| | from huggingface_hub import hf_hub_download |
| | from modelscope import snapshot_download |
| | import os, shutil |
| | from typing_extensions import Literal, TypeAlias |
| | from typing import List |
| | from ..configs.model_config import preset_models_on_huggingface, preset_models_on_modelscope, Preset_model_id |
| |
|
| |
|
| | def download_from_modelscope(model_id, origin_file_path, local_dir): |
| | os.makedirs(local_dir, exist_ok=True) |
| | file_name = os.path.basename(origin_file_path) |
| | if file_name in os.listdir(local_dir): |
| | print(f" {file_name} has been already in {local_dir}.") |
| | else: |
| | print(f" Start downloading {os.path.join(local_dir, file_name)}") |
| | snapshot_download(model_id, allow_file_pattern=origin_file_path, local_dir=local_dir) |
| | downloaded_file_path = os.path.join(local_dir, origin_file_path) |
| | target_file_path = os.path.join(local_dir, os.path.split(origin_file_path)[-1]) |
| | if downloaded_file_path != target_file_path: |
| | shutil.move(downloaded_file_path, target_file_path) |
| | shutil.rmtree(os.path.join(local_dir, origin_file_path.split("/")[0])) |
| |
|
| |
|
| | def download_from_huggingface(model_id, origin_file_path, local_dir): |
| | os.makedirs(local_dir, exist_ok=True) |
| | file_name = os.path.basename(origin_file_path) |
| | if file_name in os.listdir(local_dir): |
| | print(f" {file_name} has been already in {local_dir}.") |
| | else: |
| | print(f" Start downloading {os.path.join(local_dir, file_name)}") |
| | hf_hub_download(model_id, origin_file_path, local_dir=local_dir) |
| | downloaded_file_path = os.path.join(local_dir, origin_file_path) |
| | target_file_path = os.path.join(local_dir, file_name) |
| | if downloaded_file_path != target_file_path: |
| | shutil.move(downloaded_file_path, target_file_path) |
| | shutil.rmtree(os.path.join(local_dir, origin_file_path.split("/")[0])) |
| |
|
| |
|
| | Preset_model_website: TypeAlias = Literal[ |
| | "HuggingFace", |
| | "ModelScope", |
| | ] |
| | website_to_preset_models = { |
| | "HuggingFace": preset_models_on_huggingface, |
| | "ModelScope": preset_models_on_modelscope, |
| | } |
| | website_to_download_fn = { |
| | "HuggingFace": download_from_huggingface, |
| | "ModelScope": download_from_modelscope, |
| | } |
| |
|
| |
|
| | def download_customized_models( |
| | model_id, |
| | origin_file_path, |
| | local_dir, |
| | downloading_priority: List[Preset_model_website] = ["ModelScope", "HuggingFace"], |
| | ): |
| | downloaded_files = [] |
| | for website in downloading_priority: |
| | |
| | file_to_download = os.path.join(local_dir, os.path.basename(origin_file_path)) |
| | if file_to_download in downloaded_files: |
| | continue |
| | |
| | website_to_download_fn[website](model_id, origin_file_path, local_dir) |
| | if os.path.basename(origin_file_path) in os.listdir(local_dir): |
| | downloaded_files.append(file_to_download) |
| | return downloaded_files |
| |
|
| |
|
| | def download_models( |
| | model_id_list: List[Preset_model_id] = [], |
| | downloading_priority: List[Preset_model_website] = ["ModelScope", "HuggingFace"], |
| | ): |
| | print(f"Downloading models: {model_id_list}") |
| | downloaded_files = [] |
| | load_files = [] |
| |
|
| | for model_id in model_id_list: |
| | for website in downloading_priority: |
| | if model_id in website_to_preset_models[website]: |
| | |
| | |
| | model_metadata = website_to_preset_models[website][model_id] |
| | if isinstance(model_metadata, list): |
| | file_data = model_metadata |
| | else: |
| | file_data = model_metadata.get("file_list", []) |
| |
|
| | |
| | model_files = [] |
| | for model_id, origin_file_path, local_dir in file_data: |
| | |
| | file_to_download = os.path.join(local_dir, os.path.basename(origin_file_path)) |
| | if file_to_download in downloaded_files: |
| | continue |
| | |
| | website_to_download_fn[website](model_id, origin_file_path, local_dir) |
| | if os.path.basename(origin_file_path) in os.listdir(local_dir): |
| | downloaded_files.append(file_to_download) |
| | model_files.append(file_to_download) |
| | |
| | |
| | if len(model_files) > 0: |
| | if isinstance(model_metadata, dict) and "load_path" in model_metadata: |
| | model_files = model_metadata["load_path"] |
| | load_files.extend(model_files) |
| | break |
| | |
| | return load_files |
| |
|