from typing import Optional from pathlib import Path from wasabi import msg import re import shutil import requests from ...util import ensure_path, working_dir from .._util import project_cli, Arg, PROJECT_FILE, load_project_config, get_checksum from .._util import download_file, git_sparse_checkout # TODO: find a solution for caches # CACHES = [ # Path.home() / ".torch", # Path.home() / ".caches" / "torch", # os.environ.get("TORCH_HOME"), # Path.home() / ".keras", # ] @project_cli.command("assets") def project_assets_cli( # fmt: off project_dir: Path = Arg(Path.cwd(), help="Path to cloned project. Defaults to current working directory.", exists=True, file_okay=False), # fmt: on ): """Fetch project assets like datasets and pretrained weights. Assets are defined in the "assets" section of the project.yml. If a checksum is provided in the project.yml, the file is only downloaded if no local file with the same checksum exists. """ project_assets(project_dir) def project_assets(project_dir: Path) -> None: """Fetch assets for a project using DVC if possible. project_dir (Path): Path to project directory. """ project_path = ensure_path(project_dir) config = load_project_config(project_path) assets = config.get("assets", {}) if not assets: msg.warn(f"No assets specified in {PROJECT_FILE}", exits=0) msg.info(f"Fetching {len(assets)} asset(s)") for asset in assets: dest = Path(asset["dest"]) checksum = asset.get("checksum") if "git" in asset: if dest.exists(): # If there's already a file, check for checksum if checksum and checksum == get_checksum(dest): msg.good(f"Skipping download with matching checksum: {dest}") continue else: shutil.rmtree(dest) git_sparse_checkout( asset["git"]["repo"], asset["git"]["path"], dest, branch=asset["git"].get("branch"), ) else: url = asset.get("url") if not url: # project.yml defines asset without URL that the user has to place check_private_asset(dest, checksum) continue fetch_asset(project_path, url, dest, checksum) def check_private_asset(dest: Path, checksum: Optional[str] = None) -> None: """Check and validate assets without a URL (private assets that the user has to provide themselves) and give feedback about the checksum. dest (Path): Desintation path of the asset. checksum (Optional[str]): Optional checksum of the expected file. """ if not Path(dest).exists(): err = f"No URL provided for asset. You need to add this file yourself: {dest}" msg.warn(err) else: if checksum and checksum == get_checksum(dest): msg.good(f"Asset exists with matching checksum: {dest}") else: msg.fail(f"Asset available but with incorrect checksum: {dest}") def fetch_asset( project_path: Path, url: str, dest: Path, checksum: Optional[str] = None ) -> None: """Fetch an asset from a given URL or path. If a checksum is provided and a local file exists, it's only re-downloaded if the checksum doesn't match. project_path (Path): Path to project directory. url (str): URL or path to asset. checksum (Optional[str]): Optional expected checksum of local file. RETURNS (Optional[Path]): The path to the fetched asset or None if fetching the asset failed. """ # TODO: add support for caches dest_path = (project_path / dest).resolve() if dest_path.exists() and checksum: # If there's already a file, check for checksum if checksum == get_checksum(dest_path): msg.good(f"Skipping download with matching checksum: {dest}") return dest_path # We might as well support the user here and create parent directories in # case the asset dir isn't listed as a dir to create in the project.yml if not dest_path.parent.exists(): dest_path.parent.mkdir(parents=True) with working_dir(project_path): url = convert_asset_url(url) try: download_file(url, dest_path) msg.good(f"Downloaded asset {dest}") except requests.exceptions.RequestException as e: if Path(url).exists() and Path(url).is_file(): # If it's a local file, copy to destination shutil.copy(url, str(dest_path)) msg.good(f"Copied local asset {dest}") else: msg.fail(f"Download failed: {dest}", e) return if checksum and checksum != get_checksum(dest_path): msg.fail(f"Checksum doesn't match value defined in {PROJECT_FILE}: {dest}") def convert_asset_url(url: str) -> str: """Check and convert the asset URL if needed. url (str): The asset URL. RETURNS (str): The converted URL. """ # If the asset URL is a regular GitHub URL it's likely a mistake if re.match(r"(http(s?)):\/\/github.com", url): converted = url.replace("github.com", "raw.githubusercontent.com") converted = re.sub(r"/(tree|blob)/", "/", converted) msg.warn( "Downloading from a regular GitHub URL. This will only download " "the source of the page, not the actual file. Converting the URL " "to a raw URL.", converted, ) return converted return url