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Upload LIBERO logical state aligned dataset

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  1. .gitattributes +2 -59
  2. README.md +207 -0
  3. data_reader_example.png +3 -0
  4. datasets/libero_10/KITCHEN_SCENE3_turn_on_the_stove_and_put_the_moka_pot_on_it_demo.hdf5 +3 -0
  5. datasets/libero_10/KITCHEN_SCENE4_put_the_black_bowl_in_the_bottom_drawer_of_the_cabinet_and_close_it_demo.hdf5 +3 -0
  6. datasets/libero_10/KITCHEN_SCENE6_put_the_yellow_and_white_mug_in_the_microwave_and_close_it_demo.hdf5 +3 -0
  7. datasets/libero_10/KITCHEN_SCENE8_put_both_moka_pots_on_the_stove_demo.hdf5 +3 -0
  8. datasets/libero_10/LIVING_ROOM_SCENE1_put_both_the_alphabet_soup_and_the_cream_cheese_box_in_the_basket_demo.hdf5 +3 -0
  9. datasets/libero_10/LIVING_ROOM_SCENE2_put_both_the_alphabet_soup_and_the_tomato_sauce_in_the_basket_demo.hdf5 +3 -0
  10. datasets/libero_10/LIVING_ROOM_SCENE2_put_both_the_cream_cheese_box_and_the_butter_in_the_basket_demo.hdf5 +3 -0
  11. datasets/libero_10/LIVING_ROOM_SCENE5_put_the_white_mug_on_the_left_plate_and_put_the_yellow_and_white_mug_on_the_right_plate_demo.hdf5 +3 -0
  12. datasets/libero_10/LIVING_ROOM_SCENE6_put_the_white_mug_on_the_plate_and_put_the_chocolate_pudding_to_the_right_of_the_plate_demo.hdf5 +3 -0
  13. datasets/libero_10/STUDY_SCENE1_pick_up_the_book_and_place_it_in_the_back_compartment_of_the_caddy_demo.hdf5 +3 -0
  14. datasets/libero_90/KITCHEN_SCENE10_close_the_top_drawer_of_the_cabinet_and_put_the_black_bowl_on_top_of_it_demo.hdf5 +3 -0
  15. datasets/libero_90/KITCHEN_SCENE10_close_the_top_drawer_of_the_cabinet_demo.hdf5 +3 -0
  16. datasets/libero_90/KITCHEN_SCENE10_put_the_black_bowl_in_the_top_drawer_of_the_cabinet_demo.hdf5 +3 -0
  17. datasets/libero_90/KITCHEN_SCENE10_put_the_butter_at_the_back_in_the_top_drawer_of_the_cabinet_and_close_it_demo.hdf5 +3 -0
  18. datasets/libero_90/KITCHEN_SCENE10_put_the_butter_at_the_front_in_the_top_drawer_of_the_cabinet_and_close_it_demo.hdf5 +3 -0
  19. datasets/libero_90/KITCHEN_SCENE10_put_the_chocolate_pudding_in_the_top_drawer_of_the_cabinet_and_close_it_demo.hdf5 +3 -0
  20. datasets/libero_90/KITCHEN_SCENE1_open_the_bottom_drawer_of_the_cabinet_demo.hdf5 +3 -0
  21. datasets/libero_90/KITCHEN_SCENE1_open_the_top_drawer_of_the_cabinet_and_put_the_bowl_in_it_demo.hdf5 +3 -0
  22. datasets/libero_90/KITCHEN_SCENE1_open_the_top_drawer_of_the_cabinet_demo.hdf5 +3 -0
  23. datasets/libero_90/KITCHEN_SCENE1_put_the_black_bowl_on_the_plate_demo.hdf5 +3 -0
  24. datasets/libero_90/KITCHEN_SCENE1_put_the_black_bowl_on_top_of_the_cabinet_demo.hdf5 +3 -0
  25. datasets/libero_90/KITCHEN_SCENE2_open_the_top_drawer_of_the_cabinet_demo.hdf5 +3 -0
  26. datasets/libero_90/KITCHEN_SCENE2_put_the_black_bowl_at_the_back_on_the_plate_demo.hdf5 +3 -0
  27. datasets/libero_90/KITCHEN_SCENE2_put_the_black_bowl_at_the_front_on_the_plate_demo.hdf5 +3 -0
  28. datasets/libero_90/KITCHEN_SCENE2_put_the_middle_black_bowl_on_the_plate_demo.hdf5 +3 -0
  29. datasets/libero_90/KITCHEN_SCENE2_put_the_middle_black_bowl_on_top_of_the_cabinet_demo.hdf5 +3 -0
  30. datasets/libero_90/KITCHEN_SCENE2_stack_the_black_bowl_at_the_front_on_the_black_bowl_in_the_middle_demo.hdf5 +3 -0
  31. datasets/libero_90/KITCHEN_SCENE2_stack_the_middle_black_bowl_on_the_back_black_bowl_demo.hdf5 +3 -0
  32. datasets/libero_90/KITCHEN_SCENE3_put_the_frying_pan_on_the_stove_demo.hdf5 +3 -0
  33. datasets/libero_90/KITCHEN_SCENE3_put_the_moka_pot_on_the_stove_demo.hdf5 +3 -0
  34. datasets/libero_90/KITCHEN_SCENE3_turn_on_the_stove_and_put_the_frying_pan_on_it_demo.hdf5 +3 -0
  35. datasets/libero_90/KITCHEN_SCENE3_turn_on_the_stove_demo.hdf5 +3 -0
  36. datasets/libero_90/KITCHEN_SCENE4_close_the_bottom_drawer_of_the_cabinet_and_open_the_top_drawer_demo.hdf5 +3 -0
  37. datasets/libero_90/KITCHEN_SCENE4_close_the_bottom_drawer_of_the_cabinet_demo.hdf5 +3 -0
  38. datasets/libero_90/KITCHEN_SCENE4_put_the_black_bowl_in_the_bottom_drawer_of_the_cabinet_demo.hdf5 +3 -0
  39. datasets/libero_90/KITCHEN_SCENE4_put_the_black_bowl_on_top_of_the_cabinet_demo.hdf5 +3 -0
  40. datasets/libero_90/KITCHEN_SCENE4_put_the_wine_bottle_in_the_bottom_drawer_of_the_cabinet_demo.hdf5 +3 -0
  41. datasets/libero_90/KITCHEN_SCENE4_put_the_wine_bottle_on_the_wine_rack_demo.hdf5 +3 -0
  42. datasets/libero_90/KITCHEN_SCENE5_close_the_top_drawer_of_the_cabinet_demo.hdf5 +3 -0
  43. datasets/libero_90/KITCHEN_SCENE5_put_the_black_bowl_in_the_top_drawer_of_the_cabinet_demo.hdf5 +3 -0
  44. datasets/libero_90/KITCHEN_SCENE5_put_the_black_bowl_on_the_plate_demo.hdf5 +3 -0
  45. datasets/libero_90/KITCHEN_SCENE5_put_the_black_bowl_on_top_of_the_cabinet_demo.hdf5 +3 -0
  46. datasets/libero_90/KITCHEN_SCENE5_put_the_ketchup_in_the_top_drawer_of_the_cabinet_demo.hdf5 +3 -0
  47. datasets/libero_90/KITCHEN_SCENE6_close_the_microwave_demo.hdf5 +3 -0
  48. datasets/libero_90/KITCHEN_SCENE6_put_the_yellow_and_white_mug_to_the_front_of_the_white_mug_demo.hdf5 +3 -0
  49. datasets/libero_90/KITCHEN_SCENE7_open_the_microwave_demo.hdf5 +3 -0
  50. datasets/libero_90/KITCHEN_SCENE7_put_the_white_bowl_on_the_plate_demo.hdf5 +3 -0
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README.md ADDED
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+ ---
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+ license: other
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+ task_categories:
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+ - robotics
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+ - imitation-learning
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+ tags:
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+ - libero
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+ - robotics
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+ - hdf5
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+ - logical-state
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+ - manipulation
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+ pretty_name: LIBERO Logical State and Action Trajectories
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+ size_categories:
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+ - 1K<n<10K
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+ ---
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+
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+ # LIBERO Logical State and Action Trajectories
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+
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+ This repository contains LIBERO robot manipulation trajectories augmented with per-frame logical state and logical action annotations.
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+
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+ The data is stored as HDF5 files under `datasets/`. Each suite has one directory, and each task has one HDF5 file containing multiple demonstrations.
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+
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+ ## Recommended Hugging Face Layout
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+
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+ Keep the repository organized like this:
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+
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+ ```text
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+ .
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+ ├── README.md
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+ ├── requirements.txt
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+ ├── visualize_dataset.py
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+ └── datasets/
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+ ├── libero_10/
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+ │ └── *_demo.hdf5
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+ ├── libero_90/
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+ │ └── *_demo.hdf5
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+ ├── libero_goal/
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+ │ └── *_demo.hdf5
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+ ├── libero_object/
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+ │ └── *_demo.hdf5
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+ └── libero_spatial/
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+ └── *_demo.hdf5
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+ ```
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+
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+ Use Git LFS for the HDF5 data files. The included `.gitattributes` marks `*.hdf5` files for LFS storage.
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+
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+ Hugging Face can host this layout directly as a dataset repository. Because the trajectories are HDF5 robot data rather than CSV/JSONL/Parquet rows, the Hub's automatic dataset viewer may not render the contents directly. Use `visualize_dataset.py` for interactive inspection.
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+
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+ ## Dataset Contents
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+
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+ After filtering trajectories without logical annotations, the dataset contains:
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+
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+ | Suite | HDF5 files | Demonstrations |
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+ |---|---:|---:|
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+ | `libero_10` | 10 | 497 |
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+ | `libero_90` | 89 | 4429 |
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+ | `libero_goal` | 10 | 499 |
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+ | `libero_object` | 10 | 500 |
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+ | `libero_spatial` | 10 | 500 |
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+ | **Total** | **129** | **6425** |
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+
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+ Each HDF5 task file follows this structure:
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+
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+ ```text
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+ data/
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+ demo_0/
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+ actions
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+ dones
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+ rewards
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+ robot_states
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+ states
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+ logical_actions
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+ logical_states
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+ obs/
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+ agentview_rgb
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+ eye_in_hand_rgb
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+ ee_pos
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+ ee_ori
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+ ee_states
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+ gripper_states
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+ joint_states
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+ logical/
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+ frame_indices
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+ states
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+ actions
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+ demo_1/
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+ ...
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+ ```
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+
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+ The top-level `data` group also stores task metadata in HDF5 attributes such as `problem_info`, `env_args`, `env_name`, `num_demos`, and `total`.
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+
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+ ## Per-Frame Schema
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+
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+ For a frame index `i` in `data/demo_N`, the aligned per-frame fields are:
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+
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+ | Field | Shape per frame | Description |
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+ |---|---:|---|
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+ | `actions[i]` | `(7,)` | Continuous robot action vector. |
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+ | `dones[i]` | scalar | Episode terminal flag. |
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+ | `rewards[i]` | scalar | Reward value. |
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+ | `robot_states[i]` | `(9,)` | Robot state vector. |
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+ | `states[i]` | variable by task | Full simulator state vector. |
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+ | `obs/agentview_rgb[i]` | `(128, 128, 3)` | Third-person RGB observation. |
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+ | `obs/eye_in_hand_rgb[i]` | `(128, 128, 3)` | Wrist camera RGB observation. |
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+ | `obs/ee_pos[i]` | `(3,)` | End-effector position. |
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+ | `obs/ee_ori[i]` | `(3,)` | End-effector orientation. |
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+ | `obs/ee_states[i]` | `(6,)` | Concatenated end-effector state. |
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+ | `obs/gripper_states[i]` | `(2,)` | Gripper state. |
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+ | `obs/joint_states[i]` | `(7,)` | Robot joint state. |
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+ | `logical_actions[i]` | string | Logical action aligned to this raw frame. |
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+ | `logical_states[i]` | JSON string | Logical predicates aligned to this raw frame. |
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+
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+ The `logical/` subgroup preserves the original synced logical arrays:
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+
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+ | Field | Description |
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+ |---|---|
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+ | `logical/frame_indices` | Raw frame indices corresponding to the synced logical state frames. |
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+ | `logical/states` | Exact logical state strings copied from `synced_final`. |
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+ | `logical/actions` | Exact logical action strings copied from `synced_final`. |
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+
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+ `logical_states` and `logical_actions` at the demo root are convenience arrays with the same length as the raw trajectory. Terminal frames are forward-filled from the last available logical value when the source logical action array is shorter than the raw frame sequence.
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+
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+ ## Reading the Data
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+
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+ Minimal Python example:
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+
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+ ```python
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+ import json
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+ import h5py
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+
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+ path = "datasets/libero_10/KITCHEN_SCENE3_turn_on_the_stove_and_put_the_moka_pot_on_it_demo.hdf5"
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+
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+ with h5py.File(path, "r") as f:
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+ demo = f["data/demo_0"]
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+ frame = 10
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+
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+ agentview = demo["obs/agentview_rgb"][frame]
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+ eye_in_hand = demo["obs/eye_in_hand_rgb"][frame]
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+ robot_action = demo["actions"][frame]
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+ logical_action = demo["logical_actions"][frame].decode("utf-8")
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+ logical_state = json.loads(demo["logical_states"][frame].decode("utf-8"))
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+
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+ print(logical_action)
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+ print(logical_state)
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+ print(robot_action)
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+ print(agentview.shape, eye_in_hand.shape)
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+ ```
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+
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+ ## Visualization App
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+
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+ The repository includes a browser-based HDF5 reader with no web framework dependency. It uses Python's standard HTTP server plus `h5py`, `numpy`, and `Pillow`.
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+
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+ ![LIBERO dataset viewer showing RGB observations, logical state, logical action, and robot action values.](data_reader_example.png)
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+
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+ Install dependencies:
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+
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+ ```bash
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+ python3 -m pip install -r requirements.txt
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+ ```
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+
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+ Run the viewer:
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+
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+ ```bash
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+ python3 visualize_dataset.py --host 127.0.0.1 --port 8000
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+ ```
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+
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+ By default, the viewer looks for `datasets/` next to `visualize_dataset.py`, so it still works if the repository folder is renamed. Use `--datasets-dir /path/to/datasets` only when the data is stored elsewhere.
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+
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+ Path note: keep `visualize_dataset.py` and `datasets/` in the same repository root when possible. If you move the HDF5 files, pass the new dataset directory explicitly:
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+
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+ ```bash
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+ python3 visualize_dataset.py --datasets-dir /absolute/path/to/datasets --host 127.0.0.1 --port 8000
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+ ```
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+
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+ Open:
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+
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+ ```text
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+ http://127.0.0.1:8000
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+ ```
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+
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+ The app supports suite, task, demo, and frame selection, playback controls, both RGB camera streams, logical action, formatted logical predicates, and robot action/state values.
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+
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+ ## Data Processing Notes
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+
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+ The logical labels were merged from files named like:
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+
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+ ```text
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+ synced_final/{suite}_{task_id}_{demo_id}_pairs.hdf5
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+ ```
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+
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+ into the corresponding HDF5 files under `datasets/{suite}/`. The merge script validates task-file correspondence using RGB frame equality before writing logical fields.
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+
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+ The current dataset has already been merged and filtered. Demos without logical annotations were removed, remaining demos were renumbered contiguously, and `num_demos` / `total` attributes were updated.
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+
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+ ## Intended Use
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+
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+ This dataset is intended for research on robot manipulation, imitation learning, planning-conditioned policies, language/logical-state grounding, and analysis of action/state abstractions in LIBERO demonstrations.
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+
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+ ## Limitations
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+
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+ - The logical annotations are aligned to existing rendered/simulator frames and should be treated as derived labels.
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+ - HDF5 files are not automatically previewable in the Hugging Face dataset viewer like tabular formats.
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+ - Users should verify compatibility with their downstream LIBERO or imitation-learning pipeline, especially if the pipeline assumes exactly 50 demos per task.
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+
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+ ## Citation
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+
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+ If you use the underlying LIBERO data, cite the original LIBERO benchmark according to its license and citation requirements. Add the citation for this augmented logical-state version here before publishing if applicable.
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