview.summary()) + for i, line in enumerate(lines): + screen.blit(font.render(line, True, (240, 240, 240), (20, 24, 30)), (8, 8 + i * 22)) + pg.display.flip() + clock.tick(round(1 / env.step_dt)) + step += 1 + print(f"Completed {step} control steps.", flush=True) + + +if __name__ == "__main__": + main() diff --git a/scripts/play_keyboard.sh b/scripts/play_keyboard.sh new file mode 100644 index 0000000..32e5a3f --- /dev/null +++ b/scripts/play_keyboard.sh @@ -0,0 +1,13 @@ +#!/usr/bin/env bash +set -euo pipefail +project_dir="$(cd -- "$(dirname -- "${BASH_SOURCE[0]}")/.." && pwd)" +cd "$project_dir" +if [[ -n "${S10_PYTHON:-}" && -x "${S10_PYTHON}" ]]; then + keyboard_python="$S10_PYTHON" +elif [[ -x "$project_dir/.venv/bin/python" ]]; then + keyboard_python="$project_dir/.venv/bin/python" +else + keyboard_python=python +fi +export OMP_NUM_THREADS="${OMP_NUM_THREADS:-1}" +exec "$keyboard_python" scripts/play_keyboard.py "$@" diff --git a/scripts/run_train_v4_50k.sh b/scripts/run_train_v4_50k.sh new file mode 100644 index 0000000..3df2007 --- /dev/null +++ b/scripts/run_train_v4_50k.sh @@ -0,0 +1,29 @@ +#!/usr/bin/env bash +# S10 terrain-v4 50k training from scratch (16 GB recipe). +# Override S10_OUTPUT for a fixed output directory. +set -euo pipefail + +PROJECT_DIR="$(cd -- "$(dirname -- "${BASH_SOURCE[0]}")/.." && pwd)" +cd "$PROJECT_DIR" + +export PYTHONPATH="$PROJECT_DIR" +export OMP_NUM_THREADS="${OMP_NUM_THREADS:-1}" +export MUJOCO_GL="${MUJOCO_GL:-egl}" + +PY="${S10_PYTHON:-python}" +OUT="${S10_OUTPUT:-logs/s10_terrain_v4_50k_$(date +%Y%m%d_%H%M%S)}" +mkdir -p "$OUT" + +exec "$PY" scripts/train.py \ + --task s10-v4 \ + --terrain --terrain-revision 4 --seed 0 \ + --num-envs 4096 --num-steps-per-env 1 \ + --buffer-len 512 --wm-window 8 \ + --wm-batch 2048 --wm-updates 4 \ + --imag-batch 2048 --horizon 32 \ + --warmup 50 --critic-epochs 5 --critic-minibatches 4 \ + --iterations 50000 --save-interval 500 --log-interval 10 \ + --command-curriculum --command-curriculum-start 0 \ + --prioritized-replay \ + --video --video-length 500 --video-interval 2700 \ + --output "$OUT" diff --git a/scripts/run_train_v7_50k.sh b/scripts/run_train_v7_50k.sh new file mode 100644 index 0000000..967faeb --- /dev/null +++ b/scripts/run_train_v7_50k.sh @@ -0,0 +1,25 @@ +#!/usr/bin/env bash +# S10 terrain-v7 safe all-terrain 50k training from the task preset. +# Set S10_RESUME to continue from a checkpoint; S10_VIDEO=0 disables video. +set -euo pipefail + +PROJECT_DIR="$(cd -- "$(dirname -- "${BASH_SOURCE[0]}")/.." && pwd)" +cd "$PROJECT_DIR" + +export PYTHONPATH="$PROJECT_DIR" +export OMP_NUM_THREADS="${OMP_NUM_THREADS:-1}" +export MUJOCO_GL="${MUJOCO_GL:-egl}" + +PY="${S10_PYTHON:-python}" +OUT="${S10_OUTPUT:-logs/s10_terrain_v7_50k_$(date +%Y%m%d_%H%M%S)}" +mkdir -p "$OUT" + +args=(--task s10-v7 --iterations 50000 --output "$OUT") +if [[ -n "${S10_RESUME:-}" ]]; then + args+=(--resume "$S10_RESUME") +fi +if [[ "${S10_VIDEO:-1}" != "0" ]]; then + args+=(--video --video-length 500 --video-interval 2700) +fi + +exec "$PY" scripts/train.py "${args[@]}" "$@" diff --git a/scripts/train.py b/scripts/train.py new file mode 100644 index 0000000..9a808f0 --- /dev/null +++ b/scripts/train.py @@ -0,0 +1,5 @@ +"""Independent online S10 model-based training entry point.""" +from s10_supermimic.core.train import main + +if __name__ == "__main__": + main() diff --git a/tests/test_s10_model.py b/tests/test_s10_model.py new file mode 100644 index 0000000..dd8d4db --- /dev/null +++ b/tests/test_s10_model.py @@ -0,0 +1,151 @@ +"""Standalone S10 MJCF/FK checks that do not require mjlab or torch. + +Run with the system Python: + python3 tests/test_s10_model.py + +The test validates: +1. The S10 model in ``s10_supermimic/robot/model/s10.xml`` loads. +2. Joint names match the training/deployment contract. +3. The default pose puts the wheel bottom at ~0.434 m above the ground. +4. The analytic wheel-bottom formula in ``core/rolling_rewards.py`` matches + MuJoCo forward kinematics for random joint angles and arbitrary base tilt. +""" + +from __future__ import annotations + +import math +from pathlib import Path + +import mujoco +import numpy as np + + +ROOT = Path(__file__).resolve().parents[1] +MODEL = ROOT / "s10_supermimic" / "robot" / "model" / "s10.xml" +LEGS = ("fl", "fr", "hl", "hr") +LEG_JOINT_NAMES = tuple( + f"{leg}_{joint}_joint" for leg in LEGS for joint in ("hipx", "hipy", "knee") +) +WHEEL_JOINT_NAMES = tuple(f"{leg}_wheel_joint" for leg in LEGS) +DEFAULT_Q = { + "fl": (0.1, -0.35, 0.65), + "fr": (-0.1, -0.35, 0.65), + "hl": (0.1, 0.35, -0.65), + "hr": (-0.1, 0.35, -0.65), +} +# Geometry from S10.xml. +X0 = {"fl": 0.2277, "fr": 0.2277, "hl": -0.2277, "hr": -0.2277} +Y0 = {"fl": 0.0574, "fr": -0.0574, "hl": 0.0574, "hr": -0.0574} +SIDE = {"fl": 1.0, "fr": -1.0, "hl": 1.0, "hr": -1.0} +HIPY_Y = 0.0779 +WHEEL_Y = 0.045891 +LINK = 0.18 +WHEEL_RADIUS = 0.081 +WHEEL_HALF_WIDTH = 0.0185 + + +def analytic_wheel_bottom(q, leg, base_z=0.5, up=(0.0, 0.0, 1.0)) -> float: + """NumPy translation of the torch implementation in rolling_rewards.py.""" + hipx, hipy, knee = (float(v) for v in q) + side = SIDE[leg] + x = LINK * math.sin(knee) + z = -LINK - LINK * math.cos(knee) + x3 = math.cos(hipy) * x - math.sin(hipy) * z + z3 = math.sin(hipy) * x + math.cos(hipy) * z + y3 = side * (HIPY_Y + WHEEL_Y) + y4 = math.cos(hipx) * y3 + math.sin(hipx) * z3 + z4 = -math.sin(hipx) * y3 + math.cos(hipx) * z3 + point = np.array([X0[leg] + x3, Y0[leg] + y4, z4]) + up = np.asarray(up, dtype=float) + up /= np.linalg.norm(up) + axle_z = -up[1] * math.cos(hipx) + up[2] * math.sin(hipx) + radius_z = WHEEL_RADIUS * math.sqrt(max(1.0 - axle_z * axle_z, 0.0)) + radius_z += WHEEL_HALF_WIDTH * abs(axle_z) + return base_z + float(point @ up) - radius_z + + +def wheel_geom_id(model: mujoco.MjModel, leg: str) -> int: + body_id = mujoco.mj_name2id(model, mujoco.mjtObj.mjOBJ_BODY, f"{leg}_wheel") + for geom_id in range(model.ngeom): + if model.geom_bodyid[geom_id] != body_id: + continue + if model.geom_type[geom_id] == mujoco.mjtGeom.mjGEOM_CYLINDER: + return geom_id + raise AssertionError(f"No cylinder collision geom for {leg}_wheel") + + +def measured_wheel_bottom(model, data, geom_id: int) -> float: + axis = data.geom_xmat[geom_id].reshape(3, 3)[:, 2] + axle_z = abs(float(axis[2])) + radius_z = WHEEL_RADIUS * math.sqrt(max(1.0 - axle_z * axle_z, 0.0)) + radius_z += WHEEL_HALF_WIDTH * axle_z + return float(data.geom_xpos[geom_id][2] - radius_z) + + +def set_pose(model, data, q_map, base_z=0.5, quat=(1.0, 0.0, 0.0, 0.0)): + data.qpos[:] = 0.0 + data.qpos[2] = base_z + data.qpos[3:7] = quat + for joint_name, value in q_map.items(): + joint_id = mujoco.mj_name2id(model, mujoco.mjtObj.mjOBJ_JOINT, joint_name) + data.qpos[model.jnt_qposadr[joint_id]] = value + mujoco.mj_forward(model, data) + + +def main() -> None: + assert MODEL.is_file(), MODEL + model = mujoco.MjModel.from_xml_path(str(MODEL)) + data = mujoco.MjData(model) + + joint_names = [model.joint(i).name for i in range(model.njnt)] + expected = ("floating_base",) + LEG_JOINT_NAMES + WHEEL_JOINT_NAMES + assert set(joint_names) == set(expected), joint_names + assert model.nq == 23 and model.nv == 22 and model.njnt == 17 + assert model.nu == 0, "Robot XML must not contain actuators; mjlab adds them." + + default_q = { + f"{leg}_{joint}_joint": value + for leg in LEGS + for joint, value in zip(("hipx", "hipy", "knee"), DEFAULT_Q[leg]) + } + set_pose(model, data, default_q) + for leg in LEGS: + geom_id = wheel_geom_id(model, leg) + bottom = measured_wheel_bottom(model, data, geom_id) + pred = analytic_wheel_bottom(DEFAULT_Q[leg], leg) + assert abs(bottom - pred) < 1e-9, (leg, bottom, pred) + assert abs((0.5 - bottom) - 0.434145) < 1e-4, (leg, bottom) + + rng = np.random.default_rng(0) + max_error = 0.0 + for _ in range(200): + quat = rng.normal(size=4) + quat /= np.linalg.norm(quat) + q_map = {} + q_by_leg = {} + for leg in LEGS: + q = np.array([ + rng.uniform(-0.6109, 0.6109), + rng.uniform(-2.5307, 2.5307), + rng.uniform(-2.7227, 2.7227), + ]) + q_by_leg[leg] = q + for joint, value in zip(("hipx", "hipy", "knee"), q): + q_map[f"{leg}_{joint}_joint"] = value + set_pose(model, data, q_map, base_z=0.5, quat=quat) + + rotation = data.xmat[ + mujoco.mj_name2id(model, mujoco.mjtObj.mjOBJ_BODY, "base_link") + ].reshape(3, 3) + up = rotation.T @ np.array([0.0, 0.0, 1.0]) + for leg in LEGS: + geom_id = wheel_geom_id(model, leg) + measured = measured_wheel_bottom(model, data, geom_id) + pred = analytic_wheel_bottom(q_by_leg[leg], leg, base_z=0.5, up=up) + max_error = max(max_error, abs(measured - pred)) + assert max_error < 1e-9, max_error + print(f"S10 model/FK checks passed (max error {max_error:.2e} m)") + + +if __name__ == "__main__": + main() diff --git a/tests/test_tasks.py b/tests/test_tasks.py new file mode 100644 index 0000000..bee9ede --- /dev/null +++ b/tests/test_tasks.py @@ -0,0 +1,91 @@ +"""Task registry and dual Actor observation schema checks (no mjlab needed).""" + +import math + +import torch + +from s10_supermimic.core.command_curriculum import stages_for +from s10_supermimic.core.policy import Actor, LEGACY_FRAME_DIM, FRAME_DIM, frame, push_history +from s10_supermimic.core.wheel_intrusion import pair_body_intrusion, wheel_body_intrusion +from s10_supermimic.tasks import get_task, task_names + + +def main(): + assert task_names() == ("s10-v4", "s10-v4-upward", "s10-v7"), task_names() + v4, v7, upward = get_task("s10-v4"), get_task("s10-v7"), get_task("s10-v4-upward") + assert (v4.terrain_revision, v7.terrain_revision) == (4, 7) + assert upward.terrain_revision == 4 + assert upward.actor.frame_dim == LEGACY_FRAME_DIM + assert upward.actor.wheel_vel + assert upward.courses is False and upward.collisions is False + assert upward.defaults["iterations"] == 30000 + assert upward.defaults["action_noise"] == 0.22 + assert upward.defaults["horizon"] == 64 + assert (v4.actor.frame_dim, v7.actor.frame_dim) == (LEGACY_FRAME_DIM, LEGACY_FRAME_DIM) + assert (v4.actor.history_dim(5), v7.actor.history_dim(5)) == (265, 265) + assert v4.actor.wheel_vel and v7.actor.wheel_vel + assert v7.actor.name == "s10-v7-53" + assert v4.courses is False and v4.collisions is False + assert v7.courses and v7.collisions + assert v7.defaults["imag_batch"] == 2048, "v7 keeps the 16 GB batch-size exception" + assert v7.defaults["iterations"] == 40000 + assert v7.defaults["command_curriculum"] is True, "v7 uses stair-gated stages capped at 1.5/0.8/1.2" + assert stages_for(7)[-1][1:] == ((-1.5, 1.5), (-.8, .8), (-1.2, 1.2)) + assert stages_for(4)[-1][1:] == ((-2., 2.), (-1., 1.), (-3., 3.)) + assert v4.defaults["iterations"] == 20000 + + state = torch.zeros(2, 38) + action = torch.zeros(2, 16) + command = torch.zeros(2, 3) + bias = torch.zeros(2, 12) + for history, terms, expected in ((5, v4.actor.terms, 265), (5, v7.actor.terms, 265)): + actor = Actor(history, actor_wheel_vel=True) + latest = frame(state, action, command, bias, + wheel_vel=actor.actor_wheel_vel) + assert latest.shape == (2, actor.frame_dim) + assert push_history(torch.zeros(2, expected), latest, history, terms).shape == (2, expected) + legacy = Actor(5, actor_wheel_vel=False) + assert legacy.frame_dim == FRAME_DIM, "legacy 49-value checkpoints remain loadable" + + # v7 safe stance: default hipx 0.05 / hipy 25 deg / knee 1.0 has zero + # intrusion; a wheel tucked under the body crosses the 1/4 boundary. + state = torch.zeros(1, 38) + state[0, 0], state[0, 3] = 0.44, -1.0 + def default_q(hipy, knee=1.0): + return torch.tensor([0.05, -hipy, knee, -0.05, -hipy, knee, + 0.05, hipy, -knee, -0.05, hipy, -knee]) + assert wheel_body_intrusion(state, default_q(math.radians(25.0))).item() == 0.0 + # 0.8 rad splay puts the wheel near x=0.134 m: inside the new outer-quarter + # boundary (0.15 m), outside the old outer-third boundary (0.10 m). + assert wheel_body_intrusion(state, default_q(.8)).item() > 0.0 + normal = wheel_body_intrusion(state, default_q(.5)).item() + tucked = wheel_body_intrusion(state, default_q(1.0)).item() + assert normal == 0.0 < tucked, (normal, tucked) + + # Pair 5/6 restriction: zero during the 0.5 s grace, then active only when + # both same-side legs are inside. A single leg never triggers it. + timers = torch.zeros(1, 4) + for _ in range(24): + cost, timers = pair_body_intrusion(state, default_q(1.0), timers, .02) + assert cost.item() == 0.0 + cost, timers = pair_body_intrusion(state, default_q(1.0), timers, .02) + assert cost.item() > 0.0, cost + # Front-left alone stays inside; the pair timer stays unarmed. + one_leg = default_q(math.radians(25.0)) + one_leg[1] = -1.0 + timers = torch.zeros(1, 4) + for _ in range(40): + cost, timers = pair_body_intrusion(state, one_leg, timers, .02) + assert cost.item() == 0.0 + assert timers[0, 1].item() == 0.0, timers + # Leaving the region resets that wheel's timer. + timers = torch.zeros(1, 4) + for _ in range(30): + _, timers = pair_body_intrusion(state, default_q(1.0), timers, .02) + cost, timers = pair_body_intrusion(state, default_q(math.radians(25.0)), timers, .02) + assert cost.item() == 0.0 and timers[0, 0].item() == 0.0, (cost, timers) + print("Task registry / Actor schema / v7 safety checks passed") + + +if __name__ == "__main__": + main() diff --git a/tests/test_upward.py b/tests/test_upward.py new file mode 100644 index 0000000..3736bb8 --- /dev/null +++ b/tests/test_upward.py @@ -0,0 +1,236 @@ +"""Pure-torch checks for the upward recovery reward and per-env curriculum.""" + +import math + +import torch + +from s10_supermimic.core.imagine import continuation_value +from s10_supermimic.core.upward import ( + BAD_ORIENTATION_START_DEG, + HISTORY_LENGTH, + PROMOTE_SUCCESSES, + TILT_STAGES_DEG, + bad_orientation_mask, + bad_orientation_value, + init_upward_state, + reset_root_state_upward, + upward_curriculum, + upward_curriculum_stats, + upward_video_tilt_limit, +) +from s10_supermimic.core.world_model import GRAVITY + + +def gravity_at(deg: float, direction: float = 0.0) -> torch.Tensor: + """Projected gravity for a tilt ``deg`` in a fixed horizontal direction.""" + t = math.radians(deg) + return torch.tensor([[ + math.sin(t) * math.cos(direction), + math.sin(t) * math.sin(direction), + -math.cos(t), + ]]) + + +def test_severity_is_monotonic() -> None: + values = torch.cat([bad_orientation_value(gravity_at(d)) for d in + torch.arange(0.0, 180.5, 0.5).tolist()]) + assert (values[1:] >= values[:-1] - 1e-6).all(), "severity must be monotonic" + assert values.max() <= 1.0 + 1e-5, values.max() + assert values.min() >= 0.0, values.min() + assert bad_orientation_value(gravity_at(BAD_ORIENTATION_START_DEG)).item() < 1e-6 + assert bad_orientation_value(gravity_at(180.0)).item() > 0.99 + v105 = bad_orientation_value(gravity_at(105.0)).item() + v110 = bad_orientation_value(gravity_at(110.0)).item() + v120 = bad_orientation_value(gravity_at(120.0)).item() + assert v105 < v110 < v120, (v105, v110, v120) + + +def test_severity_gradient_is_finite() -> None: + for g in (gravity_at(0.0), gravity_at(90.0), gravity_at(180.0)): + x = g.clone().requires_grad_(True) + bad_orientation_value(x).sum().backward() + assert torch.isfinite(x.grad).all(), x.grad + + +def test_mask_keeps_bad_set() -> None: + assert bad_orientation_mask(gravity_at(60.0)).item() + assert not bad_orientation_mask(gravity_at(30.0)).item() + assert not bad_orientation_mask(gravity_at(50.0, math.pi / 4)).item() + assert bad_orientation_mask(gravity_at(180.0)).item() + + +def test_upward_continuation_does_not_use_v4_fall_proxy() -> None: + state = torch.zeros(3, 38) + state[0, GRAVITY] = torch.tensor([0.0, 0.0, -1.0]) + state[1, GRAVITY] = torch.tensor([0.0, 0.0, 0.0]) + state[2, GRAVITY] = torch.tensor([0.0, 0.0, 1.0]) + upward = continuation_value(state, {"upright_mode": "upward"}) + v4 = continuation_value(state, {}) + assert torch.allclose(upward, torch.ones(3)), upward + assert v4[0] > 0.99 and v4[2] < 1e-4, v4 + + +class _Data: + def __init__(self, n: int): + self.root_link_pos_w = torch.zeros(n, 3) + self.projected_gravity_b = torch.tensor([[0.0, 0.0, -1.0]] * n) + + +class _Robot: + def __init__(self, n: int): + self.data = _Data(n) + + +class _Terrain: + def __init__(self, n: int): + self.terrain_levels = torch.zeros(n, dtype=torch.long) + self.terrain_types = torch.zeros(n, dtype=torch.long) + self.terrain_origins = torch.zeros(6, 1, 3) + self.env_origins = torch.zeros(n, 3) + + +class _Scene: + def __init__(self, n: int): + self.robot = _Robot(n) + self.terrain = _Terrain(n) + self.env_origins = torch.zeros(n, 3) + + def __getitem__(self, key): + return self.robot + + +class _Termination: + def __init__(self, n: int): + self.terminated = torch.zeros(n, dtype=torch.bool) + + +class _Env: + def __init__(self, n: int): + self.num_envs = n + self.device = "cpu" + self.scene = _Scene(n) + self.episode_length_buf = torch.ones(n, dtype=torch.long) + self.termination_manager = _Termination(n) + + +def _episode(env: _Env, recovered: torch.Tensor) -> None: + """Advance one finished episode for every env and run the curriculum.""" + env.termination_manager.terminated[:] = ~recovered + env.scene.robot.data.projected_gravity_b[:] = torch.where( + recovered[:, None], + torch.tensor([0.0, 0.0, -1.0]), + torch.tensor([0.0, 0.0, 1.0])) + upward_curriculum(env, torch.arange(env.num_envs)) + + +def test_per_env_rolling_window_advances_and_demotes() -> None: + env = _Env(4) + outcomes = torch.zeros(4, dtype=torch.bool) + for episode in range(HISTORY_LENGTH): + outcomes[0] = True # 20/20 -> advance + outcomes[1] = False # 0/20 -> stays at level 0 + outcomes[2] = episode < 10 # 10/20 -> neutral + outcomes[3] = episode < PROMOTE_SUCCESSES # exactly 16/20 -> advance + _episode(env, outcomes) + stats = upward_curriculum_stats(env) + assert env._upward_tilt_levels.tolist() == [1, 0, 0, 1] + assert env.scene.terrain.terrain_levels.tolist() == [1, 0, 0, 1] + assert stats["tilt_level_q75"] == 1 + # Advanced envs reset their window and need 20 new episodes; only envs 1 + # (0/20) and 2 (10/20) are ready after the first block. + assert abs(stats["recovery_window_rate"] - 0.25) < 1e-6 + assert abs(stats["recovery_window_ready"] - 0.5) < 1e-6 + assert math.isclose(upward_video_tilt_limit(env), math.radians(135.0)) + + # The history is per-env: env 1 now gets 20 successes and advances alone; + # env 2 stays neutral with 10 successes. + for episode in range(HISTORY_LENGTH): + outcomes[0] = True + outcomes[1] = True + outcomes[2] = episode < 10 + outcomes[3] = True + _episode(env, outcomes) + assert env._upward_tilt_levels.tolist() == [2, 1, 0, 2] + assert env.scene.terrain.terrain_levels.tolist() == [2, 1, 0, 2] + + # A full 20-episode failure window demotes env 0 from level 2 to level 1. + for _ in range(HISTORY_LENGTH): + outcomes[:] = False + outcomes[3] = True # keep env 3 at level 2 + _episode(env, outcomes) + assert env._upward_tilt_levels.tolist() == [1, 0, 0, 2] + # Terrain has six levels and is independent of the three tilt levels. + assert env.scene.terrain.terrain_levels.tolist() == [1, 0, 0, 3] + + # Before 20 episodes no env is eligible to move. + fresh = _Env(4) + stats = upward_curriculum_stats(fresh) + assert stats["recovery_window_ready"] == 0.0 + assert stats["tilt_level_q75"] == 0 + outcomes = torch.ones(4, dtype=torch.bool) + for _ in range(HISTORY_LENGTH - 1): + _episode(fresh, outcomes) + assert fresh._upward_tilt_levels.tolist() == [0, 0, 0, 0] + _episode(fresh, outcomes) + assert fresh._upward_tilt_levels.tolist() == [1, 1, 1, 1] + + +class _Asset: + def __init__(self, n: int): + self.data = type("Data", (), {})() + self.data.default_root_state = torch.zeros(n, 13) + self.data.default_root_state[:, 3] = 1.0 # identity wxyz quaternion + self.pose = None + self.velocity = None + + def write_root_link_pose_to_sim(self, pose, env_ids): + self.pose = pose.clone() + + def write_root_link_velocity_to_sim(self, velocity, env_ids): + self.velocity = velocity.clone() + + +class _ResetScene: + def __init__(self, n: int): + self.asset = _Asset(n) + self.env_origins = torch.zeros(n, 3) + + def __getitem__(self, key): + return self.asset + + +class _ResetEnv: + def __init__(self, n: int): + self.num_envs = n + self.device = "cpu" + self.scene = _ResetScene(n) + + +def test_reset_supports_per_env_and_play_fallback_limits() -> None: + env = _ResetEnv(2) + pose_range = {"x": (-0.1, 0.1), "y": (-0.1, 0.1), "z": (0.0, 0.2), + "roll": (-math.pi, math.pi), "pitch": (-math.pi, math.pi), + "yaw": (-math.pi, math.pi)} + ids = torch.arange(2) + reset_root_state_upward(env, ids, pose_range) + assert env.scene.asset.pose.shape == (2, 7) + assert env.scene.asset.velocity.shape == (2, 6) + assert torch.isfinite(env.scene.asset.pose).all() + env._upward_tilt_limits = torch.tensor( + [math.radians(60.0), math.radians(180.0)]) + reset_root_state_upward(env, ids, pose_range) + assert torch.isfinite(env.scene.asset.pose).all() + + +def main() -> None: + test_severity_is_monotonic() + test_severity_gradient_is_finite() + test_mask_keeps_bad_set() + test_upward_continuation_does_not_use_v4_fall_proxy() + test_per_env_rolling_window_advances_and_demotes() + test_reset_supports_per_env_and_play_fallback_limits() + print("Upward reward / continuation / per-env curriculum checks passed") + + +if __name__ == "__main__": + main()