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lerobot-clone/src/lerobot/rl/algorithms/factory.py

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Python

# Copyright 2026 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
from __future__ import annotations
import torch
from lerobot.rl.algorithms.base import RLAlgorithm
from lerobot.rl.algorithms.configs import RLAlgorithmConfig
def make_algorithm_config(algorithm_type: str, **kwargs) -> RLAlgorithmConfig:
"""Instantiate an `RLAlgorithmConfig` from its registered type name.
Args:
algorithm_type: Registry key of the algorithm (e.g. ``"sac"``).
**kwargs: Keyword arguments forwarded to the config class constructor.
Returns:
An instance of the matching ``RLAlgorithmConfig`` subclass.
Raises:
ValueError: If ``algorithm_type`` is not registered.
"""
try:
cls = RLAlgorithmConfig.get_choice_class(algorithm_type)
except KeyError as err:
raise ValueError(
f"Algorithm type '{algorithm_type}' is not registered. "
f"Available: {list(RLAlgorithmConfig.get_known_choices().keys())}"
) from err
return cls(**kwargs)
def make_algorithm(cfg: RLAlgorithmConfig, policy: torch.nn.Module) -> RLAlgorithm:
return cfg.build_algorithm(policy)