PR #777 improves the LeRobot calibration but is not backward-compatible. Below is a overview of what changed and how you can continue to work with datasets created before this pull request.
| Before PR #777 | After PR #777 | |
|---|---|---|
| Joint range | Degrees (one full motor turn) | Normalised range Joints: –100 … +100 Gripper: 0 … 100 |
| Zero position (SO100 / SO101) | Arm fully extended horizontally | In middle of the range for each joint |
| Boundary handling | Software safeguards to detect ±180 ° wrap-arounds | No wrap-around logic needed due to mid-range zero |
We provide a migration example script for replaying an episode recorded with the “old” calibration here: examples/backward_compatibility/replay.py.
Below we take you through the modifications that are done in the example script to make the “old” calibration datasets work.
action = {}
for i, name in enumerate(dataset.features["action"]["names"]):
key = f"{name.removeprefix('main_')}.pos" # (old: "main_shoulder_lift"-> new: "shoulder_lift.pos") New codebase uses .pos for the position observations and we have removed main_ prefix
action[key] = action_array[i].item()
action["shoulder_lift.pos"] = -(action["shoulder_lift.pos"] - 90) # For "shoulder_lift" (id = 2), the 0 position is changed by -90 degrees and the direction is reversed compared to old calibration/code.
action["elbow_flex.pos"] -= 90 # For "elbow_flex" (id = 3), the 0 position is changed by -90 degrees compared to old calibration/code.
robot.send_action(action)To use degrees (which is required when running the example script) we set the --robot.use_degrees parameter in the command to true.
python examples/backward_compatibility/replay.py \
--robot.type=so101_follower \
--robot.port=/dev/tty.usbmodem5A460814411 \
--robot.id=blue\
--dataset.repo_id=my_dataset_id \
--dataset.episode=0 \
--robot.use_degrees=true # We need to set this to true when using an "old" dataset and to use degreesIf you have questions or run into migration issues, feel free to ask them on Discord
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