Upload folder using huggingface_hub
Browse files- .gitattributes +0 -1
- README.md +158 -0
- data/chunk-000/episode_000001.parquet +3 -0
- meta/episodes.jsonl +1 -0
- meta/episodes_stats.jsonl +1 -0
- meta/info.json +118 -0
- meta/tasks.jsonl +1 -0
- videos/chunk-000/observation.image/episode_000001.mp4 +3 -0
.gitattributes
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*.mlmodel filter=lfs diff=lfs merge=lfs -text
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*.model filter=lfs diff=lfs merge=lfs -text
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*.msgpack filter=lfs diff=lfs merge=lfs -text
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README.md
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| 1 |
+
---
|
| 2 |
+
license: mit
|
| 3 |
+
task_categories:
|
| 4 |
+
- robotics
|
| 5 |
+
tags:
|
| 6 |
+
- LeRobot
|
| 7 |
+
configs:
|
| 8 |
+
- config_name: default
|
| 9 |
+
data_files: data/*/*.parquet
|
| 10 |
+
---
|
| 11 |
+
|
| 12 |
+
This dataset was created using [LeRobot](https://github.com/huggingface/lerobot).
|
| 13 |
+
|
| 14 |
+
## Dataset Description
|
| 15 |
+
|
| 16 |
+
|
| 17 |
+
|
| 18 |
+
- **Homepage:** https://diffusion-policy.cs.columbia.edu/
|
| 19 |
+
- **Paper:** https://arxiv.org/abs/2303.04137v5
|
| 20 |
+
- **License:** mit
|
| 21 |
+
|
| 22 |
+
## Dataset Structure
|
| 23 |
+
|
| 24 |
+
[meta/info.json](meta/info.json):
|
| 25 |
+
```json
|
| 26 |
+
{
|
| 27 |
+
"codebase_version": "v2.0",
|
| 28 |
+
"robot_type": "unknown",
|
| 29 |
+
"total_episodes": 206,
|
| 30 |
+
"total_frames": 25650,
|
| 31 |
+
"total_tasks": 1,
|
| 32 |
+
"total_videos": 206,
|
| 33 |
+
"total_chunks": 1,
|
| 34 |
+
"chunks_size": 1000,
|
| 35 |
+
"fps": 10,
|
| 36 |
+
"splits": {
|
| 37 |
+
"train": "0:206"
|
| 38 |
+
},
|
| 39 |
+
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
|
| 40 |
+
"video_path": "videos/chunk-{episode_chunk:03d}/{video_key}/episode_{episode_index:06d}.mp4",
|
| 41 |
+
"features": {
|
| 42 |
+
"observation.image": {
|
| 43 |
+
"dtype": "video",
|
| 44 |
+
"shape": [
|
| 45 |
+
96,
|
| 46 |
+
96,
|
| 47 |
+
3
|
| 48 |
+
],
|
| 49 |
+
"names": [
|
| 50 |
+
"height",
|
| 51 |
+
"width",
|
| 52 |
+
"channel"
|
| 53 |
+
],
|
| 54 |
+
"video_info": {
|
| 55 |
+
"video.fps": 10.0,
|
| 56 |
+
"video.codec": "av1",
|
| 57 |
+
"video.pix_fmt": "yuv420p",
|
| 58 |
+
"video.is_depth_map": false,
|
| 59 |
+
"has_audio": false
|
| 60 |
+
}
|
| 61 |
+
},
|
| 62 |
+
"observation.state": {
|
| 63 |
+
"dtype": "float32",
|
| 64 |
+
"shape": [
|
| 65 |
+
2
|
| 66 |
+
],
|
| 67 |
+
"names": {
|
| 68 |
+
"motors": [
|
| 69 |
+
"motor_0",
|
| 70 |
+
"motor_1"
|
| 71 |
+
]
|
| 72 |
+
}
|
| 73 |
+
},
|
| 74 |
+
"action": {
|
| 75 |
+
"dtype": "float32",
|
| 76 |
+
"shape": [
|
| 77 |
+
2
|
| 78 |
+
],
|
| 79 |
+
"names": {
|
| 80 |
+
"motors": [
|
| 81 |
+
"motor_0",
|
| 82 |
+
"motor_1"
|
| 83 |
+
]
|
| 84 |
+
}
|
| 85 |
+
},
|
| 86 |
+
"episode_index": {
|
| 87 |
+
"dtype": "int64",
|
| 88 |
+
"shape": [
|
| 89 |
+
1
|
| 90 |
+
],
|
| 91 |
+
"names": null
|
| 92 |
+
},
|
| 93 |
+
"frame_index": {
|
| 94 |
+
"dtype": "int64",
|
| 95 |
+
"shape": [
|
| 96 |
+
1
|
| 97 |
+
],
|
| 98 |
+
"names": null
|
| 99 |
+
},
|
| 100 |
+
"timestamp": {
|
| 101 |
+
"dtype": "float32",
|
| 102 |
+
"shape": [
|
| 103 |
+
1
|
| 104 |
+
],
|
| 105 |
+
"names": null
|
| 106 |
+
},
|
| 107 |
+
"next.reward": {
|
| 108 |
+
"dtype": "float32",
|
| 109 |
+
"shape": [
|
| 110 |
+
1
|
| 111 |
+
],
|
| 112 |
+
"names": null
|
| 113 |
+
},
|
| 114 |
+
"next.done": {
|
| 115 |
+
"dtype": "bool",
|
| 116 |
+
"shape": [
|
| 117 |
+
1
|
| 118 |
+
],
|
| 119 |
+
"names": null
|
| 120 |
+
},
|
| 121 |
+
"next.success": {
|
| 122 |
+
"dtype": "bool",
|
| 123 |
+
"shape": [
|
| 124 |
+
1
|
| 125 |
+
],
|
| 126 |
+
"names": null
|
| 127 |
+
},
|
| 128 |
+
"index": {
|
| 129 |
+
"dtype": "int64",
|
| 130 |
+
"shape": [
|
| 131 |
+
1
|
| 132 |
+
],
|
| 133 |
+
"names": null
|
| 134 |
+
},
|
| 135 |
+
"task_index": {
|
| 136 |
+
"dtype": "int64",
|
| 137 |
+
"shape": [
|
| 138 |
+
1
|
| 139 |
+
],
|
| 140 |
+
"names": null
|
| 141 |
+
}
|
| 142 |
+
}
|
| 143 |
+
}
|
| 144 |
+
```
|
| 145 |
+
|
| 146 |
+
|
| 147 |
+
## Citation
|
| 148 |
+
|
| 149 |
+
**BibTeX:**
|
| 150 |
+
|
| 151 |
+
```bibtex
|
| 152 |
+
@article{chi2024diffusionpolicy,
|
| 153 |
+
author = {Cheng Chi and Zhenjia Xu and Siyuan Feng and Eric Cousineau and Yilun Du and Benjamin Burchfiel and Russ Tedrake and Shuran Song},
|
| 154 |
+
title ={Diffusion Policy: Visuomotor Policy Learning via Action Diffusion},
|
| 155 |
+
journal = {The International Journal of Robotics Research},
|
| 156 |
+
year = {2024},
|
| 157 |
+
}
|
| 158 |
+
```
|
data/chunk-000/episode_000001.parquet
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version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:f80c765d677766f866c88e1d60fd3e74f2f54535f302ea933de803471677fd28
|
| 3 |
+
size 21657
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meta/episodes.jsonl
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|
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{"episode_index": 0, "tasks": ["Push the T-shaped block onto the T-shaped target."], "length": 644}
|
meta/episodes_stats.jsonl
ADDED
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@@ -0,0 +1 @@
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| 1 |
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{"episode_index": 0, "stats": {"observation.image": {"min": [[[0.0]], [[0.0]], [[0.0]]], "max": [[[1.0]], [[1.0]], [[1.0]]], "mean": [[[0.971221220462866]], [[0.9597391613774777]], [[0.9511610388548233]]], "std": [[[0.07689539518206108]], [[0.17204725742909527]], [[0.1628096548935342]]], "count": [100]}, "observation.state": {"min": [-0.09973146766424179, 0.41585952043533325], "max": [0.12305367738008499, 0.7031053900718689], "mean": [0.024191024302765596, 0.6012363766758447], "std": [0.06816179310538653, 0.09104716903689453], "count": [427]}, "action": {"min": [-1.0, -1.0], "max": [1.0, 0.8349109292030334], "mean": [0.018332271696563453, -0.0782456231885317], "std": [0.40100337026607946, 0.37188337295521534], "count": [427]}, "episode_index": {"min": [0], "max": [0], "mean": [0.0], "std": [0.0], "count": [427]}, "frame_index": {"min": [0], "max": [426], "mean": [213.0], "std": [123.26394444443193], "count": [427]}, "timestamp": {"min": [0.0], "max": [42.600000000000335], "mean": [21.300000000000086], "std": [12.326394444443299], "count": [427]}, "next.reward": {"min": [0.3751977222397975], "max": [0.9231255931667194], "mean": [0.5822728259444178], "std": [0.1781399972564734], "count": [427]}, "next.done": {"min": [false], "max": [true], "mean": [0.00234192037470726], "std": [0.04833669189824425], "count": [427]}, "next.success": {"min": [false], "max": [true], "mean": [0.00234192037470726], "std": [0.04833669189824425], "count": [427]}, "index": {"min": [0], "max": [426], "mean": [213.0], "std": [123.26394444443193], "count": [427]}, "task_index": {"min": [0], "max": [0], "mean": [0.0], "std": [0.0], "count": [427]}}}
|
meta/info.json
ADDED
|
@@ -0,0 +1,118 @@
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|
| 1 |
+
{
|
| 2 |
+
"codebase_version": "v2.1",
|
| 3 |
+
"robot_type": "unknown",
|
| 4 |
+
"total_episodes": 1,
|
| 5 |
+
"total_frames": 300,
|
| 6 |
+
"total_tasks": 1,
|
| 7 |
+
"total_videos": 1,
|
| 8 |
+
"total_chunks": 1,
|
| 9 |
+
"chunks_size": 1000,
|
| 10 |
+
"fps": 10,
|
| 11 |
+
"splits": {
|
| 12 |
+
"train": "0:4"
|
| 13 |
+
},
|
| 14 |
+
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
|
| 15 |
+
"video_path": "videos/chunk-{episode_chunk:03d}/{video_key}/episode_{episode_index:06d}.mp4",
|
| 16 |
+
"features": {
|
| 17 |
+
"observation.image": {
|
| 18 |
+
"dtype": "video",
|
| 19 |
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"shape": [
|
| 20 |
+
302,
|
| 21 |
+
362,
|
| 22 |
+
3
|
| 23 |
+
],
|
| 24 |
+
"names": [
|
| 25 |
+
"height",
|
| 26 |
+
"width",
|
| 27 |
+
"channel"
|
| 28 |
+
],
|
| 29 |
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"video_info": {
|
| 30 |
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"video.fps": 10.0,
|
| 31 |
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"video.codec": "av1",
|
| 32 |
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"video.pix_fmt": "yuv420p",
|
| 33 |
+
"video.is_depth_map": false,
|
| 34 |
+
"has_audio": false
|
| 35 |
+
}
|
| 36 |
+
},
|
| 37 |
+
"observation.state": {
|
| 38 |
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"dtype": "float32",
|
| 39 |
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"shape": [
|
| 40 |
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2
|
| 41 |
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],
|
| 42 |
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"names": {
|
| 43 |
+
"motors": [
|
| 44 |
+
"motor_0",
|
| 45 |
+
"motor_1"
|
| 46 |
+
]
|
| 47 |
+
}
|
| 48 |
+
},
|
| 49 |
+
"action": {
|
| 50 |
+
"dtype": "float32",
|
| 51 |
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"shape": [
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| 52 |
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2
|
| 53 |
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],
|
| 54 |
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"names": {
|
| 55 |
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"motors": [
|
| 56 |
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"motor_0",
|
| 57 |
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"motor_1"
|
| 58 |
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]
|
| 59 |
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}
|
| 60 |
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},
|
| 61 |
+
"episode_index": {
|
| 62 |
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"dtype": "int64",
|
| 63 |
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"shape": [
|
| 64 |
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1
|
| 65 |
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],
|
| 66 |
+
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|
| 67 |
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|
| 70 |
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| 74 |
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| 75 |
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| 77 |
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| 78 |
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| 79 |
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| 80 |
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|
| 81 |
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| 82 |
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|
| 83 |
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|
| 84 |
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| 85 |
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|
| 88 |
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| 91 |
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| 92 |
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| 94 |
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|
| 95 |
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|
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| 99 |
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| 100 |
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| 101 |
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|
| 102 |
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|
| 103 |
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| 104 |
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| 106 |
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|
| 116 |
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|
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meta/tasks.jsonl
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
{"task_index": 0, "task": "Push the T-shaped block onto the T-shaped target."}
|
videos/chunk-000/observation.image/episode_000001.mp4
ADDED
|
@@ -0,0 +1,3 @@
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|
|
|
|
|
|
|
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|
| 1 |
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version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:88e61a9674f4db98bd4575e53e5ce3de05dcfdf53708c55ff7edacb367a6e84a
|
| 3 |
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size 395682
|