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- .gitattributes +105 -0
- README.md +77 -0
- preprocessed/dataset_statistics.json +162 -0
- preprocessed/dataset_statistics_post_norm.json +162 -0
- preprocessed/fold_shirt_demos_1500_steps_each_pt1/train/episode_0.hdf5 +3 -0
- preprocessed/fold_shirt_demos_1500_steps_each_pt1/train/episode_0_cam_high.mp4 +3 -0
- preprocessed/fold_shirt_demos_1500_steps_each_pt1/train/episode_0_cam_left_wrist.mp4 +3 -0
- preprocessed/fold_shirt_demos_1500_steps_each_pt1/train/episode_0_cam_right_wrist.mp4 +3 -0
- preprocessed/fold_shirt_demos_1500_steps_each_pt1/train/episode_1.hdf5 +3 -0
- preprocessed/fold_shirt_demos_1500_steps_each_pt1/train/episode_1_cam_high.mp4 +3 -0
- preprocessed/fold_shirt_demos_1500_steps_each_pt1/train/episode_1_cam_left_wrist.mp4 +3 -0
- preprocessed/fold_shirt_demos_1500_steps_each_pt1/train/episode_1_cam_right_wrist.mp4 +3 -0
- preprocessed/fold_shirt_demos_1500_steps_each_pt1/train/episode_2.hdf5 +3 -0
- preprocessed/fold_shirt_demos_1500_steps_each_pt1/train/episode_2_cam_high.mp4 +3 -0
- preprocessed/fold_shirt_demos_1500_steps_each_pt1/train/episode_2_cam_left_wrist.mp4 +3 -0
- preprocessed/fold_shirt_demos_1500_steps_each_pt1/train/episode_2_cam_right_wrist.mp4 +3 -0
- preprocessed/fold_shirt_demos_1500_steps_each_pt1/train/episode_3.hdf5 +3 -0
- preprocessed/fold_shirt_demos_1500_steps_each_pt1/train/episode_3_cam_high.mp4 +3 -0
- preprocessed/fold_shirt_demos_1500_steps_each_pt1/train/episode_3_cam_left_wrist.mp4 +3 -0
- preprocessed/fold_shirt_demos_1500_steps_each_pt1/train/episode_3_cam_right_wrist.mp4 +3 -0
- preprocessed/fold_shirt_demos_1500_steps_each_pt1/train/episode_4.hdf5 +3 -0
- preprocessed/fold_shirt_demos_1500_steps_each_pt1/train/episode_4_cam_high.mp4 +3 -0
- preprocessed/fold_shirt_demos_1500_steps_each_pt1/train/episode_4_cam_left_wrist.mp4 +3 -0
- preprocessed/fold_shirt_demos_1500_steps_each_pt1/train/episode_4_cam_right_wrist.mp4 +3 -0
- preprocessed/fold_shirt_demos_1500_steps_each_pt1/train/episode_5.hdf5 +3 -0
- preprocessed/fold_shirt_demos_1500_steps_each_pt1/train/episode_5_cam_high.mp4 +3 -0
- preprocessed/fold_shirt_demos_1500_steps_each_pt1/train/episode_5_cam_left_wrist.mp4 +3 -0
- preprocessed/fold_shirt_demos_1500_steps_each_pt1/train/episode_5_cam_right_wrist.mp4 +3 -0
- preprocessed/fold_shirt_demos_1500_steps_each_pt2/train/episode_0.hdf5 +3 -0
- preprocessed/fold_shirt_demos_1500_steps_each_pt2/train/episode_0_cam_high.mp4 +3 -0
- preprocessed/fold_shirt_demos_1500_steps_each_pt2/train/episode_0_cam_left_wrist.mp4 +3 -0
- preprocessed/fold_shirt_demos_1500_steps_each_pt2/train/episode_0_cam_right_wrist.mp4 +3 -0
- preprocessed/fold_shirt_demos_1500_steps_each_pt2/train/episode_1.hdf5 +3 -0
- preprocessed/fold_shirt_demos_1500_steps_each_pt2/train/episode_1_cam_high.mp4 +3 -0
- preprocessed/fold_shirt_demos_1500_steps_each_pt2/train/episode_1_cam_left_wrist.mp4 +3 -0
- preprocessed/fold_shirt_demos_1500_steps_each_pt2/train/episode_1_cam_right_wrist.mp4 +3 -0
- preprocessed/fold_shirt_demos_1500_steps_each_pt2/train/episode_2.hdf5 +3 -0
- preprocessed/fold_shirt_demos_1500_steps_each_pt2/train/episode_2_cam_high.mp4 +3 -0
- preprocessed/fold_shirt_demos_1500_steps_each_pt2/train/episode_2_cam_left_wrist.mp4 +3 -0
- preprocessed/fold_shirt_demos_1500_steps_each_pt2/train/episode_2_cam_right_wrist.mp4 +3 -0
- preprocessed/fold_shirt_demos_1500_steps_each_pt2/train/episode_3.hdf5 +3 -0
- preprocessed/fold_shirt_demos_1500_steps_each_pt2/train/episode_3_cam_high.mp4 +3 -0
- preprocessed/fold_shirt_demos_1500_steps_each_pt2/train/episode_3_cam_left_wrist.mp4 +3 -0
- preprocessed/fold_shirt_demos_1500_steps_each_pt2/train/episode_3_cam_right_wrist.mp4 +3 -0
- preprocessed/fold_shirt_demos_1500_steps_each_pt2/train/episode_4.hdf5 +3 -0
- preprocessed/fold_shirt_demos_1500_steps_each_pt2/train/episode_4_cam_high.mp4 +3 -0
- preprocessed/fold_shirt_demos_1500_steps_each_pt2/train/episode_4_cam_left_wrist.mp4 +3 -0
- preprocessed/fold_shirt_demos_1500_steps_each_pt2/train/episode_4_cam_right_wrist.mp4 +3 -0
- preprocessed/fold_shirt_demos_1500_steps_each_pt2/train/episode_5.hdf5 +3 -0
- preprocessed/fold_shirt_demos_1500_steps_each_pt2/train/episode_5_cam_high.mp4 +3 -0
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# Video files - compressed
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*.webm filter=lfs diff=lfs merge=lfs -text
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preprocessed/put_candy_in_bag_demos_1000_steps_each_pt2/train/episode_11.hdf5 filter=lfs diff=lfs merge=lfs -text
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| 144 |
+
preprocessed/put_candy_in_bag_demos_1000_steps_each_pt2/train/episode_12.hdf5 filter=lfs diff=lfs merge=lfs -text
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preprocessed/put_candy_in_bag_demos_1000_steps_each_pt2/train/episode_13.hdf5 filter=lfs diff=lfs merge=lfs -text
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| 146 |
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preprocessed/put_candy_in_bag_demos_1000_steps_each_pt2/train/episode_14.hdf5 filter=lfs diff=lfs merge=lfs -text
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preprocessed/put_candy_in_bag_demos_1000_steps_each_pt2/train/episode_15.hdf5 filter=lfs diff=lfs merge=lfs -text
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preprocessed/put_candy_in_bag_demos_1000_steps_each_pt2/train/episode_16.hdf5 filter=lfs diff=lfs merge=lfs -text
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preprocessed/put_candy_in_bag_demos_1000_steps_each_pt2/train/episode_17.hdf5 filter=lfs diff=lfs merge=lfs -text
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preprocessed/put_candy_in_bag_demos_1000_steps_each_pt2/train/episode_18.hdf5 filter=lfs diff=lfs merge=lfs -text
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| 151 |
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preprocessed/put_candy_in_bag_demos_1000_steps_each_pt2/train/episode_19.hdf5 filter=lfs diff=lfs merge=lfs -text
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| 152 |
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preprocessed/put_candy_in_bag_demos_1000_steps_each_pt2/train/episode_2.hdf5 filter=lfs diff=lfs merge=lfs -text
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preprocessed/put_candy_in_bag_demos_1000_steps_each_pt2/train/episode_20.hdf5 filter=lfs diff=lfs merge=lfs -text
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| 154 |
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preprocessed/put_candy_in_bag_demos_1000_steps_each_pt2/train/episode_21.hdf5 filter=lfs diff=lfs merge=lfs -text
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| 155 |
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preprocessed/put_candy_in_bag_demos_1000_steps_each_pt2/train/episode_22.hdf5 filter=lfs diff=lfs merge=lfs -text
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| 156 |
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preprocessed/put_candy_in_bag_demos_1000_steps_each_pt2/train/episode_23.hdf5 filter=lfs diff=lfs merge=lfs -text
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| 157 |
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preprocessed/put_candy_in_bag_demos_1000_steps_each_pt2/train/episode_24.hdf5 filter=lfs diff=lfs merge=lfs -text
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| 158 |
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preprocessed/put_candy_in_bag_demos_1000_steps_each_pt2/train/episode_3.hdf5 filter=lfs diff=lfs merge=lfs -text
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preprocessed/put_candy_in_bag_demos_1000_steps_each_pt2/train/episode_4.hdf5 filter=lfs diff=lfs merge=lfs -text
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preprocessed/put_candy_in_bag_demos_1000_steps_each_pt2/train/episode_5.hdf5 filter=lfs diff=lfs merge=lfs -text
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preprocessed/put_candy_in_bag_demos_1000_steps_each_pt2/train/episode_6.hdf5 filter=lfs diff=lfs merge=lfs -text
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preprocessed/put_candy_in_bag_demos_1000_steps_each_pt2/train/episode_7.hdf5 filter=lfs diff=lfs merge=lfs -text
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preprocessed/put_candy_in_bag_demos_1000_steps_each_pt2/train/episode_8.hdf5 filter=lfs diff=lfs merge=lfs -text
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| 164 |
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preprocessed/put_candy_in_bag_demos_1000_steps_each_pt2/train/episode_9.hdf5 filter=lfs diff=lfs merge=lfs -text
|
README.md
ADDED
|
@@ -0,0 +1,77 @@
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|
| 1 |
+
# ALOHA-Cosmos-Policy
|
| 2 |
+
|
| 3 |
+
## Dataset Description
|
| 4 |
+
|
| 5 |
+
ALOHA-Cosmos-Policy is a real-world bimanual manipulation dataset collected on the ALOHA 2 robot platform as part of the Cosmos Policy project.
|
| 6 |
+
|
| 7 |
+
### Dataset Characteristics
|
| 8 |
+
|
| 9 |
+
- **Robot platform**: ALOHA 2 (bimanual setup with two ViperX 300 S robot arms)
|
| 10 |
+
- **Data type**: Real-world human-teleoperated demonstrations
|
| 11 |
+
- **Control frequency**: 25 Hz (reduced from the original 50 Hz to save disk space and increase training speed while maintaining smoothness)
|
| 12 |
+
- **Camera views**: 3 (1 top-down + 2 wrist-mounted)
|
| 13 |
+
- **Total demonstrations**: 185 successful demonstrations across 4 tasks
|
| 14 |
+
- **Data format**: HDF5 files with MP4 video compression for image observations
|
| 15 |
+
- **Image resolution**: 256×256 pixels (resized from the original 480×640 raw images)
|
| 16 |
+
|
| 17 |
+
### Preprocessing
|
| 18 |
+
|
| 19 |
+
This dataset has been preprocessed from the raw ALOHA teleoperation data with the following modifications:
|
| 20 |
+
|
| 21 |
+
1. **Image resizing**: Camera images resized from 480×640 to 256×256 pixels
|
| 22 |
+
2. **Video compression**: Image sequences converted to MP4 videos (25 fps) for efficient storage
|
| 23 |
+
3. **Relative actions**: Computed and stored alongside absolute actions for policy training flexibility (though only absolute actions are used in the Cosmos Policy paper)
|
| 24 |
+
|
| 25 |
+
### Tasks and Demonstrations
|
| 26 |
+
|
| 27 |
+
| Task | # Demos | Description |
|
| 28 |
+
|------|---------|-------------|
|
| 29 |
+
| put X on plate | 80 | Place objects (purple eggplant or brown chicken wing) on a plate based on language instructions |
|
| 30 |
+
| fold shirt | 15 | Fold one of three T-shirts in multiple steps, testing long-horizon contact-rich manipulation |
|
| 31 |
+
| put candies in bowl | 45 | Collect scattered candies, testing ability to handle multimodal grasp sequences |
|
| 32 |
+
| put candy in ziploc bag | 45 | Open and place items in a ziploc slider bag, testing high-precision manipulation with millimeter tolerance |
|
| 33 |
+
|
| 34 |
+
### Data Format
|
| 35 |
+
|
| 36 |
+
Each episode HDF5 file contains:
|
| 37 |
+
```
|
| 38 |
+
# Datasets (arrays)
|
| 39 |
+
/observations/qpos # Joint positions, shape: (T, 14)
|
| 40 |
+
/observations/qvel # Joint velocities, shape: (T, 14)
|
| 41 |
+
/observations/effort # Joint efforts/torques, shape: (T, 14)
|
| 42 |
+
/observations/video_paths/ # Video file paths (strings)
|
| 43 |
+
cam_high # Relative path to top-down camera MP4
|
| 44 |
+
cam_left_wrist # Relative path to left wrist camera MP4
|
| 45 |
+
cam_right_wrist # Relative path to right wrist camera MP4
|
| 46 |
+
/action # Absolute action sequence, shape: (T, 14)
|
| 47 |
+
/relative_action # Relative action sequence (frame-to-frame deltas), shape: (T, 14)
|
| 48 |
+
```
|
| 49 |
+
|
| 50 |
+
### Statistics
|
| 51 |
+
|
| 52 |
+
- **Total demonstrations**: 185
|
| 53 |
+
- **Success rate**: 100% (only successful demonstrations included)
|
| 54 |
+
- **Image resolution**: 256×256×3 (RGB, resized from 480×640)
|
| 55 |
+
- **Action dimensions**: 14 (7 per arm: joint positions)
|
| 56 |
+
- **Proprioception dimensions**: 14 (7 joint angles per arm)
|
| 57 |
+
- **Control frequency**: 25 Hz
|
| 58 |
+
- **Video FPS**: 25 fps
|
| 59 |
+
|
| 60 |
+
### ALOHA Robot Platform
|
| 61 |
+
|
| 62 |
+
This dataset was collected using a robot setup similar to the ALOHA 2 system:
|
| 63 |
+
- **Paper**: [ALOHA 2: An Enhanced Low-Cost Hardware for Bimanual Teleoperation](https://aloha-2.github.io/)
|
| 64 |
+
- **Repository**: https://github.com/tonyzhaozh/aloha/tree/main/aloha2
|
| 65 |
+
- **Hardware**: Two ViperX 300 S robot arms with three cameras
|
| 66 |
+
- **License**: MIT License
|
| 67 |
+
|
| 68 |
+
### Citation
|
| 69 |
+
|
| 70 |
+
If you use this dataset, please cite the Cosmos Policy paper by Kim et al.
|
| 71 |
+
<!-- ```bibtex
|
| 72 |
+
# TODO: Add Cosmos Policy BibTeX
|
| 73 |
+
``` -->
|
| 74 |
+
|
| 75 |
+
### License
|
| 76 |
+
|
| 77 |
+
Creative Commons Attribution 4.0 International (CC BY 4.0)
|
preprocessed/dataset_statistics.json
ADDED
|
@@ -0,0 +1,162 @@
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|
| 1 |
+
{
|
| 2 |
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"actions_min": [
|
| 3 |
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| 18 |
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preprocessed/dataset_statistics_post_norm.json
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preprocessed/fold_shirt_demos_1500_steps_each_pt1/train/episode_0.hdf5
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ADDED
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preprocessed/fold_shirt_demos_1500_steps_each_pt1/train/episode_2_cam_right_wrist.mp4
ADDED
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preprocessed/fold_shirt_demos_1500_steps_each_pt1/train/episode_3.hdf5
ADDED
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preprocessed/fold_shirt_demos_1500_steps_each_pt1/train/episode_3_cam_high.mp4
ADDED
|
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