Dave45770/eval_SmolVLA_20k_Multicolor
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下载链接:
https://hf-mirror.com/datasets/Dave45770/eval_SmolVLA_20k_Multicolor
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资源简介:
---
license: apache-2.0
task_categories:
- robotics
tags:
- LeRobot
configs:
- config_name: default
data_files: data/*/*.parquet
---
This dataset was created using [LeRobot](https://github.com/huggingface/lerobot).
## Dataset Description
- **Homepage:** [More Information Needed]
- **Paper:** [More Information Needed]
- **License:** apache-2.0
## Dataset Structure
[meta/info.json](meta/info.json):
```json
{
"codebase_version": "v3.0",
"robot_type": "so101_follower",
"total_episodes": 1,
"total_frames": 2539,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 200,
"fps": 30,
"splits": {
"train": "0:1"
},
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path": "videos/{video_key}/chunk-{chunk_index:03d}/file-{file_index:03d}.mp4",
"features": {
"action": {
"dtype": "float32",
"names": [
"shoulder_pan.pos",
"shoulder_lift.pos",
"elbow_flex.pos",
"wrist_flex.pos",
"wrist_roll.pos",
"gripper.pos"
],
"shape": [
6
]
},
"observation.state": {
"dtype": "float32",
"names": [
"shoulder_pan.pos",
"shoulder_lift.pos",
"elbow_flex.pos",
"wrist_flex.pos",
"wrist_roll.pos",
"gripper.pos"
],
"shape": [
6
]
},
"observation.images.front": {
"dtype": "video",
"shape": [
480,
640,
3
],
"names": [
"height",
"width",
"channels"
],
"info": {
"video.height": 480,
"video.width": 640,
"video.codec": "av1",
"video.pix_fmt": "yuv420p",
"video.is_depth_map": false,
"video.fps": 30,
"video.channels": 3,
"has_audio": false
}
},
"observation.images.top": {
"dtype": "video",
"shape": [
1080,
1920,
3
],
"names": [
"height",
"width",
"channels"
],
"info": {
"video.height": 1080,
"video.width": 1920,
"video.codec": "av1",
"video.pix_fmt": "yuv420p",
"video.is_depth_map": false,
"video.fps": 30,
"video.channels": 3,
"has_audio": false
}
},
"timestamp": {
"dtype": "float32",
"shape": [
1
],
"names": null
},
"frame_index": {
"dtype": "int64",
"shape": [
1
],
"names": null
},
"episode_index": {
"dtype": "int64",
"shape": [
1
],
"names": null
},
"index": {
"dtype": "int64",
"shape": [
1
],
"names": null
},
"task_index": {
"dtype": "int64",
"shape": [
1
],
"names": null
}
}
}
```
## Citation
**BibTeX:**
```bibtex
[More Information Needed]
```
"许可证:Apache-2.0
任务类别:机器人学
标签:LeRobot
配置参数:默认配置下的数据文件路径为`data/*/*.parquet`
本数据集基于[LeRobot](https://github.com/huggingface/lerobot)构建。
## 数据集说明
- **项目主页:** [需补充更多信息]
- **相关论文:** [需补充更多信息]
- **许可证:** Apache-2.0
## 数据集结构
`meta/info.json`文件内容如下:
json
{
"codebase_version": "v3.0",
"robot_type": "so101_follower",
"total_episodes": 1,
"total_frames": 2539,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 200,
"fps": 30,
"splits": {
"train": "0:1"
},
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path": "videos/{video_key}/chunk-{chunk_index:03d}/file-{file_index:03d}.mp4",
"features": {
"action": {
"dtype": "float32",
"names": [
"shoulder_pan.pos",
"shoulder_lift.pos",
"elbow_flex.pos",
"wrist_flex.pos",
"wrist_roll.pos",
"gripper.pos"
],
"shape": [
6
]
},
"observation.state": {
"dtype": "float32",
"names": [
"shoulder_pan.pos",
"shoulder_lift.pos",
"elbow_flex.pos",
"wrist_flex.pos",
"wrist_roll.pos",
"gripper.pos"
],
"shape": [
6
]
},
"observation.images.front": {
"dtype": "video",
"shape": [
480,
640,
3
],
"names": [
"height",
"width",
"channels"
],
"info": {
"video.height": 480,
"video.width": 640,
"video.codec": "av1",
"video.pix_fmt": "yuv420p",
"video.is_depth_map": false,
"video.fps": 30,
"video.channels": 3,
"has_audio": false
}
},
"observation.images.top": {
"dtype": "video",
"shape": [
1080,
1920,
3
],
"names": [
"height",
"width",
"channels"
],
"info": {
"video.height": 1080,
"video.width": 1920,
"video.codec": "av1",
"video.pix_fmt": "yuv420p",
"video.is_depth_map": false,
"video.fps": 30,
"video.channels": 3,
"has_audio": false
}
},
"timestamp": {
"dtype": "float32",
"shape": [
1
],
"names": null
},
"frame_index": {
"dtype": "int64",
"shape": [
1
],
"names": null
},
"episode_index": {
"dtype": "int64",
"shape": [
1
],
"names": null
},
"index": {
"dtype": "int64",
"shape": [
1
],
"names": null
},
"task_index": {
"dtype": "int64",
"shape": [
1
],
"names": null
}
}
}
其中各字段说明如下:
- 代码库版本:v3.0
- 机器人类型:so101_follower
- 总回合数:1
- 总帧数:2539
- 总任务数:1
- 分块大小:1000
- 数据文件总大小(MB):100
- 视频文件总大小(MB):200
- 帧率:30
- 数据集划分:训练集对应区间为0:1,即包含全部数据
- 数据文件路径格式:`data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet`
- 视频文件路径格式:`videos/{video_key}/chunk-{chunk_index:03d}/file-{file_index:03d}.mp4`
- 特征字段说明:
1. **动作(action)**:数据类型为float32,维度名称依次为`shoulder_pan.pos`、`shoulder_lift.pos`、`elbow_flex.pos`、`wrist_flex.pos`、`wrist_roll.pos`、`gripper.pos`,张量形状为[6]
2. **观测状态(observation.state)**:数据类型为float32,维度名称与动作字段一致,张量形状为[6]
3. **前视摄像头图像(observation.images.front)**:数据类型为视频流,张量形状为[480, 640, 3],对应维度为高度、宽度、通道数;详细参数:视频高度480、宽度640,编解码器为AV1,像素格式为yuv420p,非深度图,帧率30,通道数3,无音频轨道
4. **俯视摄像头图像(observation.images.top)**:数据类型为视频流,张量形状为[1080, 1920, 3],对应维度为高度、宽度、通道数;详细参数:视频高度1080、宽度1920,编解码器为AV1,像素格式为yuv420p,非深度图,帧率30,通道数3,无音频轨道
5. **时间戳(timestamp)**:数据类型为float32,张量形状为[1],无维度名称
6. **帧索引(frame_index)**:数据类型为int64,张量形状为[1],无维度名称
7. **回合索引(episode_index)**:数据类型为int64,张量形状为[1],无维度名称
8. **全局索引(index)**:数据类型为int64,张量形状为[1],无维度名称
9. **任务索引(task_index)**:数据类型为int64,张量形状为[1],无维度名称
## 参考文献
**BibTeX格式:** [需补充更多信息]
提供机构:
Dave45770



