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Redox 서브태스크 데이터에 경계 멈춤을 넣은 사본 (검전기 멈춤 추가본과 같은 규칙)

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  1. README.md +269 -0
  2. data/chunk-000/file-000.parquet +3 -0
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  4. meta/info.json +188 -0
  5. meta/stats.json +970 -0
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  7. pause_plan.json +0 -0
  8. train_episodes.json +1 -0
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README.md ADDED
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+ ---
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+ license: apache-2.0
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+ task_categories:
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+ - robotics
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+ tags:
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+ - LeRobot
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+ configs:
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+ - config_name: default
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+ data_files: data/*/*.parquet
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+ ---
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+
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+ This dataset was created using [LeRobot](https://github.com/huggingface/lerobot).
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+
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+
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+ <a class="flex" href="https://huggingface.co/spaces/lerobot/visualize_dataset?path=leapshared/Redox_131epi_subtask_pause_added">
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+ <img class="block dark:hidden" src="https://huggingface.co/datasets/huggingface/badges/resolve/main/visualize-this-dataset-xl.svg"/>
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+ <img class="hidden dark:block" src="https://huggingface.co/datasets/huggingface/badges/resolve/main/visualize-this-dataset-xl-dark.svg"/>
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+ </a>
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+
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+
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+ ## 이 데이터셋에 대해
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+
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+ `leapshared/Redox_131epi_subtask`에 멈춤을 넣은 사본이다(2026-10-01). 검전기 멈춤 추가본
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+ (`leapshared/Electroscope_113epi_subtask_pause_added`)과 같은 규칙이다. 시연자가 원래 멈춘 프레임을 90번(3초) 복사해 넣었다.
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+ 복사본의 앞 40개는 지금 구간 문장, 뒤 50개는 다음 구간 문장이다. 복사하는 경계는 멈춤 프레임 바로 뒤로 옮겼다.
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+ 문장을 하나 받으면 그 동작만 하고 멈추고, 다음 문장을 받아야 움직이게 하려는 것이다.
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+
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+ | 경계 | 처리 | 멈춤 프레임 |
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+ |---|---|---|
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+ | ① 1→2 | 복사 | 판을 쥔 직후(오른그리퍼가 다 닫힌 뒤 가장 느린 프레임). 들어 올린 뒤에 멈춘 시연은 없다 |
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+ | ② 2→3 | 복사 | 판이 파란 용액 위에 도착하고, 왼손이 가리키러 가기 전 |
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+ | ③ 3→4 | 복사 | 왼손이 판을 가리킨 채 멈춘 끝(거두기 전) |
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+ | 4→5 | 그대로 | 내려놓으면 곧 담근 채 기다림이라 이미 멈춘다 |
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+ | ⑤ 5→6 (두 번) | 복사 | 담근 채 기다림의 끝 |
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+ | ⑥ 6→4, 6→7 | 복사 | 올려서 가리킨 채 멈춘 끝 |
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+ | 7→8 | 그대로 | 검전기의 6→7처럼 내려놓은 뒤 홈으로 간다 |
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+
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+ 그래서 문장마다 배우는 것은 이렇다.
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+ - 1번: 판을 쥐고 멈춘다.
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+ - 2번: 들어 올려 용액 위로 옮기고 멈춘다.
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+ - 3번: 왼손으로 가리킨 채 멈춘다.
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+ - 4번: 왼손을 거두고 판을 담근다.
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+ - 5번: 담근 채 멈춘다.
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+ - 6번: 올려서 가리킨 채 멈춘다.
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+ - 7번: 왼손을 거두고 왼쪽 비커에 넣은 뒤 홈으로 간다.
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+
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+ ③⑥을 왼손을 거둔 뒤가 아니라 가리킨 채에 두었다. 2·3·6번이 끝나는 자세(판은 용액 위, 왼손은 옆)가 손끝 2 cm 안으로 같아서다.
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+ 거둔 뒤에 복사하면 그 자세와 3번 문장에 "가리키러 간다"와 "멈춘다"가 함께 생긴다(검전기에서 되풀이 구간 끝에 복사하지 않은 것과 같은 이유).
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+
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+ - 에피소드 131개(번호는 원본과 같다). 프레임 154,675 → 218,485(+41%), 복사 709곳.
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+ - 학습 목록은 `train_episodes.json`(110개)이다. 원본 목록 121개에서 멈춤 프레임의 팔 속도가
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+ 20°/s를 넘는 11개(11, 21, 25, 46, 51, 55, 59, 60, 71, 76, 98)를 뺐다. 대부분 왼손이 가리키러 가기 시작할 때 오른손이 아직 움직이던
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+ 에피소드다. 검증 에피소드는 7, 27, 47, 67, 87, 107, 127이다(47은 원본이 통째로 1번 라벨이라 복사하지 않았다).
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+ - 에피소드마다 경계, 멈춤 프레임, 속도는 `pause_plan.json`에 있다. 만든 도구는 H200 작업 폴더의 `scripts/redox_stops.py`(멈춤 프레임.
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+ 손끝 위치는 openarm_bimanual.xml 순기구학), `scripts/insert_stop_frames.py`(만들기), `scripts/check_stop_frames.py`(대조)다.
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+ - 영상은 원본과 같은 설정(libsvtav1, crf 30, g 2, preset 12)으로 다시 인코딩했다. 이 서버의 SVT-AV1 3.0은 preset 12를 10으로 돈다.
57
+ 짝 프레임과의 평균 차이는 1.4~1.7(0~255)이고, ±3프레임 어긋난 것과는 4~9다.
58
+ - `meta/stats.json`은 LeRobot이 에피소드 통계를 합친 것이다. 분위수는 학습 전에 전체 프레임으로 다시 구한다(H200 체인의 preflight).
59
+
60
+ ## Dataset Description
61
+
62
+
63
+
64
+ - **Homepage:** [More Information Needed]
65
+ - **Paper:** [More Information Needed]
66
+ - **License:** apache-2.0
67
+
68
+ ## Dataset Structure
69
+
70
+ [meta/info.json](meta/info.json):
71
+ ```json
72
+ {
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+ "codebase_version": "v3.0",
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+ "fps": 30,
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+ "features": {
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+ "action": {
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+ "dtype": "float32",
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+ "names": [
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+ "left_joint_1.pos",
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+ "left_joint_2.pos",
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+ "left_joint_3.pos",
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+ "left_joint_4.pos",
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+ "left_joint_5.pos",
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+ "left_joint_6.pos",
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+ "left_joint_7.pos",
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+ "left_gripper.pos",
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+ "right_joint_1.pos",
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+ "right_joint_2.pos",
89
+ "right_joint_3.pos",
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+ "right_joint_4.pos",
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+ "right_joint_5.pos",
92
+ "right_joint_6.pos",
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+ "right_joint_7.pos",
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+ "right_gripper.pos"
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+ ],
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+ "shape": [
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+ 16
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+ ]
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+ },
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+ "observation.state": {
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+ "dtype": "float32",
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+ "names": [
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+ "left_joint_1.pos",
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+ "left_joint_2.pos",
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+ "left_joint_3.pos",
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+ "left_joint_4.pos",
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+ "left_joint_5.pos",
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+ "left_joint_6.pos",
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+ "left_joint_7.pos",
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+ "left_gripper.pos",
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+ "right_joint_1.pos",
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+ "right_joint_2.pos",
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+ "right_joint_3.pos",
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+ "right_joint_4.pos",
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+ "right_joint_5.pos",
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+ "right_joint_6.pos",
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+ "right_joint_7.pos",
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+ "right_gripper.pos"
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+ ],
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+ "shape": [
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+ 16
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+ ]
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+ },
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+ "observation.images.follower_d455f": {
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+ "dtype": "video",
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+ "shape": [
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+ 480,
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+ 3
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+ ],
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+ "names": [
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+ "height",
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+ "width",
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+ "channels"
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+ "video.codec": "av1",
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+ "video.pix_fmt": "yuv420p",
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+ "video.fps": 30,
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+ "video.channels": 3,
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+ "has_audio": false,
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+ "video.g": 2,
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+ "video.crf": 30,
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+ "video.preset": 12,
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+ "video.fast_decode": 0,
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+ "video.video_backend": "pyav",
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+ "video.extra_options": {},
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+ "is_depth_map": false
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+ }
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+ },
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+ "dtype": "video",
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+ ],
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+ "channels"
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+ "video.codec": "av1",
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+ "video.pix_fmt": "yuv420p",
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+ "video.fps": 30,
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+ "video.channels": 3,
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+ "has_audio": false,
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+ "video.g": 2,
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+ "video.crf": 30,
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+ "video.preset": 12,
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+ "video.fast_decode": 0,
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+ "video.video_backend": "pyav",
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+ "video.extra_options": {},
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+ "is_depth_map": false
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+ }
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+ },
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+ "observation.images.right_wrist": {
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+ "dtype": "video",
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+ "shape": [
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+ 480,
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+ 640,
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+ 3
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+ ],
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+ "names": [
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+ "height",
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+ "width",
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+ "channels"
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+ ],
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+ "info": {
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+ "video.height": 480,
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+ "video.width": 640,
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+ "video.codec": "av1",
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+ "video.pix_fmt": "yuv420p",
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+ "video.fps": 30,
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+ "video.channels": 3,
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+ "has_audio": false,
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+ "video.g": 2,
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+ "video.crf": 30,
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+ "video.preset": 12,
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+ "video.fast_decode": 0,
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+ "video.video_backend": "pyav",
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+ "video.extra_options": {},
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+ "is_depth_map": false
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+ }
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+ },
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+ "timestamp": {
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+ "dtype": "float32",
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+ "shape": [
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+ 1
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+ ],
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+ "names": null
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+ },
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+ "frame_index": {
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+ "dtype": "int64",
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+ "shape": [
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+ 1
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+ ],
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+ "names": null
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+ },
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+ "episode_index": {
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+ "dtype": "int64",
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+ "shape": [
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+ 1
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+ ],
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+ "names": null
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+ },
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+ "index": {
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+ "dtype": "int64",
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+ "shape": [
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+ 1
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+ ],
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+ "names": null
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+ },
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+ "task_index": {
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+ "dtype": "int64",
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+ "shape": [
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+ 1
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+ ],
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+ "names": null
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+ }
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+ },
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+ "total_episodes": 131,
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+ "total_frames": 218485,
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+ "total_tasks": 8,
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+ "chunks_size": 1000,
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+ "data_files_size_in_mb": 100,
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+ "video_files_size_in_mb": 200,
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+ "data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
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+ "video_path": "videos/{video_key}/chunk-{chunk_index:03d}/file-{file_index:03d}.mp4",
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+ "robot_type": "bi_openarm_follower",
256
+ "splits": {
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+ "train": "0:131"
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+ }
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+ }
260
+ ```
261
+
262
+
263
+ ## Citation
264
+
265
+ **BibTeX:**
266
+
267
+ ```bibtex
268
+ [More Information Needed]
269
+ ```
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