| | |
| |
|
| | import atexit |
| | import logging |
| | import os |
| | import time |
| | from concurrent.futures import Future |
| | from dataclasses import dataclass |
| | from io import SEEK_END, SEEK_SET, BytesIO |
| | from pathlib import Path |
| | from threading import Lock, Thread |
| | from typing import Callable, Dict, List, Union |
| |
|
| | from huggingface_hub.hf_api import ( |
| | DEFAULT_IGNORE_PATTERNS, |
| | CommitInfo, |
| | CommitOperationAdd, |
| | HfApi, |
| | ) |
| | from huggingface_hub.utils import filter_repo_objects |
| |
|
| | logger = logging.getLogger(__name__) |
| |
|
| |
|
| | @dataclass(frozen=True) |
| | class _FileToUpload: |
| | """Temporary dataclass to store info about files to upload. Not meant to be used directly.""" |
| |
|
| | local_path: Path |
| | path_in_repo: str |
| | size_limit: int |
| | last_modified: float |
| |
|
| |
|
| | class CommitScheduler: |
| | """ |
| | Scheduler to upload a local folder to the Hub at regular intervals (e.g. push to hub every 5 minutes). |
| | |
| | The recommended way to use the scheduler is to use it as a context manager. This ensures that the scheduler is |
| | properly stopped and the last commit is triggered when the script ends. The scheduler can also be stopped manually |
| | with the `stop` method. Checkout the [upload guide](https://huggingface.co/docs/huggingface_hub/guides/upload#scheduled-uploads) |
| | to learn more about how to use it. |
| | |
| | Args: |
| | repo_id (`str`): |
| | The id of the repo to commit to. |
| | folder_path (`str` or `Path`): |
| | Path to the local folder to upload regularly. |
| | every (`int` or `float`, *optional*): |
| | The number of minutes between each commit. Defaults to 5 minutes. |
| | path_in_repo (`str`, *optional*): |
| | Relative path of the directory in the repo, for example: `"checkpoints/"`. Defaults to the root folder |
| | of the repository. |
| | repo_type (`str`, *optional*): |
| | The type of the repo to commit to. Defaults to `model`. |
| | revision (`str`, *optional*): |
| | The revision of the repo to commit to. Defaults to `main`. |
| | private (`bool`, *optional*): |
| | Whether to make the repo private. If `None` (default), the repo will be public unless the organization's default is private. This value is ignored if the repo already exists. |
| | token (`str`, *optional*): |
| | The token to use to commit to the repo. Defaults to the token saved on the machine. |
| | allow_patterns (`List[str]` or `str`, *optional*): |
| | If provided, only files matching at least one pattern are uploaded. |
| | ignore_patterns (`List[str]` or `str`, *optional*): |
| | If provided, files matching any of the patterns are not uploaded. |
| | squash_history (`bool`, *optional*): |
| | Whether to squash the history of the repo after each commit. Defaults to `False`. Squashing commits is |
| | useful to avoid degraded performances on the repo when it grows too large. |
| | hf_api (`HfApi`, *optional*): |
| | The [`HfApi`] client to use to commit to the Hub. Can be set with custom settings (user agent, token,...). |
| | on_before_commit (`Callable[[], None]`, *optional*): |
| | If specified, a function that will be called before the CommitScheduler lists files to create a commit. |
| | |
| | Example: |
| | ```py |
| | >>> from pathlib import Path |
| | >>> from huggingface_hub import CommitScheduler |
| | |
| | # Scheduler uploads every 10 minutes |
| | >>> csv_path = Path("watched_folder/data.csv") |
| | >>> CommitScheduler(repo_id="test_scheduler", repo_type="dataset", folder_path=csv_path.parent, every=10) |
| | |
| | >>> with csv_path.open("a") as f: |
| | ... f.write("first line") |
| | |
| | # Some time later (...) |
| | >>> with csv_path.open("a") as f: |
| | ... f.write("second line") |
| | ``` |
| | |
| | Example using a context manager: |
| | ```py |
| | >>> from pathlib import Path |
| | >>> from huggingface_hub import CommitScheduler |
| | |
| | >>> with CommitScheduler(repo_id="test_scheduler", repo_type="dataset", folder_path="watched_folder", every=10) as scheduler: |
| | ... csv_path = Path("watched_folder/data.csv") |
| | ... with csv_path.open("a") as f: |
| | ... f.write("first line") |
| | ... (...) |
| | ... with csv_path.open("a") as f: |
| | ... f.write("second line") |
| | |
| | # Scheduler is now stopped and last commit have been triggered |
| | ``` |
| | """ |
| |
|
| | def __init__( |
| | self, |
| | *, |
| | repo_id: str, |
| | folder_path: Union[str, Path], |
| | every: Union[int, float] = 5, |
| | path_in_repo: str | None = None, |
| | repo_type: str | None = None, |
| | revision: str | None = None, |
| | private: bool | None = None, |
| | token: str | None = None, |
| | allow_patterns: list[str] | str | None = None, |
| | ignore_patterns: list[str] | str | None = None, |
| | squash_history: bool = False, |
| | hf_api: HfApi | None = None, |
| | on_before_commit: Callable[[], None] | None = None, |
| | ) -> None: |
| | self.api = hf_api or HfApi(token=token) |
| | self.on_before_commit = on_before_commit |
| |
|
| | |
| | self.folder_path = Path(folder_path).expanduser().resolve() |
| | self.path_in_repo = path_in_repo or "" |
| | self.allow_patterns = allow_patterns |
| |
|
| | if ignore_patterns is None: |
| | ignore_patterns = [] |
| | elif isinstance(ignore_patterns, str): |
| | ignore_patterns = [ignore_patterns] |
| | self.ignore_patterns = ignore_patterns + DEFAULT_IGNORE_PATTERNS |
| |
|
| | if self.folder_path.is_file(): |
| | raise ValueError( |
| | f"'folder_path' must be a directory, not a file: '{self.folder_path}'." |
| | ) |
| | self.folder_path.mkdir(parents=True, exist_ok=True) |
| |
|
| | |
| | repo_url = self.api.create_repo( |
| | repo_id=repo_id, private=private, repo_type=repo_type, exist_ok=True |
| | ) |
| | self.repo_id = repo_url.repo_id |
| | self.repo_type = repo_type |
| | self.revision = revision |
| | self.token = token |
| |
|
| | self.last_uploaded: Dict[Path, float] = {} |
| | self.last_push_time: float | None = None |
| |
|
| | if not every > 0: |
| | raise ValueError(f"'every' must be a positive integer, not '{every}'.") |
| | self.lock = Lock() |
| | self.every = every |
| | self.squash_history = squash_history |
| |
|
| | logger.info( |
| | f"Scheduled job to push '{self.folder_path}' to '{self.repo_id}' every {self.every} minutes." |
| | ) |
| | self._scheduler_thread = Thread(target=self._run_scheduler, daemon=True) |
| | self._scheduler_thread.start() |
| | atexit.register(self._push_to_hub) |
| |
|
| | self.__stopped = False |
| |
|
| | def stop(self) -> None: |
| | """Stop the scheduler. |
| | |
| | A stopped scheduler cannot be restarted. Mostly for tests purposes. |
| | """ |
| | self.__stopped = True |
| |
|
| | def __enter__(self) -> "CommitScheduler": |
| | return self |
| |
|
| | def __exit__(self, exc_type, exc_value, traceback) -> None: |
| | |
| | self.trigger().result() |
| | self.stop() |
| | return |
| |
|
| | def _run_scheduler(self) -> None: |
| | """Dumb thread waiting between each scheduled push to Hub.""" |
| | while True: |
| | self.last_future = self.trigger() |
| | time.sleep(self.every * 60) |
| | if self.__stopped: |
| | break |
| |
|
| | def trigger(self) -> Future: |
| | """Trigger a `push_to_hub` and return a future. |
| | |
| | This method is automatically called every `every` minutes. You can also call it manually to trigger a commit |
| | immediately, without waiting for the next scheduled commit. |
| | """ |
| | return self.api.run_as_future(self._push_to_hub) |
| |
|
| | def _push_to_hub(self) -> CommitInfo | None: |
| | if self.__stopped: |
| | return None |
| |
|
| | logger.info("(Background) scheduled commit triggered.") |
| | try: |
| | value = self.push_to_hub() |
| | if self.squash_history: |
| | logger.info("(Background) squashing repo history.") |
| | self.api.super_squash_history( |
| | repo_id=self.repo_id, repo_type=self.repo_type, branch=self.revision |
| | ) |
| | return value |
| | except Exception as e: |
| | logger.error( |
| | f"Error while pushing to Hub: {e}" |
| | ) |
| | raise |
| |
|
| | def push_to_hub(self) -> CommitInfo | None: |
| | """ |
| | Push folder to the Hub and return the commit info. |
| | |
| | <Tip warning={true}> |
| | |
| | This method is not meant to be called directly. It is run in the background by the scheduler, respecting a |
| | queue mechanism to avoid concurrent commits. Making a direct call to the method might lead to concurrency |
| | issues. |
| | |
| | </Tip> |
| | |
| | The default behavior of `push_to_hub` is to assume an append-only folder. It lists all files in the folder and |
| | uploads only changed files. If no changes are found, the method returns without committing anything. If you want |
| | to change this behavior, you can inherit from [`CommitScheduler`] and override this method. This can be useful |
| | for example to compress data together in a single file before committing. For more details and examples, check |
| | out our [integration guide](https://huggingface.co/docs/huggingface_hub/main/en/guides/upload#scheduled-uploads). |
| | """ |
| | |
| | with self.lock: |
| | if self.on_before_commit is not None: |
| | self.on_before_commit() |
| |
|
| | logger.debug("Listing files to upload for scheduled commit.") |
| |
|
| | |
| | relpath_to_abspath = { |
| | path.relative_to(self.folder_path).as_posix(): path |
| | for path in sorted( |
| | self.folder_path.glob("**/*") |
| | ) |
| | if path.is_file() |
| | } |
| | prefix = f"{self.path_in_repo.strip('/')}/" if self.path_in_repo else "" |
| |
|
| | |
| | files_to_upload: List[_FileToUpload] = [] |
| | for relpath in filter_repo_objects( |
| | relpath_to_abspath.keys(), |
| | allow_patterns=self.allow_patterns, |
| | ignore_patterns=self.ignore_patterns, |
| | ): |
| | local_path = relpath_to_abspath[relpath] |
| | stat = local_path.stat() |
| | if ( |
| | self.last_uploaded.get(local_path) is None |
| | or self.last_uploaded[local_path] != stat.st_mtime |
| | ): |
| | files_to_upload.append( |
| | _FileToUpload( |
| | local_path=local_path, |
| | path_in_repo=prefix + relpath, |
| | size_limit=stat.st_size, |
| | last_modified=stat.st_mtime, |
| | ) |
| | ) |
| |
|
| | |
| | if len(files_to_upload) == 0: |
| | logger.debug("Dropping schedule commit: no changed file to upload.") |
| | return None |
| |
|
| | |
| | logger.debug("Removing unchanged files since previous scheduled commit.") |
| | add_operations = [ |
| | CommitOperationAdd( |
| | |
| | |
| | path_or_fileobj=file_to_upload.local_path, |
| | path_in_repo=file_to_upload.path_in_repo, |
| | ) |
| | for file_to_upload in files_to_upload |
| | ] |
| |
|
| | |
| | logger.debug("Uploading files for scheduled commit.") |
| | commit_info = self.api.create_commit( |
| | repo_id=self.repo_id, |
| | repo_type=self.repo_type, |
| | operations=add_operations, |
| | commit_message="Scheduled Commit", |
| | revision=self.revision, |
| | ) |
| |
|
| | for file in files_to_upload: |
| | self.last_uploaded[file.local_path] = file.last_modified |
| |
|
| | self.last_push_time = time.time() |
| |
|
| | return commit_info |
| |
|
| |
|
| | class PartialFileIO(BytesIO): |
| | """A file-like object that reads only the first part of a file. |
| | |
| | Useful to upload a file to the Hub when the user might still be appending data to it. Only the first part of the |
| | file is uploaded (i.e. the part that was available when the filesystem was first scanned). |
| | |
| | In practice, only used internally by the CommitScheduler to regularly push a folder to the Hub with minimal |
| | disturbance for the user. The object is passed to `CommitOperationAdd`. |
| | |
| | Only supports `read`, `tell` and `seek` methods. |
| | |
| | Args: |
| | file_path (`str` or `Path`): |
| | Path to the file to read. |
| | size_limit (`int`): |
| | The maximum number of bytes to read from the file. If the file is larger than this, only the first part |
| | will be read (and uploaded). |
| | """ |
| |
|
| | def __init__(self, file_path: Union[str, Path], size_limit: int) -> None: |
| | self._file_path = Path(file_path) |
| | self._file = self._file_path.open("rb") |
| | self._size_limit = min(size_limit, os.fstat(self._file.fileno()).st_size) |
| |
|
| | def __del__(self) -> None: |
| | self._file.close() |
| | return super().__del__() |
| |
|
| | def __repr__(self) -> str: |
| | return ( |
| | f"<PartialFileIO file_path={self._file_path} size_limit={self._size_limit}>" |
| | ) |
| |
|
| | def __len__(self) -> int: |
| | return self._size_limit |
| |
|
| | def __getattribute__(self, name: str): |
| | if name.startswith("_") or name in ( |
| | "read", |
| | "tell", |
| | "seek", |
| | ): |
| | return super().__getattribute__(name) |
| | raise NotImplementedError(f"PartialFileIO does not support '{name}'.") |
| |
|
| | def tell(self) -> int: |
| | """Return the current file position.""" |
| | return self._file.tell() |
| |
|
| | def seek(self, __offset: int, __whence: int = SEEK_SET) -> int: |
| | """Change the stream position to the given offset. |
| | |
| | Behavior is the same as a regular file, except that the position is capped to the size limit. |
| | """ |
| | if __whence == SEEK_END: |
| | |
| | __offset = len(self) + __offset |
| | __whence = SEEK_SET |
| |
|
| | pos = self._file.seek(__offset, __whence) |
| | if pos > self._size_limit: |
| | return self._file.seek(self._size_limit) |
| | return pos |
| |
|
| | def read(self, __size: int | None = -1) -> bytes: |
| | """Read at most `__size` bytes from the file. |
| | |
| | Behavior is the same as a regular file, except that it is capped to the size limit. |
| | """ |
| | current = self._file.tell() |
| | if __size is None or __size < 0: |
| | |
| | truncated_size = self._size_limit - current |
| | else: |
| | |
| | truncated_size = min(__size, self._size_limit - current) |
| | return self._file.read(truncated_size) |
| |
|