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[Misc] remove peft as dependency for prompt models (vllm-project#8162)
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# code borrowed from: https://github.com/huggingface/peft/blob/v0.12.0/src/peft/utils/save_and_load.py#L420 | ||
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import os | ||
from typing import Optional | ||
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import torch | ||
from huggingface_hub import file_exists, hf_hub_download | ||
from huggingface_hub.utils import EntryNotFoundError | ||
from safetensors.torch import load_file as safe_load_file | ||
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WEIGHTS_NAME = "adapter_model.bin" | ||
SAFETENSORS_WEIGHTS_NAME = "adapter_model.safetensors" | ||
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# Get current device name based on available devices | ||
def infer_device() -> str: | ||
if torch.cuda.is_available(): | ||
return "cuda" | ||
return "cpu" | ||
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def load_peft_weights(model_id: str, | ||
device: Optional[str] = None, | ||
**hf_hub_download_kwargs) -> dict: | ||
r""" | ||
A helper method to load the PEFT weights from the HuggingFace Hub or locally | ||
Args: | ||
model_id (`str`): | ||
The local path to the adapter weights or the name of the adapter to | ||
load from the HuggingFace Hub. | ||
device (`str`): | ||
The device to load the weights onto. | ||
hf_hub_download_kwargs (`dict`): | ||
Additional arguments to pass to the `hf_hub_download` method when | ||
loading from the HuggingFace Hub. | ||
""" | ||
path = (os.path.join(model_id, hf_hub_download_kwargs["subfolder"]) | ||
if hf_hub_download_kwargs.get("subfolder", None) is not None else | ||
model_id) | ||
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if device is None: | ||
device = infer_device() | ||
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if os.path.exists(os.path.join(path, SAFETENSORS_WEIGHTS_NAME)): | ||
filename = os.path.join(path, SAFETENSORS_WEIGHTS_NAME) | ||
use_safetensors = True | ||
elif os.path.exists(os.path.join(path, WEIGHTS_NAME)): | ||
filename = os.path.join(path, WEIGHTS_NAME) | ||
use_safetensors = False | ||
else: | ||
token = hf_hub_download_kwargs.get("token", None) | ||
if token is None: | ||
token = hf_hub_download_kwargs.get("use_auth_token", None) | ||
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hub_filename = (os.path.join(hf_hub_download_kwargs["subfolder"], | ||
SAFETENSORS_WEIGHTS_NAME) | ||
if hf_hub_download_kwargs.get("subfolder", None) | ||
is not None else SAFETENSORS_WEIGHTS_NAME) | ||
has_remote_safetensors_file = file_exists( | ||
repo_id=model_id, | ||
filename=hub_filename, | ||
revision=hf_hub_download_kwargs.get("revision", None), | ||
repo_type=hf_hub_download_kwargs.get("repo_type", None), | ||
token=token, | ||
) | ||
use_safetensors = has_remote_safetensors_file | ||
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if has_remote_safetensors_file: | ||
# Priority 1: load safetensors weights | ||
filename = hf_hub_download( | ||
model_id, | ||
SAFETENSORS_WEIGHTS_NAME, | ||
**hf_hub_download_kwargs, | ||
) | ||
else: | ||
try: | ||
filename = hf_hub_download(model_id, WEIGHTS_NAME, | ||
**hf_hub_download_kwargs) | ||
except EntryNotFoundError: | ||
raise ValueError( # noqa: B904 | ||
f"Can't find weights for {model_id} in {model_id} or \ | ||
in the Hugging Face Hub. " | ||
f"Please check that the file {WEIGHTS_NAME} or \ | ||
{SAFETENSORS_WEIGHTS_NAME} is present at {model_id}.") | ||
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if use_safetensors: | ||
adapters_weights = safe_load_file(filename, device=device) | ||
else: | ||
adapters_weights = torch.load(filename, | ||
map_location=torch.device(device)) | ||
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return adapters_weights |