datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
fod_shape_grasp_2cam_20260920This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 25,
"features": {
"action": {
"dtype": "float32",
"names": [
"shoulder_pan.pos",
"shoulder_lift.pos",
"elbow_flex.pos",
"wrist_flex.pos",
"wrist_roll.pos",
"gripper.pos"
],
"shape": [
6… See the full description on the dataset page: https://huggingface.co/datasets/LTH4663/fod_shape_grasp_2cam_20260920.shape
Shape Geometry Dataset
Synthetic graph-based centerline representations of 3D geometric motifs (pipe-like structures).
JSON Schema
dataset.json is an array of shape records. Each record:
{
"category": "arc_90",
"nodes": [[x, y, z], ...],
"edges": [[i, j], ...],
"features": {
"curvature": [0.0, 0.1, ...],
"segment_angle": [0.0, 160.5, ...]
}
}
Field
Type
Description
category
string
Shape class label (e.g. straight, arc_90, corner)
nodes… See the full description on the dataset page: https://huggingface.co/datasets/bayang/shape.shape-sorting-so101-30fpsThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 30,
"features": {
"observation.state": {
"dtype": "float32",
"shape": [
6
],
"names": [
"Rotation",
"Pitch",
"Elbow",
"Wrist_Pitch",
"Wrist_Roll",
"Jaw"
]
}… See the full description on the dataset page: https://huggingface.co/datasets/Artefacts/shape-sorting-so101-30fps.shape_matching_uThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "so100_follower",
"total_episodes": 47,
"total_frames": 22374,
"total_tasks": 1,
"total_videos": 94,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:47"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/jccj/shape_matching_u.agent-coordination-shape-outcomes
Per-Task Agent Coordination Shape Outcomes
What this dataset is
When you orchestrate LLM agents, you choose a coordination shape before running anything: solve with a
single agent, fan out and vote, decompose into parallel subtasks, chain a draft through critique,
or run an orchestrator-workers topology. Which shape is best changes from task to task, but is it predictable
per task?
This dataset is the evidence to answer that. It runs all five shapes on 159 hard… See the full description on the dataset page: https://huggingface.co/datasets/soren19/agent-coordination-shape-outcomes.shape_matching2This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "so100_follower",
"total_episodes": 57,
"total_frames": 26946,
"total_tasks": 1,
"total_videos": 114,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:57"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/jccj/shape_matching2.SHAPEFILESshape-sorting-so101_split_testThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 30,
"features": {
"observation.state": {
"dtype": "float32",
"shape": [
6
],
"names": [
"Rotation",
"Pitch",
"Elbow",
"Wrist_Pitch",
"Wrist_Roll",
"Jaw"
]
}… See the full description on the dataset page: https://huggingface.co/datasets/Artefacts/shape-sorting-so101_split_test.shape_insertionThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "so_follower",
"total_episodes": 110,
"total_frames": 60687,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 200,
"fps": 30,
"splits": {
"train": "0:110"},
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/ArielShuchen/shape_insertion.shape_stacking_circle_combined_v2This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 30,
"features": {
"action": {
"dtype": "float32",
"names": [
"shoulder_pan.pos",
"shoulder_lift.pos",
"elbow_flex.pos",
"wrist_flex.pos",
"wrist_roll.pos",
"gripper.pos"
],
"shape": [
6… See the full description on the dataset page: https://huggingface.co/datasets/Bhawansh/shape_stacking_circle_combined_v2.pb-puzzle-shape-stack-v1
PB Puzzle Shape Stack V1
This dataset is part of the IMBench suite,
distributed in the LeRobot v3.0 format.
Overview
Episodes
10
Total frames
27911
FPS
100
Robot
Panda
Cameras
2 (rgb_ego_cam, rgb_gripper_cam)
Visualize
Browse episodes interactively in the LeRobot Visualizer:
→ https://lerobot-visualize-dataset.hf.space/imbench/pb-puzzle-shape-stack-v1/episode_0
Load with LeRobot
from… See the full description on the dataset page: https://huggingface.co/datasets/imbench/pb-puzzle-shape-stack-v1.27-AI_Learners-Shape_Pick_and_PlaceThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "so101_follower",
"total_episodes": 75,
"total_frames": 53446,
"total_tasks": 1,
"total_videos": 150,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:75"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/LeRobot-worldwide-hackathon/27-AI_Learners-Shape_Pick_and_Place.move_t_shapeThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "nova",
"total_episodes": 51,
"total_frames": 39680,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 200,
"fps": 30,
"splits": {
"train": "0:51"
},
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/StefanWagnerWandelbots/move_t_shape.square-01a-ours-mining-shape-beta05-r2-freecfThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "panda",
"total_episodes": 100,
"total_frames": 18207,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 200,
"fps": 20,
"splits": {
"train": "0:100"
},
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path": null… See the full description on the dataset page: https://huggingface.co/datasets/ankile/square-01a-ours-mining-shape-beta05-r2-freecf.shape_stacking_circle_v1This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 30,
"features": {
"action": {
"dtype": "float32",
"names": [
"shoulder_pan.pos",
"shoulder_lift.pos",
"elbow_flex.pos",
"wrist_flex.pos",
"wrist_roll.pos",
"gripper.pos"
],
"shape": [
6… See the full description on the dataset page: https://huggingface.co/datasets/Bhawansh/shape_stacking_circle_v1.292-AlorsCent-cube_and_arc_put_into_respective_shaped_holesThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "so100_follower",
"total_episodes": 4,
"total_frames": 1973,
"total_tasks": 2,
"total_videos": 8,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:4"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/LeRobot-worldwide-hackathon/292-AlorsCent-cube_and_arc_put_into_respective_shaped_holes.koch_move_block_with_some_shapesThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.0",
"robot_type": "koch",
"total_episodes": 60,
"total_frames": 17980,
"total_tasks": 1,
"total_videos": 120,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:60"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/shin1107/koch_move_block_with_some_shapes.Shape_PlaceThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "so101_follower",
"total_episodes": 8,
"total_frames": 7072,
"total_tasks": 1,
"total_videos": 16,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:8"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/Haribot099/Shape_Place.3D_shapes_20260608_180025This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 30,
"features": {
"action": {
"dtype": "float32",
"shape": [
6
],
"names": [
"shoulder_pan.pos",
"shoulder_lift.pos",
"elbow_flex.pos",
"wrist_flex.pos",
"wrist_roll.pos",
"gripper.pos"… See the full description on the dataset page: https://huggingface.co/datasets/AnonymousMouse404/3D_shapes_20260608_180025.so101-figure-shape-placement-v1This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "so101",
"fps": 30,
"total_episodes": 300,
"total_frames": 105145,
"total_tasks": 1,
"features": {
"observation.state": {
"dtype": "float32",
"shape": [
6
],
"names": [
"motor_0",
"motor_1",
"motor_2"… See the full description on the dataset page: https://huggingface.co/datasets/MSSerg/so101-figure-shape-placement-v1.fod_shape_grasp_20260920This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 25,
"features": {
"action": {
"dtype": "float32",
"names": [
"shoulder_pan.pos",
"shoulder_lift.pos",
"elbow_flex.pos",
"wrist_flex.pos",
"wrist_roll.pos",
"gripper.pos"
],
"shape": [
6… See the full description on the dataset page: https://huggingface.co/datasets/LTH4663/fod_shape_grasp_20260920.eval_act_koch_move_block_with_some_shapes_different_positionThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.0",
"robot_type": "koch",
"total_episodes": 1,
"total_frames": 709,
"total_tasks": 1,
"total_videos": 2,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:1"},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/shin1107/eval_act_koch_move_block_with_some_shapes_different_position.292-AlorsCent-cube_in_cube_shaped_hole0This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "so100_follower",
"total_episodes": 60,
"total_frames": 24065,
"total_tasks": 1,
"total_videos": 120,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:60"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/LeRobot-worldwide-hackathon/292-AlorsCent-cube_in_cube_shaped_hole0.mujoco-data-wrong-shapeThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "soarm_mujoco",
"total_episodes": 8,
"total_frames": 728,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 200,
"fps": 30,
"splits": {
"train": "0:8"
},
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/Tron-Hayato/mujoco-data-wrong-shape.shape_stacking_circle_version_2This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 30,
"features": {
"action": {
"dtype": "float32",
"names": [
"shoulder_pan.pos",
"shoulder_lift.pos",
"elbow_flex.pos",
"wrist_flex.pos",
"wrist_roll.pos",
"gripper.pos"
],
"shape": [
6… See the full description on the dataset page: https://huggingface.co/datasets/Bhawansh/shape_stacking_circle_version_2.robomind_benchmark1_0_release_franka_3rgb_place_in_shape
benchmark1_0_release_franka_3rgb_place_in_shape
This dataset converts the Robomain format uniformly into LeRobot V3.0.
Dataset Statistics
本体: franka_3rgb
末端执行器: 夹爪
任务平台显示版: 放入形状
total_episodes: 94
total_tasks: 1
size: 748.5M
Dataset Structure
├── data
│ └── chunk-xxx
│ ├── file-xxx.parquet
├── images
│ └── observation.images.camera_top
├── meta
│ ├── episodes
│ │ └── chunk-xxx
│ │ └── file-xxx.parquet
│ ├── info.json
│ ├── stats.json… See the full description on the dataset page: https://huggingface.co/datasets/BAAI-DataCube/robomind_benchmark1_0_release_franka_3rgb_place_in_shape.critical-shape-49c55d
critical-shape-49c55d
Synthetic sensors test data: 59 rows in data.csv.
All values are randomly generated fictional examples, not real observations, products, or user activity. Intended only for CSV loading and pipeline tests; not suitable for scientific or business conclusions. Columns are sampled independently and do not model real-world correlations.
Fields
sample_id: random identifier for this generated sample.
row_id: sequential row number starting at 1.… See the full description on the dataset page: https://huggingface.co/datasets/kimuranaoto/critical-shape-49c55d.square-01a-ours-mining-shape-beta05-r3-diagnostic-rolloutsThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "panda",
"total_episodes": 100,
"total_frames": 18378,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 200,
"fps": 20,
"splits": {
"train": "0:100"
},
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/ankile/square-01a-ours-mining-shape-beta05-r3-diagnostic-rollouts.square-01a-ours-mining-shape-beta05-r2-nocfThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "panda",
"total_episodes": 100,
"total_frames": 18082,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 200,
"fps": 20,
"splits": {
"train": "0:100"
},
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path": null,
"features":… See the full description on the dataset page: https://huggingface.co/datasets/ankile/square-01a-ours-mining-shape-beta05-r2-nocf.shape_stacking_circle_testThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 30,
"features": {
"action": {
"dtype": "float32",
"names": [
"shoulder_pan.pos",
"shoulder_lift.pos",
"elbow_flex.pos",
"wrist_flex.pos",
"wrist_roll.pos",
"gripper.pos"
],
"shape": [
6… See the full description on the dataset page: https://huggingface.co/datasets/Bhawansh/shape_stacking_circle_test.