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  1. README.md +100 -0
  2. meta/checkpoint.json +1150 -0
  3. meta/info.json +212 -0
  4. meta/stats.json +333 -0
  5. meta/task_cache/blocks_ranking_rgb__piper.json +0 -0
  6. meta/task_cache/blocks_ranking_size__ur5.json +0 -0
  7. meta/task_cache/click_alarmclock__ur5.json +0 -0
  8. meta/task_cache/click_bell__aloha-agilex.json +0 -0
  9. meta/task_cache/dump_bin_bigbin__franka.json +1 -0
  10. meta/task_cache/dump_bin_bigbin__ur5.json +0 -0
  11. meta/task_cache/grab_roller__piper.json +1 -0
  12. meta/task_cache/grab_roller__ur5.json +1 -0
  13. meta/task_cache/handover_mic__franka.json +0 -0
  14. meta/task_cache/handover_mic__piper.json +0 -0
  15. meta/task_cache/handover_mic__ur5.json +0 -0
  16. meta/task_cache/hanging_mug__arx-x5.json +0 -0
  17. meta/task_cache/move_can_pot__aloha-agilex.json +0 -0
  18. meta/task_cache/move_can_pot__arx-x5.json +0 -0
  19. meta/task_cache/move_stapler_pad__franka.json +0 -0
  20. meta/task_cache/move_stapler_pad__ur5.json +0 -0
  21. meta/task_cache/open_laptop__franka.json +1 -0
  22. meta/task_cache/open_laptop__ur5.json +1 -0
  23. meta/task_cache/open_microwave__franka.json +0 -0
  24. meta/task_cache/open_microwave__ur5.json +0 -0
  25. meta/task_cache/pick_dual_bottles__arx-x5.json +0 -0
  26. meta/task_cache/place_a2b_left__aloha-agilex.json +0 -0
  27. meta/task_cache/place_a2b_right__ur5.json +0 -0
  28. meta/task_cache/place_bread_basket__piper.json +0 -0
  29. meta/task_cache/place_can_basket__arx-x5.json +0 -0
  30. meta/task_cache/place_cans_plasticbox__arx-x5.json +0 -0
  31. meta/task_cache/place_container_plate__aloha-agilex.json +0 -0
  32. meta/task_cache/place_empty_cup__aloha-agilex.json +0 -0
  33. meta/task_cache/place_fan__arx-x5.json +0 -0
  34. meta/task_cache/place_fan__franka.json +0 -0
  35. meta/task_cache/place_mouse_pad__franka.json +0 -0
  36. meta/task_cache/place_object_scale__piper.json +0 -0
  37. meta/task_cache/place_object_scale__ur5.json +0 -0
  38. meta/task_cache/place_object_stand__franka.json +0 -0
  39. meta/task_cache/press_stapler__ur5.json +0 -0
  40. meta/task_cache/put_object_cabinet__franka.json +0 -0
  41. meta/task_cache/rotate_qrcode__arx-x5.json +0 -0
  42. meta/task_cache/rotate_qrcode__ur5.json +0 -0
  43. meta/task_cache/scan_object__franka.json +0 -0
  44. meta/task_cache/shake_bottle_horizontally__arx-x5.json +0 -0
  45. meta/task_cache/stack_blocks_three__aloha-agilex.json +0 -0
  46. meta/task_cache/stack_blocks_two__arx-x5.json +0 -0
  47. meta/task_cache/stack_bowls_three__arx-x5.json +0 -0
  48. meta/task_cache/stack_bowls_two__aloha-agilex.json +0 -0
  49. meta/task_cache/stack_bowls_two__arx-x5.json +0 -0
  50. meta/task_cache/stack_bowls_two__franka.json +0 -0
README.md ADDED
@@ -0,0 +1,100 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ license: apache-2.0
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+ task_categories:
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+ - robotics
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+ tags:
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+ - lerobot
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+ - robotwin
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+ - bimanual
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+ - multi-embodiment
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+ - simulation
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+ pretty_name: RoboTwin2.0 LeRobot
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+ size_categories:
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+ - 100K<n<1M
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+ ---
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+
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+ # RoboTwin2.0 - LeRobot v3.0
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+
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+ [RoboTwin2.0](https://huggingface.co/datasets/TianxingChen/RoboTwin2.0) converted to [LeRobot v3.0](https://github.com/huggingface/lerobot) format. Contains **both joint-space and end-effector (EE) pose** data for bimanual manipulation across 5 robot embodiments.
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+
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+ ## Dataset Statistics
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+
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+ | | |
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+ |---|---|
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+ | **Episodes** | 114,001 |
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+ | **Frames** | 18,709,206 |
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+ | **Tasks** | 50 |
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+ | **Embodiments** | 5 |
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+ | **FPS** | 30 |
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+ | **Format** | LeRobot v3.0 (Parquet + MP4) |
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+ | **Size** | ~20 GB |
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+
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+ ## Embodiments
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+
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+ | Embodiment | Episodes | DOF (per arm) |
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+ |---|---|---|
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+ | Franka | 22,501 | 7+1 |
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+ | ARX-X5 | 24,500 | 6+1 |
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+ | Aloha-AgileX | 25,000 | 6+1 |
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+ | Piper | 18,500 | 6+1 |
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+ | UR5 | 23,500 | 6+1 |
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+
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+ All robots are bimanual (dual-arm). Each arm has `joint_dim + gripper(1)` DOF.
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+
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+ ## Features
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+
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+ | Feature | Shape | Description |
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+ |---|---|---|
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+ | `observation.state` | `[16]` | Joint state: `left_joint(7) + left_grip(1) + right_joint(7) + right_grip(1)` |
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+ | `observation.state_ee` | `[16]` | EE pose: `left_xyz(3) + left_quat(4) + left_grip(1) + right(8)` |
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+ | `observation.embodiment_id` | `[5]` | One-hot embodiment vector |
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+ | `action` | `[16]` | Next-frame joint state (absolute) |
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+ | `action_ee` | `[16]` | Next-frame EE pose (absolute) |
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+ | `observation.images.head` | `[240, 320, 3]` | Head camera (video) |
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+ | `observation.images.left_wrist` | `[240, 320, 3]` | Left wrist camera (video) |
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+ | `observation.images.right_wrist` | `[240, 320, 3]` | Right wrist camera (video) |
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+ | `observation.images.front` | `[240, 320, 3]` | Front camera (video, not all embodiments) |
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+
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+ ### Conventions
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+
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+ - **Joint state**: Padded to 7 DOF per arm (zero-padded for 6-DOF robots)
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+ - **EE quaternion**: `[x, y, z, w]` format
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+ - **Gripper**: `[0, 1]`, where `1 = open`
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+
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+ ## Tasks (50)
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+
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+ <details>
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+ <summary>Click to expand full task list</summary>
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+
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+ adjust_bottle, beat_block_hammer, blocks_ranking_rgb, blocks_ranking_size,
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+ click_alarmclock, click_bell, dump_bin_bigbin, grab_roller,
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+ handover_block, handover_mic, hanging_mug, lift_pot,
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+ move_can_pot, move_pillbottle_pad, move_playingcard_away, move_stapler_pad,
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+ open_laptop, open_microwave, pick_diverse_bottles, pick_dual_bottles,
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+ place_a2b_left, place_a2b_right, place_bread_basket, place_bread_skillet,
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+ place_burger_fries, place_can_basket, place_cans_plasticbox, place_container_plate,
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+ place_dual_shoes, place_empty_cup, place_fan, place_mouse_pad,
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+ place_object_basket, place_object_scale, place_object_stand, place_phone_stand,
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+ place_shoe, press_stapler, put_bottles_dustbin, put_object_cabinet,
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+ rotate_qrcode, scan_object, shake_bottle, shake_bottle_horizontally,
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+ stack_blocks_three, stack_blocks_two, stack_bowls_three, stack_bowls_two,
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+ stamp_seal, turn_switch
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+
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+ </details>
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+
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+ Each task uses the `randomized_500` variant (domain-randomized, up to 500 episodes per embodiment).
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+
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+ ## Source
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+
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+ Converted from [TianxingChen/RoboTwin2.0](https://huggingface.co/datasets/TianxingChen/RoboTwin2.0) HDF5 data using parallel conversion with per-task checkpointing.
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+
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+ ## Citation
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+
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+ ```bibtex
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+ @article{mu2024robotwin,
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+ title={RoboTwin: Dual-Arm Robot Benchmark with Generative Digital Twins},
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+ author={Mu, Yao and Chen, Tianxing and Peng, Shijia and Chen, Zanxin and Gao, Zeyu and Zou, Yude and Lin, Lunkai and Xie, Zhiqiang and Luo, Ping},
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+ journal={arXiv preprint arXiv:2409.02920},
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+ year={2024}
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+ }
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+ ```
meta/checkpoint.json ADDED
@@ -0,0 +1,1150 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ {
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+ "move_pillbottle_pad/aloha-agilex": {
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meta/task_cache/grab_roller__ur5.json ADDED
@@ -0,0 +1 @@
 
 
1
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44}, {"episode_index": 37046, "T": 180, "task_label": "[franka] open_laptop: Pull the laptop with shiny black surface upward lightly.", "embodiment": "franka", "task_name": "open_laptop", "ep_idx": 45}, {"episode_index": 37047, "T": 84, "task_label": "[franka] open_laptop: Lift the sleek laptop design to open.", "embodiment": "franka", "task_name": "open_laptop", "ep_idx": 46}, {"episode_index": 37048, "T": 142, "task_label": "[franka] open_laptop: Lift the medium-sized silver laptop's lid upwards.", "embodiment": "franka", "task_name": "open_laptop", "ep_idx": 47}, {"episode_index": 37049, "T": 135, "task_label": "[franka] open_laptop: Lift the laptop with black keyboard slightly.", "embodiment": "franka", "task_name": "open_laptop", "ep_idx": 48}, {"episode_index": 37050, "T": 117, "task_label": "[franka] open_laptop: Use the left arm to lift the smooth textured laptop", "embodiment": "franka", "task_name": "open_laptop", "ep_idx": 49}, {"episode_index": 37051, "T": 239, 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"open_laptop", "ep_idx": 115}, {"episode_index": 37117, "T": 343, "task_label": "[franka] open_laptop: Use the right arm to raise the folding laptop with screen and keyboard.", "embodiment": "franka", "task_name": "open_laptop", "ep_idx": 116}, {"episode_index": 37118, "T": 112, "task_label": "[franka] open_laptop: Pull the lid of the rectangular laptop with screen upward.", "embodiment": "franka", "task_name": "open_laptop", "ep_idx": 117}, {"episode_index": 37119, "T": 122, "task_label": "[franka] open_laptop: Lift the laptop with black keyboard open with the left arm.", "embodiment": "franka", "task_name": "open_laptop", "ep_idx": 118}, {"episode_index": 37120, "T": 172, "task_label": "[franka] open_laptop: Raise the medium rectangular orange laptop lid with the right arm.", "embodiment": "franka", "task_name": "open_laptop", "ep_idx": 119}, {"episode_index": 37121, "T": 194, "task_label": "[franka] open_laptop: Pull the screen of the folding laptop with black exterior.", 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Pull the lid of the compact silver laptop upward.", "embodiment": "franka", "task_name": "open_laptop", "ep_idx": 135}, {"episode_index": 37137, "T": 506, "task_label": "[franka] open_laptop: Lift the blue-screen laptop's lid upwards.", "embodiment": "franka", "task_name": "open_laptop", "ep_idx": 136}, {"episode_index": 37138, "T": 196, "task_label": "[franka] open_laptop: Gently lift the laptop with blue screen using the right arm", "embodiment": "franka", "task_name": "open_laptop", "ep_idx": 137}, {"episode_index": 37139, "T": 128, "task_label": "[franka] open_laptop: Open the silver laptop with foldable parts by lifting its lid.", "embodiment": "franka", "task_name": "open_laptop", "ep_idx": 138}, {"episode_index": 37140, "T": 116, "task_label": "[franka] open_laptop: Use the right arm to raise the black laptop.", "embodiment": "franka", "task_name": "open_laptop", "ep_idx": 139}, {"episode_index": 37141, "T": 345, "task_label": "[franka] open_laptop: Lift the medium-sized laptop 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open_laptop: Pull the lid of the metallic laptop upward.", "embodiment": "franka", "task_name": "open_laptop", "ep_idx": 331}, {"episode_index": 37333, "T": 133, "task_label": "[franka] open_laptop: Open the medium-sized laptop with black body entirely.", "embodiment": "franka", "task_name": "open_laptop", "ep_idx": 332}, {"episode_index": 37334, "T": 170, "task_label": "[franka] open_laptop: Use the right arm to lift the rectangular laptop with orange body", "embodiment": "franka", "task_name": "open_laptop", "ep_idx": 333}, {"episode_index": 37335, "T": 179, "task_label": "[franka] open_laptop: Grip and lift the medium black rectangular laptop's lid.", "embodiment": "franka", "task_name": "open_laptop", "ep_idx": 334}, {"episode_index": 37336, "T": 168, "task_label": "[franka] open_laptop: Fully open the the sleek black Toshiba computing laptop.", "embodiment": "franka", "task_name": "open_laptop", "ep_idx": 335}, {"episode_index": 37337, "T": 177, "task_label": "[franka] open_laptop: Open the sleek black laptop with blue monitor completely.", "embodiment": "franka", "task_name": "open_laptop", "ep_idx": 336}, {"episode_index": 37338, "T": 175, "task_label": "[franka] open_laptop: Raise and open the foldable black laptop.", "embodiment": "franka", "task_name": "open_laptop", "ep_idx": 337}, {"episode_index": 37339, "T": 86, "task_label": "[franka] open_laptop: Grip and lift the lightweight laptop's lid.", "embodiment": "franka", "task_name": "open_laptop", "ep_idx": 338}, {"episode_index": 37340, "T": 121, "task_label": "[franka] open_laptop: Gently raise the black and silver laptop using the right arm.", "embodiment": "franka", "task_name": "open_laptop", "ep_idx": 339}, {"episode_index": 37341, "T": 102, "task_label": "[franka] open_laptop: Lift the medium foldable silver laptop slightly.", "embodiment": "franka", "task_name": "open_laptop", "ep_idx": 340}, {"episode_index": 37342, "T": 361, "task_label": "[franka] open_laptop: Use the left arm to 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open_laptop: Lift the medium-sized laptop with black body to open.", "embodiment": "franka", "task_name": "open_laptop", "ep_idx": 346}, {"episode_index": 37348, "T": 392, "task_label": "[franka] open_laptop: Pull the device with flat keyboard and screen's lid upward.", "embodiment": "franka", "task_name": "open_laptop", "ep_idx": 347}, {"episode_index": 37349, "T": 238, "task_label": "[franka] open_laptop: Raise the medium-sized black portable laptop using the left arm.", "embodiment": "franka", "task_name": "open_laptop", "ep_idx": 348}, {"episode_index": 37350, "T": 324, "task_label": "[franka] open_laptop: Gently lift the compact black and silver computer using the left arm", "embodiment": "franka", "task_name": "open_laptop", "ep_idx": 349}, {"episode_index": 37351, "T": 174, "task_label": "[franka] open_laptop: Pull the foldable black laptop's lid upward.", "embodiment": "franka", "task_name": "open_laptop", "ep_idx": 350}, {"episode_index": 37352, "T": 118, "task_label": 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open_laptop: Use the right arm to open the laptop with silver base", "embodiment": "franka", "task_name": "open_laptop", "ep_idx": 406}, {"episode_index": 37408, "T": 353, "task_label": "[franka] open_laptop: Open the black and silver laptop carefully with the left arm.", "embodiment": "franka", "task_name": "open_laptop", "ep_idx": 407}, {"episode_index": 37409, "T": 166, "task_label": "[franka] open_laptop: Raise the foldable laptop with screen using the right arm firmly.", "embodiment": "franka", "task_name": "open_laptop", "ep_idx": 408}, {"episode_index": 37410, "T": 242, "task_label": "[franka] open_laptop: Open the laptop with silver keyboard entirely.", "embodiment": "franka", "task_name": "open_laptop", "ep_idx": 409}, {"episode_index": 37411, "T": 116, "task_label": "[franka] open_laptop: Pull open the lightweight silver laptop", "embodiment": "franka", "task_name": "open_laptop", "ep_idx": 410}, {"episode_index": 37412, "T": 120, "task_label": "[franka] open_laptop: Push the 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open_laptop: Gently lift the smooth laptop with Windows logo underneath using the right arm", "embodiment": "franka", "task_name": "open_laptop", "ep_idx": 416}, {"episode_index": 37418, "T": 387, "task_label": "[franka] open_laptop: Grip and lift the device with flat keyboard and screen's lid.", "embodiment": "franka", "task_name": "open_laptop", "ep_idx": 417}, {"episode_index": 37419, "T": 124, "task_label": "[franka] open_laptop: Pull the black metallic laptop's lid upward.", "embodiment": "franka", "task_name": "open_laptop", "ep_idx": 418}, {"episode_index": 37420, "T": 143, "task_label": "[franka] open_laptop: Pull open the medium foldable silver laptop", "embodiment": "franka", "task_name": "open_laptop", "ep_idx": 419}, {"episode_index": 37421, "T": 125, "task_label": "[franka] open_laptop: Pull the screen of the foldable laptop with patterned keyboard.", "embodiment": "franka", "task_name": "open_laptop", "ep_idx": 420}, {"episode_index": 37422, "T": 181, "task_label": 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meta/task_cache/open_laptop__ur5.json ADDED
@@ -0,0 +1 @@
 
 
1
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