add license
Former-commit-id: 69cfc98d7c81756a5ab6bf962240e393e449fef0
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@@ -1,7 +1,20 @@
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# coding=utf-8
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# Initializes LoRA weights with LoRA-fine-tuning-aware Quantization (LoftQ)
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# Usage: python loftq_init.py --model_name_or_path path_to_model --save_dir output_dir
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# Inspired by: https://github.com/huggingface/peft/blob/main/examples/loftq_finetuning/quantize_save_load.py
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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 HuggingFace's PEFT library.
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# https://github.com/huggingface/peft/blob/v0.10.0/examples/loftq_finetuning/quantize_save_load.py
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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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import os
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from typing import TYPE_CHECKING, Optional
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@@ -49,6 +62,10 @@ def quantize_loftq(
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lora_target: Optional[str] = "q_proj,v_proj",
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save_safetensors: Optional[bool] = False,
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):
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r"""
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Initializes LoRA weights with LoRA-fine-tuning-aware Quantization (LoftQ)
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Usage: python loftq_init.py --model_name_or_path path_to_model --save_dir output_dir
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"""
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tokenizer = AutoTokenizer.from_pretrained(model_name_or_path, trust_remote_code=True)
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model = AutoModelForCausalLM.from_pretrained(model_name_or_path, trust_remote_code=True, torch_dtype="auto")
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loftq_config = LoftQConfig(loftq_bits=loftq_bits, loftq_iter=loftq_iter)
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