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chip_pick_g1_act โ€” ACT policies for Unitree G1 chip pick

Three ACT policy variants for the lab's chip-pick task. Trained on real-robot demonstrations recorded with Han's teleoperation rig, converted to LeRobot datasets, and trained with lerobot_train.py on a single 5090.

Subfolder Policy I/O --repo_id to pass at eval time
abs_ee/ Absolute EE pose (xyz + 6D rotation) + 12 hand DoFs aleksantari/chip_pick_eepose
rel_ee/ Relative EE pose (chunk-start anchor) + 12 hand DoFs aleksantari/chip_pick_eepose (same dataset as abs โ€” rel anchoring happens inside the policy preprocessor)
mask/ Absolute EE pose + cam_head_mask segmentation aleksantari/chip_pick_eepose_mask

โš ๏ธ There is no chip_pick_eepose_rel dataset. Both abs_ee/ and rel_ee/ use the same aleksantari/chip_pick_eepose repo. The relative-pose transform is a preprocessor step inside the policy, not a dataset variant.

Each variant has snapshots step_060000, step_085000, step_100000. All ACT, chunk_size=100, n_action_steps=100, ResNet-18 backbone, kl_weight=10.0.

Loading a checkpoint

Absolute EE pose

huggingface-cli download aleksantari/chip_pick_g1_act \
    --include "abs_ee/step_100000/*" --local-dir ./ckpts

python -m unitree_lerobot.eval_robot.eval_g1 \
    --policy.path=./ckpts/abs_ee/step_100000 \
    --repo_id=aleksantari/chip_pick_eepose \
    --arm=G1_29 --ee=inspire_ftp --image_source=teleimager

Relative EE pose (same dataset as abs)

huggingface-cli download aleksantari/chip_pick_g1_act \
    --include "rel_ee/step_100000/*" --local-dir ./ckpts

python -m unitree_lerobot.eval_robot.eval_g1 \
    --policy.path=./ckpts/rel_ee/step_100000 \
    --repo_id=aleksantari/chip_pick_eepose \
    --arm=G1_29 --ee=inspire_ftp --image_source=teleimager

Mask-augmented (needs the SAM3 streamer)

huggingface-cli download aleksantari/chip_pick_g1_act \
    --include "mask/step_100000/*" --local-dir ./ckpts

python -m unitree_lerobot.eval_robot.eval_g1 \
    --policy.path=./ckpts/mask/step_100000 \
    --repo_id=aleksantari/chip_pick_eepose_mask \
    --arm=G1_29 --ee=inspire_ftp --image_source=teleimager

See docs/sam3_mask_eval.md in the source repo for env setup (SAM3 install) and the runtime click-prompt flow.

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