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TeleArms DR300 validation (1 look)

LeRobot v3 dataset (albagon/telearms_dr300_val): bimanual YAM teleoperation demos from the TeleArms game, re-rendered in MuJoCo with visual domain randomization for sim-to-real transfer of a pi0.5 policy.

Episodes 1,271
Frames 668,013 (6.2 h at 30 Hz)
Tasks 47
Robot bimanual_yam; 14-D state/action: left_joint1..6, left_gripper, right_joint1..6, right_gripper
Cameras camera_front, camera_left (wrist), camera_right (wrist), 224x224, letterboxed from the real cameras' aspect ratios
Grippers 1.0 = open, 0.0 = closed
Action stats relative (action - state for joints), pinned from helen9975/pi05_telearms_v4_fullft_lr7.07e-5@4a598baa0ecab581327eb77550820fdbc2b16341
  • Validation set: up to 30 demos per task from the 10% holdout of ckpt0, so ckpt0 never trained on them; one DR look per demo. Pairs with albagon/telearms_dr300_1look and albagon/telearms_dr300_2looks.
  • 2 episodes whose wrist view was near-black for the whole episode are excluded (provenance/exclude_dark_wrist_val.json).
  • ckpt0's train/holdout split by demo UUID: provenance/ckpt0_split_by_uuid.csv. The DR shares in the table below are for the whole render; the dr_report summary covers all looks.

Domain randomization (observed shares)

Factor Value Configured Observed
table source procedural 0.20 0.202
table source table_other 0.20 0.198
table source table_real 0.40 0.410
table source table_wood 0.20 0.190
lighting setup lamp 0.10 0.103
lighting setup original 0.15 0.159
lighting setup panels 0.50 0.489
lighting setup wide 0.15 0.151
lighting setup window 0.10 0.098
floor replaced False 0.10 0.090
floor replaced True 0.90 0.910
skybox replaced False 0.10 0.098
skybox replaced True 0.90 0.902
procedural backdrop dark False 0.40 0.400
procedural backdrop dark True 0.60 0.600
JPEG applied (per camera) False 0.50 0.503
JPEG applied (per camera) True 0.50 0.497

Full config and per-factor ranges: provenance/dr_config_resolved.json; render report: provenance/report.html and provenance/summary.json.

Episodes per task

Task Episodes
Adjacent Red Cube Placement 30
Align Blocks 30
Aligned Cube Row Placement 30
Aligned Letter Cube Row 17
Alphabet Cube Row Arrange 11
Alternate Green Yellow Row 29
Alternate Red Blue Row 30
Arrange Alphabetical Order 18
Arrange Shapes 30
Block Line Arrangement 23
Blue Base Red Pyramid 13
Blue Cube On Red Target 30
Blue On Red Stack To Green Target 30
Colored Cube Row Arrangement 30
Cube Center Placement 30
Cube Cluster Center 30
Cube Forward Right Placement 30
Cube Midpoint Placement 21
Cube Patch Placement 30
Cube Row Arrangement 28
Dog Cube Row Arrangement 22
Front Edge Cube Row 30
Front To Back Cube Line 29
Green Cube On Yellow Target 30
Hi Cube Placement 30
L Cube Arrangement 30
Letter Face Alignment 30
Microsoft Logo Cubes 30
Opposite Corner Cube Placement 23
Push Block to Target 30
Red Behind Blue Placement 30
Red Cube Center Placement 30
Red Cube In Front Of Blue Cube 30
Red Left Of Blue Placement 30
Red On Semantic Cube Stacking 30
Rotate Letter Block 30
Semantic Cube Blue B Placement 30
Semantic Cube Green Target Red Stack 30
Semantic Cube On Red Patch A Up 30
Semantic Cube Pyramid Build 27
Semantic Cubes 1x4 Line 1234 14
Sequential Push Block to Target 30
Spell Ok Cube Alignment 16
Three Cube Pyramid Stacking 30
Three Cube Wall Row 29
Top Letter Cube Stacking 21
Vertical Insert Two Blocks 30

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from lerobot.datasets.lerobot_dataset import LeRobotDataset
ds = LeRobotDataset("albagon/telearms_dr300_val")
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