add license
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# Copyright 2024 HuggingFace Inc. and the LlamaFactory team.
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#
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# This code is inspired by the GaLore's implementation: https://github.com/jiaweizzhao/GaLore
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# and the LoRA+'s implementation: https://github.com/nikhil-ghosh-berkeley/loraplus
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# and the BAdam's implementation: https://github.com/Ledzy/BAdam
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# and the TRL's implementation: https://github.com/huggingface/trl
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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from typing import TYPE_CHECKING, Callable, Dict, List, Optional, Tuple, Union
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import torch
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