UnisMindMap/mineru/utils/models_download_utils.py

75 lines
2.9 KiB
Python

import os
from huggingface_hub import snapshot_download as hf_snapshot_download
from modelscope import snapshot_download as ms_snapshot_download
from mineru.utils.config_reader import get_local_models_dir
from mineru.utils.enum_class import ModelPath
def auto_download_and_get_model_root_path(relative_path: str, repo_mode='pipeline') -> str:
"""
支持文件或目录的可靠下载。
- 如果输入文件: 返回本地文件绝对路径
- 如果输入目录: 返回本地缓存下与 relative_path 同结构的相对路径字符串
:param repo_mode: 指定仓库模式,'pipeline''vlm'
:param relative_path: 文件或目录相对路径
:return: 本地文件绝对路径或相对路径
"""
model_source = os.getenv('MINERU_MODEL_SOURCE', "huggingface")
if model_source == 'local':
local_models_config = get_local_models_dir()
root_path = local_models_config.get(repo_mode, None)
if not root_path:
raise ValueError(f"Local path for repo_mode '{repo_mode}' is not configured.")
return root_path
# 建立仓库模式到路径的映射
repo_mapping = {
'pipeline': {
'huggingface': ModelPath.pipeline_root_hf,
'modelscope': ModelPath.pipeline_root_modelscope,
'default': ModelPath.pipeline_root_hf
},
'vlm': {
'huggingface': ModelPath.vlm_root_hf,
'modelscope': ModelPath.vlm_root_modelscope,
'default': ModelPath.vlm_root_hf
}
}
if repo_mode not in repo_mapping:
raise ValueError(f"Unsupported repo_mode: {repo_mode}, must be 'pipeline' or 'vlm'")
# 如果没有指定model_source或值不是'modelscope',则使用默认值
repo = repo_mapping[repo_mode].get(model_source, repo_mapping[repo_mode]['default'])
if model_source == "huggingface":
snapshot_download = hf_snapshot_download
elif model_source == "modelscope":
snapshot_download = ms_snapshot_download
else:
raise ValueError(f"未知的仓库类型: {model_source}")
cache_dir = None
if repo_mode == 'pipeline':
relative_path = relative_path.strip('/')
cache_dir = snapshot_download(repo, allow_patterns=[relative_path, relative_path+"/*"])
elif repo_mode == 'vlm':
# VLM 模式下,根据 relative_path 的不同处理方式
if relative_path == "/":
cache_dir = snapshot_download(repo)
else:
relative_path = relative_path.strip('/')
cache_dir = snapshot_download(repo, allow_patterns=[relative_path, relative_path+"/*"])
if not cache_dir:
raise FileNotFoundError(f"Failed to download model: {relative_path} from {repo}")
return cache_dir
if __name__ == '__main__':
path1 = "models/README.md"
root = auto_download_and_get_model_root_path(path1)
print("本地文件绝对路径:", os.path.join(root, path1))