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README.md
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---
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license: odc-by
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task_categories:
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- robotics
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tags:
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- robotics
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- embodied ai
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- manipulation
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- mobile manipulation
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- humanoid
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- unitree-g1
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- proprioception
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- multi-view video
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- LeRobot
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language:
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- en
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size_categories:
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- 10M<n<100M
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configs:
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- config_name: default
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data_files: data/*/*.parquet
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---
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# FetchMan-data
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Simulated training episodes (actions, egocentric video and proprioception) for object pick-up with a
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**Unitree G1** humanoid, generated in [MolmoSpaces](https://github.com/allenai/molmospaces).
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| | |
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|---|---|
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| Episodes | 352,696 |
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| Frames | 52,008,151 |
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| Tasks (language instructions) | 902 (`pick up the <object>.`) |
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| Control rate | 10 fps |
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| Cameras | `observation.head_image`, `observation.wrist_image` (384×224, MP4) |
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| Format | [LeRobot](https://github.com/huggingface/lerobot) dataset v3.0 |
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| Size | ~510 GB |
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## Data layout
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```
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meta/info.json # features, fps, path templates
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meta/stats.json # dataset-wide feature statistics
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meta/tasks.parquet # task string -> task_index
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meta/episodes/chunk-XXX/*.parquet # per-episode index (lengths, file offsets, per-episode stats)
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data/chunk-XXX/file-XXX.parquet # per-frame actions and low-dimensional observations
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videos/<camera>/chunk-XXX/file-XXX.mp4
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```
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### Features
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| Key | Shape | Description |
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|---|---|---|
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| `action` | 15 | robot action |
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| `observation.joint_pos` | 30 | full-body joint positions |
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| `observation.upper_joint_pos` | 11 | upper-body joint positions |
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| `observation.right_gripper_pos` | 1 | right gripper position |
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| `observation.right_hand_pose` | 7 | right hand pose (position + quaternion) |
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| `observation.base_position` / `base_yaw` / `base_height` | 2 / 1 / 1 | base pose |
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| `observation.base_rpy` / `base_rp` | 3 / 2 | base orientation |
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| `observation.base_velocity` / `base_angular_velocity` | 3 / 3 | base velocities |
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| `observation.last_base_vel_cmd` | 3 | last commanded base velocity |
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| `observation.target_object_pose` | 7 | pose of the object to pick |
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| `observation.target_point` | 2 | target point |
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| `observation.head_image`, `observation.wrist_image` | 224×384×3 | camera videos |
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| `object_name`, `object_id`, `scene`, `skill_profile` | string | episode metadata |
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| `timestamp`, `frame_index`, `episode_index`, `index`, `task_index` | 1 | LeRobot indexing |
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See `meta/info.json` for the authoritative feature specification.
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## Data access
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With LeRobot:
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```python
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from lerobot.datasets.lerobot_dataset import LeRobotDataset
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ds = LeRobotDataset("allenai/fetchman-data")
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frame = ds[0]
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```
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To download everything (or a subset) locally:
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```bash
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hf download allenai/fetchman-data --repo-type dataset --local-dir /path/to/fetchman-data
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# low-dimensional data only (no videos):
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hf download allenai/fetchman-data --repo-type dataset --include "meta/*" "data/*" --local-dir /path/to/fetchman-data
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```
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## License
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This dataset is licensed under [ODC-BY 1.0](https://opendatacommons.org/licenses/by/1-0/).
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It is intended for research and educational use in accordance with Ai2's [Responsible Use Guidelines](https://allenai.org/responsible-use).
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