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example_data/umi_data_sample/README.md ADDED
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+ ---
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+ license: cc-by-sa-4.0
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+ ---
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+
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+ # 启元机器人家庭操作挑战赛数据集
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+
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+ > English version: [README_EN.md](README_EN.md)
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+
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+ ## UMI Sample Data
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+
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+ 本目录是一个标准的 **LeRobot v2.1** 数据集,包含 5 个双手操作 episode,以及左、右手腕载 ego 相机数据。
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+
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+ ```bash
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+ pip install "lerobot==0.3.3"
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+ ```
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+
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+ ```python
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+ from lerobot.datasets.lerobot_dataset import LeRobotDataset
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+
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+ dataset = LeRobotDataset(
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+ repo_id="local/umi_sample_data_v21",
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+ root="/path/to/umi_sample_data_v21",
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+ )
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+ ```
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+
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+ ### 数据概览
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+
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+ | Episode | `task_index` | 任务 | 帧数 | 时长 |
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+ | :--- | ---: | :--- | ---: | ---: |
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+ | `episode_000000` | 0 | fold the red shirt | 1410 | 47 s |
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+ | `episode_000001` | 1 | fold the black shirt | 1050 | 35 s |
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+ | `episode_000002` | 2 | fold the yellow shirt | 870 | 29 s |
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+ | `episode_000003` | 1 | fold the black shirt | 1050 | 35 s |
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+ | `episode_000004` | 3 | fold the brown shirt | 1560 | 52 s |
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+
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+ 数据集共 5940 帧、4 个唯一任务,帧率为 30 FPS,ego 视频分辨率为 960 × 960。
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+
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+ ### 目录结构
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+
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+ ```text
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+ umi_sample_data_v21/
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+ ├── data/chunk-000/ # 5 个 episode Parquet 文件
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+ ├── videos/chunk-000/
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+ │ ├── observation.images.left_ego/ # 左手 ego 视频
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+ │ └── observation.images.right_ego/ # 右手 ego 视频
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+ ├── meta/
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+ │ ├── info.json # 数据集与字段定义
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+ │ ├── tasks.jsonl # 任务与 task_index 映射
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+ │ ├── episodes.jsonl # episode 长度与任务
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+ │ ├── episodes_stats.jsonl # 每个 episode 的统计量
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+ │ └── calibration.json # 相机与 IMU 标定参数
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+ ├── annotation/ # episode 级任务和动作分段标注
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+ └── imu/ # 左右手 IMU 数据
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+ ```
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+
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+ ### 数据集字段说明
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+
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+ #### 图像
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+
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+ | 数据集字段 | 数据源 |
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+ | :--- | :--- |
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+ | `observation.images.left_ego` | 左手腕载 RGB ego 相机,960 × 960 |
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+ | `observation.images.right_ego` | 右手腕载 RGB ego 相机,960 × 960 |
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+
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+ #### 本体感知与动作
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+
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+ `observation.state` 和 `action` 均为 16 维,字段顺序一致:
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+
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+ | 索引 | 字段顺序 | 物理意义 | 单位 |
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+ | :--- | :--- | :--- | :--- |
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+ | 0–2 | `left_x, left_y, left_z` | 左手末端位置 | m |
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+ | 3–6 | `left_qw, left_qx, left_qy, left_qz` | 左手末端四元数 `(w, x, y, z)` | - |
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+ | 7 | `left_gripper` | 左夹爪开合角度 | ° |
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+ | 8–10 | `right_x, right_y, right_z` | 右手末端位置 | m |
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+ | 11–14 | `right_qw, right_qx, right_qy, right_qz` | 右手末端四元数 `(w, x, y, z)` | - |
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+ | 15 | `right_gripper` | 右夹爪开合角度 | ° |
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+
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+ `observation.state` 表示当前帧状态。除末帧外,`action[t] = state[t+1]`;末帧 action 保留原始采集序列的下一时刻目标,因此不一定等于本 episode 的末帧 state。左右手位姿使用独立坐标系,不能直接计算双手之间的相对距离或姿态。
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+
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+ #### 索引字段
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+
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+ | 字段 | 类型 | 说明 |
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+ | :--- | :--- | :--- |
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+ | `timestamp` | float32 | episode 内时间,单位为秒 |
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+ | `frame_index` | int64 | episode 内帧编号,从 0 开始 |
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+ | `episode_index` | int64 | episode 编号,范围为 0–4 |
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+ | `index` | int64 | 数据集全局帧编号,范围为 0–5939 |
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+ | `task_index` | int64 | 任务编号,对应 `meta/tasks.jsonl` |
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+
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+ #### 标注与 IMU
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+
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+ | 文件 | 说明 |
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+ | :--- | :--- |
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+ | `annotation/episode_subtasks_*.jsonl` | episode 级任务、目标物体与成功状态 |
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+ | `annotation/action_steps_*.jsonl` | 细粒度动作分段 |
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+ | `imu/episode_*_{left,right}.csv` | 左右手时间戳、三轴角速度和三轴加速度 |
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+
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+ 标注区间采用 `[start_frame_index, end_frame_index)`,即包含起始帧、不包含结束帧。
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+
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+ `action_steps` 的 `subtask_index` 在本批交付里**恒为 0**,是占位字段,不要当作指向
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+ `episode_subtasks` 的外键使用;两层的对应关系请按帧区间重叠自行计算。本数据集每集
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+ 恰好 1 条 `episode_subtasks`(=整集任务)。
example_data/umi_data_sample/README_EN.md ADDED
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+ ---
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+ license: cc-by-sa-4.0
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+ ---
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+
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+ # Qiyuan Robotics Home Manipulation Challenge Dataset
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+
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+ > 中文版本:[README.md](README.md)
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+
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+ ## UMI Sample Data
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+
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+ This directory is a standard **LeRobot v2.1** dataset containing 5 bimanual manipulation
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+ episodes, together with left and right wrist-mounted ego-camera data.
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+
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+ ```bash
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+ pip install "lerobot==0.3.3"
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+ ```
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+
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+ ```python
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+ from lerobot.datasets.lerobot_dataset import LeRobotDataset
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+
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+ dataset = LeRobotDataset(
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+ repo_id="local/umi_sample_data_v21",
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+ root="/path/to/umi_sample_data_v21",
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+ )
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+ ```
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+
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+ ### Overview
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+
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+ | Episode | `task_index` | Task | Frames | Duration |
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+ | :--- | ---: | :--- | ---: | ---: |
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+ | `episode_000000` | 0 | fold the red shirt | 1410 | 47 s |
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+ | `episode_000001` | 1 | fold the black shirt | 1050 | 35 s |
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+ | `episode_000002` | 2 | fold the yellow shirt | 870 | 29 s |
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+ | `episode_000003` | 1 | fold the black shirt | 1050 | 35 s |
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+ | `episode_000004` | 3 | fold the brown shirt | 1560 | 52 s |
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+
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+ The dataset has 5940 frames and 4 unique tasks, at 30 FPS, with 960 × 960 ego video.
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+
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+ ### Directory structure
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+
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+ ```text
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+ umi_sample_data_v21/
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+ ├── data/chunk-000/ # 5 episode Parquet files
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+ ├── videos/chunk-000/
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+ │ ├── observation.images.left_ego/ # left-hand ego video
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+ │ └── observation.images.right_ego/ # right-hand ego video
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+ ├── meta/
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+ │ ├── info.json # dataset and field definitions
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+ │ ├── tasks.jsonl # task to task_index mapping
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+ │ ├── episodes.jsonl # episode lengths and tasks
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+ │ ├── episodes_stats.jsonl # per-episode statistics
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+ │ └── calibration.json # camera and IMU calibration
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+ ├── annotation/ # episode-level task and action-segment annotation
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+ └── imu/ # left and right IMU data
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+ ```
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+
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+ ### Field reference
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+
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+ #### Images
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+
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+ | Dataset field | Source |
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+ | :--- | :--- |
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+ | `observation.images.left_ego` | Left wrist-mounted RGB ego camera, 960 × 960 |
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+ | `observation.images.right_ego` | Right wrist-mounted RGB ego camera, 960 × 960 |
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+
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+ #### Proprioception and actions
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+
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+ `observation.state` and `action` are both 16-dimensional, in the same field order:
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+
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+ | Indices | Field order | Meaning | Unit |
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+ | :--- | :--- | :--- | :--- |
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+ | 0–2 | `left_x, left_y, left_z` | Left end-effector position | m |
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+ | 3–6 | `left_qw, left_qx, left_qy, left_qz` | Left end-effector quaternion `(w, x, y, z)` | - |
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+ | 7 | `left_gripper` | Left gripper opening angle | ° |
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+ | 8–10 | `right_x, right_y, right_z` | Right end-effector position | m |
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+ | 11–14 | `right_qw, right_qx, right_qy, right_qz` | Right end-effector quaternion `(w, x, y, z)` | - |
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+ | 15 | `right_gripper` | Right gripper opening angle | ° |
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+
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+ `observation.state` is the current-frame state. Except for the final frame,
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+ `action[t] = state[t+1]`; the final frame's action keeps the next target from the original
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+ capture sequence, so it is not necessarily equal to this episode's final state. Left and right
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+ poses live in independent coordinate frames — you cannot directly compute the relative distance
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+ or orientation between the two hands.
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+
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+ #### Index fields
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+
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+ | Field | Type | Description |
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+ | :--- | :--- | :--- |
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+ | `timestamp` | float32 | Time within the episode, in seconds |
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+ | `frame_index` | int64 | Frame number within the episode, 0-based |
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+ | `episode_index` | int64 | Episode number, range 0–4 |
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+ | `index` | int64 | Global frame number in the dataset, range 0–5939 |
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+ | `task_index` | int64 | Task number, keyed to `meta/tasks.jsonl` |
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+
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+ #### Annotations and IMU
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+
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+ | File | Description |
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+ | :--- | :--- |
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+ | `annotation/episode_subtasks_*.jsonl` | Episode-level task, target objects and success flag |
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+ | `annotation/action_steps_*.jsonl` | Fine-grained action segments |
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+ | `imu/episode_*_{left,right}.csv` | Left and right timestamps, three-axis angular velocity and acceleration |
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+
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+ Annotation intervals use the half-open convention `[start_frame_index, end_frame_index)` —
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+ the start frame is included, the end frame is not.
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+
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+ The `subtask_index` field of `action_steps` is **constantly 0** across this delivery. It is a
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+ placeholder — do not use it as a foreign key into `episode_subtasks`; derive the mapping between
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+ the two layers from frame-interval overlap instead. This dataset carries exactly one
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+ `episode_subtasks` row per episode (= the whole-episode task).
example_data/umi_data_sample/annotation/action_steps_000001.jsonl CHANGED
@@ -1,4 +1,4 @@
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- {"subtask_index": 1, "start_frame_index": 0, "end_frame_index": 45, "instruction": "grasp the black shirt", "instruction_augmentation": [], "actor": "right", "actor_confidence": "low", "success": true}
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- {"subtask_index": 1, "start_frame_index": 45, "end_frame_index": 135, "instruction": "lay the black shirt flat", "instruction_augmentation": [], "actor": "right", "actor_confidence": "low", "success": true}
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- {"subtask_index": 1, "start_frame_index": 135, "end_frame_index": 330, "instruction": "smooth out wrinkles on the black shirt", "instruction_augmentation": [], "actor": "right", "actor_confidence": "low", "success": true}
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- {"subtask_index": 1, "start_frame_index": 390, "end_frame_index": 1050, "instruction": "press the black shirt to remove wrinkles", "instruction_augmentation": [], "actor": "right", "actor_confidence": "low", "success": true}
 
1
+ {"subtask_index": 0, "start_frame_index": 0, "end_frame_index": 45, "instruction": "grasp the black shirt", "instruction_augmentation": [], "actor": "right", "actor_confidence": "low", "success": true}
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+ {"subtask_index": 0, "start_frame_index": 45, "end_frame_index": 135, "instruction": "lay the black shirt flat", "instruction_augmentation": [], "actor": "right", "actor_confidence": "low", "success": true}
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+ {"subtask_index": 0, "start_frame_index": 135, "end_frame_index": 330, "instruction": "smooth out wrinkles on the black shirt", "instruction_augmentation": [], "actor": "right", "actor_confidence": "low", "success": true}
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+ {"subtask_index": 0, "start_frame_index": 390, "end_frame_index": 1050, "instruction": "press the black shirt to remove wrinkles", "instruction_augmentation": [], "actor": "right", "actor_confidence": "low", "success": true}
example_data/umi_data_sample/annotation/action_steps_000002.jsonl CHANGED
@@ -1,18 +1,18 @@
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- {"subtask_index": 2, "start_frame_index": 0, "end_frame_index": 30, "instruction": "reach for the yellow shirt", "instruction_augmentation": [], "actor": "right", "actor_confidence": "low", "success": true}
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- {"subtask_index": 2, "start_frame_index": 30, "end_frame_index": 60, "instruction": "grasp the yellow shirt", "instruction_augmentation": [], "actor": "right", "actor_confidence": "low", "success": true}
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- {"subtask_index": 2, "start_frame_index": 60, "end_frame_index": 105, "instruction": "lift and move the yellow shirt", "instruction_augmentation": [], "actor": "right", "actor_confidence": "low", "success": true}
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- {"subtask_index": 2, "start_frame_index": 105, "end_frame_index": 210, "instruction": "lay the yellow shirt flat", "instruction_augmentation": [], "actor": "right", "actor_confidence": "low", "success": true}
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- {"subtask_index": 2, "start_frame_index": 210, "end_frame_index": 270, "instruction": "smooth out wrinkles on the yellow shirt", "instruction_augmentation": [], "actor": "right", "actor_confidence": "low", "success": true}
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- {"subtask_index": 2, "start_frame_index": 270, "end_frame_index": 330, "instruction": "reach for the bottom edge of the yellow shirt", "instruction_augmentation": [], "actor": "right", "actor_confidence": "low", "success": true}
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- {"subtask_index": 2, "start_frame_index": 330, "end_frame_index": 375, "instruction": "fold the bottom edge of the yellow shirt up", "instruction_augmentation": [], "actor": "right", "actor_confidence": "low", "success": true}
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- {"subtask_index": 2, "start_frame_index": 375, "end_frame_index": 435, "instruction": "smooth out wrinkles on the yellow shirt", "instruction_augmentation": [], "actor": "right", "actor_confidence": "low", "success": true}
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- {"subtask_index": 2, "start_frame_index": 435, "end_frame_index": 480, "instruction": "reach for the left side of the yellow shirt", "instruction_augmentation": [], "actor": "right", "actor_confidence": "low", "success": true}
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- {"subtask_index": 2, "start_frame_index": 480, "end_frame_index": 540, "instruction": "fold the left side of the yellow shirt over", "instruction_augmentation": [], "actor": "right", "actor_confidence": "low", "success": true}
11
- {"subtask_index": 2, "start_frame_index": 540, "end_frame_index": 585, "instruction": "smooth out wrinkles on the yellow shirt", "instruction_augmentation": [], "actor": "right", "actor_confidence": "low", "success": true}
12
- {"subtask_index": 2, "start_frame_index": 585, "end_frame_index": 630, "instruction": "reach for the right side of the yellow shirt", "instruction_augmentation": [], "actor": "right", "actor_confidence": "low", "success": true}
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- {"subtask_index": 2, "start_frame_index": 630, "end_frame_index": 675, "instruction": "fold the right side of the yellow shirt over", "instruction_augmentation": [], "actor": "right", "actor_confidence": "low", "success": true}
14
- {"subtask_index": 2, "start_frame_index": 675, "end_frame_index": 720, "instruction": "smooth out wrinkles on the yellow shirt", "instruction_augmentation": [], "actor": "right", "actor_confidence": "low", "success": true}
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- {"subtask_index": 2, "start_frame_index": 720, "end_frame_index": 765, "instruction": "reach for the bottom edge of the yellow shirt", "instruction_augmentation": [], "actor": "right", "actor_confidence": "low", "success": true}
16
- {"subtask_index": 2, "start_frame_index": 765, "end_frame_index": 810, "instruction": "fold the yellow shirt in half", "instruction_augmentation": [], "actor": "right", "actor_confidence": "low", "success": true}
17
- {"subtask_index": 2, "start_frame_index": 810, "end_frame_index": 855, "instruction": "place/stack the yellow shirt on the pile", "instruction_augmentation": [], "actor": "right", "actor_confidence": "low", "success": true}
18
- {"subtask_index": 2, "start_frame_index": 855, "end_frame_index": 870, "instruction": "release the yellow shirt", "instruction_augmentation": [], "actor": "right", "actor_confidence": "low", "success": true}
 
1
+ {"subtask_index": 0, "start_frame_index": 0, "end_frame_index": 30, "instruction": "reach for the yellow shirt", "instruction_augmentation": [], "actor": "right", "actor_confidence": "low", "success": true}
2
+ {"subtask_index": 0, "start_frame_index": 30, "end_frame_index": 60, "instruction": "grasp the yellow shirt", "instruction_augmentation": [], "actor": "right", "actor_confidence": "low", "success": true}
3
+ {"subtask_index": 0, "start_frame_index": 60, "end_frame_index": 105, "instruction": "lift and move the yellow shirt", "instruction_augmentation": [], "actor": "right", "actor_confidence": "low", "success": true}
4
+ {"subtask_index": 0, "start_frame_index": 105, "end_frame_index": 210, "instruction": "lay the yellow shirt flat", "instruction_augmentation": [], "actor": "right", "actor_confidence": "low", "success": true}
5
+ {"subtask_index": 0, "start_frame_index": 210, "end_frame_index": 270, "instruction": "smooth out wrinkles on the yellow shirt", "instruction_augmentation": [], "actor": "right", "actor_confidence": "low", "success": true}
6
+ {"subtask_index": 0, "start_frame_index": 270, "end_frame_index": 330, "instruction": "reach for the bottom edge of the yellow shirt", "instruction_augmentation": [], "actor": "right", "actor_confidence": "low", "success": true}
7
+ {"subtask_index": 0, "start_frame_index": 330, "end_frame_index": 375, "instruction": "fold the bottom edge of the yellow shirt up", "instruction_augmentation": [], "actor": "right", "actor_confidence": "low", "success": true}
8
+ {"subtask_index": 0, "start_frame_index": 375, "end_frame_index": 435, "instruction": "smooth out wrinkles on the yellow shirt", "instruction_augmentation": [], "actor": "right", "actor_confidence": "low", "success": true}
9
+ {"subtask_index": 0, "start_frame_index": 435, "end_frame_index": 480, "instruction": "reach for the left side of the yellow shirt", "instruction_augmentation": [], "actor": "right", "actor_confidence": "low", "success": true}
10
+ {"subtask_index": 0, "start_frame_index": 480, "end_frame_index": 540, "instruction": "fold the left side of the yellow shirt over", "instruction_augmentation": [], "actor": "right", "actor_confidence": "low", "success": true}
11
+ {"subtask_index": 0, "start_frame_index": 540, "end_frame_index": 585, "instruction": "smooth out wrinkles on the yellow shirt", "instruction_augmentation": [], "actor": "right", "actor_confidence": "low", "success": true}
12
+ {"subtask_index": 0, "start_frame_index": 585, "end_frame_index": 630, "instruction": "reach for the right side of the yellow shirt", "instruction_augmentation": [], "actor": "right", "actor_confidence": "low", "success": true}
13
+ {"subtask_index": 0, "start_frame_index": 630, "end_frame_index": 675, "instruction": "fold the right side of the yellow shirt over", "instruction_augmentation": [], "actor": "right", "actor_confidence": "low", "success": true}
14
+ {"subtask_index": 0, "start_frame_index": 675, "end_frame_index": 720, "instruction": "smooth out wrinkles on the yellow shirt", "instruction_augmentation": [], "actor": "right", "actor_confidence": "low", "success": true}
15
+ {"subtask_index": 0, "start_frame_index": 720, "end_frame_index": 765, "instruction": "reach for the bottom edge of the yellow shirt", "instruction_augmentation": [], "actor": "right", "actor_confidence": "low", "success": true}
16
+ {"subtask_index": 0, "start_frame_index": 765, "end_frame_index": 810, "instruction": "fold the yellow shirt in half", "instruction_augmentation": [], "actor": "right", "actor_confidence": "low", "success": true}
17
+ {"subtask_index": 0, "start_frame_index": 810, "end_frame_index": 855, "instruction": "place/stack the yellow shirt on the pile", "instruction_augmentation": [], "actor": "right", "actor_confidence": "low", "success": true}
18
+ {"subtask_index": 0, "start_frame_index": 855, "end_frame_index": 870, "instruction": "release the yellow shirt", "instruction_augmentation": [], "actor": "right", "actor_confidence": "low", "success": true}
example_data/umi_data_sample/annotation/action_steps_000003.jsonl CHANGED
@@ -1,8 +1,8 @@
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- {"subtask_index": 3, "start_frame_index": 0, "end_frame_index": 180, "instruction": "lay the black shirt flat", "instruction_augmentation": [], "actor": "right", "actor_confidence": "low", "success": true}
2
- {"subtask_index": 3, "start_frame_index": 180, "end_frame_index": 270, "instruction": "smooth out wrinkles on the black shirt", "instruction_augmentation": [], "actor": "right", "actor_confidence": "low", "success": true}
3
- {"subtask_index": 3, "start_frame_index": 300, "end_frame_index": 360, "instruction": "fold one side of the black shirt over", "instruction_augmentation": [], "actor": "right", "actor_confidence": "low", "success": true}
4
- {"subtask_index": 3, "start_frame_index": 390, "end_frame_index": 495, "instruction": "fold the other side of the black shirt over", "instruction_augmentation": [], "actor": "right", "actor_confidence": "low", "success": true}
5
- {"subtask_index": 3, "start_frame_index": 585, "end_frame_index": 660, "instruction": "fold the bottom of the black shirt up", "instruction_augmentation": [], "actor": "right", "actor_confidence": "low", "success": true}
6
- {"subtask_index": 3, "start_frame_index": 675, "end_frame_index": 795, "instruction": "smooth out wrinkles on the black shirt", "instruction_augmentation": [], "actor": "right", "actor_confidence": "low", "success": true}
7
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