Beta/venv/lib/python3.12/site-packages/huggingface_hub/hf_file_system.py

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import os
import tempfile
import threading
from collections import deque
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from collections.abc import Iterable, Iterator
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from contextlib import ExitStack
from copy import deepcopy
from dataclasses import dataclass, field
from datetime import datetime
from itertools import chain
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from pathlib import Path, PurePosixPath
from typing import Any, NoReturn, Union
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from urllib.parse import quote, unquote
import fsspec
import httpx
from fsspec.callbacks import _DEFAULT_CALLBACK, NoOpCallback, TqdmCallback
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from fsspec.config import apply_config
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from fsspec.utils import isfilelike
from . import constants
from ._commit_api import CommitOperationCopy, CommitOperationDelete
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from .errors import (
BucketNotFoundError,
EntryNotFoundError,
HfHubHTTPError,
RepositoryNotFoundError,
RevisionNotFoundError,
)
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from .file_download import hf_hub_url, http_get
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from .hf_api import SPECIAL_REFS_REVISION_REGEX, BucketFile, BucketFolder, HfApi, LastCommitInfo, RepoFile, RepoFolder
from .utils import HFValidationError, hf_raise_for_status, http_backoff, http_stream_backoff, parse_hf_uri
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from .utils.insecure_hashlib import md5
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@dataclass
class HfFileSystemResolvedPath:
"""Top level Data structure containing information about a resolved Hugging Face file system path."""
root: str
path: str
def unresolve(self) -> str:
return f"{self.root}/{self.path}".rstrip("/")
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@dataclass
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class HfFileSystemResolvedRepositoryPath(HfFileSystemResolvedPath):
"""Data structure containing information about a resolved path in a repository."""
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repo_type: str
repo_id: str
revision: str
path_in_repo: str
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root: str = field(init=False)
path: str = field(init=False)
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# The part placed after '@' in the initial path. It can be a quoted or unquoted refs revision.
# Used to reconstruct the unresolved path to return to the user.
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_raw_revision: str | None = field(default=None, repr=False)
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def __post_init__(self):
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repo_path = constants.REPO_TYPES_URL_PREFIXES.get(self.repo_type, "") + self.repo_id
if self._raw_revision:
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self.root = f"{repo_path}@{self._raw_revision}"
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elif self.revision != constants.DEFAULT_REVISION:
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self.root = f"{repo_path}@{safe_revision(self.revision)}"
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else:
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self.root = repo_path
self.path = self.path_in_repo
@dataclass
class HfFileSystemResolvedBucketPath(HfFileSystemResolvedPath):
"""Data structure containing information about a resolved path in a bucket."""
bucket_id: str
root: str = field(init=False)
def __post_init__(self):
self.root = "buckets/" + self.bucket_id
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# We need to improve fsspec.spec._Cached which is AbstractFileSystem's metaclass
_cached_base: Any = type(fsspec.AbstractFileSystem)
class _Cached(_cached_base):
"""
Metaclass for caching HfFileSystem instances according to the args.
This creates an additional reference to the filesystem, which prevents the
filesystem from being garbage collected when all *user* references go away.
A call to the :meth:`AbstractFileSystem.clear_instance_cache` must *also*
be made for a filesystem instance to be garbage collected.
This is a slightly modified version of `fsspec.spec._Cached` to improve it.
In particular in `_tokenize` the pid isn't taken into account for the
`fs_token` used to identify cached instances. The `fs_token` logic is also
robust to defaults values and the order of the args. Finally new instances
reuse the states from sister instances in the main thread.
"""
def __init__(cls, *args, **kwargs):
# Hack: override https://github.com/fsspec/filesystem_spec/blob/dcb167e8f50e6273d4cfdfc4cab8fc5aa4c958bf/fsspec/spec.py#L53
super().__init__(*args, **kwargs)
# Note: we intentionally create a reference here, to avoid garbage
# collecting instances when all other references are gone. To really
# delete a FileSystem, the cache must be cleared.
cls._cache = {}
def __call__(cls, *args, **kwargs):
# Hack: override https://github.com/fsspec/filesystem_spec/blob/dcb167e8f50e6273d4cfdfc4cab8fc5aa4c958bf/fsspec/spec.py#L65
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# Apply fsspec config (env vars / config files) before tokenizing so that
# HfFileSystem picks up defaults the same way other fsspec filesystems do.
kwargs = apply_config(cls, kwargs)
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skip = kwargs.pop("skip_instance_cache", False)
fs_token = cls._tokenize(cls, threading.get_ident(), *args, **kwargs)
fs_token_main_thread = cls._tokenize(cls, threading.main_thread().ident, *args, **kwargs)
if not skip and cls.cachable and fs_token in cls._cache:
# reuse cached instance
cls._latest = fs_token
return cls._cache[fs_token]
else:
# create new instance
obj = type.__call__(cls, *args, **kwargs)
if not skip and cls.cachable and fs_token_main_thread in cls._cache:
# reuse the cache from the main thread instance in the new instance
instance_state = cls._cache[fs_token_main_thread]._get_instance_state()
for attr, state_value in instance_state.items():
setattr(obj, attr, state_value)
obj._fs_token_ = fs_token
obj.storage_args = args
obj.storage_options = kwargs
if cls.cachable and not skip:
cls._latest = fs_token
cls._cache[fs_token] = obj
return obj
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class HfFileSystem(fsspec.AbstractFileSystem, metaclass=_Cached): # ty: ignore[conflicting-metaclass]
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"""
Access a remote Hugging Face Hub repository as if were a local file system.
> [!WARNING]
> [`HfFileSystem`] provides fsspec compatibility, which is useful for libraries that require it (e.g., reading
> Hugging Face datasets directly with `pandas`). However, it introduces additional overhead due to this compatibility
> layer. For better performance and reliability, it's recommended to use `HfApi` methods when possible.
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The file system supports paths for the `hf://` protocol, which follows those URL schemes:
* Models, Datasets and Spaces repositories:
```
hf://<repo-id>[@<revision>]/<path/in/repo>
hf://datasets/<repo-id>[@<revision>]/<path/in/repo>
hf://spaces/<repo-id>[@<revision>]/<path/in/repo>
```
* Buckets (generic storage):
```
hf://buckets/<bucket-id>/<path/in/bucket>
```
Note: when using the [`HfFileSystem`] directly, passing the `hf://` protocol prefix is optional in paths.
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Args:
endpoint (`str`, *optional*):
Endpoint of the Hub. Defaults to <https://huggingface.co>.
token (`bool` or `str`, *optional*):
A valid user access token (string). Defaults to the locally saved
token, which is the recommended method for authentication (see
https://huggingface.co/docs/huggingface_hub/quick-start#authentication).
To disable authentication, pass `False`.
block_size (`int`, *optional*):
Block size for reading and writing files.
expand_info (`bool`, *optional*):
Whether to expand the information of the files.
**storage_options (`dict`, *optional*):
Additional options for the filesystem. See [fsspec documentation](https://filesystem-spec.readthedocs.io/en/latest/api.html#fsspec.spec.AbstractFileSystem.__init__).
Usage:
```python
>>> from huggingface_hub import hffs
>>> # List files
>>> hffs.glob("my-username/my-model/*.bin")
['my-username/my-model/pytorch_model.bin']
>>> hffs.ls("datasets/my-username/my-dataset", detail=False)
['datasets/my-username/my-dataset/.gitattributes', 'datasets/my-username/my-dataset/README.md', 'datasets/my-username/my-dataset/data.json']
>>> # Read/write files
>>> with hffs.open("my-username/my-model/pytorch_model.bin") as f:
... data = f.read()
>>> with hffs.open("my-username/my-model/pytorch_model.bin", "wb") as f:
... f.write(data)
```
Specify a token for authentication:
```python
>>> from huggingface_hub import HfFileSystem
>>> hffs = HfFileSystem(token=token)
```
"""
root_marker = ""
protocol = "hf"
def __init__(
self,
*args,
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endpoint: str | None = None,
token: bool | str | None = None,
block_size: int | None = None,
expand_info: bool | None = None,
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**storage_options,
):
super().__init__(*args, **storage_options)
self.endpoint = endpoint or constants.ENDPOINT
self.token = token
self._api = HfApi(endpoint=endpoint, token=token)
self.block_size = block_size
self.expand_info = expand_info
# Maps (repo_type, repo_id, revision) to a 2-tuple with:
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# * the 1st element indicating whether the repository and the revision exist
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# * the 2nd element being the exception raised if the repository or revision doesn't exist
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self._repo_and_revision_exists_cache: dict[tuple[str, str, str | None], tuple[bool, Exception | None]] = {}
# Same for buckets
self._bucket_exists_cache: dict[str, tuple[bool, Exception | None]] = {}
# Note: special case for buckets: revision is always None
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# Maps parent directory path to path infos
self.dircache: dict[str, list[dict[str, Any]]] = {}
@classmethod
def _tokenize(cls, threading_ident: int, *args, **kwargs) -> str:
"""Deterministic token for caching"""
# make fs_token robust to default values and to kwargs order
kwargs["endpoint"] = kwargs.get("endpoint") or constants.ENDPOINT
kwargs["token"] = kwargs.get("token")
kwargs = {key: kwargs[key] for key in sorted(kwargs)}
# contrary to fsspec, we don't include pid here
tokenize_args = (cls, threading_ident, args, kwargs)
h = md5(str(tokenize_args).encode())
return h.hexdigest()
def _repo_and_revision_exist(
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self, repo_type: str, repo_id: str, revision: str | None
) -> tuple[bool, Exception | None]:
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if (repo_type, repo_id, revision) not in self._repo_and_revision_exists_cache:
try:
self._api.repo_info(
repo_id, revision=revision, repo_type=repo_type, timeout=constants.HF_HUB_ETAG_TIMEOUT
)
except (RepositoryNotFoundError, HFValidationError) as e:
self._repo_and_revision_exists_cache[(repo_type, repo_id, revision)] = False, e
self._repo_and_revision_exists_cache[(repo_type, repo_id, None)] = False, e
except RevisionNotFoundError as e:
self._repo_and_revision_exists_cache[(repo_type, repo_id, revision)] = False, e
self._repo_and_revision_exists_cache[(repo_type, repo_id, None)] = True, None
else:
self._repo_and_revision_exists_cache[(repo_type, repo_id, revision)] = True, None
self._repo_and_revision_exists_cache[(repo_type, repo_id, None)] = True, None
return self._repo_and_revision_exists_cache[(repo_type, repo_id, revision)]
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def _bucket_exists(self, bucket_id: str) -> tuple[bool, Exception | None]:
if bucket_id not in self._bucket_exists_cache:
try:
self._api.bucket_info(bucket_id)
except BucketNotFoundError as e:
self._bucket_exists_cache[bucket_id] = False, e
else:
self._bucket_exists_cache[bucket_id] = True, None
return self._bucket_exists_cache[bucket_id]
def resolve_path(
self, path: str, revision: str | None = None
) -> HfFileSystemResolvedRepositoryPath | HfFileSystemResolvedBucketPath:
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"""
Resolve a Hugging Face file system path into its components.
Args:
path (`str`):
Path to resolve.
revision (`str`, *optional*):
The revision of the repo to resolve. Defaults to the revision specified in the path.
Returns:
[`HfFileSystemResolvedPath`]: Resolved path information containing `repo_type`, `repo_id`, `revision` and `path_in_repo`.
Raises:
`ValueError`:
If path contains conflicting revision information.
`NotImplementedError`:
If trying to list repositories.
"""
path = self._strip_protocol(path)
if not path:
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raise NotImplementedError("Access to buckets and repositories lists is not implemented.")
if path.count("/") == 0:
raise ValueError(
f"Repository id must be 'namespace/name', got '{path}'. Single-segment ids (e.g. 'gpt2') are no longer supported."
)
parsed = parse_hf_uri(f"{constants.HF_PROTOCOL}{path}")
# --- Buckets ---
if parsed.is_bucket:
bucket_exists, err = self._bucket_exists(parsed.id)
if not bucket_exists:
_raise_file_not_found(path, err)
return HfFileSystemResolvedBucketPath(bucket_id=parsed.id, path=parsed.path_in_repo)
# --- Repositories ---
# Align revision from path with explicit revision argument
if revision is not None and parsed.revision is not None and parsed.revision != revision:
# The caller provided an explicit revision that conflicts with what parse_hf_uri
# parsed. This can happen when a user has a branch literally named "refs" and a
# file at "pr/10" — parse_hf_uri would greedily match "refs/pr/10" as a special
# ref. Fall back to simple '@' splitting so the caller's revision wins.
path_without_type = path.split("/", 1)[1] if path.split("/")[0] in constants.HF_URI_TYPE_PREFIXES else path
repo_id, after_at = path_without_type.split("@", 1)
revision_in_path, path_in_repo = after_at.split("/", 1) if "/" in after_at else (after_at, "")
revision_in_path_decoded = unquote(revision_in_path)
if revision_in_path_decoded != revision:
raise ValueError(
f'Revision specified in path ("{revision_in_path_decoded}") and in `revision` argument ("{revision}") are not the same.'
)
repo_and_revision_exist, err = self._repo_and_revision_exist(parsed.type, repo_id, revision)
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if not repo_and_revision_exist:
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_raise_file_not_found(path, err)
return HfFileSystemResolvedRepositoryPath(
parsed.type, repo_id, revision, path_in_repo, _raw_revision=revision_in_path
)
if parsed.revision is not None and revision is None:
revision = parsed.revision
repo_and_revision_exist, err = self._repo_and_revision_exist(parsed.type, parsed.id, revision)
if not repo_and_revision_exist:
_raise_file_not_found(path, err)
# Extract raw revision from original path for unresolve() fidelity
raw_revision: str | None = None
if "@" in path and parsed.revision is not None:
path_without_type = path.split("/", 1)[1] if path.split("/")[0] in constants.HF_URI_TYPE_PREFIXES else path
raw_after_at = path_without_type.split("@", 1)[1]
raw_revision = raw_after_at[: -(len(parsed.path_in_repo) + 1)] if parsed.path_in_repo else raw_after_at
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revision = revision if revision is not None else constants.DEFAULT_REVISION
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return HfFileSystemResolvedRepositoryPath(
parsed.type, parsed.id, revision, parsed.path_in_repo, _raw_revision=raw_revision
)
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def invalidate_cache(self, path: str | None = None) -> None:
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"""
Clear the cache for a given path.
For more details, refer to [fsspec documentation](https://filesystem-spec.readthedocs.io/en/latest/api.html#fsspec.spec.AbstractFileSystem.invalidate_cache).
Args:
path (`str`, *optional*):
Path to clear from cache. If not provided, clear the entire cache.
"""
if not path:
self.dircache.clear()
self._repo_and_revision_exists_cache.clear()
else:
resolved_path = self.resolve_path(path)
path = resolved_path.unresolve()
while path:
self.dircache.pop(path, None)
path = self._parent(path)
# Only clear repo cache if path is to repo root
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if not resolved_path.path:
if isinstance(resolved_path, HfFileSystemResolvedRepositoryPath):
self._repo_and_revision_exists_cache.pop(
(resolved_path.repo_type, resolved_path.repo_id, None), None
)
self._repo_and_revision_exists_cache.pop(
(resolved_path.repo_type, resolved_path.repo_id, resolved_path.revision), None
)
else:
self._bucket_exists_cache.pop(resolved_path.bucket_id, None)
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def _open( # type: ignore
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self,
path: str,
mode: str = "rb",
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block_size: int | None = None,
revision: str | None = None,
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**kwargs,
) -> Union["HfFileSystemFile", "HfFileSystemStreamFile"]:
block_size = block_size if block_size is not None else self.block_size
if block_size is not None:
kwargs["block_size"] = block_size
if "a" in mode:
raise NotImplementedError("Appending to remote files is not yet supported.")
if block_size == 0:
return HfFileSystemStreamFile(self, path, mode=mode, revision=revision, **kwargs)
else:
return HfFileSystemFile(self, path, mode=mode, revision=revision, **kwargs)
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def _rm(self, path: str, revision: str | None = None, **kwargs) -> None:
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resolved_path = self.resolve_path(path, revision=revision)
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if isinstance(resolved_path, HfFileSystemResolvedBucketPath):
self._api.batch_bucket_files(resolved_path.bucket_id, delete=[resolved_path.path])
else:
self._api.delete_file(
path_in_repo=resolved_path.path_in_repo,
repo_id=resolved_path.repo_id,
token=self.token,
repo_type=resolved_path.repo_type,
revision=resolved_path.revision,
commit_message=kwargs.get("commit_message"),
commit_description=kwargs.get("commit_description"),
)
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self.invalidate_cache(path=resolved_path.unresolve())
def rm(
self,
path: str,
recursive: bool = False,
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maxdepth: int | None = None,
revision: str | None = None,
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**kwargs,
) -> None:
"""
Delete files from a repository.
For more details, refer to [fsspec documentation](https://filesystem-spec.readthedocs.io/en/latest/api.html#fsspec.spec.AbstractFileSystem.rm).
> [!WARNING]
> Note: When possible, use `HfApi.delete_file()` for better performance.
Args:
path (`str`):
Path to delete.
recursive (`bool`, *optional*):
If True, delete directory and all its contents. Defaults to False.
maxdepth (`int`, *optional*):
Maximum number of subdirectories to visit when deleting recursively.
revision (`str`, *optional*):
The git revision to delete from.
"""
resolved_path = self.resolve_path(path, revision=revision)
paths = self.expand_path(path, recursive=recursive, maxdepth=maxdepth, revision=revision)
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if isinstance(resolved_path, HfFileSystemResolvedBucketPath):
delete = [self.resolve_path(path).path for path in paths if not self.isdir(path)]
self._api.batch_bucket_files(resolved_path.bucket_id, delete=delete)
else:
paths_in_repo = [self.resolve_path(path).path for path in paths if not self.isdir(path)]
operations = [CommitOperationDelete(path_in_repo=path_in_repo) for path_in_repo in paths_in_repo]
commit_message = f"Delete {path} "
commit_message += "recursively " if recursive else ""
commit_message += f"up to depth {maxdepth} " if maxdepth is not None else ""
# TODO: use `commit_description` to list all the deleted paths?
self._api.create_commit(
repo_id=resolved_path.repo_id,
repo_type=resolved_path.repo_type,
token=self.token,
operations=operations,
revision=resolved_path.revision,
commit_message=kwargs.get("commit_message", commit_message),
commit_description=kwargs.get("commit_description"),
)
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self.invalidate_cache(path=resolved_path.unresolve())
def ls(
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self, path: str, detail: bool = True, refresh: bool = False, revision: str | None = None, **kwargs
) -> list[str | dict[str, Any]]:
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"""
List the contents of a directory.
For more details, refer to [fsspec documentation](https://filesystem-spec.readthedocs.io/en/latest/api.html#fsspec.spec.AbstractFileSystem.ls).
> [!WARNING]
> Note: When possible, use `HfApi.list_repo_tree()` for better performance.
Args:
path (`str`):
Path to the directory.
detail (`bool`, *optional*):
If True, returns a list of dictionaries containing file information. If False,
returns a list of file paths. Defaults to True.
refresh (`bool`, *optional*):
If True, bypass the cache and fetch the latest data. Defaults to False.
revision (`str`, *optional*):
The git revision to list from.
Returns:
`list[Union[str, dict[str, Any]]]`: List of file paths (if detail=False) or list of file information
dictionaries (if detail=True).
"""
resolved_path = self.resolve_path(path, revision=revision)
path = resolved_path.unresolve()
try:
out = self._ls_tree(path, refresh=refresh, revision=revision, **kwargs)
except EntryNotFoundError:
# Path could be a file
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if not resolved_path.path:
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_raise_file_not_found(path, None)
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try:
out = self._ls_tree(self._parent(path), refresh=refresh, revision=revision, **kwargs)
except EntryNotFoundError:
out = []
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out = [o for o in out if o["name"] == path]
if len(out) == 0:
_raise_file_not_found(path, None)
return out if detail else [o["name"] for o in out]
def _ls_tree(
self,
path: str,
recursive: bool = False,
refresh: bool = False,
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revision: str | None = None,
expand_info: bool | None = None,
maxdepth: int | None = None,
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):
expand_info = (
expand_info if expand_info is not None else (self.expand_info if self.expand_info is not None else False)
)
resolved_path = self.resolve_path(path, revision=revision)
path = resolved_path.unresolve()
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root_path = resolved_path.root
maxdepth = maxdepth if recursive else 1
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out = []
if path in self.dircache and not refresh:
cached_path_infos = self.dircache[path]
out.extend(cached_path_infos)
dirs_not_in_dircache = []
if recursive:
# Use BFS to traverse the cache and build the "recursive "output
# (The Hub uses a so-called "tree first" strategy for the tree endpoint but we sort the output to follow the spec so the result is (eventually) the same)
depth = 2
dirs_to_visit = deque(
[(depth, path_info) for path_info in cached_path_infos if path_info["type"] == "directory"]
)
while dirs_to_visit:
depth, dir_info = dirs_to_visit.popleft()
if maxdepth is None or depth <= maxdepth:
if dir_info["name"] not in self.dircache:
dirs_not_in_dircache.append(dir_info["name"])
else:
cached_path_infos = self.dircache[dir_info["name"]]
out.extend(cached_path_infos)
dirs_to_visit.extend(
[
(depth + 1, path_info)
for path_info in cached_path_infos
if path_info["type"] == "directory"
]
)
dirs_not_expanded = []
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if expand_info and isinstance(resolved_path, HfFileSystemResolvedRepositoryPath):
# Check if there are directories in repos with non-expanded entries
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dirs_not_expanded = [self._parent(o["name"]) for o in out if o["last_commit"] is None]
if (recursive and dirs_not_in_dircache) or (expand_info and dirs_not_expanded):
# If the dircache is incomplete, find the common path of the missing and non-expanded entries
# and extend the output with the result of `_ls_tree(common_path, recursive=True)`
common_prefix = os.path.commonprefix(dirs_not_in_dircache + dirs_not_expanded)
# Get the parent directory if the common prefix itself is not a directory
common_path = (
common_prefix.rstrip("/")
if common_prefix.endswith("/")
or common_prefix == root_path
or common_prefix in chain(dirs_not_in_dircache, dirs_not_expanded)
else self._parent(common_prefix)
)
if maxdepth is not None:
common_path_depth = common_path[len(path) :].count("/")
maxdepth -= common_path_depth
out = [o for o in out if not o["name"].startswith(common_path + "/")]
for cached_path in list(self.dircache):
if cached_path.startswith(common_path + "/"):
self.dircache.pop(cached_path, None)
self.dircache.pop(common_path, None)
out.extend(
self._ls_tree(
common_path,
recursive=recursive,
refresh=True,
revision=revision,
expand_info=expand_info,
maxdepth=maxdepth,
)
)
else:
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tree: Iterable[RepoFile | RepoFolder | BucketFile | BucketFolder]
if isinstance(resolved_path, HfFileSystemResolvedBucketPath):
tree = self._list_bucket_tree_with_folders(
resolved_path.bucket_id,
prefix=resolved_path.path,
recursive=recursive,
)
else:
tree = self._api.list_repo_tree(
resolved_path.repo_id,
resolved_path.path,
recursive=recursive,
expand=expand_info,
revision=resolved_path.revision,
repo_type=resolved_path.repo_type,
)
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for path_info in tree:
cache_path = root_path + "/" + path_info.path
if isinstance(path_info, RepoFile):
cache_path_info = {
"name": cache_path,
"size": path_info.size,
"type": "file",
"blob_id": path_info.blob_id,
"lfs": path_info.lfs,
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"xet_hash": path_info.xet_hash,
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"last_commit": path_info.last_commit,
"security": path_info.security,
}
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elif isinstance(path_info, BucketFile):
cache_path_info = {
"name": cache_path,
"size": path_info.size,
"type": "file",
"xet_hash": path_info.xet_hash,
"mtime": path_info.mtime,
"uploaded_at": path_info.uploaded_at,
}
elif isinstance(path_info, RepoFolder):
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cache_path_info = {
"name": cache_path,
"size": 0,
"type": "directory",
"tree_id": path_info.tree_id,
"last_commit": path_info.last_commit,
}
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else:
cache_path_info = {
"name": cache_path,
"size": 0,
"type": "directory",
"uploaded_at": path_info.uploaded_at,
}
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parent_path = self._parent(cache_path_info["name"])
self.dircache.setdefault(parent_path, []).append(cache_path_info)
depth = cache_path[len(path) :].count("/")
if maxdepth is None or depth <= maxdepth:
out.append(cache_path_info)
return out
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def _list_bucket_tree_with_folders(
self, bucket_id: str, prefix: str, recursive: bool
) -> Iterable[BucketFile | BucketFolder]:
"""Same as `HfApi.list_bucket_tree` but always includes folders"""
bucket_files = self._api.list_bucket_tree(bucket_id, prefix, recursive=recursive)
bucket_folders: dict[str, BucketFolder] = {}
min_depth = 1 + prefix.count("/") if prefix else 0
out: list[BucketFile | BucketFolder] = []
for bucket_entry in bucket_files:
out.append(bucket_entry)
# If recursive=False, both files and folders are returned by the server => nothing to do
if not recursive:
continue
# Otherwise, let's rebuild BucketFolders manually
for parent_bucket_folder_str in list(PurePosixPath(bucket_entry.path).parents)[: -min_depth - 1]:
parent_bucket_folder = BucketFolder(
type="directory", path=str(parent_bucket_folder_str), uploaded_at=bucket_entry.uploaded_at
)
# If folder not visited yet, add it
if parent_bucket_folder.path not in bucket_folders:
out.append(parent_bucket_folder)
bucket_folders[parent_bucket_folder.path] = parent_bucket_folder
continue
# Otherwise, get back BucketFolder object and update its 'uploaded_at'
if parent_bucket_folder.uploaded_at is not None:
bucket_folder = bucket_folders[parent_bucket_folder.path]
if bucket_folder.uploaded_at is None or (
bucket_folder.uploaded_at < parent_bucket_folder.uploaded_at
):
bucket_folder.uploaded_at = parent_bucket_folder.uploaded_at
if not out:
raise EntryNotFoundError(f"File not found in bucket '{bucket_id}': '{prefix}'")
return out
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def walk(self, path: str, *args, **kwargs) -> Iterator[tuple[str, list[str], list[str]]]:
"""
Return all files below the given path.
For more details, refer to [fsspec documentation](https://filesystem-spec.readthedocs.io/en/latest/api.html#fsspec.spec.AbstractFileSystem.walk).
Args:
path (`str`):
Root path to list files from.
Returns:
`Iterator[tuple[str, list[str], list[str]]]`: An iterator of (path, list of directory names, list of file names) tuples.
"""
path = self.resolve_path(path, revision=kwargs.get("revision")).unresolve()
yield from super().walk(path, *args, **kwargs)
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def glob(self, path: str, maxdepth: int | None = None, **kwargs) -> list[str]:
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"""
Find files by glob-matching.
For more details, refer to [fsspec documentation](https://filesystem-spec.readthedocs.io/en/latest/api.html#fsspec.spec.AbstractFileSystem.glob).
Args:
path (`str`):
Path pattern to match.
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maxdepth (`int`, *optional*):
Maximum depth to descend into directories. By default, no limit.
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Returns:
`list[str]`: List of paths matching the pattern.
"""
path = self.resolve_path(path, revision=kwargs.get("revision")).unresolve()
return super().glob(path, maxdepth=maxdepth, **kwargs)
def find(
self,
path: str,
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maxdepth: int | None = None,
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withdirs: bool = False,
detail: bool = False,
refresh: bool = False,
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revision: str | None = None,
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**kwargs,
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) -> list[str] | dict[str, dict[str, Any]]:
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"""
List all files below path.
For more details, refer to [fsspec documentation](https://filesystem-spec.readthedocs.io/en/latest/api.html#fsspec.spec.AbstractFileSystem.find).
Args:
path (`str`):
Root path to list files from.
maxdepth (`int`, *optional*):
Maximum depth to descend into subdirectories.
withdirs (`bool`, *optional*):
Include directory paths in the output. Defaults to False.
detail (`bool`, *optional*):
If True, returns a dict mapping paths to file information. Defaults to False.
refresh (`bool`, *optional*):
If True, bypass the cache and fetch the latest data. Defaults to False.
revision (`str`, *optional*):
The git revision to list from.
Returns:
`Union[list[str], dict[str, dict[str, Any]]]`: List of paths or dict of file information.
"""
if maxdepth is not None and maxdepth < 1:
raise ValueError("maxdepth must be at least 1")
resolved_path = self.resolve_path(path, revision=revision)
path = resolved_path.unresolve()
try:
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out = self._ls_tree(path, recursive=True, refresh=refresh, maxdepth=maxdepth, **kwargs)
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except EntryNotFoundError:
# Path could be a file
try:
if self.info(path, revision=revision, **kwargs)["type"] == "file":
out = {path: {}}
else:
out = {}
except FileNotFoundError:
out = {}
else:
if not withdirs:
out = [o for o in out if o["type"] != "directory"]
else:
# If `withdirs=True`, include the directory itself to be consistent with the spec
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path_info = self.info(path, **kwargs)
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out = [path_info] + out if path_info["type"] == "directory" else out
out = {o["name"]: o for o in out}
names = sorted(out)
if not detail:
return names
else:
return {name: out[name] for name in names}
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def cp_file(self, path1: str, path2: str, revision: str | None = None, **kwargs) -> None:
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"""
Copy a file within or between repositories.
> [!WARNING]
> Note: When possible, use `HfApi.upload_file()` for better performance.
Args:
path1 (`str`):
Source path to copy from.
path2 (`str`):
Destination path to copy to.
revision (`str`, *optional*):
The git revision to copy from.
"""
resolved_path1 = self.resolve_path(path1, revision=revision)
resolved_path2 = self.resolve_path(path2, revision=revision)
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if isinstance(resolved_path1, HfFileSystemResolvedBucketPath) or isinstance(
resolved_path2, HfFileSystemResolvedBucketPath
):
raise NotImplementedError("Copy from/to buckets is not available yet")
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same_repo = (
resolved_path1.repo_type == resolved_path2.repo_type and resolved_path1.repo_id == resolved_path2.repo_id
)
if same_repo:
commit_message = f"Copy {path1} to {path2}"
self._api.create_commit(
repo_id=resolved_path1.repo_id,
repo_type=resolved_path1.repo_type,
revision=resolved_path2.revision,
commit_message=kwargs.get("commit_message", commit_message),
commit_description=kwargs.get("commit_description", ""),
operations=[
CommitOperationCopy(
src_path_in_repo=resolved_path1.path_in_repo,
path_in_repo=resolved_path2.path_in_repo,
src_revision=resolved_path1.revision,
)
],
)
else:
with self.open(path1, "rb", revision=resolved_path1.revision) as f:
content = f.read()
commit_message = f"Copy {path1} to {path2}"
self._api.upload_file(
path_or_fileobj=content,
path_in_repo=resolved_path2.path_in_repo,
repo_id=resolved_path2.repo_id,
token=self.token,
repo_type=resolved_path2.repo_type,
revision=resolved_path2.revision,
commit_message=kwargs.get("commit_message", commit_message),
commit_description=kwargs.get("commit_description"),
)
self.invalidate_cache(path=resolved_path1.unresolve())
self.invalidate_cache(path=resolved_path2.unresolve())
def modified(self, path: str, **kwargs) -> datetime:
"""
Get the last modified time of a file.
For more details, refer to [fsspec documentation](https://filesystem-spec.readthedocs.io/en/latest/api.html#fsspec.spec.AbstractFileSystem.modified).
Args:
path (`str`):
Path to the file.
Returns:
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`datetime`: Last modified time of the file.
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"""
info = self.info(path, **{**kwargs, "expand_info": True}) # type: ignore
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if "last_commit" in info:
if info["last_commit"] is None:
raise NotImplementedError(f"'modified' is not implemented for repository paths like '{path}'")
return info["last_commit"].date
elif "mtime" in info and info["mtime"]:
return info["mtime"]
elif "uploaded_at" in info and info["uploaded_at"]:
return info["uploaded_at"]
else:
raise NotImplementedError(f"Cannot determined 'modified' for path '{path}' (info: {info})")
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def info(self, path: str, refresh: bool = False, revision: str | None = None, **kwargs) -> dict[str, Any]:
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"""
Get information about a file or directory.
For more details, refer to [fsspec documentation](https://filesystem-spec.readthedocs.io/en/latest/api.html#fsspec.spec.AbstractFileSystem.info).
> [!WARNING]
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> Note: When possible, use `HfApi.get_paths_info()` or `HfApi.repo_info()` for better performance
> (or `HfApi.get_bucket_paths_info()` or `HfApi.bucket_info()` for buckets)
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Args:
path (`str`):
Path to get info for.
refresh (`bool`, *optional*):
If True, bypass the cache and fetch the latest data. Defaults to False.
revision (`str`, *optional*):
The git revision to get info from.
Returns:
`dict[str, Any]`: Dictionary containing file information (type, size, commit info, etc.).
"""
resolved_path = self.resolve_path(path, revision=revision)
path = resolved_path.unresolve()
expand_info = kwargs.get(
"expand_info", self.expand_info if self.expand_info is not None else False
) # don't expose it as a parameter in the public API to follow the spec
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out: dict[str, Any] | None
if not resolved_path.path:
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# Path is the root directory
out = {
"name": path,
"size": 0,
"type": "directory",
}
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if isinstance(resolved_path, HfFileSystemResolvedRepositoryPath):
out["last_commit"] = None
if isinstance(resolved_path, HfFileSystemResolvedRepositoryPath) and expand_info:
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last_commit = self._api.list_repo_commits(
resolved_path.repo_id, repo_type=resolved_path.repo_type, revision=resolved_path.revision
)[-1]
out = {
**out,
"tree_id": None, # TODO: tree_id of the root directory?
"last_commit": LastCommitInfo(
oid=last_commit.commit_id, title=last_commit.title, date=last_commit.created_at
),
}
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elif isinstance(resolved_path, HfFileSystemResolvedBucketPath):
parent_path = self._parent(path)
# Fill the cache with cheap call
self.ls(parent_path, refresh=refresh)
out1 = [o for o in self.dircache[parent_path] if o["name"] == path]
if not out1:
_raise_file_not_found(path, None)
out = out1[0]
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else:
out = None
parent_path = self._parent(path)
if not expand_info and parent_path not in self.dircache:
# Fill the cache with cheap call
self.ls(parent_path)
if parent_path in self.dircache:
# Check if the path is in the cache
out1 = [o for o in self.dircache[parent_path] if o["name"] == path]
if not out1:
_raise_file_not_found(path, None)
out = out1[0]
if refresh or out is None or (expand_info and out and out["last_commit"] is None):
paths_info = self._api.get_paths_info(
resolved_path.repo_id,
resolved_path.path_in_repo,
expand=expand_info,
revision=resolved_path.revision,
repo_type=resolved_path.repo_type,
)
if not paths_info:
_raise_file_not_found(path, None)
path_info = paths_info[0]
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root_path = HfFileSystemResolvedRepositoryPath(
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resolved_path.repo_type,
resolved_path.repo_id,
resolved_path.revision,
path_in_repo="",
_raw_revision=resolved_path._raw_revision,
).unresolve()
if isinstance(path_info, RepoFile):
out = {
"name": root_path + "/" + path_info.path,
"size": path_info.size,
"type": "file",
"blob_id": path_info.blob_id,
"lfs": path_info.lfs,
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"xet_hash": path_info.xet_hash,
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"last_commit": path_info.last_commit,
"security": path_info.security,
}
else:
out = {
"name": root_path + "/" + path_info.path,
"size": 0,
"type": "directory",
"tree_id": path_info.tree_id,
"last_commit": path_info.last_commit,
}
if not expand_info:
out = {k: out[k] for k in ["name", "size", "type"]}
assert out is not None
return out
def exists(self, path, **kwargs):
"""
Check if a file exists.
For more details, refer to [fsspec documentation](https://filesystem-spec.readthedocs.io/en/latest/api.html#fsspec.spec.AbstractFileSystem.exists).
> [!WARNING]
> Note: When possible, use `HfApi.file_exists()` for better performance.
Args:
path (`str`):
Path to check.
Returns:
`bool`: True if file exists, False otherwise.
"""
try:
if kwargs.get("refresh", False):
self.invalidate_cache(path)
self.info(path, **kwargs)
return True
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except OSError:
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return False
def isdir(self, path):
"""
Check if a path is a directory.
For more details, refer to [fsspec documentation](https://filesystem-spec.readthedocs.io/en/latest/api.html#fsspec.spec.AbstractFileSystem.isdir).
Args:
path (`str`):
Path to check.
Returns:
`bool`: True if path is a directory, False otherwise.
"""
try:
return self.info(path)["type"] == "directory"
except OSError:
return False
def isfile(self, path):
"""
Check if a path is a file.
For more details, refer to [fsspec documentation](https://filesystem-spec.readthedocs.io/en/latest/api.html#fsspec.spec.AbstractFileSystem.isfile).
Args:
path (`str`):
Path to check.
Returns:
`bool`: True if path is a file, False otherwise.
"""
try:
return self.info(path)["type"] == "file"
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except OSError:
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return False
def url(self, path: str) -> str:
"""
Get the HTTP URL of the given path.
Args:
path (`str`):
Path to get URL for.
Returns:
`str`: HTTP URL to access the file or directory on the Hub.
"""
resolved_path = self.resolve_path(path)
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if isinstance(resolved_path, HfFileSystemResolvedBucketPath):
url = f"{self.endpoint}/buckets/{resolved_path.bucket_id}/resolve/{quote(resolved_path.path)}"
else:
url = hf_hub_url(
resolved_path.repo_id,
resolved_path.path_in_repo,
repo_type=resolved_path.repo_type,
revision=resolved_path.revision,
endpoint=self.endpoint,
)
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if self.isdir(path):
url = url.replace("/resolve/", "/tree/", 1)
return url
def get_file(self, rpath, lpath, callback=_DEFAULT_CALLBACK, outfile=None, **kwargs) -> None:
"""
Copy single remote file to local.
> [!WARNING]
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> Note: When possible, use `HfApi.hf_hub_download()` or `HfApi.download_bucket_files` for better performance.
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Args:
rpath (`str`):
Remote path to download from.
lpath (`str`):
Local path to download to.
callback (`Callback`, *optional*):
Optional callback to track download progress. Defaults to no callback.
outfile (`IO`, *optional*):
Optional file-like object to write to. If provided, `lpath` is ignored.
"""
revision = kwargs.get("revision")
unhandled_kwargs = set(kwargs.keys()) - {"revision"}
if not isinstance(callback, (NoOpCallback, TqdmCallback)) or len(unhandled_kwargs) > 0:
# for now, let's not handle custom callbacks
# and let's not handle custom kwargs
return super().get_file(rpath, lpath, callback=callback, outfile=outfile, **kwargs)
# Taken from https://github.com/fsspec/filesystem_spec/blob/47b445ae4c284a82dd15e0287b1ffc410e8fc470/fsspec/spec.py#L883
if isfilelike(lpath):
outfile = lpath
elif self.isdir(rpath):
os.makedirs(lpath, exist_ok=True)
return None
if isinstance(lpath, (str, Path)): # otherwise, let's assume it's a file-like object
os.makedirs(os.path.dirname(lpath), exist_ok=True)
# Open file if not already open
close_file = False
if outfile is None:
outfile = open(lpath, "wb")
close_file = True
initial_pos = outfile.tell()
# Custom implementation of `get_file` to use `http_get`.
resolve_remote_path = self.resolve_path(rpath, revision=revision)
expected_size = self.info(rpath, revision=revision)["size"]
callback.set_size(expected_size)
try:
http_get(
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url=self.url(resolve_remote_path.unresolve()),
temp_file=outfile, # type: ignore
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displayed_filename=rpath,
expected_size=expected_size,
resume_size=0,
headers=self._api._build_hf_headers(),
_tqdm_bar=callback.tqdm if isinstance(callback, TqdmCallback) else None,
)
outfile.seek(initial_pos)
finally:
# Close file only if we opened it ourselves
if close_file:
outfile.close()
@property
def transaction(self):
"""A context within which files are committed together upon exit
Requires the file class to implement `.commit()` and `.discard()`
for the normal and exception cases.
"""
# Taken from https://github.com/fsspec/filesystem_spec/blob/3fbb6fee33b46cccb015607630843dea049d3243/fsspec/spec.py#L231
# See https://github.com/huggingface/huggingface_hub/issues/1733
raise NotImplementedError("Transactional commits are not supported.")
def start_transaction(self):
"""Begin write transaction for deferring files, non-context version"""
# Taken from https://github.com/fsspec/filesystem_spec/blob/3fbb6fee33b46cccb015607630843dea049d3243/fsspec/spec.py#L241
# See https://github.com/huggingface/huggingface_hub/issues/1733
raise NotImplementedError("Transactional commits are not supported.")
def __reduce__(self):
# re-populate the instance cache at HfFileSystem._cache and re-populate the state of every instance
return make_instance, (
type(self),
self.storage_args,
self.storage_options,
self._get_instance_state(),
)
def _get_instance_state(self):
return {
"dircache": deepcopy(self.dircache),
"_repo_and_revision_exists_cache": deepcopy(self._repo_and_revision_exists_cache),
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"_bucket_exists_cache": deepcopy(self._bucket_exists_cache),
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}
class HfFileSystemFile(fsspec.spec.AbstractBufferedFile):
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def __init__(self, fs: HfFileSystem, path: str, revision: str | None = None, **kwargs):
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try:
self.resolved_path = fs.resolve_path(path, revision=revision)
except FileNotFoundError as e:
if "w" in kwargs.get("mode", ""):
raise FileNotFoundError(
f"{e}.\nMake sure the repository and revision exist before writing data."
) from e
raise
super().__init__(fs, self.resolved_path.unresolve(), **kwargs)
self.fs: HfFileSystem
def __del__(self):
if not hasattr(self, "resolved_path"):
# Means that the constructor failed. Nothing to do.
return
return super().__del__()
def _fetch_range(self, start: int, end: int) -> bytes:
headers = {
"range": f"bytes={start}-{end - 1}",
**self.fs._api._build_hf_headers(),
}
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url = self.url()
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r = http_backoff("GET", url, headers=headers, timeout=constants.HF_HUB_DOWNLOAD_TIMEOUT)
hf_raise_for_status(r)
return r.content
def _initiate_upload(self) -> None:
self.temp_file = tempfile.NamedTemporaryFile(prefix="hffs-", delete=False)
def _upload_chunk(self, final: bool = False) -> None:
self.buffer.seek(0)
block = self.buffer.read()
self.temp_file.write(block)
if final:
self.temp_file.close()
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if isinstance(self.resolved_path, HfFileSystemResolvedBucketPath):
self.fs._api.batch_bucket_files(
self.resolved_path.bucket_id, add=[(self.temp_file.name, self.resolved_path.path)]
)
else:
self.fs._api.upload_file(
path_or_fileobj=self.temp_file.name,
path_in_repo=self.resolved_path.path_in_repo,
repo_id=self.resolved_path.repo_id,
token=self.fs.token,
repo_type=self.resolved_path.repo_type,
revision=self.resolved_path.revision,
commit_message=self.kwargs.get("commit_message"),
commit_description=self.kwargs.get("commit_description"),
)
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os.remove(self.temp_file.name)
self.fs.invalidate_cache(
path=self.resolved_path.unresolve(),
)
def read(self, length=-1):
"""Read remote file.
If `length` is not provided or is -1, the entire file is downloaded and read. On POSIX systems the file is
loaded in memory directly. Otherwise, the file is downloaded to a temporary file and read from there.
"""
if self.mode == "rb" and (length is None or length == -1) and self.loc == 0:
with self.fs.open(self.path, "rb", block_size=0) as f: # block_size=0 enables fast streaming
out = f.read()
self.loc += len(out)
return out
return super().read(length)
def url(self) -> str:
return self.fs.url(self.path)
class HfFileSystemStreamFile(fsspec.spec.AbstractBufferedFile):
def __init__(
self,
fs: HfFileSystem,
path: str,
mode: str = "rb",
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revision: str | None = None,
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block_size: int = 0,
cache_type: str = "none",
**kwargs,
):
if block_size != 0:
raise ValueError(f"HfFileSystemStreamFile only supports block_size=0 but got {block_size}")
if cache_type != "none":
raise ValueError(f"HfFileSystemStreamFile only supports cache_type='none' but got {cache_type}")
if "w" in mode:
raise ValueError(f"HfFileSystemStreamFile only supports reading but got mode='{mode}'")
try:
self.resolved_path = fs.resolve_path(path, revision=revision)
except FileNotFoundError as e:
if "w" in kwargs.get("mode", ""):
raise FileNotFoundError(
f"{e}.\nMake sure the repository and revision exist before writing data."
) from e
# avoid an unnecessary .info() call to instantiate .details
self.details = {"name": self.resolved_path.unresolve(), "size": None}
super().__init__(
fs, self.resolved_path.unresolve(), mode=mode, block_size=block_size, cache_type=cache_type, **kwargs
)
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self.response: httpx.Response | None = None
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self.fs: HfFileSystem
self._exit_stack = ExitStack()
# streaming state
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self._stream_iterator: Iterator[bytes] | None = None
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self._stream_buffer = bytearray()
def seek(self, loc: int, whence: int = 0):
if loc == 0 and whence == 1:
return
if loc == self.loc and whence == 0:
return
raise ValueError("Cannot seek streaming HF file")
def read(self, length: int = -1):
"""Read the remote file.
If the file is already open, we reuse the connection.
Otherwise, open a new connection and read from it.
If reading the stream fails, we retry with a new connection.
"""
if self.response is None:
self._open_connection()
retried_once = False
while True:
try:
if self.response is None or self._stream_iterator is None:
return b"" # Already read the entire file
out = self._read_from_stream(self._stream_iterator, length)
self.loc += len(out)
return out
except Exception:
if self.response is not None:
self.response.close()
if retried_once: # Already retried once, give up
raise
# First failure, retry with range header
self._open_connection()
retried_once = True
def _read_from_stream(self, iterator: Iterator[bytes], length: int = -1) -> bytes:
"""Read up to `length` bytes from stream buffer and stream.
If length < 0, read until EOF.
If EOF is reached before length, fewer bytes may be returned.
"""
if length == 0:
return b""
if length < 0:
buf = bytearray(self._stream_buffer)
self._stream_buffer.clear()
for chunk in iterator:
buf.extend(chunk)
return bytes(buf)
if length <= len(self._stream_buffer):
result = bytes(self._stream_buffer[:length])
del self._stream_buffer[:length]
return result
buf = bytearray(self._stream_buffer)
self._stream_buffer.clear()
for chunk in iterator:
need = length - len(buf)
if need > len(chunk):
buf.extend(chunk)
else:
buf.extend(chunk[:need])
self._stream_buffer.extend(chunk[need:])
break
return bytes(buf)
def url(self) -> str:
return self.fs.url(self.path)
def __del__(self):
if not hasattr(self, "resolved_path"):
# Means that the constructor failed. Nothing to do.
return
self._exit_stack.close()
return super().__del__()
def __reduce__(self):
return reopen, (self.fs, self.path, self.mode, self.blocksize, self.cache.name)
def _open_connection(self):
"""Open a connection to the remote file."""
# reset streaming state
self._stream_buffer.clear()
self._stream_iterator = None
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url = self.url()
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headers = self.fs._api._build_hf_headers()
if self.loc > 0:
headers["Range"] = f"bytes={self.loc}-"
self.response = self._exit_stack.enter_context(
http_stream_backoff(
"GET",
url,
headers=headers,
timeout=constants.HF_HUB_DOWNLOAD_TIMEOUT,
)
)
try:
hf_raise_for_status(self.response)
except HfHubHTTPError as e:
if e.response.status_code == 416:
# Range not satisfiable => means that we have already read the entire file
self.response = None
return
raise
self._stream_iterator = self.response.iter_bytes()
def safe_revision(revision: str) -> str:
return revision if SPECIAL_REFS_REVISION_REGEX.match(revision) else safe_quote(revision)
def safe_quote(s: str) -> str:
return quote(s, safe="")
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def _raise_file_not_found(path: str, err: Exception | None) -> NoReturn:
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msg = path
if isinstance(err, RepositoryNotFoundError):
msg = f"{path} (repository not found)"
elif isinstance(err, RevisionNotFoundError):
msg = f"{path} (revision not found)"
elif isinstance(err, HFValidationError):
msg = f"{path} (invalid repository id)"
raise FileNotFoundError(msg) from err
def reopen(fs: HfFileSystem, path: str, mode: str, block_size: int, cache_type: str):
return fs.open(path, mode=mode, block_size=block_size, cache_type=cache_type)
def make_instance(cls, args, kwargs, instance_state):
fs = cls(*args, **kwargs)
for attr, state_value in instance_state.items():
setattr(fs, attr, state_value)
return fs
hffs = HfFileSystem()