fix tests
Former-commit-id: 23f97bd437424ef43b2b84743d56acc5d1ca70d5
This commit is contained in:
@@ -7,11 +7,15 @@ import os
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import fire
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import torch
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import torch.nn as nn
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from typing import Optional
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from typing import TYPE_CHECKING, Optional
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from transformers import AutoModelForCausalLM, AutoTokenizer
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from peft import LoftQConfig, LoraConfig, TaskType, get_peft_model
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if TYPE_CHECKING:
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from transformers import PreTrainedModel
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class Shell(nn.Module):
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def __init__(self, weight: torch.Tensor, bias: Optional[torch.Tensor] = None):
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@@ -42,7 +46,8 @@ def quantize_loftq(
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loftq_iter: Optional[int] = 1,
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lora_alpha: Optional[int] = None,
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lora_rank: Optional[int] = 16,
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lora_target: Optional[str] = "q_proj,v_proj"
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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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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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@@ -60,16 +65,16 @@ def quantize_loftq(
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# Init LoftQ model
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lora_model = get_peft_model(model, lora_config)
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base_model = lora_model.get_base_model()
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base_model: "PreTrainedModel" = lora_model.get_base_model()
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# Save LoftQ model
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setattr(lora_model.base_model.peft_config["default"], "base_model_name_or_path", save_dir)
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setattr(lora_model.base_model.peft_config["default"], "init_lora_weights", True)
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lora_model.save_pretrained(os.path.join(save_dir, "adapters"))
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lora_model.save_pretrained(os.path.join(save_dir, "adapters"), safe_serialization=save_safetensors)
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# Save base model
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unwrap_model(base_model)
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base_model.save_pretrained(save_dir)
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base_model.save_pretrained(save_dir, safe_serialization=save_safetensors)
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tokenizer.save_pretrained(save_dir)
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