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import os |
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import re |
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import shutil |
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import tempfile |
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from contextlib import contextmanager |
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from pathlib import Path |
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from urllib.parse import unquote, urlparse |
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import fal |
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from fal.toolkit.utils.download_utils import ( |
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FAL_MODEL_WEIGHTS_DIR, |
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DownloadError, |
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_hash_url, |
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) |
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FAL_VERSION = getattr(fal, "__version__", "<1.0.0") |
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_REQUEST_HEADERS = {"User-Agent": f"fal-client ({FAL_VERSION}/python)"} |
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def get_civitai_headers() -> dict[str, str]: |
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headers: dict[str, str] = {} |
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civitai_token = os.getenv("CIVITAI_TOKEN", None) |
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if not civitai_token: |
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print("CIVITAI_TOKEN is not set in the environment variables.") |
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return headers |
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headers["Authorization"] = f"Bearer {civitai_token}" |
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return headers |
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def get_huggingface_headers() -> dict[str, str]: |
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headers: dict[str, str] = {} |
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hf_token = os.getenv("HF_TOKEN", None) |
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if not hf_token: |
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print("HF_TOKEN is not set in the environment variables.") |
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return headers |
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headers["Authorization"] = f"Bearer {hf_token}" |
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return headers |
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def get_local_file_content_length(file_path: Path) -> int: |
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return file_path.stat().st_size |
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def download_url_to_file( |
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url: str, |
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dst: str | Path, |
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progress: bool = True, |
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headers: dict[str, str] = None, |
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chunk_size_in_mb=16, |
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file_integrity_check_callback=None, |
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) -> Path: |
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"""Download object at the given URL to a local path. |
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Args: |
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url (str): URL of the object to download |
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dst (str): Full path where object will be saved, e.g. ``/tmp/temporary_file`` |
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progress (bool, optional): whether or not to display a progress bar to stderr |
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Default: True |
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headers (dict, optional): HTTP headers to include with the request |
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Default: None |
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chunk_size_in_mb (int, optional): size of each chunk in MB |
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Default: 16 |
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file_integrity_check_callback (callable, optional): callback function to check file integrity |
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Default: None |
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""" |
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from tqdm import tqdm |
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file_size = None |
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request_headers = { |
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**_REQUEST_HEADERS, |
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**(headers or {}), |
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} |
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url = url.strip() |
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if url.startswith("data:"): |
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return _download_data_url_to_file(url, dst) |
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import requests |
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req = requests.get(url, headers=request_headers, stream=True, allow_redirects=True) |
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req.raise_for_status() |
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headers = req.headers |
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content_length = headers.get("Content-Length", None) |
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if content_length is not None and len(content_length) > 0: |
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file_size = int(content_length[0]) |
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with tempfile.NamedTemporaryFile(delete=False) as temp_file: |
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file_path = temp_file.name |
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try: |
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with tqdm( |
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total=file_size, |
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disable=not progress, |
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unit="B", |
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unit_scale=True, |
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unit_divisor=1024, |
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) as pbar, open(file_path, "wb") as f: |
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for chunk in req.iter_content( |
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chunk_size=chunk_size_in_mb * 1024 * 1024 |
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): |
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if chunk: |
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f.write(chunk) |
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pbar.update(len(chunk)) |
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shutil.move(file_path, dst) |
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except Exception as error: |
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raise error |
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finally: |
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Path(temp_file.name).unlink(missing_ok=True) |
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if file_integrity_check_callback: |
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file_integrity_check_callback(dst) |
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return Path(dst) |
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def _download_data_url_to_file(url: str, dst: str | Path): |
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import base64 |
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data = url.split(",")[1] |
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data = base64.b64decode(data) |
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with open(dst, "wb") as fp: |
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fp.write(data) |
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return Path(dst) |
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def download_model_weights(url: str, force: bool = False) -> Path: |
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parsed_url = urlparse(url) |
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headers = {} |
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if parsed_url.netloc == "civitai.com": |
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headers.update(get_civitai_headers()) |
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elif parsed_url.netloc == "huggingface.co": |
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headers.update(get_huggingface_headers()) |
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return download_model_weights_fal(url, request_headers=headers, force=force) |
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def url_without_query(url)->str: |
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query_index = url.find('?') |
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if query_index != -1: |
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url_without_query = url[:query_index] |
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else: |
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url_without_query = url |
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return url_without_query |
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def download_model_weights_fal( |
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url: str, force: bool = False, request_headers: dict[str, str] | None = None |
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) -> Path: |
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without_query = os.environ.get("CKPT_DOWNLOAD_WITHOUT_QUERY", "false") == "true" |
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if without_query: |
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url = url_without_query(url) |
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weights_dir = Path(FAL_MODEL_WEIGHTS_DIR / _hash_url(url)) |
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if weights_dir.exists() and not force: |
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try: |
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weights_path = next(weights_dir.glob("*")) |
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is_safetensors_file(weights_path) |
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return weights_path |
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except StopIteration: |
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pass |
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try: |
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file_name, file_content_length = _get_remote_file_properties( |
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url, request_headers=request_headers |
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) |
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except Exception as e: |
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print(e) |
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raise DownloadError(f"Failed to get remote file properties for {url}") |
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target_path = weights_dir / file_name |
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if ( |
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target_path.exists() |
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and get_local_file_content_length(target_path) == file_content_length |
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and not force |
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): |
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is_safetensors_file(target_path) |
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return target_path |
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target_path.parent.mkdir(parents=True, exist_ok=True) |
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ckpt_download_dir = os.environ.get("CKPT_DOWNLOAD_DIR", None) |
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if ckpt_download_dir: |
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src_path = os.path.join(ckpt_download_dir, file_name) |
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if not os.path.exists(src_path): |
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src_path = os.path.join(ckpt_download_dir, _hash_url(url), file_name) |
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if not os.path.exists(src_path): |
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src_path = os.path.join(ckpt_download_dir, _hash_url(url_without_query(url)), file_name) |
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if os.path.exists(src_path): |
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src_file_content_length = get_local_file_content_length(Path(src_path)) |
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if src_file_content_length == file_content_length: |
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print(f"copy start from:{src_path} to:{target_path}") |
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shutil.copy(src_path, target_path) |
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print(f"copy done from:{src_path} to:{target_path}") |
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return target_path |
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else: |
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print(f"cannot copy file length not same src_path:{src_path} len:{src_file_content_length} target_path:{target_path} len:{file_content_length}") |
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try: |
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download_url_to_file( |
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url, |
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target_path, |
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progress=True, |
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headers=request_headers, |
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file_integrity_check_callback=is_safetensors_file, |
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) |
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except Exception as e: |
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print(e) |
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raise DownloadError(f"Failed to download {url}") |
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return target_path |
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def _get_filename_from_content_disposition(cd: str | None) -> str | None: |
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if not cd: |
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return None |
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filenames = re.findall('filename="(.+)"', cd) |
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if len(filenames) == 0: |
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filenames = re.findall("filename=(.+)", cd) |
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if len(filenames) == 0: |
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return None |
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return unquote(filenames[0]) |
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def _parse_filename(url: str, cd: str | None) -> str: |
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url = url.strip() |
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file_name = _get_filename_from_content_disposition(cd) |
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if not file_name: |
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parsed_url = urlparse(url) |
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if parsed_url.scheme == "data": |
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file_name = _hash_url(url) |
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else: |
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url_path = parsed_url.path |
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file_name = Path(url_path).name or _hash_url(url) |
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if url.startswith("data:"): |
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import mimetypes |
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mime_type = url.split(",")[0].split(":")[1].split(";")[0] |
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extension = mimetypes.guess_extension(mime_type) |
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if extension: |
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file_name += extension |
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return file_name |
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def _get_remote_file_properties( |
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url: str, request_headers: dict[str, str] = None |
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) -> tuple[str, int]: |
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import requests |
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headers = { |
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**_REQUEST_HEADERS, |
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**(request_headers or {}), |
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} |
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req = requests.get( |
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url, headers=headers, stream=True, allow_redirects=True, verify=False |
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) |
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req.raise_for_status() |
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headers = req.headers |
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content_disposition = headers.get("Content-Disposition", None) |
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file_name = _parse_filename(url, content_disposition) |
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content_length = int(headers.get("Content-Length", -1)) |
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return file_name, content_length |
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def is_safetensors_file(path: str | Path): |
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from safetensors import safe_open |
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path = str(path) |
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if not path.endswith(".safetensors"): |
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raise ValueError(f"File {path} is not a .safetensors file") |
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try: |
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with safe_open(path, framework="pt"): |
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pass |
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except Exception as e: |
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print(e) |
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error_mesage = e.args[0] |
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if error_mesage == "Error while deserializing header: HeaderTooLarge": |
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raise ValueError(f"File {path} is not a .safetensors file") |
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else: |
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raise e |
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@contextmanager |
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def download_file_temp( |
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url: str, |
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progress: bool = True, |
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headers: dict[str, str] = None, |
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chunk_size_in_mb=16, |
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file_integrity_check_callback=None, |
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): |
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file_name = _parse_filename(url, None) |
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with tempfile.TemporaryDirectory() as temp_dir: |
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file_path = download_url_to_file( |
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url, |
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f"{temp_dir}/{file_name}", |
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progress=progress, |
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headers=headers, |
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chunk_size_in_mb=chunk_size_in_mb, |
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file_integrity_check_callback=file_integrity_check_callback, |
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) |
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yield file_path |
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