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import copy
import os
import re
import tempfile
from collections import deque
from dataclasses import dataclass, field
from datetime import datetime
from itertools import chain
from typing import Any, Dict, List, NoReturn, Optional, Tuple, Union
from urllib.parse import quote, unquote
import fsspec
from ._commit_api import CommitOperationCopy, CommitOperationDelete
from .constants import DEFAULT_REVISION, ENDPOINT, REPO_TYPE_MODEL, REPO_TYPES_MAPPING, REPO_TYPES_URL_PREFIXES
from .file_download import hf_hub_url
from .hf_api import HfApi, LastCommitInfo, RepoFile
from .utils import (
EntryNotFoundError,
HFValidationError,
RepositoryNotFoundError,
RevisionNotFoundError,
hf_raise_for_status,
http_backoff,
)
# Regex used to match special revisions with "/" in them (see #1710)
SPECIAL_REFS_REVISION_REGEX = re.compile(
r"""
(^refs\/convert\/\w+) # `refs/convert/parquet` revisions
|
(^refs\/pr\/\d+) # PR revisions
""",
re.VERBOSE,
)
@dataclass
class HfFileSystemResolvedPath:
"""Data structure containing information about a resolved Hugging Face file system path."""
repo_type: str
repo_id: str
revision: str
path_in_repo: str
# 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.
_raw_revision: Optional[str] = field(default=None, repr=False)
def unresolve(self) -> str:
repo_path = REPO_TYPES_URL_PREFIXES.get(self.repo_type, "") + self.repo_id
if self._raw_revision:
return f"{repo_path}@{self._raw_revision}/{self.path_in_repo}".rstrip("/")
elif self.revision != DEFAULT_REVISION:
return f"{repo_path}@{safe_revision(self.revision)}/{self.path_in_repo}".rstrip("/")
else:
return f"{repo_path}/{self.path_in_repo}".rstrip("/")
class HfFileSystem(fsspec.AbstractFileSystem):
"""
Access a remote Hugging Face Hub repository as if were a local file system.
Args:
token (`str`, *optional*):
Authentication token, obtained with [`HfApi.login`] method. Will default to the stored token.
Usage:
```python
>>> from huggingface_hub import HfFileSystem
>>> fs = HfFileSystem()
>>> # List files
>>> fs.glob("my-username/my-model/*.bin")
['my-username/my-model/pytorch_model.bin']
>>> fs.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 fs.open("my-username/my-model/pytorch_model.bin") as f:
... data = f.read()
>>> with fs.open("my-username/my-model/pytorch_model.bin", "wb") as f:
... f.write(data)
```
"""
root_marker = ""
protocol = "hf"
def __init__(
self,
*args,
endpoint: Optional[str] = None,
token: Optional[str] = None,
**storage_options,
):
super().__init__(*args, **storage_options)
self.endpoint = endpoint or ENDPOINT
self.token = token
self._api = HfApi(endpoint=endpoint, token=token)
# Maps (repo_type, repo_id, revision) to a 2-tuple with:
# * the 1st element indicating whether the repositoy and the revision exist
# * the 2nd element being the exception raised if the repository or revision doesn't exist
self._repo_and_revision_exists_cache: Dict[
Tuple[str, str, Optional[str]], Tuple[bool, Optional[Exception]]
] = {}
def _repo_and_revision_exist(
self, repo_type: str, repo_id: str, revision: Optional[str]
) -> Tuple[bool, Optional[Exception]]:
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)
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)]
def resolve_path(self, path: str, revision: Optional[str] = None) -> HfFileSystemResolvedPath:
def _align_revision_in_path_with_revision(
revision_in_path: Optional[str], revision: Optional[str]
) -> Optional[str]:
if revision is not None:
if revision_in_path is not None and revision_in_path != revision:
raise ValueError(
f'Revision specified in path ("{revision_in_path}") and in `revision` argument ("{revision}")'
" are not the same."
)
else:
revision = revision_in_path
return revision
path = self._strip_protocol(path)
if not path:
# can't list repositories at root
raise NotImplementedError("Access to repositories lists is not implemented.")
elif path.split("/")[0] + "/" in REPO_TYPES_URL_PREFIXES.values():
if "/" not in path:
# can't list repositories at the repository type level
raise NotImplementedError("Access to repositories lists is not implemented.")
repo_type, path = path.split("/", 1)
repo_type = REPO_TYPES_MAPPING[repo_type]
else:
repo_type = REPO_TYPE_MODEL
if path.count("/") > 0:
if "@" in path:
repo_id, revision_in_path = path.split("@", 1)
if "/" in revision_in_path:
match = SPECIAL_REFS_REVISION_REGEX.search(revision_in_path)
if match is not None and revision in (None, match.group()):
# Handle `refs/convert/parquet` and PR revisions separately
path_in_repo = SPECIAL_REFS_REVISION_REGEX.sub("", revision_in_path).lstrip("/")
revision_in_path = match.group()
else:
revision_in_path, path_in_repo = revision_in_path.split("/", 1)
else:
path_in_repo = ""
revision = _align_revision_in_path_with_revision(unquote(revision_in_path), revision)
repo_and_revision_exist, err = self._repo_and_revision_exist(repo_type, repo_id, revision)
if not repo_and_revision_exist:
_raise_file_not_found(path, err)
else:
revision_in_path = None
repo_id_with_namespace = "/".join(path.split("/")[:2])
path_in_repo_with_namespace = "/".join(path.split("/")[2:])
repo_id_without_namespace = path.split("/")[0]
path_in_repo_without_namespace = "/".join(path.split("/")[1:])
repo_id = repo_id_with_namespace
path_in_repo = path_in_repo_with_namespace
repo_and_revision_exist, err = self._repo_and_revision_exist(repo_type, repo_id, revision)
if not repo_and_revision_exist:
if isinstance(err, (RepositoryNotFoundError, HFValidationError)):
repo_id = repo_id_without_namespace
path_in_repo = path_in_repo_without_namespace
repo_and_revision_exist, _ = self._repo_and_revision_exist(repo_type, repo_id, revision)
if not repo_and_revision_exist:
_raise_file_not_found(path, err)
else:
_raise_file_not_found(path, err)
else:
repo_id = path
path_in_repo = ""
if "@" in path:
repo_id, revision_in_path = path.split("@", 1)
revision = _align_revision_in_path_with_revision(unquote(revision_in_path), revision)
else:
revision_in_path = None
repo_and_revision_exist, _ = self._repo_and_revision_exist(repo_type, repo_id, revision)
if not repo_and_revision_exist:
raise NotImplementedError("Access to repositories lists is not implemented.")
revision = revision if revision is not None else DEFAULT_REVISION
return HfFileSystemResolvedPath(repo_type, repo_id, revision, path_in_repo, _raw_revision=revision_in_path)
def invalidate_cache(self, path: Optional[str] = None) -> None:
if not path:
self.dircache.clear()
self._repo_and_revision_exists_cache.clear()
else:
path = self.resolve_path(path).unresolve()
while path:
self.dircache.pop(path, None)
path = self._parent(path)
def _open(
self,
path: str,
mode: str = "rb",
revision: Optional[str] = None,
**kwargs,
) -> "HfFileSystemFile":
if "a" in mode:
raise NotImplementedError("Appending to remote files is not yet supported.")
return HfFileSystemFile(self, path, mode=mode, revision=revision, **kwargs)
def _rm(self, path: str, revision: Optional[str] = None, **kwargs) -> None:
resolved_path = self.resolve_path(path, revision=revision)
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"),
)
self.invalidate_cache(path=resolved_path.unresolve())
def rm(
self,
path: str,
recursive: bool = False,
maxdepth: Optional[int] = None,
revision: Optional[str] = None,
**kwargs,
) -> None:
resolved_path = self.resolve_path(path, revision=revision)
root_path = REPO_TYPES_URL_PREFIXES.get(resolved_path.repo_type, "") + resolved_path.repo_id
paths = self.expand_path(path, recursive=recursive, maxdepth=maxdepth, revision=revision)
paths_in_repo = [path[len(root_path) + 1 :] 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"),
)
self.invalidate_cache(path=resolved_path.unresolve())
def ls(
self, path: str, detail: bool = True, refresh: bool = False, revision: Optional[str] = None, **kwargs
) -> List[Union[str, Dict[str, Any]]]:
"""List the contents of a directory."""
resolved_path = self.resolve_path(path, revision=revision)
path = resolved_path.unresolve()
kwargs = {"expand_info": detail, **kwargs}
try:
out = self._ls_tree(path, refresh=refresh, revision=revision, **kwargs)
except EntryNotFoundError:
# Path could be a file
if not resolved_path.path_in_repo:
_raise_file_not_found(path, None)
out = self._ls_tree(self._parent(path), refresh=refresh, revision=revision, **kwargs)
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,
revision: Optional[str] = None,
expand_info: bool = True,
):
resolved_path = self.resolve_path(path, revision=revision)
path = resolved_path.unresolve()
root_path = HfFileSystemResolvedPath(
resolved_path.repo_type,
resolved_path.repo_id,
resolved_path.revision,
path_in_repo="",
_raw_revision=resolved_path._raw_revision,
).unresolve()
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)
dirs_to_visit = deque(
[path_info for path_info in cached_path_infos if path_info["type"] == "directory"]
)
while dirs_to_visit:
dir_info = dirs_to_visit.popleft()
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(
[path_info for path_info in cached_path_infos if path_info["type"] == "directory"]
)
dirs_not_expanded = []
if expand_info:
# Check if there are directories with non-expanded entries
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)
)
out = [o for o in out if not o["name"].startswith(common_path + "/")]
for cached_path in 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,
)
)
else:
tree = self._api.list_repo_tree(
resolved_path.repo_id,
resolved_path.path_in_repo,
recursive=recursive,
expand=expand_info,
revision=resolved_path.revision,
repo_type=resolved_path.repo_type,
)
for path_info in tree:
if isinstance(path_info, RepoFile):
cache_path_info = {
"name": root_path + "/" + path_info.path,
"size": path_info.size,
"type": "file",
"blob_id": path_info.blob_id,
"lfs": path_info.lfs,
"last_commit": path_info.last_commit,
"security": path_info.security,
}
else:
cache_path_info = {
"name": root_path + "/" + path_info.path,
"size": 0,
"type": "directory",
"tree_id": path_info.tree_id,
"last_commit": path_info.last_commit,
}
parent_path = self._parent(cache_path_info["name"])
self.dircache.setdefault(parent_path, []).append(cache_path_info)
out.append(cache_path_info)
return copy.deepcopy(out) # copy to not let users modify the dircache
def glob(self, path, **kwargs):
# Set expand_info=False by default to get a x10 speed boost
kwargs = {"expand_info": kwargs.get("detail", False), **kwargs}
path = self.resolve_path(path, revision=kwargs.get("revision")).unresolve()
return super().glob(path, **kwargs)
def find(
self,
path: str,
maxdepth: Optional[int] = None,
withdirs: bool = False,
detail: bool = False,
refresh: bool = False,
revision: Optional[str] = None,
**kwargs,
) -> Union[List[str], Dict[str, Dict[str, Any]]]:
if maxdepth:
return super().find(
path, maxdepth=maxdepth, withdirs=withdirs, detail=detail, refresh=refresh, revision=revision, **kwargs
)
resolved_path = self.resolve_path(path, revision=revision)
path = resolved_path.unresolve()
kwargs = {"expand_info": detail, **kwargs}
try:
out = self._ls_tree(path, recursive=True, refresh=refresh, revision=resolved_path.revision, **kwargs)
except EntryNotFoundError:
# Path could be a file
if self.info(path, revision=revision, **kwargs)["type"] == "file":
out = {path: {}}
else:
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
path_info = self.info(path, revision=resolved_path.revision, **kwargs)
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}
def cp_file(self, path1: str, path2: str, revision: Optional[str] = None, **kwargs) -> None:
resolved_path1 = self.resolve_path(path1, revision=revision)
resolved_path2 = self.resolve_path(path2, revision=revision)
same_repo = (
resolved_path1.repo_type == resolved_path2.repo_type and resolved_path1.repo_id == resolved_path2.repo_id
)
if same_repo and self.info(path1, revision=resolved_path1.revision)["lfs"] is not None:
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:
info = self.info(path, **kwargs)
return info["last_commit"]["date"]
def info(self, path: str, refresh: bool = False, revision: Optional[str] = None, **kwargs) -> Dict[str, Any]:
resolved_path = self.resolve_path(path, revision=revision)
path = resolved_path.unresolve()
expand_info = kwargs.get(
"expand_info", True
) # don't expose it as a parameter in the public API to follow the spec
if not resolved_path.path_in_repo:
# Path is the root directory
out = {
"name": path,
"size": 0,
"type": "directory",
}
if expand_info:
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
),
}
else:
out = None
parent_path = self._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]
root_path = HfFileSystemResolvedPath(
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,
"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 copy.deepcopy(out) # copy to not let users modify the dircache
def exists(self, path, **kwargs):
"""Is there a file at the given path"""
try:
self.info(path, expand_info=False, **kwargs)
return True
except: # noqa: E722
# any exception allowed bar FileNotFoundError?
return False
def isdir(self, path):
"""Is this entry directory-like?"""
try:
return self.info(path, expand_info=False)["type"] == "directory"
except OSError:
return False
def isfile(self, path):
"""Is this entry file-like?"""
try:
return self.info(path, expand_info=False)["type"] == "file"
except: # noqa: E722
return False
@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.")
class HfFileSystemFile(fsspec.spec.AbstractBufferedFile):
def __init__(self, fs: HfFileSystem, path: str, revision: Optional[str] = None, **kwargs):
super().__init__(fs, path, **kwargs)
self.fs: HfFileSystem
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
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(),
}
url = hf_hub_url(
repo_id=self.resolved_path.repo_id,
revision=self.resolved_path.revision,
filename=self.resolved_path.path_in_repo,
repo_type=self.resolved_path.repo_type,
endpoint=self.fs.endpoint,
)
r = http_backoff("GET", url, headers=headers)
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()
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"),
)
os.remove(self.temp_file.name)
self.fs.invalidate_cache(
path=self.resolved_path.unresolve(),
)
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="")
def _raise_file_not_found(path: str, err: Optional[Exception]) -> NoReturn:
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