import functools import inspect import json import os import time from contextlib import contextmanager from typing import Callable, TypeVar import anyio import httpx from anyio import Semaphore from diffusers.utils import logging as diffusers_logging from huggingface_hub._snapshot_download import snapshot_download from huggingface_hub.utils import are_progress_bars_disabled from transformers import logging as transformers_logging from typing_extensions import ParamSpec from .logger import Logger T = TypeVar("T") P = ParamSpec("P") MAX_CONCURRENT_THREADS = 1 MAX_THREADS_GUARD = Semaphore(MAX_CONCURRENT_THREADS) @contextmanager def timer(message="Operation", logger=print): start = time.perf_counter() logger(message) try: yield finally: end = time.perf_counter() logger(f"{message} took {end - start:.2f}s") @contextmanager def progress_bar(total, desc="Loading", progress=None): if progress is None: yield try: progress((0, total), desc=desc) yield finally: progress((total, total), desc=desc) @functools.lru_cache() def load_json(path: str) -> dict: with open(path, "r", encoding="utf-8") as file: return json.load(file) @functools.lru_cache() def read_file(path: str) -> str: with open(path, "r", encoding="utf-8") as file: return file.read() def disable_progress_bars(): transformers_logging.disable_progress_bar() diffusers_logging.disable_progress_bar() def enable_progress_bars(): # warns if `HF_HUB_DISABLE_PROGRESS_BARS` env var is not None transformers_logging.enable_progress_bar() diffusers_logging.enable_progress_bar() def download_repo_files(repo_id, allow_patterns, token=None): was_disabled = are_progress_bars_disabled() enable_progress_bars() snapshot_path = snapshot_download( repo_id=repo_id, repo_type="model", revision="main", token=token, allow_patterns=allow_patterns, ignore_patterns=None, ) if was_disabled: disable_progress_bars() return snapshot_path def download_civit_file(lora_id, version_id, file_path=".", token=None): base_url = "https://civitai.com/api/download/models" file = f"{file_path}/{lora_id}.{version_id}.safetensors" log = Logger("download_civit_file") if os.path.exists(file): return try: params = {"token": token} response = httpx.get( f"{base_url}/{version_id}", timeout=None, params=params, follow_redirects=True, ) response.raise_for_status() os.makedirs(file_path, exist_ok=True) with open(file, "wb") as f: f.write(response.content) except httpx.HTTPStatusError as e: log.error(f"{e.response.status_code} {e.response.text}") except httpx.RequestError as e: log.error(f"RequestError: {e}") # like the original but supports args and kwargs instead of a dict # https://github.com/huggingface/huggingface-inference-toolkit/blob/0.2.0/src/huggingface_inference_toolkit/async_utils.py async def async_call(fn: Callable[P, T], *args: P.args, **kwargs: P.kwargs) -> T: async with MAX_THREADS_GUARD: sig = inspect.signature(fn) bound_args = sig.bind(*args, **kwargs) bound_args.apply_defaults() partial_fn = functools.partial(fn, **bound_args.arguments) return await anyio.to_thread.run_sync(partial_fn)