Add the LIBERO-Cosmos3 dataset
Browse files- LICENSE +49 -0
- README.md +182 -0
- data/chunk-000/file-000.parquet +3 -0
- data/chunk-000/file-001.parquet +3 -0
- data/chunk-000/file-002.parquet +3 -0
- data/chunk-000/file-003.parquet +3 -0
- data/chunk-000/file-004.parquet +3 -0
- data/chunk-000/file-005.parquet +3 -0
- meta/episodes/chunk-000/file-000.parquet +3 -0
- meta/episodes/chunk-000/file-001.parquet +3 -0
- meta/episodes/chunk-000/file-002.parquet +3 -0
- meta/episodes/chunk-000/file-003.parquet +3 -0
- meta/episodes/chunk-000/file-004.parquet +3 -0
- meta/episodes/chunk-000/file-005.parquet +3 -0
- meta/info.json +144 -0
- meta/stats.json +352 -0
- meta/tasks.parquet +3 -0
- videos/observation.images.image/chunk-000/file-000.mp4 +3 -0
- videos/observation.images.image/chunk-000/file-001.mp4 +3 -0
- videos/observation.images.image/chunk-000/file-002.mp4 +3 -0
- videos/observation.images.image/chunk-000/file-003.mp4 +3 -0
- videos/observation.images.image/chunk-000/file-004.mp4 +3 -0
- videos/observation.images.image/chunk-000/file-005.mp4 +3 -0
- videos/observation.images.image2/chunk-000/file-000.mp4 +3 -0
- videos/observation.images.image2/chunk-000/file-001.mp4 +3 -0
- videos/observation.images.image2/chunk-000/file-002.mp4 +3 -0
- videos/observation.images.image2/chunk-000/file-003.mp4 +3 -0
- videos/observation.images.image2/chunk-000/file-004.mp4 +3 -0
- videos/observation.images.image2/chunk-000/file-005.mp4 +3 -0
LICENSE
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OpenMDW License Agreement, version 1.1 (OpenMDW-1.1)
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README.md
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---
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license: other
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license_name: openmdw1.1
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license_link: https://openmdw.ai/license/1-1/
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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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- libero
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- cosmos3
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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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# LIBERO-Cosmos3
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The four LIBERO suites (Spatial, Object, Goal and LIBERO-10) in the layout of the Cosmos3 LIBERO recipe, converted from [nvidia/LIBERO_LeRobot_v3](https://huggingface.co/datasets/nvidia/LIBERO_LeRobot_v3/tree/e5907374380b8f96511957e6ba5582be52a1e179) (libero_spatial, libero_object, libero_goal and libero_10). 1693 episodes, 273465 frames, 40 tasks, 20 FPS, LeRobot dataset v3.0.
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This dataset was created using [LeRobot](https://github.com/huggingface/lerobot). The Cosmos3 policies of LeRobot fine-tune on it (see the LeRobot Cosmos3 documentation).
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## Changes from the source
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- `action`: float32[10] `[delta position (3), rot6d (6), gripper]` with the channel names `pos_0` to `pos_2`, `rot6d_0` to `rot6d_5` and `gripper_0`, instead of the float32[7] `[delta position (3), axis angle (3), gripper]` of the source. rot6d holds the first two columns of the rotation matrix of the axis angle, and the gripper (1 open, 0 closed) passes through. This is the action of the native Cosmos3 LIBERO recipe.
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- The wrist camera `observation.images.wrist_image` is renamed `observation.images.image2`, which is the camera key of the LeRobot LIBERO environment.
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- The action statistics in `meta/stats.json` (mean, std, min, max, q01, q99) are those of the native Cosmos3 LIBERO recipe.
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- The suites are merged in the order libero_spatial, libero_object, libero_goal and libero_10 with shifted episode, frame and task indices. The videos are byte copies of the source.
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## Dataset structure
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[meta/info.json](meta/info.json):
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```json
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{
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"codebase_version": "v3.0",
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"fps": 20,
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"features": {
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"observation.images.image": {
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"dtype": "video",
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"shape": [
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256,
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256,
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3
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],
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"names": [
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"height",
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"width",
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"channels"
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],
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"info": {
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"video.height": 256,
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"video.width": 256,
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"video.codec": "av1",
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"video.pix_fmt": "yuv420p",
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"video.is_depth_map": false,
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"video.fps": 20,
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"video.channels": 3,
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"has_audio": false
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}
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},
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"observation.images.image2": {
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"dtype": "video",
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"shape": [
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256,
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256,
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3
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],
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"names": [
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"height",
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"width",
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"channels"
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],
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"info": {
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"video.height": 256,
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"video.width": 256,
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"video.codec": "av1",
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"video.pix_fmt": "yuv420p",
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"video.is_depth_map": false,
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"video.fps": 20,
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"video.channels": 3,
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"has_audio": false
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}
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},
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"observation.state": {
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"dtype": "float32",
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"shape": [
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8
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],
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"names": {
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"motors": [
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"pos_0",
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"pos_1",
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"pos_2",
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"axisangle_0",
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"axisangle_1",
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"axisangle_2",
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"gripper_0",
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"gripper_1"
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]
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},
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"fps": 20
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},
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"action": {
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"dtype": "float32",
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"shape": [
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10
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],
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| 108 |
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"names": {
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| 109 |
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"motors": [
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"pos_0",
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| 111 |
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"pos_1",
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| 112 |
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"pos_2",
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| 113 |
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"rot6d_0",
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| 114 |
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"rot6d_1",
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| 115 |
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"rot6d_2",
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| 116 |
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"rot6d_3",
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| 117 |
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"rot6d_4",
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| 118 |
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"rot6d_5",
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"gripper_0"
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]
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| 121 |
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},
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| 122 |
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"fps": 20
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},
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"timestamp": {
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| 125 |
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"dtype": "float32",
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| 126 |
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"shape": [
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| 127 |
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1
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| 128 |
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],
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| 129 |
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"names": null,
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| 130 |
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"fps": 20
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| 131 |
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},
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| 132 |
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"frame_index": {
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| 133 |
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"dtype": "int64",
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| 134 |
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"shape": [
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| 135 |
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1
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| 136 |
+
],
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| 137 |
+
"names": null,
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| 138 |
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"fps": 20
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| 139 |
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},
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| 140 |
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"episode_index": {
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| 141 |
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"dtype": "int64",
|
| 142 |
+
"shape": [
|
| 143 |
+
1
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| 144 |
+
],
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| 145 |
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"names": null,
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| 146 |
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"fps": 20
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| 147 |
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},
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| 148 |
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"index": {
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| 149 |
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"dtype": "int64",
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| 150 |
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"shape": [
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| 151 |
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1
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| 152 |
+
],
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| 153 |
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"names": null,
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| 154 |
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"fps": 20
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| 155 |
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},
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| 156 |
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"task_index": {
|
| 157 |
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"dtype": "int64",
|
| 158 |
+
"shape": [
|
| 159 |
+
1
|
| 160 |
+
],
|
| 161 |
+
"names": null,
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| 162 |
+
"fps": 20
|
| 163 |
+
}
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| 164 |
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},
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| 165 |
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"total_episodes": 1693,
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| 166 |
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"total_frames": 273465,
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| 167 |
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"total_tasks": 40,
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| 168 |
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"chunks_size": 1000,
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| 169 |
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"data_files_size_in_mb": 100,
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| 170 |
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"video_files_size_in_mb": 200,
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| 171 |
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"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
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| 172 |
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"video_path": "videos/{video_key}/chunk-{chunk_index:03d}/file-{file_index:03d}.mp4",
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| 173 |
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"robot_type": "franka",
|
| 174 |
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"splits": {
|
| 175 |
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"train": "0:1693"
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| 176 |
+
}
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| 177 |
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}
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| 178 |
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```
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| 179 |
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## License
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| 181 |
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The source dataset and this conversion use [OpenMDW 1.1](LICENSE).
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data/chunk-000/file-000.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:4b93e729f95cdf37721b736f689e898dd3ba9534576f2878acf8654a4ed4d450
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size 5756714
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data/chunk-000/file-001.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:e6984ea2ab06a53cd4c1dc257bdffa49665d04948a13faecad00af062513fcb0
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size 5851072
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data/chunk-000/file-002.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:da9929d7b5a1421a2283007678d9c036434079b0ec3b5f6bfbb8d809e13bddbc
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version https://git-lfs.github.com/spec/v1
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version https://git-lfs.github.com/spec/v1
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version https://git-lfs.github.com/spec/v1
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version https://git-lfs.github.com/spec/v1
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version https://git-lfs.github.com/spec/v1
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