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WB-WAM

+ +

Selfcollected Dataset

+ +English · [中文](README_zh.md) + +Real-robot data collected with SONIC for WB-WAM task post-training. LeRobot v3.0, 20 Hz, RGB 360 × 270. The release contains 1,011 episodes, 242,668 frames, 8 tasks, and 12 independent recordings (3.370 hours). + +Each `/record_XXXX/` is an independent LeRobot dataset. Recordings of the same task remain separate: + +```text +/record_XXXX/ + data/chunk-000/file-000.parquet + videos//chunk-000/file-000.mp4 + meta/info.json + meta/stats.json + meta/tasks.parquet + meta/episodes/chunk-000/file-000.parquet +``` + +The Dataset Viewer plays the MP4 files. The corresponding Parquet state/action rows and metadata are available under each recording in Files and versions. + +| Field | Meaning | +| --- | --- | +| `observation.state` | float32[110]: body state[9], G1 joint angles[29], G1 joint velocities[29], left/right Wuji hands[40], root[3] | +| `action` | float32[136]: next SONIC token[64], left/right Wuji hands[40], G1 joints[29], root[3] | +| `state_mask_110`, `action_mask_136` | bool[110/136]; `True` means invalid. Both hands have supervision. | +| `timestamp`, `frame_index`, `episode_index`, `index`, `task_index` | Time and row/episode/task indices. | +| `next.done` | Last frame of an episode. | + +The action contains **absolute next-frame joint targets** (+50 ms), not joint increments. Root[3] denotes roll, pitch, and body-frame z angular velocity, not XYZ position. The original train/validation labels are retained in episode metadata. See each record's `meta/info.json` for exact slices and camera keys. + +Download the unpacked files directly: + +```bash +hf download WB-WAM/Self-Collected --repo-type dataset --local-dir ./data/real_archive +``` + +To load one recording with LeRobot 0.4.4, use its local record directory as `root`: + +```python +from lerobot.datasets.lerobot_dataset import LeRobotDataset + +dataset = LeRobotDataset("WB-WAM/Self-Collected", root="./data/real_archive//record_XXXX") +sample = dataset[0] +``` + +Training code and instructions: [WB-WAM Official](https://github.com/WB-WaM/WB-WAM-Official/tree/main/training). diff --git a/README_zh.md b/README_zh.md new file mode 100644 index 0000000000000000000000000000000000000000..5e42b6c60ffb9c4c34cfdd29ac24172823af8221 --- /dev/null +++ b/README_zh.md @@ -0,0 +1,48 @@ +

WB-WAM

+ +

自收数据

+ +[English](README.md) · 中文 + +通过 SONIC 采集、用于 WB-WAM 任务后训练的真机数据。格式为 LeRobot v3.0,20 Hz,RGB 360 × 270。共 1,011 条 episode、242,668 帧、8 个任务、12 份独立 recording(3.370 小时)。 + +每个 `/record_XXXX/` 都是独立的 LeRobot 数据集,同一任务的多份 recording 不合并: + +```text +/record_XXXX/ + data/chunk-000/file-000.parquet + videos//chunk-000/file-000.mp4 + meta/info.json + meta/stats.json + meta/tasks.parquet + meta/episodes/chunk-000/file-000.parquet +``` + +页面中的 `videos` 子集用于播放 MP4;相应的 Parquet 状态/动作数据和元数据位于 Files and versions 的各条 recording 中。仓库根目录**不是**合并后的单个 LeRobot 数据集。 + +| 字段 | 含义 | +| --- | --- | +| `observation.state` | float32[110]:躯干状态[9]、G1 关节角[29]、关节速度[29]、左右舞肌手[40]、root[3] | +| `action` | float32[136]:下一帧 SONIC token[64]、左右舞肌手[40]、G1 关节[29]、root[3] | +| `state_mask_110`、`action_mask_136` | bool[110/136];`True` 表示无效,双手均有监督。 | +| `timestamp`、`frame_index`、`episode_index`、`index`、`task_index` | 时间与索引。 | +| `next.done` | episode 的最后一帧。 | + +`action` 是下一帧(+50 ms)的绝对关节目标,不是关节增量。root[3] 是 roll、pitch 和机体坐标系 z 角速度,不是 XYZ 位置。原有训练/验证标记保留在 episode 元数据中。精确维度与相机键见各 recording 的 `meta/info.json`。 + +直接下载解压后的文件: + +```bash +hf download WB-WAM/Self-Collected --repo-type dataset --local-dir ./data/real_archive +``` + +使用 LeRobot 0.4.4 加载单条 recording: + +```python +from lerobot.datasets.lerobot_dataset import LeRobotDataset + +dataset = LeRobotDataset("WB-WAM/Self-Collected", root="./data/real_archive//record_XXXX") +sample = dataset[0] +``` + +训练代码与使用说明:[WB-WAM Official](https://github.com/WB-WaM/WB-WAM-Official/tree/main/training)。 diff --git a/assets/wbwam_icon.png b/assets/wbwam_icon.png new file mode 100644 index 0000000000000000000000000000000000000000..d4a4f684933064c765bb31c0fb71581dc010d9bf --- /dev/null +++ b/assets/wbwam_icon.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0edbf279a14448e5586082360ebe2374b5405f1dff047d7f69a0723ef7870428 +size 222690 diff --git a/assets/wbwam_logo.png b/assets/wbwam_logo.png new file mode 100644 index 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