so101_coffee_all_yellow_floor
收藏资源简介:
数据集包含2,564个遥操作SO-101演示,覆盖一个咖啡制作流程的12个独立步骤,每个步骤都记录了两种杯子变体:红色带纹纸杯和白色纸杯。步骤1-10是双杯序列(2,140个episodes,每个步骤和颜色107个),步骤11和12则是在蓝色圆圈附近拿起杯子并放回(424个episodes,每个步骤和颜色106个)。数据集使用LeRobot格式创建,结合了so101_coffee_subtask_3和so101_coffee_recovery_2数据集,并重新索引了episodes。
The dataset contains 2,564 teleoperated SO-101 demonstrations covering 12 independent steps of a coffee-making process, with two cup variants: red patterned paper cup and white paper cup. Steps 1-10 are dual-cup sequences (2,140 episodes, 107 per step and color), steps 11-12 involve picking up and placing cups near a blue circle (424 episodes, 106 per step and color). The dataset is created in LeRobot format, combining so101_coffee_subtask_3 and so101_coffee_recovery_2 datasets, with episodes re-indexed.
so101_coffee_all 数据集概述
基本信息
- 许可证:Apache-2.0
- 任务类型:机器人技术(robotics)
- 标签:LeRobot、so101、机器人
- 创建工具:LeRobot(https://github.com/huggingface/lerobot)
- 数据格式:LeRobotDataset v3.0,Parquet 文件(
data/*/*.parquet)
数据集组成
- 演示总数:2,564 条遥操作演示,涵盖 12 个步骤的咖啡制作流程
- 帧数/时长:549,310 帧,约 5.09 小时
- 杯子变体:红色带环纸杯和白色纸杯两种
- 步骤划分:
- 步骤 1–10:双杯序列,共 2,140 条(每步骤每颜色 107 条)
- 步骤 11–12:在蓝色圆圈附近拿起杯子并放回,共 424 条(每步骤每颜色 106 条)
- 来源:由
so101_coffee_subtask_3(https://huggingface.co/datasets/aailabkaist/so101_coffee_subtask_3)和so101_coffee_recovery_2(https://huggingface.co/datasets/aailabkaist/so101_coffee_recovery_2)合并并重新索引生成
视频与传感器信息
- 机器人:so_follower,6 自由度(
shoulder_pan、shoulder_lift、elbow_flex、wrist_flex、wrist_roll、gripper) - 摄像头:
observation.images.front和observation.images.wrist,分辨率 640×480,AV1 编码 - 帧率:30 fps
序列长度统计
- 平均:214 帧(约 7.1 秒)
- 中位数:210 帧
- 范围:118–434 帧
步骤及指令详情
| 步骤 | 指令 | 任务索引 | 片段数 |
|---|---|---|---|
| 1 | pick up the cup on the blue circle | 0 | 214 |
| 2 | place the cup to the left coffee machine | 1 | 214 |
| 3 | press the blue button of the left coffee machine | 2 | 214 |
| 4 | pick up the cup on the blue circle(与步骤 1 相同) | 0 | 214 |
| 5 | place the cup to the right coffee machine | 3 | 214 |
| 6 | press the blue button of the right coffee machine | 4 | 214 |
| 7 | pick up the cup on the left coffee machine | 5 | 214 |
| 8 | place the cup to the left pink circle | 6 | 214 |
| 9 | pick up the cup on the right coffee machine | 7 | 214 |
| 10 | place the cup to the left pink circle(与步骤 8 相同) | 6 | 214 |
| 11 | pick up the cup near the blue circle | 8 | 212 |
| 12 | place the cup on the blue circle | 9 | 212 |
说明:步骤 1 和 4、步骤 8 和 10 共享相同指令;task_index 是指令索引而非步骤索引。
数据访问示例
python from lerobot.datasets.lerobot_dataset import LeRobotDataset
ds = LeRobotDataset("aailabkaist/so101_coffee_all") step3_red = LeRobotDataset("aailabkaist/so101_coffee_all", episodes=list(range(428, 535))) step11 = LeRobotDataset("aailabkaist/so101_coffee_all", episodes=list(range(2140, 2352)))
可视化入口
数据集可通过 LeRobot 的可视化空间查看:https://huggingface.co/spaces/lerobot/visualize_dataset?path=aailabkaist/so101_coffee_all
片段索引映射
- 每个步骤和颜色的组合在
episode_index中是连续区块,例如:- 步骤 1 红色:0–106
- 步骤 1 白色:107–213
- 依此类推,直至步骤 12 白色:2458–2563



