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chore(processor): add type alias RobotProcessorPipeline and PolicyProcessorPipeline (#1859)
* feat(processor): introduce PolicyProcessorPipeline and RobotProcessorPipeline as type aliases for DataProcessorPipeline - Added PolicyProcessorPipeline and RobotProcessorPipeline type aliases to enhance clarity and maintainability in the processor module. - Updated the __all__ list to include the new pipelines for better module export consistency. * refactor(processor): replace DataProcessorPipeline with PolicyProcessorPipeline across multiple modules - Updated all instances of DataProcessorPipeline to PolicyProcessorPipeline in various processor files for consistency and clarity. - Adjusted function signatures to reflect the new pipeline type, enhancing maintainability and readability. * refactor(processor): update hotswap_stats function to use PolicyProcessorPipeline - Changed the parameter name from robot_processor to policy_processor for clarity. - Ensured consistency with recent updates to the processor module by reflecting the new pipeline type in the function signature. * refactor(processor): replace DataProcessorPipeline with PolicyProcessorPipeline in migrate_policy_normalization.py - Updated the preprocessor and postprocessor to use PolicyProcessorPipeline for consistency with recent changes in the processor module. - Enhanced clarity and maintainability by aligning with the new pipeline structure. * refactor(processor): update hotswap_stats to use PolicyProcessorPipeline - Changed the parameter type in hotswap_stats from DataProcessorPipeline to PolicyProcessorPipeline for consistency with recent updates. - Enhanced clarity by updating the function documentation to reflect the new pipeline type. * refactor(processor): replace DataProcessorPipeline with RobotProcessorPipeline across multiple files - Updated instances of DataProcessorPipeline to RobotProcessorPipeline in evaluate.py, record.py, replay.py, teleoperate.py, and other relevant files for consistency and clarity. - Adjusted function signatures and variable types to reflect the new pipeline structure, enhancing maintainability and readability.
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@@ -50,7 +50,7 @@ from lerobot.configs.types import FeatureType, NormalizationMode, PolicyFeature
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from .batch_processor import AddBatchDimensionProcessorStep
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from .device_processor import DeviceProcessorStep
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from .normalize_processor import NormalizerProcessorStep, UnnormalizerProcessorStep
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from .pipeline import DataProcessorPipeline
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from .pipeline import PolicyProcessorPipeline
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from .rename_processor import RenameProcessorStep
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# Policy type to class mapping
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@@ -422,14 +422,14 @@ def main():
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AddBatchDimensionProcessorStep(),
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DeviceProcessorStep(device=policy_config.device),
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]
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preprocessor = DataProcessorPipeline(steps=preprocessor_steps, name="robot_preprocessor")
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preprocessor = PolicyProcessorPipeline(steps=preprocessor_steps, name="robot_preprocessor")
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# Create postprocessor with unnormalizer for outputs only
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postprocessor_steps = [
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DeviceProcessorStep(device="cpu"),
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UnnormalizerProcessorStep(features=output_features, norm_map=norm_map, stats=stats),
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]
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postprocessor = DataProcessorPipeline(steps=postprocessor_steps, name="robot_postprocessor")
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postprocessor = PolicyProcessorPipeline(steps=postprocessor_steps, name="robot_postprocessor")
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# Determine hub repo ID if pushing to hub
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if args.push_to_hub:
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