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DGX Spark で Isaac Sim x Isaac Lab の強化学習を試す

「DGX Spark」で「Isaac Sim」x「Isaac Lab」の強化学習を試したので、まとめました。

・Isaac Sim 6.0


1. DGX Spark で Isaac Sim を試す

Isaac Sim」は、NVIDIA が提供する ロボット開発向けの高精度3Dシミュレーターです

(1) 「Isaac Sim」をインストール。
以下の記事通りにコマンド入力するだけでインストールできました。

(2) 「Isaac Sim」を起動。

cd $ISAACSIM_PATH
./isaac-sim.sh

(3) 「Create → Robots → Franka Emika Panda Arm」でアームを配置。

(4) 「Create → Environments → Simple Room」で環境を配置。

(5) 左の再生ボタン (▶) をクリック。
物理シミュレーションが実行されます。

・重力が有効になる
・衝突判定が動作開始
・関節・剛体が物理オブジェクトとして振る舞う

2. DGX Spark で Isaac Lab を試す

Isaac Lab」は、Isaac Sim の上で動く ロボット学習(特に強化学習)向けの研究・訓練フレームワークです。

(1) 「Isaac Sim」をインストール。
以下の記事通りにコマンド入力するだけでインストールできました。

(2) 「Isaac Lab」で強化学習を実行。
「Cartpole」の強化学習を実行します。

cd ~/isaac/IsaacLab

./isaaclab.sh -p scripts/reinforcement_learning/rsl_rl/train.py \
  --task=Isaac-Cartpole-v0 \
  --num_envs 16 \
  --max_iterations 100

(3) 「Tensorboard」で学習結果を確認。

$ISAACSIM_PYTHON_EXE -m tensorboard.main --logdir ~/isaac/IsaacLab/logs/

(4) ブラウザで「http://localhost:6006/」を開く。

【おまけ】 Isaac Sim のRobotics Examplesを試す

(1) 「Isaac Sim」のメニュー「Window → Examples → Robotics Examples」を選択。
下端に「Robotics Examples」タブが開きます。

(2) 「Rotobics Example」の「MANIPULATION → Franka Pick Place」を選択し、「LOAD」をクリック。

(3) 「START PICK PLACE」をクリック。

これは完成済みデモタスクです。
以下のものが含まれています。

・ Franka
・掴む物体
・テーブル
・Pick&Placeタスク
・IK制御
・Articulation Controller
・モーション生成
・グリッパー開閉制御
・タスクループ

・Examples一覧

・Sensors : 環境をセンシングする様々な方法を示すサンプル
 ・LIDAR : 詳細は「PhysX SDK Lidar Sensor Example」を参照
 ・Custom Pattern Range Sensor : 詳細は「PhysX SDK Generic Sensor Example」を参照
 ・IMU : 詳細は「IMU Sensor」を参照
 ・Contact : 詳細は「Contact Sensor」を参照

・Input Devices : 様々なHIDを使用したサンプル
 ・Kaya Gamepad : OmniGraphを使用してゲームパッドに接続し、Kayaを制御
 ・Omnigraph Keyboard : OmniGraphを使用してキーボードに接続

・Manipulation : Isaac Simの様々な操作ツールを示すサンプル
 ・Follow Target : RMPFlowコントローラを使用して、FrankaPandaがターゲットを追従し、障害物を回避するサンプル
 ・Path Planning : FrankaPandaを使用したLula RRTのスタンドアロンサンプルの拡張版
 ・Bin Filling : 吸引グリッパーを使用してUR10がビンに充填する例
 ・Replay Follow Target : FrankaPandaを使用して関節軌道を保存・再生する例
 ・Surface Gripper : 詳細は「Surface Gripper Extension」を参照
 ・Pick and Place : 詳細は「Franka Pick and Place Example」を参照
 ・UR10 Follow Target : 減衰最小二乗法、擬似逆運動学、転置法、および単値分解(SVD)逆運動学ソルバーを使用して、UR10がターゲットを追従する例

・Multi-Robot : 異種ロボットシーンを示す例
 ・Robo Party : 複数の異なるロボット(Kaya、FrankaPanda、UR10、Jetbot)を同じコントローラーで実行するデモ
 ・Robo Factory : 複数のFrankaPandaを異なるコントローラーで実行するデモ

・General : 一般的なユースケースを示す例
 ・Hello World : テンプレート拡張として使用できる基本サンプル

・Policy : 学習したポリシーをロボットに適用する例
 ・Quadruped : 詳細は、「Reinforcement Learning Policies Examples in Isaac Sim」を参照。Bostondynamics Spot を使用
 ・Humanoid : 詳細は、「Reinforcement Learning Policies Examples in Isaac Sim」を参照。Unitree H1 を使用
 ・Franka : 詳細は、「Reinforcement Learning Policies Examples in Isaac Sim」を参照。Franka Pandaを使用

・Cortex : Cortex の例
 ・UR10 Palletizing : 詳細は、「Randomization in Simulation – UR10 Palletizing」を参照
 ・Franka Cortex Examples : 詳細は、「Walkthrough: Franka Block Stacking」を参照

・Import Robots : ロボットとアセンブリをインポートするさまざまな方法を示す例
 ・Carter URDF : URDF からインポートされた Carterの例
 ・Franka URDF : URDFからインポートしたFrankaPandaの例
 ・Kaya URDF : URDFからインポートしたKayaの例
 ・UR10 URDF : URDFからインポートしたUR10の例

・Tutorials : クイックスタートに沿った例
 ・Part I: Basics : Isaac Sim Basic Usage Tutorialの手順に従う
 ・Part II: Robot : Basic Robot Tutorialの手順に従う

【おまけ】 Isaac Lab の利用可能タスクの確認

./isaaclab.sh -p scripts/environments/list_envs.py
+-------------------------------------------------------------------------------------------------------------------------------------------------+
| S. No. | Task Name                                                                  | Entry Point                                                                                           | Config                                                                                                                                          |
+--------+----------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------+
|   1    | Isaac-Repose-Cube-Allegro-Direct-v0                                        | isaaclab_tasks.direct.inhand_manipulation.inhand_manipulation_env:InHandManipulationEnv               | isaaclab_tasks.direct.allegro_hand.allegro_hand_env_cfg:AllegroHandEnvCfg                                                                       |
|   2    | Isaac-Ant-Direct-v0                                                        | isaaclab_tasks.direct.ant.ant_env:AntEnv                                                              | isaaclab_tasks.direct.ant.ant_env:AntEnvCfg                                                                                                     |
|   3    | Isaac-Velocity-Flat-Anymal-C-Direct-v0                                     | isaaclab_tasks.direct.anymal_c.anymal_c_env:AnymalCEnv                                                | isaaclab_tasks.direct.anymal_c.anymal_c_env_cfg:AnymalCFlatEnvCfg                                                                               |
|   4    | Isaac-Velocity-Rough-Anymal-C-Direct-v0                                    | isaaclab_tasks.direct.anymal_c.anymal_c_env:AnymalCEnv                                                | isaaclab_tasks.direct.anymal_c.anymal_c_env_cfg:AnymalCRoughEnvCfg                                                                              |
|   5    | Isaac-AutoMate-Assembly-Direct-v0                                          | isaaclab_tasks.direct.automate.assembly_env:AssemblyEnv                                               | isaaclab_tasks.direct.automate.assembly_env:AssemblyEnvCfg                                                                                      |
|   6    | Isaac-AutoMate-Disassembly-Direct-v0                                       | isaaclab_tasks.direct.automate.disassembly_env:DisassemblyEnv                                         | isaaclab_tasks.direct.automate.disassembly_env:DisassemblyEnvCfg                                                                                |
|   7    | Isaac-Cart-Double-Pendulum-Direct-v0                                       | isaaclab_tasks.direct.cart_double_pendulum.cart_double_pendulum_env:CartDoublePendulumEnv             | isaaclab_tasks.direct.cart_double_pendulum.cart_double_pendulum_env:CartDoublePendulumEnvCfg                                                    |
|   8    | Isaac-Cartpole-Direct-v0                                                   | isaaclab_tasks.direct.cartpole.cartpole_env:CartpoleEnv                                               | isaaclab_tasks.direct.cartpole.cartpole_env:CartpoleEnvCfg                                                                                      |
|   9    | Isaac-Cartpole-RGB-Camera-Direct-v0                                        | isaaclab_tasks.direct.cartpole.cartpole_camera_env:CartpoleCameraEnv                                  | isaaclab_tasks.direct.cartpole.cartpole_camera_env:CartpoleRGBCameraEnvCfg                                                                      |
|   10   | Isaac-Cartpole-Depth-Camera-Direct-v0                                      | isaaclab_tasks.direct.cartpole.cartpole_camera_env:CartpoleCameraEnv                                  | isaaclab_tasks.direct.cartpole.cartpole_camera_env:CartpoleDepthCameraEnvCfg                                                                    |
|   11   | Isaac-Cartpole-Showcase-Box-Box-Direct-v0                                  | isaaclab_tasks.direct.cartpole_showcase.cartpole.cartpole_env:CartpoleShowcaseEnv                     | isaaclab_tasks.direct.cartpole_showcase.cartpole.cartpole_env_cfg:BoxBoxEnvCfg                                                                  |
|   12   | Isaac-Cartpole-Showcase-Box-Discrete-Direct-v0                             | isaaclab_tasks.direct.cartpole_showcase.cartpole.cartpole_env:CartpoleShowcaseEnv                     | isaaclab_tasks.direct.cartpole_showcase.cartpole.cartpole_env_cfg:BoxDiscreteEnvCfg                                                             |
|   13   | Isaac-Cartpole-Showcase-Box-MultiDiscrete-Direct-v0                        | isaaclab_tasks.direct.cartpole_showcase.cartpole.cartpole_env:CartpoleShowcaseEnv                     | isaaclab_tasks.direct.cartpole_showcase.cartpole.cartpole_env_cfg:BoxMultiDiscreteEnvCfg                                                        |
|   14   | Isaac-Cartpole-Showcase-Discrete-Box-Direct-v0                             | isaaclab_tasks.direct.cartpole_showcase.cartpole.cartpole_env:CartpoleShowcaseEnv                     | isaaclab_tasks.direct.cartpole_showcase.cartpole.cartpole_env_cfg:DiscreteBoxEnvCfg                                                             |
|   15   | Isaac-Cartpole-Showcase-Discrete-Discrete-Direct-v0                        | isaaclab_tasks.direct.cartpole_showcase.cartpole.cartpole_env:CartpoleShowcaseEnv                     | isaaclab_tasks.direct.cartpole_showcase.cartpole.cartpole_env_cfg:DiscreteDiscreteEnvCfg                                                        |
|   16   | Isaac-Cartpole-Showcase-Discrete-MultiDiscrete-Direct-v0                   | isaaclab_tasks.direct.cartpole_showcase.cartpole.cartpole_env:CartpoleShowcaseEnv                     | isaaclab_tasks.direct.cartpole_showcase.cartpole.cartpole_env_cfg:DiscreteMultiDiscreteEnvCfg                                                   |
|   17   | Isaac-Cartpole-Showcase-MultiDiscrete-Box-Direct-v0                        | isaaclab_tasks.direct.cartpole_showcase.cartpole.cartpole_env:CartpoleShowcaseEnv                     | isaaclab_tasks.direct.cartpole_showcase.cartpole.cartpole_env_cfg:MultiDiscreteBoxEnvCfg                                                        |
|   18   | Isaac-Cartpole-Showcase-MultiDiscrete-Discrete-Direct-v0                   | isaaclab_tasks.direct.cartpole_showcase.cartpole.cartpole_env:CartpoleShowcaseEnv                     | isaaclab_tasks.direct.cartpole_showcase.cartpole.cartpole_env_cfg:MultiDiscreteDiscreteEnvCfg                                                   |
|   19   | Isaac-Cartpole-Showcase-MultiDiscrete-MultiDiscrete-Direct-v0              | isaaclab_tasks.direct.cartpole_showcase.cartpole.cartpole_env:CartpoleShowcaseEnv                     | isaaclab_tasks.direct.cartpole_showcase.cartpole.cartpole_env_cfg:MultiDiscreteMultiDiscreteEnvCfg                                              |
|   20   | Isaac-Cartpole-Showcase-Dict-Box-Direct-v0                                 | isaaclab_tasks.direct.cartpole_showcase.cartpole.cartpole_env:CartpoleShowcaseEnv                     | isaaclab_tasks.direct.cartpole_showcase.cartpole.cartpole_env_cfg:DictBoxEnvCfg                                                                 |
|   21   | Isaac-Cartpole-Showcase-Dict-Discrete-Direct-v0                            | isaaclab_tasks.direct.cartpole_showcase.cartpole.cartpole_env:CartpoleShowcaseEnv                     | isaaclab_tasks.direct.cartpole_showcase.cartpole.cartpole_env_cfg:DictDiscreteEnvCfg                                                            |
|   22   | Isaac-Cartpole-Showcase-Dict-MultiDiscrete-Direct-v0                       | isaaclab_tasks.direct.cartpole_showcase.cartpole.cartpole_env:CartpoleShowcaseEnv                     | isaaclab_tasks.direct.cartpole_showcase.cartpole.cartpole_env_cfg:DictMultiDiscreteEnvCfg                                                       |
|   23   | Isaac-Cartpole-Showcase-Tuple-Box-Direct-v0                                | isaaclab_tasks.direct.cartpole_showcase.cartpole.cartpole_env:CartpoleShowcaseEnv                     | isaaclab_tasks.direct.cartpole_showcase.cartpole.cartpole_env_cfg:TupleBoxEnvCfg                                                                |
|   24   | Isaac-Cartpole-Showcase-Tuple-Discrete-Direct-v0                           | isaaclab_tasks.direct.cartpole_showcase.cartpole.cartpole_env:CartpoleShowcaseEnv                     | isaaclab_tasks.direct.cartpole_showcase.cartpole.cartpole_env_cfg:TupleDiscreteEnvCfg                                                           |
|   25   | Isaac-Cartpole-Showcase-Tuple-MultiDiscrete-Direct-v0                      | isaaclab_tasks.direct.cartpole_showcase.cartpole.cartpole_env:CartpoleShowcaseEnv                     | isaaclab_tasks.direct.cartpole_showcase.cartpole.cartpole_env_cfg:TupleMultiDiscreteEnvCfg                                                      |
|   26   | Isaac-Cartpole-Camera-Showcase-Box-Box-Direct-v0                           | isaaclab_tasks.direct.cartpole_showcase.cartpole_camera.cartpole_camera_env:CartpoleCameraShowcaseEnv | isaaclab_tasks.direct.cartpole_showcase.cartpole_camera.cartpole_camera_env_cfg:BoxBoxEnvCfg                                                    |
|   27   | Isaac-Cartpole-Camera-Showcase-Box-Discrete-Direct-v0                      | isaaclab_tasks.direct.cartpole_showcase.cartpole_camera.cartpole_camera_env:CartpoleCameraShowcaseEnv | isaaclab_tasks.direct.cartpole_showcase.cartpole_camera.cartpole_camera_env_cfg:BoxDiscreteEnvCfg                                               |
|   28   | Isaac-Cartpole-Camera-Showcase-Box-MultiDiscrete-Direct-v0                 | isaaclab_tasks.direct.cartpole_showcase.cartpole_camera.cartpole_camera_env:CartpoleCameraShowcaseEnv | isaaclab_tasks.direct.cartpole_showcase.cartpole_camera.cartpole_camera_env_cfg:BoxMultiDiscreteEnvCfg                                          |
|   29   | Isaac-Cartpole-Camera-Showcase-Dict-Box-Direct-v0                          | isaaclab_tasks.direct.cartpole_showcase.cartpole_camera.cartpole_camera_env:CartpoleCameraShowcaseEnv | isaaclab_tasks.direct.cartpole_showcase.cartpole_camera.cartpole_camera_env_cfg:DictBoxEnvCfg                                                   |
|   30   | Isaac-Cartpole-Camera-Showcase-Dict-Discrete-Direct-v0                     | isaaclab_tasks.direct.cartpole_showcase.cartpole_camera.cartpole_camera_env:CartpoleCameraShowcaseEnv | isaaclab_tasks.direct.cartpole_showcase.cartpole_camera.cartpole_camera_env_cfg:DictDiscreteEnvCfg                                              |
|   31   | Isaac-Cartpole-Camera-Showcase-Dict-MultiDiscrete-Direct-v0                | isaaclab_tasks.direct.cartpole_showcase.cartpole_camera.cartpole_camera_env:CartpoleCameraShowcaseEnv | isaaclab_tasks.direct.cartpole_showcase.cartpole_camera.cartpole_camera_env_cfg:DictMultiDiscreteEnvCfg                                         |
|   32   | Isaac-Cartpole-Camera-Showcase-Tuple-Box-Direct-v0                         | isaaclab_tasks.direct.cartpole_showcase.cartpole_camera.cartpole_camera_env:CartpoleCameraShowcaseEnv | isaaclab_tasks.direct.cartpole_showcase.cartpole_camera.cartpole_camera_env_cfg:TupleBoxEnvCfg                                                  |
|   33   | Isaac-Cartpole-Camera-Showcase-Tuple-Discrete-Direct-v0                    | isaaclab_tasks.direct.cartpole_showcase.cartpole_camera.cartpole_camera_env:CartpoleCameraShowcaseEnv | isaaclab_tasks.direct.cartpole_showcase.cartpole_camera.cartpole_camera_env_cfg:TupleDiscreteEnvCfg                                             |
|   34   | Isaac-Cartpole-Camera-Showcase-Tuple-MultiDiscrete-Direct-v0               | isaaclab_tasks.direct.cartpole_showcase.cartpole_camera.cartpole_camera_env:CartpoleCameraShowcaseEnv | isaaclab_tasks.direct.cartpole_showcase.cartpole_camera.cartpole_camera_env_cfg:TupleMultiDiscreteEnvCfg                                        |
|   35   | Isaac-Factory-PegInsert-Direct-v0                                          | isaaclab_tasks.direct.factory.factory_env:FactoryEnv                                                  | isaaclab_tasks.direct.factory.factory_env_cfg:FactoryTaskPegInsertCfg                                                                           |
|   36   | Isaac-Factory-GearMesh-Direct-v0                                           | isaaclab_tasks.direct.factory.factory_env:FactoryEnv                                                  | isaaclab_tasks.direct.factory.factory_env_cfg:FactoryTaskGearMeshCfg                                                                            |
|   37   | Isaac-Factory-NutThread-Direct-v0                                          | isaaclab_tasks.direct.factory.factory_env:FactoryEnv                                                  | isaaclab_tasks.direct.factory.factory_env_cfg:FactoryTaskNutThreadCfg                                                                           |
|   38   | Isaac-Forge-PegInsert-Direct-v0                                            | isaaclab_tasks.direct.forge.forge_env:ForgeEnv                                                        | isaaclab_tasks.direct.forge.forge_env_cfg:ForgeTaskPegInsertCfg                                                                                 |
|   39   | Isaac-Forge-GearMesh-Direct-v0                                             | isaaclab_tasks.direct.forge.forge_env:ForgeEnv                                                        | isaaclab_tasks.direct.forge.forge_env_cfg:ForgeTaskGearMeshCfg                                                                                  |
|   40   | Isaac-Forge-NutThread-Direct-v0                                            | isaaclab_tasks.direct.forge.forge_env:ForgeEnv                                                        | isaaclab_tasks.direct.forge.forge_env_cfg:ForgeTaskNutThreadCfg                                                                                 |
|   41   | Isaac-Franka-Cabinet-Direct-v0                                             | isaaclab_tasks.direct.franka_cabinet.franka_cabinet_env:FrankaCabinetEnv                              | isaaclab_tasks.direct.franka_cabinet.franka_cabinet_env:FrankaCabinetEnvCfg                                                                     |
|   42   | Isaac-Humanoid-Direct-v0                                                   | isaaclab_tasks.direct.humanoid.humanoid_env:HumanoidEnv                                               | isaaclab_tasks.direct.humanoid.humanoid_env:HumanoidEnvCfg                                                                                      |
|   43   | Isaac-Humanoid-AMP-Dance-Direct-v0                                         | isaaclab_tasks.direct.humanoid_amp.humanoid_amp_env:HumanoidAmpEnv                                    | isaaclab_tasks.direct.humanoid_amp.humanoid_amp_env_cfg:HumanoidAmpDanceEnvCfg                                                                  |
|   44   | Isaac-Humanoid-AMP-Run-Direct-v0                                           | isaaclab_tasks.direct.humanoid_amp.humanoid_amp_env:HumanoidAmpEnv                                    | isaaclab_tasks.direct.humanoid_amp.humanoid_amp_env_cfg:HumanoidAmpRunEnvCfg                                                                    |
|   45   | Isaac-Humanoid-AMP-Walk-Direct-v0                                          | isaaclab_tasks.direct.humanoid_amp.humanoid_amp_env:HumanoidAmpEnv                                    | isaaclab_tasks.direct.humanoid_amp.humanoid_amp_env_cfg:HumanoidAmpWalkEnvCfg                                                                   |
|   46   | Isaac-Quadcopter-Direct-v0                                                 | isaaclab_tasks.direct.quadcopter.quadcopter_env:QuadcopterEnv                                         | isaaclab_tasks.direct.quadcopter.quadcopter_env:QuadcopterEnvCfg                                                                                |
|   47   | Isaac-Repose-Cube-Shadow-Direct-v0                                         | isaaclab_tasks.direct.inhand_manipulation.inhand_manipulation_env:InHandManipulationEnv               | isaaclab_tasks.direct.shadow_hand.shadow_hand_env_cfg:ShadowHandEnvCfg                                                                          |
|   48   | Isaac-Repose-Cube-Shadow-OpenAI-FF-Direct-v0                               | isaaclab_tasks.direct.inhand_manipulation.inhand_manipulation_env:InHandManipulationEnv               | isaaclab_tasks.direct.shadow_hand.shadow_hand_env_cfg:ShadowHandOpenAIEnvCfg                                                                    |
|   49   | Isaac-Repose-Cube-Shadow-OpenAI-LSTM-Direct-v0                             | isaaclab_tasks.direct.inhand_manipulation.inhand_manipulation_env:InHandManipulationEnv               | isaaclab_tasks.direct.shadow_hand.shadow_hand_env_cfg:ShadowHandOpenAIEnvCfg                                                                    |
|   50   | Isaac-Repose-Cube-Shadow-Vision-Direct-v0                                  | isaaclab_tasks.direct.shadow_hand.shadow_hand_vision_env:ShadowHandVisionEnv                          | isaaclab_tasks.direct.shadow_hand.shadow_hand_vision_env:ShadowHandVisionEnvCfg                                                                 |
|   51   | Isaac-Repose-Cube-Shadow-Vision-Direct-Play-v0                             | isaaclab_tasks.direct.shadow_hand.shadow_hand_vision_env:ShadowHandVisionEnv                          | isaaclab_tasks.direct.shadow_hand.shadow_hand_vision_env:ShadowHandVisionEnvPlayCfg                                                             |
|   52   | Isaac-Shadow-Hand-Over-Direct-v0                                           | isaaclab_tasks.direct.shadow_hand_over.shadow_hand_over_env:ShadowHandOverEnv                         | isaaclab_tasks.direct.shadow_hand_over.shadow_hand_over_env_cfg:ShadowHandOverEnvCfg                                                            |
|   53   | Isaac-Ant-v0                                                               | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.classic.ant.ant_env_cfg:AntEnvCfg                                                                                  |
|   54   | Isaac-Cartpole-v0                                                          | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.classic.cartpole.cartpole_env_cfg:CartpoleEnvCfg                                                                   |
|   55   | Isaac-Cartpole-RGB-v0                                                      | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.classic.cartpole.cartpole_camera_env_cfg:CartpoleRGBCameraEnvCfg                                                   |
|   56   | Isaac-Cartpole-Depth-v0                                                    | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.classic.cartpole.cartpole_camera_env_cfg:CartpoleDepthCameraEnvCfg                                                 |
|   57   | Isaac-Cartpole-RGB-ResNet18-v0                                             | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.classic.cartpole.cartpole_camera_env_cfg:CartpoleResNet18CameraEnvCfg                                              |
|   58   | Isaac-Cartpole-RGB-TheiaTiny-v0                                            | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.classic.cartpole.cartpole_camera_env_cfg:CartpoleTheiaTinyCameraEnvCfg                                             |
|   59   | Isaac-Humanoid-v0                                                          | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.classic.humanoid.humanoid_env_cfg:HumanoidEnvCfg                                                                   |
|   60   | Isaac-TrackPositionNoObstacles-ARL-Robot-1-v0                              | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.drone_arl.track_position_state_based.config.arl_robot_1.no_obstacle_env_cfg:NoObstacleEnvCfg                       |
|   61   | Isaac-TrackPositionNoObstacles-ARL-Robot-1-Play-v0                         | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.drone_arl.track_position_state_based.config.arl_robot_1.no_obstacle_env_cfg:NoObstacleEnvCfg_PLAY                  |
|   62   | Isaac-Tracking-LocoManip-Digit-v0                                          | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.locomanipulation.tracking.config.digit.loco_manip_env_cfg:DigitLocoManipEnvCfg                                     |
|   63   | Isaac-Tracking-LocoManip-Digit-Play-v0                                     | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.locomanipulation.tracking.config.digit.loco_manip_env_cfg:DigitLocoManipEnvCfg_PLAY                                |
|   64   | Isaac-Velocity-Flat-Unitree-A1-v0                                          | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.locomotion.velocity.config.a1.flat_env_cfg:UnitreeA1FlatEnvCfg                                                     |
|   65   | Isaac-Velocity-Flat-Unitree-A1-Play-v0                                     | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.locomotion.velocity.config.a1.flat_env_cfg:UnitreeA1FlatEnvCfg_PLAY                                                |
|   66   | Isaac-Velocity-Rough-Unitree-A1-v0                                         | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.locomotion.velocity.config.a1.rough_env_cfg:UnitreeA1RoughEnvCfg                                                   |
|   67   | Isaac-Velocity-Rough-Unitree-A1-Play-v0                                    | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.locomotion.velocity.config.a1.rough_env_cfg:UnitreeA1RoughEnvCfg_PLAY                                              |
|   68   | Isaac-Velocity-Flat-Anymal-B-v0                                            | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.locomotion.velocity.config.anymal_b.flat_env_cfg:AnymalBFlatEnvCfg                                                 |
|   69   | Isaac-Velocity-Flat-Anymal-B-Play-v0                                       | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.locomotion.velocity.config.anymal_b.flat_env_cfg:AnymalBFlatEnvCfg_PLAY                                            |
|   70   | Isaac-Velocity-Rough-Anymal-B-v0                                           | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.locomotion.velocity.config.anymal_b.rough_env_cfg:AnymalBRoughEnvCfg                                               |
|   71   | Isaac-Velocity-Rough-Anymal-B-Play-v0                                      | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.locomotion.velocity.config.anymal_b.rough_env_cfg:AnymalBRoughEnvCfg_PLAY                                          |
|   72   | Isaac-Velocity-Flat-Anymal-C-v0                                            | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.locomotion.velocity.config.anymal_c.flat_env_cfg:AnymalCFlatEnvCfg                                                 |
|   73   | Isaac-Velocity-Flat-Anymal-C-Play-v0                                       | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.locomotion.velocity.config.anymal_c.flat_env_cfg:AnymalCFlatEnvCfg_PLAY                                            |
|   74   | Isaac-Velocity-Rough-Anymal-C-v0                                           | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.locomotion.velocity.config.anymal_c.rough_env_cfg:AnymalCRoughEnvCfg                                               |
|   75   | Isaac-Velocity-Rough-Anymal-C-Play-v0                                      | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.locomotion.velocity.config.anymal_c.rough_env_cfg:AnymalCRoughEnvCfg_PLAY                                          |
|   76   | Isaac-Velocity-Flat-Anymal-D-v0                                            | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.locomotion.velocity.config.anymal_d.flat_env_cfg:AnymalDFlatEnvCfg                                                 |
|   77   | Isaac-Velocity-Flat-Anymal-D-Play-v0                                       | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.locomotion.velocity.config.anymal_d.flat_env_cfg:AnymalDFlatEnvCfg_PLAY                                            |
|   78   | Isaac-Velocity-Rough-Anymal-D-v0                                           | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.locomotion.velocity.config.anymal_d.rough_env_cfg:AnymalDRoughEnvCfg                                               |
|   79   | Isaac-Velocity-Rough-Anymal-D-Play-v0                                      | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.locomotion.velocity.config.anymal_d.rough_env_cfg:AnymalDRoughEnvCfg_PLAY                                          |
|   80   | Isaac-Velocity-Flat-Cassie-v0                                              | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.locomotion.velocity.config.cassie.flat_env_cfg:CassieFlatEnvCfg                                                    |
|   81   | Isaac-Velocity-Flat-Cassie-Play-v0                                         | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.locomotion.velocity.config.cassie.flat_env_cfg:CassieFlatEnvCfg_PLAY                                               |
|   82   | Isaac-Velocity-Rough-Cassie-v0                                             | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.locomotion.velocity.config.cassie.rough_env_cfg:CassieRoughEnvCfg                                                  |
|   83   | Isaac-Velocity-Rough-Cassie-Play-v0                                        | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.locomotion.velocity.config.cassie.rough_env_cfg:CassieRoughEnvCfg_PLAY                                             |
|   84   | Isaac-Velocity-Flat-Digit-v0                                               | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.locomotion.velocity.config.digit.flat_env_cfg:DigitFlatEnvCfg                                                      |
|   85   | Isaac-Velocity-Flat-Digit-Play-v0                                          | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.locomotion.velocity.config.digit.flat_env_cfg:DigitFlatEnvCfg_PLAY                                                 |
|   86   | Isaac-Velocity-Rough-Digit-v0                                              | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.locomotion.velocity.config.digit.rough_env_cfg:DigitRoughEnvCfg                                                    |
|   87   | Isaac-Velocity-Rough-Digit-Play-v0                                         | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.locomotion.velocity.config.digit.rough_env_cfg:DigitRoughEnvCfg_PLAY                                               |
|   88   | Isaac-Velocity-Rough-G1-v0                                                 | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.locomotion.velocity.config.g1.rough_env_cfg:G1RoughEnvCfg                                                          |
|   89   | Isaac-Velocity-Rough-G1-Play-v0                                            | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.locomotion.velocity.config.g1.rough_env_cfg:G1RoughEnvCfg_PLAY                                                     |
|   90   | Isaac-Velocity-Flat-G1-v0                                                  | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.locomotion.velocity.config.g1.flat_env_cfg:G1FlatEnvCfg                                                            |
|   91   | Isaac-Velocity-Flat-G1-Play-v0                                             | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.locomotion.velocity.config.g1.flat_env_cfg:G1FlatEnvCfg_PLAY                                                       |
|   92   | Isaac-Velocity-Flat-Unitree-Go1-v0                                         | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.locomotion.velocity.config.go1.flat_env_cfg:UnitreeGo1FlatEnvCfg                                                   |
|   93   | Isaac-Velocity-Flat-Unitree-Go1-Play-v0                                    | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.locomotion.velocity.config.go1.flat_env_cfg:UnitreeGo1FlatEnvCfg_PLAY                                              |
|   94   | Isaac-Velocity-Rough-Unitree-Go1-v0                                        | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.locomotion.velocity.config.go1.rough_env_cfg:UnitreeGo1RoughEnvCfg                                                 |
|   95   | Isaac-Velocity-Rough-Unitree-Go1-Play-v0                                   | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.locomotion.velocity.config.go1.rough_env_cfg:UnitreeGo1RoughEnvCfg_PLAY                                            |
|   96   | Isaac-Velocity-Flat-Unitree-Go2-v0                                         | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.locomotion.velocity.config.go2.flat_env_cfg:UnitreeGo2FlatEnvCfg                                                   |
|   97   | Isaac-Velocity-Flat-Unitree-Go2-Play-v0                                    | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.locomotion.velocity.config.go2.flat_env_cfg:UnitreeGo2FlatEnvCfg_PLAY                                              |
|   98   | Isaac-Velocity-Rough-Unitree-Go2-v0                                        | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.locomotion.velocity.config.go2.rough_env_cfg:UnitreeGo2RoughEnvCfg                                                 |
|   99   | Isaac-Velocity-Rough-Unitree-Go2-Play-v0                                   | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.locomotion.velocity.config.go2.rough_env_cfg:UnitreeGo2RoughEnvCfg_PLAY                                            |
|  100   | Isaac-Velocity-Rough-H1-v0                                                 | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.locomotion.velocity.config.h1.rough_env_cfg:H1RoughEnvCfg                                                          |
|  101   | Isaac-Velocity-Rough-H1-Play-v0                                            | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.locomotion.velocity.config.h1.rough_env_cfg:H1RoughEnvCfg_PLAY                                                     |
|  102   | Isaac-Velocity-Flat-H1-v0                                                  | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.locomotion.velocity.config.h1.flat_env_cfg:H1FlatEnvCfg                                                            |
|  103   | Isaac-Velocity-Flat-H1-Play-v0                                             | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.locomotion.velocity.config.h1.flat_env_cfg:H1FlatEnvCfg_PLAY                                                       |
|  104   | Isaac-Velocity-Flat-Spot-v0                                                | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.locomotion.velocity.config.spot.flat_env_cfg:SpotFlatEnvCfg                                                        |
|  105   | Isaac-Velocity-Flat-Spot-Play-v0                                           | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.locomotion.velocity.config.spot.flat_env_cfg:SpotFlatEnvCfg_PLAY                                                   |
|  106   | Isaac-Open-Drawer-Franka-v0                                                | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.manipulation.cabinet.config.franka.joint_pos_env_cfg:FrankaCabinetEnvCfg                                           |
|  107   | Isaac-Open-Drawer-Franka-Play-v0                                           | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.manipulation.cabinet.config.franka.joint_pos_env_cfg:FrankaCabinetEnvCfg_PLAY                                      |
|  108   | Isaac-Open-Drawer-Franka-IK-Abs-v0                                         | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.manipulation.cabinet.config.franka.ik_abs_env_cfg:FrankaCabinetEnvCfg                                              |
|  109   | Isaac-Open-Drawer-Franka-IK-Rel-v0                                         | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.manipulation.cabinet.config.franka.ik_rel_env_cfg:FrankaCabinetEnvCfg                                              |
|  110   | Isaac-Open-Drawer-OpenArm-v0                                               | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.manipulation.cabinet.config.openarm.joint_pos_env_cfg:OpenArmCabinetEnvCfg                                         |
|  111   | Isaac-Open-Drawer-OpenArm-Play-v0                                          | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.manipulation.cabinet.config.openarm.joint_pos_env_cfg:OpenArmCabinetEnvCfg_PLAY                                    |
|  112   | Isaac-Deploy-GearAssembly-UR10e-2F140-v0                                   | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.manipulation.deploy.gear_assembly.config.ur_10e.joint_pos_env_cfg:UR10e2F140GearAssemblyEnvCfg                     |
|  113   | Isaac-Deploy-GearAssembly-UR10e-2F140-Play-v0                              | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.manipulation.deploy.gear_assembly.config.ur_10e.joint_pos_env_cfg:UR10e2F140GearAssemblyEnvCfg_PLAY                |
|  114   | Isaac-Deploy-GearAssembly-UR10e-2F85-v0                                    | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.manipulation.deploy.gear_assembly.config.ur_10e.joint_pos_env_cfg:UR10e2F85GearAssemblyEnvCfg                      |
|  115   | Isaac-Deploy-GearAssembly-UR10e-2F85-Play-v0                               | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.manipulation.deploy.gear_assembly.config.ur_10e.joint_pos_env_cfg:UR10e2F85GearAssemblyEnvCfg_PLAY                 |
|  116   | Isaac-Deploy-GearAssembly-UR10e-2F140-ROS-Inference-v0                     | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.manipulation.deploy.gear_assembly.config.ur_10e.ros_inference_env_cfg:UR10e2F140GearAssemblyROSInferenceEnvCfg     |
|  117   | Isaac-Deploy-GearAssembly-UR10e-2F85-ROS-Inference-v0                      | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.manipulation.deploy.gear_assembly.config.ur_10e.ros_inference_env_cfg:UR10e2F85GearAssemblyROSInferenceEnvCfg      |
|  118   | Isaac-Deploy-Reach-UR10e-v0                                                | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.manipulation.deploy.reach.config.ur_10e.joint_pos_env_cfg:UR10eReachEnvCfg                                         |
|  119   | Isaac-Deploy-Reach-UR10e-Play-v0                                           | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.manipulation.deploy.reach.config.ur_10e.joint_pos_env_cfg:UR10eReachEnvCfg_PLAY                                    |
|  120   | Isaac-Deploy-Reach-UR10e-ROS-Inference-v0                                  | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.manipulation.deploy.reach.config.ur_10e.ros_inference_env_cfg:UR10eReachROSInferenceEnvCfg                         |
|  121   | Isaac-Dexsuite-Kuka-Allegro-Reorient-v0                                    | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.manipulation.dexsuite.config.kuka_allegro.dexsuite_kuka_allegro_env_cfg:DexsuiteKukaAllegroReorientEnvCfg          |
|  122   | Isaac-Dexsuite-Kuka-Allegro-Reorient-Play-v0                               | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.manipulation.dexsuite.config.kuka_allegro.dexsuite_kuka_allegro_env_cfg:DexsuiteKukaAllegroReorientEnvCfg_PLAY     |
|  123   | Isaac-Dexsuite-Kuka-Allegro-Lift-v0                                        | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.manipulation.dexsuite.config.kuka_allegro.dexsuite_kuka_allegro_env_cfg:DexsuiteKukaAllegroLiftEnvCfg              |
|  124   | Isaac-Dexsuite-Kuka-Allegro-Lift-Play-v0                                   | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.manipulation.dexsuite.config.kuka_allegro.dexsuite_kuka_allegro_env_cfg:DexsuiteKukaAllegroLiftEnvCfg_PLAY         |
|  125   | Isaac-Repose-Cube-Allegro-v0                                               | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.manipulation.inhand.config.allegro_hand.allegro_env_cfg:AllegroCubeEnvCfg                                          |
|  126   | Isaac-Repose-Cube-Allegro-Play-v0                                          | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.manipulation.inhand.config.allegro_hand.allegro_env_cfg:AllegroCubeEnvCfg_PLAY                                     |
|  127   | Isaac-Repose-Cube-Allegro-NoVelObs-v0                                      | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.manipulation.inhand.config.allegro_hand.allegro_env_cfg:AllegroCubeNoVelObsEnvCfg                                  |
|  128   | Isaac-Repose-Cube-Allegro-NoVelObs-Play-v0                                 | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.manipulation.inhand.config.allegro_hand.allegro_env_cfg:AllegroCubeNoVelObsEnvCfg_PLAY                             |
|  129   | Isaac-Lift-Cube-Franka-v0                                                  | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.manipulation.lift.config.franka.joint_pos_env_cfg:FrankaCubeLiftEnvCfg                                             |
|  130   | Isaac-Lift-Cube-Franka-Play-v0                                             | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.manipulation.lift.config.franka.joint_pos_env_cfg:FrankaCubeLiftEnvCfg_PLAY                                        |
|  131   | Isaac-Lift-Cube-Franka-IK-Abs-v0                                           | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.manipulation.lift.config.franka.ik_abs_env_cfg:FrankaCubeLiftEnvCfg                                                |
|  132   | Isaac-Lift-Teddy-Bear-Franka-IK-Abs-v0                                     | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.manipulation.lift.config.franka.ik_abs_env_cfg:FrankaTeddyBearLiftEnvCfg                                           |
|  133   | Isaac-Lift-Cube-Franka-IK-Rel-v0                                           | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.manipulation.lift.config.franka.ik_rel_env_cfg:FrankaCubeLiftEnvCfg                                                |
|  134   | Isaac-Lift-Cube-OpenArm-v0                                                 | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.manipulation.lift.config.openarm.joint_pos_env_cfg:OpenArmCubeLiftEnvCfg                                           |
|  135   | Isaac-Lift-Cube-OpenArm-Play-v0                                            | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.manipulation.lift.config.openarm.joint_pos_env_cfg:OpenArmCubeLiftEnvCfg_PLAY                                      |
|  136   | Isaac-Place-Toy2Box-Agibot-Right-Arm-RmpFlow-v0                            | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.manipulation.place.config.agibot.place_toy2box_rmp_rel_env_cfg:RmpFlowAgibotPlaceToy2BoxEnvCfg                     |
|  137   | Isaac-Place-Mug-Agibot-Left-Arm-RmpFlow-v0                                 | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.manipulation.place.config.agibot.place_upright_mug_rmp_rel_env_cfg:RmpFlowAgibotPlaceUprightMugEnvCfg              |
|  138   | Isaac-Reach-Franka-v0                                                      | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.manipulation.reach.config.franka.joint_pos_env_cfg:FrankaReachEnvCfg                                               |
|  139   | Isaac-Reach-Franka-Play-v0                                                 | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.manipulation.reach.config.franka.joint_pos_env_cfg:FrankaReachEnvCfg_PLAY                                          |
|  140   | Isaac-Reach-Franka-IK-Abs-v0                                               | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.manipulation.reach.config.franka.ik_abs_env_cfg:FrankaReachEnvCfg                                                  |
|  141   | Isaac-Reach-Franka-IK-Rel-v0                                               | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.manipulation.reach.config.franka.ik_rel_env_cfg:FrankaReachEnvCfg                                                  |
|  142   | Isaac-Reach-Franka-OSC-v0                                                  | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.manipulation.reach.config.franka.osc_env_cfg:FrankaReachEnvCfg                                                     |
|  143   | Isaac-Reach-Franka-OSC-Play-v0                                             | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.manipulation.reach.config.franka.osc_env_cfg:FrankaReachEnvCfg_PLAY                                                |
|  144   | Isaac-Reach-OpenArm-Bi-v0                                                  | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.manipulation.reach.config.openarm.bimanual.joint_pos_env_cfg:OpenArmReachEnvCfg                                    |
|  145   | Isaac-Reach-OpenArm-Bi-Play-v0                                             | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.manipulation.reach.config.openarm.bimanual.joint_pos_env_cfg:OpenArmReachEnvCfg_PLAY                               |
|  146   | Isaac-Reach-OpenArm-v0                                                     | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.manipulation.reach.config.openarm.unimanual.joint_pos_env_cfg:OpenArmReachEnvCfg                                   |
|  147   | Isaac-Reach-OpenArm-Play-v0                                                | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.manipulation.reach.config.openarm.unimanual.joint_pos_env_cfg:OpenArmReachEnvCfg_PLAY                              |
|  148   | Isaac-Reach-UR10-v0                                                        | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.manipulation.reach.config.ur_10.joint_pos_env_cfg:UR10ReachEnvCfg                                                  |
|  149   | Isaac-Reach-UR10-Play-v0                                                   | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.manipulation.reach.config.ur_10.joint_pos_env_cfg:UR10ReachEnvCfg_PLAY                                             |
|  150   | Isaac-Stack-Cube-Franka-v0                                                 | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.manipulation.stack.config.franka.stack_joint_pos_env_cfg:FrankaCubeStackEnvCfg                                     |
|  151   | Isaac-Stack-Cube-Instance-Randomize-Franka-v0                              | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.manipulation.stack.config.franka.stack_joint_pos_instance_randomize_env_cfg:FrankaCubeStackInstanceRandomizeEnvCfg |
|  152   | Isaac-Stack-Cube-Franka-IK-Rel-v0                                          | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.manipulation.stack.config.franka.stack_ik_rel_env_cfg:FrankaCubeStackEnvCfg                                        |
|  153   | Isaac-Stack-Cube-Franka-IK-Rel-Visuomotor-v0                               | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.manipulation.stack.config.franka.stack_ik_rel_visuomotor_env_cfg:FrankaCubeStackVisuomotorEnvCfg                   |
|  154   | Isaac-Stack-Cube-Franka-IK-Rel-Visuomotor-Cosmos-v0                        | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.manipulation.stack.config.franka.stack_ik_rel_visuomotor_cosmos_env_cfg:FrankaCubeStackVisuomotorCosmosEnvCfg      |
|  155   | Isaac-Stack-Cube-Franka-IK-Abs-v0                                          | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.manipulation.stack.config.franka.stack_ik_abs_env_cfg:FrankaCubeStackEnvCfg                                        |
|  156   | Isaac-Stack-Cube-Instance-Randomize-Franka-IK-Rel-v0                       | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.manipulation.stack.config.franka.stack_ik_rel_instance_randomize_env_cfg:FrankaCubeStackInstanceRandomizeEnvCfg    |
|  157   | Isaac-Stack-Cube-Franka-IK-Rel-Blueprint-v0                                | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.manipulation.stack.config.franka.stack_ik_rel_blueprint_env_cfg:FrankaCubeStackBlueprintEnvCfg                     |
|  158   | Isaac-Stack-Cube-Franka-IK-Rel-Skillgen-v0                                 | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.manipulation.stack.config.franka.stack_ik_rel_env_cfg_skillgen:FrankaCubeStackSkillgenEnvCfg                       |
|  159   | Isaac-Stack-Cube-Bin-Franka-IK-Rel-Mimic-v0                                | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.manipulation.stack.config.franka.bin_stack_ik_rel_env_cfg:FrankaBinStackEnvCfg                                     |
|  160   | Isaac-Stack-Cube-Galbot-Left-Arm-Gripper-RmpFlow-v0                        | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.manipulation.stack.config.galbot.stack_rmp_rel_env_cfg:RmpFlowGalbotLeftArmCubeStackEnvCfg                         |
|  161   | Isaac-Stack-Cube-Galbot-Right-Arm-Suction-RmpFlow-v0                       | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.manipulation.stack.config.galbot.stack_rmp_rel_env_cfg:RmpFlowGalbotRightArmCubeStackEnvCfg                        |
|  162   | Isaac-Stack-Cube-Galbot-Left-Arm-Gripper-Visuomotor-v0                     | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.manipulation.stack.config.galbot.stack_rmp_rel_env_cfg:RmpFlowGalbotLeftArmCubeStackVisuomotorEnvCfg               |
|  163   | Isaac-Stack-Cube-Galbot-Left-Arm-Gripper-Visuomotor-Joint-Position-Play-v0 | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.manipulation.stack.config.galbot.stack_rmp_rel_env_cfg:GalbotLeftArmJointPositionCubeStackVisuomotorEnvCfg_PLAY    |
|  164   | Isaac-Stack-Cube-Galbot-Left-Arm-Gripper-Visuomotor-RmpFlow-Play-v0        | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.manipulation.stack.config.galbot.stack_rmp_rel_env_cfg:GalbotLeftArmRmpFlowCubeStackVisuomotorEnvCfg_PLAY          |
|  165   | Isaac-Stack-Cube-UR10-Long-Suction-IK-Rel-v0                               | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.manipulation.stack.config.ur10_gripper.stack_ik_rel_env_cfg:UR10LongSuctionCubeStackEnvCfg                         |
|  166   | Isaac-Stack-Cube-UR10-Short-Suction-IK-Rel-v0                              | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.manipulation.stack.config.ur10_gripper.stack_ik_rel_env_cfg:UR10ShortSuctionCubeStackEnvCfg                        |
|  167   | Isaac-Navigation-Flat-Anymal-C-v0                                          | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.navigation.config.anymal_c.navigation_env_cfg:NavigationEnvCfg                                                     |
|  168   | Isaac-Navigation-Flat-Anymal-C-Play-v0                                     | isaaclab.envs:ManagerBasedRLEnv                                                                       | isaaclab_tasks.manager_based.navigation.config.anymal_c.navigation_env_cfg:NavigationEnvCfg_PLAY                                                |
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