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float32
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59.9
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int64
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1.8k
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End of preview. Expand in Data Studio

rollout_eval_Y_21ep

Real-robot evaluation rollouts of an ACT policy on the SO-101, red foam ball pick-and-place. Recorded 5 September 2026. This is evaluation data, not training data — every episode is the policy acting autonomously, no teleoperation.

Policy under test

Checkpoint Yu-Zhou-Wang/act_so_101_red_foam_ball, used as published, not retrained
Training data Jingyi-Z/sotac episodes 0–20 (21 episodes, Yuzhou's collection)
Inputs at rollout observation.state (6) + observation.images.top + observation.images.wrist — no tactile fed
Training see train_config.json in that repo

Sibling policies evaluated under the same protocol: Jingyi-Z/act-sotac-runA-ep0-70 (sotac ep 0–70, 71 episodes, rollouts in Jingyi-Z/rollout_eval_A_71ep) and Jingyi-Z/act-sotac-runB-ep21-70 (sotac ep 21–70, 50 episodes, rollouts in Jingyi-Z/rollout_eval_B_50ep). A is the union of B and Y; B and Y are disjoint.

Rollout setup

Robot SO-101 follower, calibration id so_sensor_follower
Cameras wrist = Innomaker U20CAM-1080p, top = icspring; both 640×480 @ 30 fps
Control 30 fps, sync inference, lerobot-rollout --strategy.type=episodic
Episode 60 s policy execution, 30 s reset between episodes
Task string "Pick up the red foam ball and place it into the bowl"
Recorder lerobot (a0eval env), push_to_hub=false, uploaded afterwards

Scene design

Seven marked points on the desk. A scene is a (bowl point, ball point) pair, written bowl-ball. Each scene is run 5 times in a row without moving anything — the ball is returned to its mark during the 30 s reset. The desk marks are identical to those used for rollout_eval_A_71ep and rollout_eval_B_50ep (point 2 at its final position, point 7 included).

Bowl fixed at point 1, ball at each other point.

Scene Episodes Bowl–Ball Status
1 0–4 1-6 valid
2 5–9 1-5 valid
3 10–14 1-4 valid
4 15–19 1-3 valid
5 20–24 1-2 valid
6 25–29 1-7 valid

30 episodes on disk, 30 valid, no discards. Point 2 is a known hard reach for the arm and is kept deliberately — all three policies face the same point.

Scoring

Scored offline from the recordings, not live, using the lab rubric: score = highest stage reached, not additive — S0 freeze 0 · S1 reach 0.2 · S2 grasp 0.4 · S3 transport 0.7 · S4 release 0.8 · S5 ball in bowl 1.0 — plus one primary failure mode (F0_none … F8_other). Scores live in the SO101_eval_labeling_workbook_act_v2.xlsx workbook, not in this repo.

Loading

from lerobot.datasets.lerobot_dataset import LeRobotDataset
ds = LeRobotDataset("Jingyi-Z/rollout_eval_Y_21ep")
scenes = ["1-6", "1-5", "1-4", "1-3", "1-2", "1-7"]
scene_of = {e: scenes[e // 5] for e in range(30)}

Notes

  • Camera device indices on the recording machine were 0 (wrist) and 2 (top); indices 1 and 3 are the cameras' metadata nodes and are not capture devices.
  • --display_data was off during recording: an X-forwarded Rerun viewer stalled the control loop to 3 Hz and froze the arm. Every frame is in the dataset regardless.
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