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Check out the documentation for more information.
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 |
โ ๏ธ There is no
chip_pick_eepose_reldataset. Bothabs_ee/andrel_ee/use the samealeksantari/chip_pick_eeposerepo. 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.