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feat(rollout): decouple policy deployment from data recording with new lerobot-rollout CLI (#3413)
* feat(scripts): lerobot-rollout * fix(rollout) require dataset in dagger + use duration too * fix(docs): dagger num_episodes * test(rollout): fix expectations * fix(rollout): features check * fix(rollout): device and task propagation + feature pos + warn fps + move rename_map config * docs(rollout): edit rename_map instructions * chore(rollout): multiple minor improvements * chore(rollout): address coments + minor improvements * fix(rollout): enable default * fix(tests): default value RTCConfig * fix(rollout): robot_observation_processor and notify_observation at policy frequency instead of interpolator rate Co-authored-by: Pepijn <138571049+pkooij@users.noreply.github.com> * fix(rollout): prevent relativeactions with sync inference engine Co-authored-by: Pepijn <138571049+pkooij@users.noreply.github.com> * fix(rollout): rtc reanchor to non normalized state Co-authored-by: Pepijn <138571049+pkooij@users.noreply.github.com> * fix(rollout): fixing the episode length to use hwc (#3469) also reducing default length to 5 minutes * feat(rollout): go back to initial position is now a config * fix(rollout): properly propagating video_files_size_in_mb to lerobot_dataset (#3470) * chore(rollout): note about dagger correction stage * chore(docs): update comments and docstring * fix(test): move rtc relative out of rollout module * fix(rollout): address the review comments --------- Co-authored-by: Pepijn <138571049+pkooij@users.noreply.github.com> Co-authored-by: Maxime Ellerbach <maxime.ellerbach@huggingface.co>
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@@ -45,9 +45,6 @@ def main():
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leader_arm = SO100Leader(leader_arm_config)
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keyboard = KeyboardTeleop(keyboard_config)
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# TODO(Steven): Update this example to use pipelines
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teleop_action_processor, robot_action_processor, robot_observation_processor = make_default_processors()
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# Configure the dataset features
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action_features = hw_to_dataset_features(robot.action_features, ACTION)
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obs_features = hw_to_dataset_features(robot.observation_features, OBS_STR)
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@@ -77,6 +74,10 @@ def main():
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if not robot.is_connected or not leader_arm.is_connected or not keyboard.is_connected:
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raise ValueError("Robot or teleop is not connected!")
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teleop_action_processor, robot_action_processor, robot_observation_processor = (
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make_default_processors()
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)
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print("Starting record loop...")
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recorded_episodes = 0
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while recorded_episodes < NUM_EPISODES and not events["stop_recording"]:
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@@ -87,14 +88,14 @@ def main():
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robot=robot,
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events=events,
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fps=FPS,
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teleop_action_processor=teleop_action_processor,
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robot_action_processor=robot_action_processor,
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robot_observation_processor=robot_observation_processor,
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dataset=dataset,
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teleop=[leader_arm, keyboard],
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control_time_s=EPISODE_TIME_SEC,
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single_task=TASK_DESCRIPTION,
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display_data=True,
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teleop_action_processor=teleop_action_processor,
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robot_action_processor=robot_action_processor,
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robot_observation_processor=robot_observation_processor,
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)
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# Reset the environment if not stopping or re-recording
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@@ -106,13 +107,13 @@ def main():
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robot=robot,
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events=events,
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fps=FPS,
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teleop_action_processor=teleop_action_processor,
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robot_action_processor=robot_action_processor,
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robot_observation_processor=robot_observation_processor,
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teleop=[leader_arm, keyboard],
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control_time_s=RESET_TIME_SEC,
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single_task=TASK_DESCRIPTION,
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display_data=True,
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teleop_action_processor=teleop_action_processor,
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robot_action_processor=robot_action_processor,
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robot_observation_processor=robot_observation_processor,
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)
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if events["rerecord_episode"]:
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