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  - robotics
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  - manipulation
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  - lerobot
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- - ros2
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- - dual-arm
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- - robot-learning
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- size_categories:
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- - 1K<n<10K
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  ---
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  # Robot Manipulation Dataset
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- A LeRobot-compatible dataset created from ROS2 bag data with automatic metadata generation.
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- ## Dataset Overview
 
 
 
 
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- - **Total Episodes**: 9
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- - **Total Frames**: 2,905
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- - **Duration**: 31.04 seconds
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- - **FPS**: 100.03
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- - **Robot Type**: Dual-arm robot with 34 joints
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- - **Tasks**: Various manipulation tasks
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-
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- ## Features
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-
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- - **Action**: 34 joint positions (float32)
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- - **Observation.state**: 34 joint positions (float32)
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- - **Timestamp**: Relative timestamps (float32)
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- - **Episode/Frame indices**: Proper indexing
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- - **Task descriptions**: Human-readable task names
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-
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- ## Joint Configuration
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-
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- The dataset includes 34 joints:
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- - Arm1: shoulder_pan, shoulder_lift, elbow, wrist_1, wrist_2, wrist_3
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- - Arm2: shoulder_pan, shoulder_lift, elbow, wrist_1, wrist_2, wrist_3
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- - Gripper joints: Various finger and palm joints
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-
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- ## Episodes
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-
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- | Episode | Frames | Task | Duration |
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- |---------|--------|------|----------|
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- | 0 | 405 | Put the marker in the blue bin | 4.04s |
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- | 1 | 254 | Place the object in the container | 2.53s |
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- | 2 | 262 | Move the item to the target location | 2.62s |
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- | 3 | 304 | Position the marker correctly | 3.04s |
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- | 4 | 277 | Complete the manipulation task | 2.77s |
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- | 5 | 279 | Put the marker in the blue bin | 2.79s |
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- | 6 | 329 | Place the object in the container | 3.29s |
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- | 7 | 357 | Move the item to the target location | 3.57s |
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- | 8 | 438 | Position the marker correctly | 4.38s |
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-
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- ## Usage
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-
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- ### LeRobot Visualizer
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- View the dataset interactively:
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- ```
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- https://huggingface.co/spaces/lerobot/visualize_dataset?path=%2FSraghvi%2Fworking-detailed-stats-fixed%2Fepisode_0
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- ```
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-
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- ### Python
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- ```python
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- from datasets import load_dataset
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-
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- # Load the dataset
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- dataset = load_dataset('Sraghvi/working-detailed-stats-fixed')
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-
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- # Access episodes
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- episodes = dataset['train']
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- print(f'Loaded {len(episodes)} frames')
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-
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- # Get first frame
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- first_frame = episodes[0]
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- print(f'Action shape: {len(first_frame["action"][0])} joints')
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- print(f'Timestamp: {first_frame["timestamp"]}s')
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- ```
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-
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- ## Data Format
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-
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- Each frame contains:
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- - `action`: Target joint positions (34 joints)
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- - `observation.state`: Current joint positions (34 joints)
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- - `timestamp`: Relative time from episode start
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- - `episode_index`: Episode number (0-8)
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- - `frame_index`: Frame number within episode
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- - `index`: Global frame index
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- - `task_index`: Task identifier
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-
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- ## Statistics
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-
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- The dataset includes comprehensive statistics for each episode:
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- - Min/max/mean/std for all joint values
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- - Timestamp ranges and distributions
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- - Frame count and indexing
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- - Mock image statistics (ready for real camera data)
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-
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- ## Generation
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-
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- This dataset was created using an automatic ROS2 to LeRobot pipeline that:
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- 1. Parses ROS2 bag files
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- 2. Extracts joint state data
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- 3. Creates realistic episode splits
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- 4. Generates comprehensive metadata
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- 5. Uploads to HuggingFace Hub
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-
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- ## License
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-
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- MIT License - See LICENSE file for details.
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-
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- ## Citation
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-
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- If you use this dataset, please cite:
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- ```bibtex
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- @dataset{working_detailed_stats_fixed,
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- title={Robot Manipulation Dataset from ROS2 Bag},
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- author={Sraghvi},
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- year={2024},
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- url={https://huggingface.co/datasets/Sraghvi/working-detailed-stats-fixed}
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- }
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- ```
 
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  - robotics
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  - manipulation
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  - lerobot
 
 
 
 
 
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  ---
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  # Robot Manipulation Dataset
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+ A LeRobot-compatible dataset with 9 episodes and 2,905 frames.
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+ ## Quick Stats
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+ - Episodes: 9
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+ - Frames: 2,905
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+ - Joints: 34
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+ - Duration: 31.04s
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+ ## View Dataset
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+ [Open in LeRobot Visualizer](https://huggingface.co/spaces/lerobot/visualize_dataset?path=%2FSraghvi%2Fworking-detailed-stats-fixed%2Fepisode_0)