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60
examples/real_robot_example/run_policy.py
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60
examples/real_robot_example/run_policy.py
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import argparse
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import logging
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from pathlib import Path
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import gym_real_world # noqa: F401
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import gymnasium as gym # noqa: F401
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from huggingface_hub import snapshot_download
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from huggingface_hub.utils._errors import RepositoryNotFoundError
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from huggingface_hub.utils._validators import HFValidationError
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from lerobot.common.utils.utils import init_logging
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from lerobot.scripts.eval import eval
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if __name__ == "__main__":
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init_logging()
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parser = argparse.ArgumentParser(
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description=__doc__, formatter_class=argparse.RawDescriptionHelpFormatter
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)
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group = parser.add_mutually_exclusive_group(required=True)
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group.add_argument(
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"-p",
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"--pretrained-policy-name-or-path",
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help=(
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"Either the repo ID of a model hosted on the Hub or a path to a directory containing weights "
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"saved using `Policy.save_pretrained`. If not provided, the policy is initialized from scratch "
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"(useful for debugging). This argument is mutually exclusive with `--config`."
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),
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)
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parser.add_argument("--revision", help="Optionally provide the Hugging Face Hub revision ID.")
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parser.add_argument(
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"overrides",
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nargs="*",
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help="Any key=value arguments to override config values (use dots for.nested=overrides)",
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)
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args = parser.parse_args()
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try:
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pretrained_policy_path = Path(
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snapshot_download(args.pretrained_policy_name_or_path, revision=args.revision)
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)
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except (HFValidationError, RepositoryNotFoundError) as e:
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if isinstance(e, HFValidationError):
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error_message = (
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"The provided pretrained_policy_name_or_path is not a valid Hugging Face Hub repo ID."
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)
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else:
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error_message = (
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"The provided pretrained_policy_name_or_path was not found on the Hugging Face Hub."
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)
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logging.warning(f"{error_message} Treating it as a local directory.")
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pretrained_policy_path = Path(args.pretrained_policy_name_or_path)
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if not pretrained_policy_path.is_dir() or not pretrained_policy_path.exists():
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raise ValueError(
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"The provided pretrained_policy_name_or_path is not a valid/existing Hugging Face Hub "
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"repo ID, nor is it an existing local directory."
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)
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eval(pretrained_policy_path=pretrained_policy_path, config_overrides=args.overrides)
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