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Initial dataset release
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- .gitattributes +60 -0
- README.md +100 -0
- data/chunk-000/episode_000000.parquet +3 -0
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README.md
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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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- mobile_aloha
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- imitation-learning
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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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# aloha_incontext
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A Mobile ALOHA robot manipulation dataset for in-context imitation learning. It contains
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human-teleoperated demonstrations of pick-and-place, pen uncapping, placing eggs in a
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box and closing it, and additional bimanual tasks.
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**1,328 episodes / 31 task configurations / 587,000 frames**, recorded at **50 Hz**.
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The task configurations are divided into **25 seen configurations (1,318 episodes)**
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and **6 unseen configurations (10 episodes)**.
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## Observations and actions
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- **Robot:** Mobile ALOHA with two arms and 14 joint/gripper dimensions.
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- **RGB cameras:** `cam_high`, `cam_left_wrist`, and `cam_right_wrist`.
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- **State:** `observation.state`, a 14-dimensional vector of joint and gripper positions.
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- **Additional observations:** `observation.velocity` and `observation.effort`.
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- **Action:** a 16-dimensional vector containing 14 joint/gripper targets and 2 base-velocity dimensions.
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- **Format:** LeRobot v2.0, with one Parquet file per episode and camera images embedded in the Parquet data.
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## Tasks
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| Task family | Seen configurations | Seen episodes | Unseen configurations | Unseen episodes |
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| --- | ---: | ---: | ---: | ---: |
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| Pick and place into a basket | 14 | 527 | 4 | 6 |
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| Uncap a pen | 6 | 338 | 1 | 1 |
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| Put an egg in a box and close it | 1 | 199 | 1 | 3 |
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| Additional bimanual tasks | 4 | 254 | 0 | 0 |
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| **Total** | **25** | **1,318** | **6** | **10** |
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The additional bimanual tasks are `handover` (104 episodes), `cup_stack` (50),
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`stir` (50), and `water_wipe` (50).
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### Pen uncapping
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In every pen instruction, **left/right identifies the hand that picks up the pen**.
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The other hand grasps and removes the cap.
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| Task ID | Pen | Pickup hand | Episodes | Configuration |
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| --- | --- | --- | ---: | --- |
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| 18 | Gray pen | Right | 143 | Seen |
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| 19 | Gray pen | Left | 51 | Seen |
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| 20 | Red pen | Right | 69 | Seen |
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| 21 | Blue pen | Left | 25 | Seen |
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| 22 | Second blue pen | Right | 25 | Seen |
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| 23 | Second blue pen | Left | 25 | Seen |
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| 24 | Red pen | Left | 1 | Unseen |
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For example: "Pick up the gray pen with the right hand, grasp the cap with the other
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hand and uncap it."
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For pick-and-place tasks, the hand named in the instruction picks up the object and
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places it in the basket.
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## Seen and unseen configurations
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All episodes are packaged in a single Hugging Face `train` split. The seen/unseen
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division is defined by task configuration, not by separate Hugging Face splits.
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The unseen configurations are:
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| Task ID | Task instruction | Episodes |
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| --- | --- | ---: |
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| 14 | Pick up the pear and place it in the basket with the left hand. | 1 |
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| 15 | Pick up the orange juice and place it in the basket with the left hand. | 1 |
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| 16 | Pick up the kiwi and place it in the basket with the right hand. | 2 |
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| 17 | Pick up the banana and place it in the basket with the right hand. | 2 |
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| 24 | Pick up the red pen with the left hand, grasp the cap with the other hand and uncap it. | 1 |
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| 26 | Pick up the red egg with the right hand, place it in the box, and close the box. | 3 |
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For evaluation on unseen configurations, exclude these six configurations from
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training. This leaves **1,318 training episodes**. Unseen demonstrations can be used
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as in-context examples at evaluation time.
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## File organization
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- `data/chunk-*/episode_*.parquet`: observations, actions, timestamps, and frame,
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episode, and task indices.
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- `meta/info.json`: dataset schema and summary statistics.
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- `meta/tasks.jsonl`: task IDs and task instructions.
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- `meta/episodes.jsonl`: episode IDs, task assignments, and episode lengths.
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- `meta/stats.json`: normalization statistics. Numeric-feature statistics cover
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all 1,328 episodes, including unseen configurations. Image normalization uses fixed
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per-channel statistics.
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## License
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Apache-2.0.
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