Source code for multistorageclient.providers.huggingface

  1# SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
  2# SPDX-License-Identifier: Apache-2.0
  3#
  4# Licensed under the Apache License, Version 2.0 (the "License");
  5# you may not use this file except in compliance with the License.
  6# You may obtain a copy of the License at
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  8# http://www.apache.org/licenses/LICENSE-2.0
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 10# Unless required by applicable law or agreed to in writing, software
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 12# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 13# See the License for the specific language governing permissions and
 14# limitations under the License.
 15
 16import importlib.util
 17import io
 18import os
 19import tempfile
 20from collections.abc import Callable, Iterator
 21from typing import IO, Any, TypeVar
 22
 23from huggingface_hub import CommitOperationCopy, HfApi
 24from huggingface_hub.errors import EntryNotFoundError, HfHubHTTPError, RepositoryNotFoundError, RevisionNotFoundError
 25from huggingface_hub.hf_api import RepoFile, RepoFolder
 26
 27from ..telemetry import Telemetry
 28from ..types import (
 29    AWARE_DATETIME_MIN,
 30    Credentials,
 31    CredentialsProvider,
 32    ObjectMetadata,
 33    Range,
 34    RetryableError,
 35    SymlinkHandling,
 36)
 37from ..utils import safe_makedirs
 38from .base import BaseStorageProvider
 39
 40_T = TypeVar("_T")
 41
 42PROVIDER = "huggingface"
 43
 44HF_TRANSFER_UNAVAILABLE_ERROR_MESSAGE = (
 45    "Fast transfer using 'hf_transfer' is enabled (HF_HUB_ENABLE_HF_TRANSFER=1) "
 46    "but 'hf_transfer' package is not available in your environment. "
 47    "Either install hf_transfer with 'pip install hf_transfer' or "
 48    "disable it by setting HF_HUB_ENABLE_HF_TRANSFER=0"
 49)
 50
 51
[docs] 52class HuggingFaceCredentialsProvider(CredentialsProvider): 53 """ 54 A concrete implementation of the :py:class:`multistorageclient.types.CredentialsProvider` that provides HuggingFace credentials. 55 """ 56 57 def __init__(self, access_token: str): 58 """ 59 Initializes the :py:class:`HuggingFaceCredentialsProvider` with the provided access token. 60 61 :param access_token: The HuggingFace access token for authentication. 62 """ 63 self.token = access_token 64
[docs] 65 def get_credentials(self) -> Credentials: 66 """ 67 Retrieves the current HuggingFace credentials. 68 69 :return: The current credentials used for HuggingFace authentication. 70 """ 71 return Credentials( 72 access_key="", 73 secret_key="", 74 token=self.token, 75 expiration=None, 76 )
77
[docs] 78 def refresh_credentials(self) -> None: 79 """ 80 Refreshes the credentials if they are expired or about to expire. 81 82 Note: HuggingFace tokens typically don't expire, so this is a no-op. 83 """
84 85
[docs] 86class HuggingFaceStorageProvider(BaseStorageProvider): 87 """ 88 A concrete implementation of the :py:class:`multistorageclient.types.StorageProvider` for interacting with HuggingFace Hub repositories. 89 """ 90 91 def __init__( 92 self, 93 repository_id: str, 94 repo_type: str = "model", 95 base_path: str = "", 96 repo_revision: str = "main", 97 credentials_provider: CredentialsProvider | None = None, 98 config_dict: dict[str, Any] | None = None, 99 telemetry_provider: Callable[[], Telemetry] | None = None, 100 ): 101 """ 102 Initializes the :py:class:`HuggingFaceStorageProvider` with repository information and optional credentials provider. 103 104 :param repository_id: The HuggingFace repository ID (e.g., 'username/repo-name'). 105 :param repo_type: The type of repository ('dataset', 'model', 'space'). Defaults to 'model'. 106 :param base_path: The root prefix path within the repository where all operations will be scoped. 107 :param repo_revision: The git revision (branch, tag, or commit) to use. Defaults to 'main'. 108 :param credentials_provider: The provider to retrieve HuggingFace credentials. 109 :param config_dict: Resolved MSC config. 110 :param telemetry_provider: A function that provides a telemetry instance. 111 """ 112 113 # Validate repo_type 114 allowed_repo_types = {"dataset", "model", "space"} 115 if repo_type not in allowed_repo_types: 116 raise ValueError(f"Invalid repo_type '{repo_type}'. Must be one of: {allowed_repo_types}") 117 118 # Validate repository_id format 119 if not repository_id or "/" not in repository_id: 120 raise ValueError(f"Invalid repository_id '{repository_id}'. Expected format: 'username/repo-name'") 121 122 self._validate_hf_transfer_availability() 123 124 super().__init__( 125 base_path=base_path, 126 provider_name=PROVIDER, 127 config_dict=config_dict, 128 telemetry_provider=telemetry_provider, 129 ) 130 131 self._repository_id = repository_id 132 self._repo_type = repo_type 133 self._repo_revision = repo_revision 134 self._credentials_provider = credentials_provider 135 136 self._hf_client: HfApi = self._create_hf_api_client() 137 138 def _create_hf_api_client(self) -> HfApi: 139 """ 140 Creates and configures the HuggingFace API client. 141 142 Initializes the HfApi client with authentication token if credentials are provided, 143 otherwise creates an unauthenticated client for public repositories. 144 145 :return: Configured HfApi client instance. 146 """ 147 148 token = None 149 if self._credentials_provider: 150 creds = self._credentials_provider.get_credentials() 151 token = creds.token 152 153 return HfApi(token=token) 154 155 def _validate_hf_transfer_availability(self) -> None: 156 """ 157 Validates that hf_transfer is available if it's enabled via environment variables. 158 159 Raises: 160 ValueError: If hf_transfer is enabled but not available. 161 """ 162 # Check if hf_transfer is enabled via environment variable 163 hf_transfer_enabled = os.environ.get("HF_HUB_ENABLE_HF_TRANSFER", "").lower() in ("1", "on", "true", "yes") 164 165 if hf_transfer_enabled and importlib.util.find_spec("hf_transfer") is None: 166 raise ValueError(HF_TRANSFER_UNAVAILABLE_ERROR_MESSAGE) 167 168 def _parse_rate_limit_headers(self, response) -> str: 169 """ 170 Parses HuggingFace rate limit headers and returns formatted information. 171 172 HuggingFace returns rate limit information in these headers: 173 - RateLimit: "api";r=0;t=142 174 - r = requests remaining in the current window 175 - t = seconds until rate limit resets 176 - RateLimit-Policy: "fixed window";"api";q=10000;w=300 177 - q = total requests allowed per window 178 - w = window size in seconds 179 180 Reference: https://huggingface.co/docs/hub/rate-limits 181 182 :param response: The HTTP response object containing rate limit headers. 183 :return: Formatted string with rate limit information, or empty string if headers not found. 184 """ 185 186 try: 187 headers = response.headers 188 except Exception: 189 return "" 190 191 rate_limit_info = [] 192 193 # Note: HTTP headers are case-insensitive, but we use the canonical casing from HF docs 194 if "RateLimit" in headers: 195 rate_limit = headers["RateLimit"] 196 # Extract r (remaining) and t (time until reset) 197 remaining = None 198 reset_seconds = None 199 200 parts = rate_limit.split(";") 201 for part in parts: 202 part = part.strip() 203 if part.startswith("r="): 204 try: 205 remaining = int(part[2:]) 206 except ValueError: 207 pass 208 elif part.startswith("t="): 209 try: 210 reset_seconds = int(part[2:]) 211 except ValueError: 212 pass 213 214 if remaining is not None: 215 rate_limit_info.append(f"Requests remaining in current window: {remaining}") 216 if reset_seconds is not None: 217 rate_limit_info.append(f"Rate limit resets in: {reset_seconds} seconds") 218 219 if "RateLimit-Policy" in headers: 220 policy = headers["RateLimit-Policy"] 221 # Extract q (quota) and w (window size) 222 quota = None 223 window_seconds = None 224 225 parts = policy.split(";") 226 for part in parts: 227 part = part.strip() 228 if part.startswith("q="): 229 try: 230 quota = int(part[2:]) 231 except ValueError: 232 pass 233 elif part.startswith("w="): 234 try: 235 window_seconds = int(part[2:]) 236 except ValueError: 237 pass 238 239 if quota is not None and window_seconds is not None: 240 window_minutes = window_seconds / 60 241 rate_limit_info.append(f"Rate limit policy: {quota} requests per {window_minutes:.0f}-minute window") 242 243 if rate_limit_info: 244 return " | ".join(rate_limit_info) 245 246 return "" 247 248 def _translate_errors( 249 self, 250 func: Callable[[], _T], 251 operation: str, 252 repo_id: str, 253 path: str, 254 ) -> _T: 255 """ 256 Translates HuggingFace errors into standardized exceptions with retry logic. 257 258 Parses HuggingFace rate limit headers (RateLimit and RateLimit-Policy) to provide 259 detailed information about rate limiting to users. See https://huggingface.co/docs/hub/rate-limits 260 261 :param func: The function that performs the actual HuggingFace operation. 262 :param operation: The type of operation being performed (e.g., "upload", "download", "delete"). 263 :param repo_id: The HuggingFace repository ID. 264 :param path: The path of the object within the repository. 265 :return: The result of the HuggingFace operation. 266 :raises RetryableError: For transient errors that can be retried (429, 503, connection errors). 267 :raises FileNotFoundError: When the requested resource is not found. 268 :raises RuntimeError: For other non-retryable errors. 269 """ 270 try: 271 return func() 272 except RepositoryNotFoundError as error: 273 raise FileNotFoundError( 274 f"Repository not found or access denied: {repo_id}. " 275 f"Verify the repository exists and you have access permissions." 276 ) from error 277 except RevisionNotFoundError as error: 278 raise FileNotFoundError( 279 f"Revision '{self._repo_revision}' not found in repository {repo_id}. " 280 f"Verify the branch, tag, or commit exists." 281 ) from error 282 except EntryNotFoundError as error: 283 raise FileNotFoundError(f"File not found in HuggingFace repository: {path}") from error 284 except FileNotFoundError: 285 raise 286 except HfHubHTTPError as error: 287 # Extract status code and parse rate limit headers 288 # Don't use hasattr() - it's unreliable with response objects 289 status_code = None 290 response = None 291 292 try: 293 response = error.response 294 if response is not None: 295 status_code = response.status_code 296 except AttributeError: 297 pass 298 299 rate_limit_info = self._parse_rate_limit_headers(response) 300 quota_suffix = f" | {rate_limit_info}" if rate_limit_info else "" 301 302 error_info = f"repo_id: {repo_id}, path: {path}, status_code: {status_code}, error: {error}" 303 304 if status_code == 404: 305 raise FileNotFoundError(f"Object {repo_id}/{path} does not exist. {error_info}") from error 306 elif status_code == 409: 307 raise RetryableError(f"Conflict Error for {repo_id}. {error_info}{quota_suffix}") from error 308 elif status_code == 429: 309 base_message = f"Rate limit exceeded when {operation} object(s) at {repo_id}/{path}. {error_info}" 310 raise RetryableError(f"{base_message}{quota_suffix}") from error 311 elif status_code == 503: 312 raise RetryableError( 313 f"Service unavailable when {operation} object(s) at {repo_id}/{path}. {error_info}{quota_suffix}" 314 ) from error 315 elif status_code in (408, 500, 502, 504): 316 raise RetryableError( 317 f"Transient error ({status_code}) when {operation} object(s) at {repo_id}/{path}. {error_info}{quota_suffix}" 318 ) from error 319 else: 320 raise RuntimeError( 321 f"HuggingFace API error during {operation} of {path}: {error}{quota_suffix}" 322 ) from error 323 except (ConnectionError, TimeoutError, OSError) as error: 324 raise RetryableError( 325 f"Connection error when {operation} object(s) at {repo_id}/{path}, error type: {type(error).__name__}" 326 ) from error 327 except Exception as error: 328 raise RuntimeError(f"Unexpected error during {operation} of {path}: {error}") from error 329 330 def _put_object( 331 self, 332 path: str, 333 body: bytes, 334 if_match: str | None = None, 335 if_none_match: str | None = None, 336 attributes: dict[str, str] | None = None, 337 ) -> int: 338 """ 339 Uploads an object to the HuggingFace repository. 340 341 :param path: The path where the object will be stored in the repository. 342 :param body: The content of the object to store. 343 :param if_match: Optional ETag for conditional uploads (not supported by HuggingFace). 344 :param if_none_match: Optional ETag for conditional uploads (not supported by HuggingFace). 345 :param attributes: Optional attributes for the object (not supported by HuggingFace). 346 :return: Data size in bytes. 347 :raises RuntimeError: If HuggingFace client is not initialized or API errors occur. 348 :raises ValueError: If client attempts to create a directory. 349 :raises ValueError: If conditional upload parameters are provided (not supported). 350 """ 351 if not self._hf_client: 352 raise RuntimeError("HuggingFace client not initialized") 353 354 if if_match is not None or if_none_match is not None: 355 raise ValueError( 356 "HuggingFace provider does not support conditional uploads. " 357 "if_match and if_none_match parameters are not supported." 358 ) 359 360 if attributes is not None: 361 raise ValueError( 362 "HuggingFace provider does not support custom object attributes. " 363 "Use commit messages or repository metadata instead." 364 ) 365 366 if path.endswith("/"): 367 raise ValueError( 368 "HuggingFace Storage Provider does not support explicit directory creation. " 369 "Directories are created implicitly when files are uploaded to paths within them." 370 ) 371 372 path = self._normalize_path(path) 373 374 def _invoke_api(): 375 with tempfile.NamedTemporaryFile(delete=False) as temp_file: 376 temp_file.write(body) 377 temp_file_path = temp_file.name 378 379 try: 380 self._hf_client.upload_file( 381 path_or_fileobj=temp_file_path, 382 path_in_repo=path, 383 repo_id=self._repository_id, 384 repo_type=self._repo_type, 385 revision=self._repo_revision, 386 commit_message=f"Upload {path}", 387 commit_description=None, 388 create_pr=False, 389 ) 390 391 return len(body) 392 393 finally: 394 os.unlink(temp_file_path) 395 396 return self._translate_errors(_invoke_api, "PUT", self._repository_id, path) 397 398 def _get_object(self, path: str, byte_range: Range | None = None) -> bytes: 399 """ 400 Retrieves an object from the HuggingFace repository. 401 402 :param path: The path of the object to retrieve from the repository. 403 :param byte_range: Optional byte range for partial content (not supported by HuggingFace). 404 :return: The content of the retrieved object. 405 :raises RuntimeError: If HuggingFace client is not initialized or API errors occur. 406 :raises ValueError: If a byte range is requested (HuggingFace doesn't support range reads). 407 :raises FileNotFoundError: If the file doesn't exist in the repository. 408 """ 409 410 if not self._hf_client: 411 raise RuntimeError("HuggingFace client not initialized") 412 413 if byte_range is not None: 414 raise ValueError( 415 "HuggingFace provider does not support partial range reads. " 416 f"Requested range: offset={byte_range.offset}, size={byte_range.size}. " 417 "To read the entire file, call get_object() without the byte_range parameter." 418 ) 419 420 path = self._normalize_path(path) 421 422 def _invoke_api(): 423 with tempfile.TemporaryDirectory() as temp_dir: 424 downloaded_path = self._hf_client.hf_hub_download( 425 repo_id=self._repository_id, 426 filename=path, 427 repo_type=self._repo_type, 428 revision=self._repo_revision, 429 local_dir=temp_dir, 430 ) 431 432 with open(downloaded_path, "rb") as f: 433 data = f.read() 434 435 return data 436 437 return self._translate_errors(_invoke_api, "GET", self._repository_id, path) 438 439 def _copy_object(self, src_path: str, dest_path: str) -> int: 440 """ 441 Copies an object within the HuggingFace repository using server-side copy. 442 443 .. note:: 444 Copy behavior is size-dependent: files ≥10MB are copied remotely via 445 metadata (LFS), while files <10MB are downloaded and re-uploaded. 446 447 :param src_path: The source path of the object to copy. 448 :param dest_path: The destination path for the copied object. 449 :return: Data size in bytes. 450 :raises RuntimeError: If HuggingFace client is not initialized or API errors occur. 451 :raises FileNotFoundError: If the source file doesn't exist. 452 """ 453 if not self._hf_client: 454 raise RuntimeError("HuggingFace client not initialized") 455 456 src_path = self._normalize_path(src_path) 457 dest_path = self._normalize_path(dest_path) 458 459 src_object = self._get_object_metadata(src_path) 460 461 def _invoke_api(): 462 operations = [ 463 CommitOperationCopy( 464 src_path_in_repo=src_path, 465 path_in_repo=dest_path, 466 ) 467 ] 468 469 self._hf_client.create_commit( 470 repo_id=self._repository_id, 471 operations=operations, 472 commit_message=f"Copy {src_path} to {dest_path}", 473 repo_type=self._repo_type, 474 revision=self._repo_revision, 475 ) 476 477 return src_object.content_length 478 479 return self._translate_errors(_invoke_api, "COPY", self._repository_id, f"{src_path} to {dest_path}") 480 481 def _delete_object(self, path: str, if_match: str | None = None) -> None: 482 """ 483 Deletes an object from the HuggingFace repository. 484 485 :param path: The path of the object to delete from the repository. 486 :param if_match: Optional ETag for conditional deletion (not supported by HuggingFace). 487 :raises RuntimeError: If HuggingFace client is not initialized or API errors occur. 488 :raises ValueError: If conditional deletion parameters are provided (not supported). 489 :raises FileNotFoundError: If the file doesn't exist in the repository. 490 """ 491 if not self._hf_client: 492 raise RuntimeError("HuggingFace client not initialized") 493 494 if if_match is not None: 495 raise ValueError( 496 "HuggingFace provider does not support conditional deletion. if_match parameter is not supported." 497 ) 498 499 path = self._normalize_path(path) 500 501 def _invoke_api(): 502 self._hf_client.delete_file( 503 path_in_repo=path, 504 repo_id=self._repository_id, 505 repo_type=self._repo_type, 506 revision=self._repo_revision, 507 commit_message=f"Delete {path}", 508 ) 509 510 self._translate_errors(_invoke_api, "DELETE", self._repository_id, path) 511 512 def _item_to_metadata(self, item: RepoFile | RepoFolder) -> ObjectMetadata: 513 """ 514 Convert a RepoFile or RepoFolder into ObjectMetadata. 515 516 :param item: The RepoFile or RepoFolder item from HuggingFace API. 517 :return: ObjectMetadata representing the item. 518 """ 519 last_modified = AWARE_DATETIME_MIN 520 521 if isinstance(item, RepoFile): 522 etag = item.blob_id 523 return ObjectMetadata( 524 key=item.path, 525 type="file", 526 content_length=item.size, 527 last_modified=last_modified, 528 etag=etag, 529 content_type=None, 530 storage_class=None, 531 metadata=None, 532 ) 533 else: 534 etag = item.tree_id 535 return ObjectMetadata( 536 key=item.path, 537 type="directory", 538 content_length=0, 539 last_modified=last_modified, 540 etag=etag, 541 content_type=None, 542 storage_class=None, 543 metadata=None, 544 ) 545 546 def _make_symlink(self, path: str, target: str) -> None: 547 """ 548 Not supported. HuggingFace repositories are read-only through this provider. 549 550 :raises NotImplementedError: Always. 551 """ 552 raise NotImplementedError("HuggingFace provider does not support symlink creation.") 553 554 def _get_object_metadata(self, path: str, strict: bool = True) -> ObjectMetadata: 555 """ 556 Retrieves metadata for an object in the HuggingFace repository. 557 558 :param path: The path of the object to get metadata for. 559 :param strict: Whether to raise an error if the object doesn't exist. 560 :return: Metadata about the object. 561 :raises RuntimeError: If HuggingFace client is not initialized or API errors occur. 562 :raises FileNotFoundError: If the file doesn't exist and strict=True. 563 """ 564 if not self._hf_client: 565 raise RuntimeError("HuggingFace client not initialized") 566 567 path = self._normalize_path(path) 568 569 def _invoke_api(): 570 items = self._hf_client.get_paths_info( 571 repo_id=self._repository_id, 572 paths=[path], 573 repo_type=self._repo_type, 574 revision=self._repo_revision, 575 expand=True, 576 ) 577 578 if not items: 579 raise FileNotFoundError(f"File not found in HuggingFace repository: {path}") 580 581 item = items[0] 582 return self._item_to_metadata(item) 583 584 try: 585 return self._translate_errors(_invoke_api, "HEAD", self._repository_id, path) 586 except FileNotFoundError: 587 if strict: 588 dir_path = path.rstrip("/") + "/" 589 if self._is_dir(dir_path): 590 return ObjectMetadata( 591 key=dir_path, 592 type="directory", 593 content_length=0, 594 last_modified=AWARE_DATETIME_MIN, 595 etag=None, 596 content_type=None, 597 storage_class=None, 598 metadata=None, 599 ) 600 raise 601 602 def _list_objects( 603 self, 604 path: str, 605 start_after: str | None = None, 606 end_at: str | None = None, 607 include_directories: bool = False, 608 symlink_handling: SymlinkHandling = SymlinkHandling.FOLLOW, 609 ) -> Iterator[ObjectMetadata]: 610 """ 611 Lists objects in the HuggingFace repository under the specified path. 612 613 :param path: The path to list objects under. 614 :param start_after: The key to start listing after (exclusive, used as cursor). 615 :param end_at: The key to end listing at (inclusive, used as cursor). 616 :param include_directories: Whether to include directories in the listing. 617 :return: An iterator over object metadata for objects under the specified path. 618 :raises RuntimeError: If HuggingFace client is not initialized or API errors occur. 619 620 .. note:: 621 HuggingFace Hub API does not natively support pagination parameters. 622 This implementation fetches all items and uses cursor-based filtering, 623 which may impact performance for large repositories. The ordering is 624 directory-first, then files, with lexicographical ordering within each group. 625 """ 626 if not self._hf_client: 627 raise RuntimeError("HuggingFace client not initialized") 628 629 path = self._normalize_path(path) 630 631 try: 632 metadata = self._get_object_metadata(path.rstrip("/"), strict=False) 633 if metadata and metadata.type == "file": 634 yield metadata 635 return 636 except FileNotFoundError: 637 pass 638 639 def _invoke_api(): 640 dir_path = path.rstrip("/") 641 642 repo_items = self._hf_client.list_repo_tree( 643 repo_id=self._repository_id, 644 path_in_repo=dir_path + "/" if dir_path else None, 645 repo_type=self._repo_type, 646 revision=self._repo_revision, 647 expand=True, 648 recursive=not include_directories, 649 ) 650 651 return list(repo_items) 652 653 try: 654 items = self._translate_errors(_invoke_api, "LIST", self._repository_id, path) 655 656 # Use cursor-based pagination because HuggingFace returns items with 657 # directory-first ordering (not pure lexicographical). 658 seen_start = start_after is None 659 seen_end = False 660 661 for item in items: 662 if seen_end: 663 break 664 665 metadata = self._item_to_metadata(item) 666 key = metadata.key 667 668 if not seen_start: 669 if key == start_after: 670 seen_start = True 671 continue 672 673 should_yield = False 674 if include_directories and isinstance(item, RepoFolder) or isinstance(item, RepoFile): 675 should_yield = True 676 677 if should_yield: 678 yield metadata 679 680 if end_at is not None and key == end_at: 681 seen_end = True 682 683 except FileNotFoundError: 684 # Directory doesn't exist - return empty (matches POSIX behavior) 685 pass 686 687 def _upload_file(self, remote_path: str, f: str | IO, attributes: dict[str, str] | None = None) -> int: 688 """ 689 Uploads a file to the HuggingFace repository. 690 691 :param remote_path: The remote path where the file will be stored in the repository. 692 :param f: File path or file object to upload. 693 :param attributes: Optional attributes for the file (not supported by HuggingFace). 694 :return: Data size in bytes. 695 :raises RuntimeError: If HuggingFace client is not initialized or API errors occur. 696 :raises ValueError: If client attempts to create a directory. 697 :raises ValueError: If custom attributes are provided (not supported). 698 """ 699 if not self._hf_client: 700 raise RuntimeError("HuggingFace client not initialized") 701 702 if attributes is not None: 703 raise ValueError( 704 "HuggingFace provider does not support custom file attributes. " 705 "Use commit messages or repository metadata instead." 706 ) 707 708 if remote_path.endswith("/"): 709 raise ValueError( 710 "HuggingFace Storage Provider does not support explicit directory creation. " 711 "Directories are created implicitly when files are uploaded to paths within them." 712 ) 713 714 remote_path = self._normalize_path(remote_path) 715 716 def _invoke_api(): 717 if isinstance(f, str): 718 file_size = os.path.getsize(f) 719 720 self._hf_client.upload_file( 721 path_or_fileobj=f, 722 path_in_repo=remote_path, 723 repo_id=self._repository_id, 724 repo_type=self._repo_type, 725 revision=self._repo_revision, 726 commit_message=f"Upload {remote_path}", 727 commit_description=None, 728 create_pr=False, 729 ) 730 731 return file_size 732 733 else: 734 content = f.read() 735 736 if isinstance(content, str): 737 content_bytes = content.encode("utf-8") 738 else: 739 content_bytes = content 740 741 # Create temporary file since HfAPI.upload_file requires BinaryIO, not generic IO 742 with tempfile.NamedTemporaryFile(delete=False) as temp_file: 743 temp_file.write(content_bytes) 744 temp_file_path = temp_file.name 745 746 try: 747 self._hf_client.upload_file( 748 path_or_fileobj=temp_file_path, 749 path_in_repo=remote_path, 750 repo_id=self._repository_id, 751 repo_type=self._repo_type, 752 revision=self._repo_revision, 753 commit_message=f"Upload {remote_path}", 754 create_pr=False, 755 ) 756 757 return len(content_bytes) 758 759 finally: 760 os.unlink(temp_file_path) 761 762 return self._translate_errors(_invoke_api, "PUT", self._repository_id, remote_path) 763 764 def _download_file(self, remote_path: str, f: str | IO, metadata: ObjectMetadata | None = None) -> int: 765 """ 766 Downloads a file from the HuggingFace repository. 767 768 :param remote_path: The remote path of the file to download from the repository. 769 :param f: Local file path or file object to write to. 770 :param metadata: Optional object metadata (not used in this implementation). 771 :return: Data size in bytes. 772 """ 773 if not self._hf_client: 774 raise RuntimeError("HuggingFace client not initialized") 775 776 remote_path = self._normalize_path(remote_path) 777 778 def _invoke_api(): 779 if isinstance(f, str): 780 parent_dir = os.path.dirname(f) 781 if parent_dir: 782 safe_makedirs(parent_dir) 783 784 target_dir = parent_dir if parent_dir else "." 785 downloaded_path = self._hf_client.hf_hub_download( 786 repo_id=self._repository_id, 787 filename=remote_path, 788 repo_type=self._repo_type, 789 revision=self._repo_revision, 790 local_dir=target_dir, 791 ) 792 793 if os.path.abspath(downloaded_path) != os.path.abspath(f): 794 os.rename(downloaded_path, f) 795 796 return os.path.getsize(f) 797 798 else: 799 with tempfile.TemporaryDirectory() as temp_dir: 800 downloaded_path = self._hf_client.hf_hub_download( 801 repo_id=self._repository_id, 802 filename=remote_path, 803 repo_type=self._repo_type, 804 revision=self._repo_revision, 805 local_dir=temp_dir, 806 ) 807 808 with open(downloaded_path, "rb") as src: 809 data = src.read() 810 if isinstance(f, io.TextIOBase): 811 f.write(data.decode("utf-8")) 812 else: 813 f.write(data) 814 815 return len(data) 816 817 return self._translate_errors(_invoke_api, "GET", self._repository_id, remote_path) 818 819 def _is_dir(self, path: str) -> bool: 820 """ 821 Helper method to check if a path is a directory. 822 823 :param path: The path to check. 824 :return: True if the path appears to be a directory (has files under it). 825 """ 826 path = path.rstrip("/") 827 if not path: 828 # The root of the repo is always a directory 829 return True 830 831 try: 832 path_info = self._hf_client.get_paths_info( 833 repo_id=self._repository_id, 834 paths=[path], 835 repo_type=self._repo_type, 836 revision=self._repo_revision, 837 ) 838 839 if not path_info: 840 return False 841 842 return isinstance(path_info[0], RepoFolder) 843 844 except RepositoryNotFoundError as e: 845 raise FileNotFoundError( 846 f"Repository not found or access denied: {self._repository_id}. " 847 f"Verify the repository exists and you have access permissions." 848 ) from e 849 except RevisionNotFoundError as e: 850 raise FileNotFoundError( 851 f"Revision '{self._repo_revision}' not found in repository {self._repository_id}. " 852 f"Verify the branch, tag, or commit exists." 853 ) from e 854 except IndexError: 855 return False 856 except Exception as e: 857 raise Exception(f"Unexpected error: {e}") 858 859 def _normalize_path(self, path: str) -> str: 860 """ 861 Normalize path for HuggingFace API by removing leading slashes. 862 HuggingFace expects relative paths within repositories. 863 """ 864 return path.lstrip("/")