datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
g1-pipette-augmented
G1 pipette: 544 validated simulation augmentations
544 independently validated simulated demonstrations of attaching a green pipette tip from a rack and lifting it. These are the new augmentation campaigns only; the earlier 600 demonstrations and real videos are not included.
Partition
Episodes
Frames
Original parent episodes
Training
467
334,490
6, 13, 24, 30, 35, 40, 41, 45, 64, 144
Validation
77
54,586
14, 68
Total
544
389,076
12 distinct parents
309… See the full description on the dataset page: https://huggingface.co/datasets/ytung/g1-pipette-augmented.level2_final_quality2_augmentedThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "openarms_follower",
"total_episodes": 2366,
"total_frames": 6205242,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 200,
"fps": 30,
"splits": {
"train": "0:2366"
},
"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/lerobot-data-collection/level2_final_quality2_augmented.bridge_train_10000_15000_augmented
bridge_train_10000_15000_augmented
Overview
Codebase version: v3.0
Robots: google_robot, images, jaco, kinova3, kuka_iiwa, panda, sawyer, ur5e, xarm7
FPS: 5
Episodes: 5,000
Frames: 170,583
Splits:
train: 0:5000
Data Layout
data_path : data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet
video_path: videos/{video_key}/chunk-{chunk_index:03d}/file-{file_index:03d}.mp4
Features
Feature
dtype
shape
description… See the full description on the dataset page: https://huggingface.co/datasets/oxe-auge/bridge_train_10000_15000_augmented.iamlab_cmu_pickup_insert_train_500_631_augmented
iamlab_cmu_pickup_insert_train_500_631_augmented
Overview
Codebase version: v2.1
Robots: google_robot, images, jaco, kinova3, kuka_iiwa, sawyer, ur5e, widowX, xarm7
FPS: 20.0
Episodes: 131
Frames: 30,143
Videos: 1,179
Chunks: 1
Splits:
train: 0:131
Data Layout
data_path : data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet
video_path: videos/chunk-{episode_chunk:03d}/{video_key}/episode_{episode_index:06d}.mp4
Features… See the full description on the dataset page: https://huggingface.co/datasets/oxe-auge/iamlab_cmu_pickup_insert_train_500_631_augmented.bridge_train_15000_20000_augmented
bridge_train_15000_20000_augmented
Overview
Codebase version: v3.0
Robots: google_robot, images, jaco, kinova3, kuka_iiwa, panda, sawyer, ur5e, xarm7
FPS: 5
Episodes: 5,000
Frames: 169,127
Splits:
train: 0:5000
Data Layout
data_path : data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet
video_path: videos/{video_key}/chunk-{chunk_index:03d}/file-{file_index:03d}.mp4
Features
Feature
dtype
shape
description… See the full description on the dataset page: https://huggingface.co/datasets/oxe-auge/bridge_train_15000_20000_augmented.berkeley_autolab_ur5_train_200_300_augmented
berkeley_autolab_ur5_train_200_300
Overview
Codebase version: v2.1
Robots: google_robot, images, jaco, kinova3, kuka_iiwa, panda, sawyer, widowX, xarm7
FPS: 5.0
Episodes: 100
Frames: 9,730
Videos: 900
Chunks: 1
Splits:
train: 0:100
Data Layout
data_path : data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet
video_path: videos/chunk-{episode_chunk:03d}/{video_key}/episode_{episode_index:06d}.mp4
Features
Feature
dtype… See the full description on the dataset page: https://huggingface.co/datasets/oxe-auge/berkeley_autolab_ur5_train_200_300_augmented.bridge_train_20000_25460_augmented
bridge_train_20000_25460_augmented
Overview
Codebase version: v3.0
Robots: google_robot, images, jaco, kinova3, kuka_iiwa, panda, sawyer, ur5e, xarm7
FPS: 5
Episodes: 5,460
Frames: 185,428
Splits:
train: 0:5460
Data Layout
data_path : data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet
video_path: videos/{video_key}/chunk-{chunk_index:03d}/file-{file_index:03d}.mp4
Features
Feature
dtype
shape
description… See the full description on the dataset page: https://huggingface.co/datasets/oxe-auge/bridge_train_20000_25460_augmented.bridge_test_0_3475_augmented
bridge_test_0_3475_augmented
Overview
Codebase version: v3.0
Robots: google_robot, images, jaco, kinova3, kuka_iiwa, panda, sawyer, ur5e, xarm7
FPS: 5
Episodes: 3,475
Frames: 118,603
Splits:
train: 0:3475
Data Layout
data_path : data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet
video_path: videos/{video_key}/chunk-{chunk_index:03d}/file-{file_index:03d}.mp4
Features
Feature
dtype
shape
description… See the full description on the dataset page: https://huggingface.co/datasets/oxe-auge/bridge_test_0_3475_augmented.berkeley_autolab_ur5_train_0_100_augmented
berkeley_autolab_ur5_train_0_100
Overview
Codebase version: v2.1
Robots: google_robot, images, jaco, kinova3, kuka_iiwa, panda, sawyer, widowX, xarm7
FPS: 5.0
Episodes: 100
Frames: 9,863
Videos: 900
Chunks: 1
Splits:
train: 0:100
Data Layout
data_path : data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet
video_path: videos/chunk-{episode_chunk:03d}/{video_key}/episode_{episode_index:06d}.mp4
Features
Feature
dtype
shape… See the full description on the dataset page: https://huggingface.co/datasets/oxe-auge/berkeley_autolab_ur5_train_0_100_augmented.berkeley_autolab_ur5_train_500_600_augmented
berkeley_autolab_ur5_train_500_600
Overview
Codebase version: v2.1
Robots: google_robot, images, jaco, kinova3, kuka_iiwa, panda, sawyer, widowX, xarm7
FPS: 5.0
Episodes: 100
Frames: 9,886
Videos: 900
Chunks: 1
Splits:
train: 0:100
Data Layout
data_path : data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet
video_path: videos/chunk-{episode_chunk:03d}/{video_key}/episode_{episode_index:06d}.mp4
Features
Feature
dtype… See the full description on the dataset page: https://huggingface.co/datasets/oxe-auge/berkeley_autolab_ur5_train_500_600_augmented.bridge_train_5000_10000_augmented
bridge_train_5000_10000_augmented
Overview
Codebase version: v3.0
Robots: google_robot, images, jaco, kinova3, kuka_iiwa, panda, sawyer, ur5e, xarm7
FPS: 5
Episodes: 5,000
Frames: 168,737
Splits:
train: 0:5000
Data Layout
data_path : data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet
video_path: videos/{video_key}/chunk-{chunk_index:03d}/file-{file_index:03d}.mp4
Features
Feature
dtype
shape
description… See the full description on the dataset page: https://huggingface.co/datasets/oxe-auge/bridge_train_5000_10000_augmented.fractal20220817_data_train_50000_52500_augmented
fractal20220817_data_train_50000_52500_augmented
Overview
Codebase version: v3.0
Robots: images, jaco, kinova3, kuka_iiwa, panda, sawyer, ur5e, xarm7
FPS: 3
Episodes: 2,500
Frames: 107,972
Splits:
train: 0:2500
Data Layout
data_path : data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet
video_path: videos/{video_key}/chunk-{chunk_index:03d}/file-{file_index:03d}.mp4
Features
Feature
dtype
shape
description… See the full description on the dataset page: https://huggingface.co/datasets/oxe-auge/fractal20220817_data_train_50000_52500_augmented.language_table_train_115000_120000_augmented
language_table_train_115000_120000_augmented
Overview
Codebase version: v3.0
Robots: google_robot, images, jaco, kinova3, kuka_iiwa, panda, sawyer, ur5e
FPS: 10
Episodes: 5,000
Frames: 79,828
Splits:
train: 0:5000
Data Layout
data_path : data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet
video_path: videos/{video_key}/chunk-{chunk_index:03d}/file-{file_index:03d}.mp4
Features
Feature
dtype
shape
description… See the full description on the dataset page: https://huggingface.co/datasets/oxe-auge/language_table_train_115000_120000_augmented.fractal20220817_data_train_22500_25000_augmented
fractal20220817_data_train_22500_25000_augmented
Overview
Codebase version: v3.0
Robots: images, jaco, kinova3, kuka_iiwa, panda, sawyer, ur5e, xarm7
FPS: 3
Episodes: 2,500
Frames: 108,522
Splits:
train: 0:2500
Data Layout
data_path : data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet
video_path: videos/{video_key}/chunk-{chunk_index:03d}/file-{file_index:03d}.mp4
Features
Feature
dtype
shape
description… See the full description on the dataset page: https://huggingface.co/datasets/oxe-auge/fractal20220817_data_train_22500_25000_augmented.fractal20220817_data_train_75000_77500_augmented
fractal20220817_data_train_75000_77500_augmented
Overview
Codebase version: v3.0
Robots: images, jaco, kinova3, kuka_iiwa, panda, sawyer, ur5e, xarm7
FPS: 3
Episodes: 2,500
Frames: 109,563
Splits:
train: 0:2500
Data Layout
data_path : data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet
video_path: videos/{video_key}/chunk-{chunk_index:03d}/file-{file_index:03d}.mp4
Features
Feature
dtype
shape
description… See the full description on the dataset page: https://huggingface.co/datasets/oxe-auge/fractal20220817_data_train_75000_77500_augmented.berkeley_autolab_ur5_train_600_700_augmented
berkeley_autolab_ur5_train_600_700
Overview
Codebase version: v2.1
Robots: google_robot, images, jaco, kinova3, kuka_iiwa, panda, sawyer, widowX, xarm7
FPS: 5.0
Episodes: 100
Frames: 9,804
Videos: 900
Chunks: 1
Splits:
train: 0:100
Data Layout
data_path : data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet
video_path: videos/chunk-{episode_chunk:03d}/{video_key}/episode_{episode_index:06d}.mp4
Features
Feature
dtype… See the full description on the dataset page: https://huggingface.co/datasets/oxe-auge/berkeley_autolab_ur5_train_600_700_augmented.language_table_train_75000_80000_augmented
language_table_train_75000_80000_augmented
Overview
Codebase version: v3.0
Robots: google_robot, images, jaco, kinova3, kuka_iiwa, panda, sawyer, ur5e
FPS: 10
Episodes: 5,000
Frames: 80,557
Splits:
train: 0:5000
Data Layout
data_path : data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet
video_path: videos/{video_key}/chunk-{chunk_index:03d}/file-{file_index:03d}.mp4
Features
Feature
dtype
shape
description… See the full description on the dataset page: https://huggingface.co/datasets/oxe-auge/language_table_train_75000_80000_augmented.fractal20220817_data_train_62500_65000_augmented
fractal20220817_data_train_62500_65000_augmented
Overview
Codebase version: v3.0
Robots: images, jaco, kinova3, kuka_iiwa, panda, sawyer, ur5e, xarm7
FPS: 3
Episodes: 2,500
Frames: 108,654
Splits:
train: 0:2500
Data Layout
data_path : data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet
video_path: videos/{video_key}/chunk-{chunk_index:03d}/file-{file_index:03d}.mp4
Features
Feature
dtype
shape
description… See the full description on the dataset page: https://huggingface.co/datasets/oxe-auge/fractal20220817_data_train_62500_65000_augmented.bridge_train_0_5000_augmented
bridge_train_0_5000_augmented
Overview
Codebase version: v3.0
Robots: google_robot, images, jaco, kinova3, kuka_iiwa, panda, sawyer, ur5e, xarm7
FPS: 5
Episodes: 5,000
Frames: 170,417
Splits:
train: 0:5000
Data Layout
data_path : data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet
video_path: videos/{video_key}/chunk-{chunk_index:03d}/file-{file_index:03d}.mp4
Features
Feature
dtype
shape
description… See the full description on the dataset page: https://huggingface.co/datasets/oxe-auge/bridge_train_0_5000_augmented.language_table_train_55000_60000_augmented
language_table_train_55000_60000_augmented
Overview
Codebase version: v3.0
Robots: google_robot, images, jaco, kinova3, kuka_iiwa, panda, sawyer, ur5e
FPS: 10
Episodes: 5,000
Frames: 79,295
Splits:
train: 0:5000
Data Layout
data_path : data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet
video_path: videos/{video_key}/chunk-{chunk_index:03d}/file-{file_index:03d}.mp4
Features
Feature
dtype
shape
description… See the full description on the dataset page: https://huggingface.co/datasets/oxe-auge/language_table_train_55000_60000_augmented.language_table_train_5000_10000_augmented
language_table_train_5000_10000_augmented
Overview
Codebase version: v3.0
Robots: google_robot, images, jaco, kinova3, kuka_iiwa, panda, sawyer, ur5e
FPS: 10
Episodes: 5,000
Frames: 79,151
Splits:
train: 0:5000
Data Layout
data_path : data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet
video_path: videos/{video_key}/chunk-{chunk_index:03d}/file-{file_index:03d}.mp4
Features
Feature
dtype
shape
description… See the full description on the dataset page: https://huggingface.co/datasets/oxe-auge/language_table_train_5000_10000_augmented.language_table_train_95000_100000_augmented
language_table_train_95000_100000_augmented
Overview
Codebase version: v3.0
Robots: google_robot, images, jaco, kinova3, kuka_iiwa, panda, sawyer, ur5e
FPS: 10
Episodes: 5,000
Frames: 79,860
Splits:
train: 0:5000
Data Layout
data_path : data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet
video_path: videos/{video_key}/chunk-{chunk_index:03d}/file-{file_index:03d}.mp4
Features
Feature
dtype
shape
description… See the full description on the dataset page: https://huggingface.co/datasets/oxe-auge/language_table_train_95000_100000_augmented.language_table_train_345000_350000_augmented
language_table_train_345000_350000_augmented
Overview
Codebase version: v3.0
Robots: google_robot, images, jaco, kinova3, kuka_iiwa, panda, sawyer, ur5e
FPS: 10
Episodes: 5,000
Frames: 79,459
Splits:
train: 0:5000
Data Layout
data_path : data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet
video_path: videos/{video_key}/chunk-{chunk_index:03d}/file-{file_index:03d}.mp4
Features
Feature
dtype
shape
description… See the full description on the dataset page: https://huggingface.co/datasets/oxe-auge/language_table_train_345000_350000_augmented.language_table_train_140000_145000_augmented
language_table_train_140000_145000_augmented
Overview
Codebase version: v3.0
Robots: google_robot, images, jaco, kinova3, kuka_iiwa, panda, sawyer, ur5e
FPS: 10
Episodes: 5,000
Frames: 80,121
Splits:
train: 0:5000
Data Layout
data_path : data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet
video_path: videos/{video_key}/chunk-{chunk_index:03d}/file-{file_index:03d}.mp4
Features
Feature
dtype
shape
description… See the full description on the dataset page: https://huggingface.co/datasets/oxe-auge/language_table_train_140000_145000_augmented.language_table_train_65000_70000_augmented
language_table_train_65000_70000_augmented
Overview
Codebase version: v3.0
Robots: google_robot, images, jaco, kinova3, kuka_iiwa, panda, sawyer, ur5e
FPS: 10
Episodes: 5,000
Frames: 79,376
Splits:
train: 0:5000
Data Layout
data_path : data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet
video_path: videos/{video_key}/chunk-{chunk_index:03d}/file-{file_index:03d}.mp4
Features
Feature
dtype
shape
description… See the full description on the dataset page: https://huggingface.co/datasets/oxe-auge/language_table_train_65000_70000_augmented.language_table_train_15000_20000_augmented
language_table_train_15000_20000_augmented
Overview
Codebase version: v3.0
Robots: google_robot, images, jaco, kinova3, kuka_iiwa, panda, sawyer, ur5e
FPS: 10
Episodes: 5,000
Frames: 79,558
Splits:
train: 0:5000
Data Layout
data_path : data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet
video_path: videos/{video_key}/chunk-{chunk_index:03d}/file-{file_index:03d}.mp4
Features
Feature
dtype
shape
description… See the full description on the dataset page: https://huggingface.co/datasets/oxe-auge/language_table_train_15000_20000_augmented.language_table_train_130000_135000_augmented
language_table_train_130000_135000_augmented
Overview
Codebase version: v3.0
Robots: google_robot, images, jaco, kinova3, kuka_iiwa, panda, sawyer, ur5e
FPS: 10
Episodes: 5,000
Frames: 79,357
Splits:
train: 0:5000
Data Layout
data_path : data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet
video_path: videos/{video_key}/chunk-{chunk_index:03d}/file-{file_index:03d}.mp4
Features
Feature
dtype
shape
description… See the full description on the dataset page: https://huggingface.co/datasets/oxe-auge/language_table_train_130000_135000_augmented.language_table_train_70000_75000_augmented
language_table_train_70000_75000_augmented
Overview
Codebase version: v3.0
Robots: google_robot, images, jaco, kinova3, kuka_iiwa, panda, sawyer, ur5e
FPS: 10
Episodes: 5,000
Frames: 80,047
Splits:
train: 0:5000
Data Layout
data_path : data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet
video_path: videos/{video_key}/chunk-{chunk_index:03d}/file-{file_index:03d}.mp4
Features
Feature
dtype
shape
description… See the full description on the dataset page: https://huggingface.co/datasets/oxe-auge/language_table_train_70000_75000_augmented.language_table_train_390000_395000_augmented
language_table_train_390000_395000_augmented
Overview
Codebase version: v3.0
Robots: google_robot, images, jaco, kinova3, kuka_iiwa, panda, sawyer, ur5e
FPS: 10
Episodes: 5,000
Frames: 79,774
Splits:
train: 0:5000
Data Layout
data_path : data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet
video_path: videos/{video_key}/chunk-{chunk_index:03d}/file-{file_index:03d}.mp4
Features
Feature
dtype
shape
description… See the full description on the dataset page: https://huggingface.co/datasets/oxe-auge/language_table_train_390000_395000_augmented.language_table_train_125000_130000_augmented
language_table_train_125000_130000_augmented
Overview
Codebase version: v3.0
Robots: google_robot, images, jaco, kinova3, kuka_iiwa, panda, sawyer, ur5e
FPS: 10
Episodes: 5,000
Frames: 78,601
Splits:
train: 0:5000
Data Layout
data_path : data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet
video_path: videos/{video_key}/chunk-{chunk_index:03d}/file-{file_index:03d}.mp4
Features
Feature
dtype
shape
description… See the full description on the dataset page: https://huggingface.co/datasets/oxe-auge/language_table_train_125000_130000_augmented.
