| --- |
| license: other |
| task_categories: |
| - robotics |
| tags: |
| - robotics |
| - rlds |
| - tfds |
| - rh20t |
| - franka |
| pretty_name: RH20T cfg5 Franka RLDS |
| --- |
| |
| # RH20T cfg5 Franka RLDS |
|
|
| This dataset is an RLDS/TFDS conversion of the RH20T Franka subset. It was |
| converted from RH20T `cfg5`, which corresponds to the Franka robot |
| configuration, and is intended to be loaded as the `rh20t` dataset in the |
| VQ-VLA/Open-X RLDS pipeline. |
|
|
| ## Contents |
|
|
| The dataset is stored in TFDS directory format: |
|
|
| ```text |
| rh20t/ |
| README.md |
| 1.0.0/ |
| dataset_info.json |
| features.json |
| dataset_statistics_*.json |
| rh20t-train.tfrecord-00000-of-00008 |
| ... |
| rh20t-train.tfrecord-00007-of-00008 |
| skipped_episodes.txt |
| ``` |
|
|
| ## Conversion Summary |
|
|
| - Source dataset: RH20T |
| - Source configuration: `cfg5` |
| - Robot: Franka |
| - Output format: RLDS/TFDS TFRecord |
| - Number of trajectories: 1143 |
| - Number of transitions: 660128 |
| - Number of TFRecord shards: 8 |
| - Skipped episodes: 88, recorded in `1.0.0/skipped_episodes.txt` |
|
|
| ## Observation Space |
|
|
| Each step contains: |
|
|
| - `observation/image_front`: external front RGB image |
| - `observation/image_side_right`: external side-right RGB image |
| - `observation/image_wrist`: wrist RGB image |
| - `observation/proprio`: 7D proprioceptive state |
|
|
| The camera mapping used during conversion is: |
|
|
| - `image_front`: camera `037522062165` |
| - `image_side_right`: camera `104122061850` |
| - `image_wrist`: camera `135122079702`, with fallback to `104422070042` |
|
|
| The proprio vector is: |
|
|
| ```text |
| [eef_x, eef_y, eef_z, eef_roll, eef_pitch, eef_yaw, gripper_width] |
| ``` |
|
|
| ## Action Space |
|
|
| The action vector is a 7D end-effector action: |
|
|
| ```text |
| [delta_x, delta_y, delta_z, delta_roll, delta_pitch, delta_yaw, gripper] |
| ``` |
|
|
| The first six dimensions are relative end-effector pose deltas in the robot base |
| frame. The final dimension is an absolute gripper command: |
|
|
| - `1.0`: open |
| - `0.0`: close |
|
|
| This matches the `ActionEncoding.EEF_POS` convention in the VQ-VLA Open-X |
| configuration for `rh20t`. |
|
|
| ## VQ-VLA/OXE Config |
|
|
| This dataset is designed to match the following dataset config: |
|
|
| ```python |
| "rh20t": { |
| "image_obs_keys": { |
| "primary": "image_front", |
| "secondary": "image_side_right", |
| "wrist": "image_wrist", |
| }, |
| "depth_obs_keys": {"primary": None, "secondary": None, "wrist": None}, |
| "state_obs_keys": ["proprio"], |
| "state_encoding": StateEncoding.POS_EULER, |
| "action_encoding": ActionEncoding.EEF_POS, |
| } |
| ``` |
|
|
| ## Verification |
|
|
| The converted dataset was checked with: |
|
|
| - Full TFRecord shard scan: all 8 shards were readable. |
| - TFDS builder load from `rh20t/1.0.0`. |
| - VQ-VLA Open-X RLDS loader using `primary,secondary,wrist` camera views. |
|
|
| Verified loaded shapes with a future action window of 6: |
|
|
| ```text |
| image_primary: (218, 1, 224, 224, 3) |
| image_secondary: (218, 1, 224, 224, 3) |
| image_wrist: (218, 1, 224, 224, 3) |
| action: (218, 7, 7) |
| proprio: (218, 1, 7) |
| ``` |
|
|
| ## Loading |
|
|
| Use this dataset as a local TFDS directory under an Open-X data root, e.g.: |
|
|
| ```text |
| DATA_ROOT_DIR=/path/to/OXE |
| PRETRAIN_DATASET_NAME=rh20t |
| LOAD_CAMERA_VIEWS=primary,secondary,wrist |
| ``` |
|
|
| ## Notes |
|
|
| This is not the full RH20T dataset. It only contains the Franka `cfg5` subset |
| converted to RLDS format. |
|
|