Source code for multistorageclient.types

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  2# SPDX-License-Identifier: Apache-2.0
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  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
 16from __future__ import annotations
 17
 18from abc import ABC, abstractmethod
 19from collections.abc import Iterator
 20from dataclasses import asdict, dataclass, field
 21from datetime import datetime, timezone
 22from enum import Enum
 23from typing import IO, Any, NamedTuple, Optional, Tuple, Union
 24
 25from dateutil.parser import parse as dateutil_parser
 26
 27MSC_PROTOCOL_NAME = "msc"
 28MSC_PROTOCOL = MSC_PROTOCOL_NAME + "://"
 29
 30DEFAULT_RETRY_ATTEMPTS = 3
 31DEFAULT_RETRY_DELAY = 1.0
 32DEFAULT_RETRY_BACKOFF_MULTIPLIER = 2.0
 33
 34# datetime.min is a naive datetime.
 35#
 36# This creates issues when doing datetime.astimezone(timezone.utc) since it assumes the local timezone for the naive datetime.
 37# If the local timezone is offset behind UTC, it attempts to subtract off the offset which goes below the representable limit (i.e. an underflow).
 38# A `ValueError: year 0 is out of range` is thrown as a result.
 39AWARE_DATETIME_MIN = datetime.min.replace(tzinfo=timezone.utc)
 40
 41
[docs] 42@dataclass 43class Credentials: 44 """ 45 A data class representing the credentials needed to access a storage provider. 46 """ 47 48 #: The access key for authentication. 49 access_key: str 50 #: The secret key for authentication. 51 secret_key: str 52 #: An optional security token for temporary credentials. 53 token: Optional[str] 54 #: The expiration time of the credentials in ISO 8601 format. 55 expiration: Optional[str] 56 #: A dictionary for storing custom key-value pairs. 57 custom_fields: dict[str, Any] = field(default_factory=dict) 58
[docs] 59 def is_expired(self) -> bool: 60 """ 61 Checks if the credentials are expired based on the expiration time. 62 63 :return: ``True`` if the credentials are expired, ``False`` otherwise. 64 """ 65 expiry = dateutil_parser(self.expiration) if self.expiration else None 66 if expiry is None: 67 return False 68 return expiry <= datetime.now(tz=timezone.utc)
69
[docs] 70 def get_custom_field(self, key: str, default: Any = None) -> Any: 71 """ 72 Retrieves a value from custom fields by its key. 73 74 :param key: The key to look up in custom fields. 75 :param default: The default value to return if the key is not found. 76 :return: The value associated with the key, or the default value if not found. 77 """ 78 return self.custom_fields.get(key, default)
79 80
[docs] 81@dataclass 82class ObjectMetadata: 83 """ 84 A data class that represents the metadata associated with an object stored in a cloud storage service. This metadata 85 includes both required and optional information about the object. 86 """ 87 88 #: Relative path of the object. 89 key: str 90 #: The size of the object in bytes. 91 content_length: int 92 #: The timestamp indicating when the object was last modified. 93 last_modified: datetime 94 type: str = "file" 95 #: The MIME type of the object. 96 content_type: Optional[str] = field(default=None) 97 #: The entity tag (ETag) of the object. 98 etag: Optional[str] = field(default=None) 99 #: The storage class of the object. 100 storage_class: Optional[str] = field(default=None) 101 102 metadata: Optional[dict[str, Any]] = field(default=None) 103
[docs] 104 @staticmethod 105 def from_dict(data: dict) -> "ObjectMetadata": 106 """ 107 Creates an ObjectMetadata instance from a dictionary (parsed from JSON). 108 """ 109 try: 110 last_modified = dateutil_parser(data["last_modified"]) 111 key = data.get("key") 112 if key is None: 113 raise ValueError("Missing required field: 'key'") 114 return ObjectMetadata( 115 key=key, 116 content_length=data["content_length"], 117 last_modified=last_modified, 118 type=data.get("type", "file"), # default to file 119 content_type=data.get("content_type"), 120 etag=data.get("etag"), 121 storage_class=data.get("storage_class"), 122 metadata=data.get("metadata"), 123 ) 124 except KeyError as e: 125 raise ValueError("Missing required field.") from e
126
[docs] 127 def to_dict(self) -> dict: 128 data = asdict(self) 129 data["last_modified"] = self.last_modified.astimezone(timezone.utc).strftime("%Y-%m-%dT%H:%M:%S.%fZ") 130 return {k: v for k, v in data.items() if v is not None}
131 132
[docs] 133class CredentialsProvider(ABC): 134 """ 135 Abstract base class for providing credentials to access a storage provider. 136 """ 137
[docs] 138 @abstractmethod 139 def get_credentials(self) -> Credentials: 140 """ 141 Retrieves the current credentials. 142 143 :return: The current credentials used for authentication. 144 """ 145 pass
146
[docs] 147 @abstractmethod 148 def refresh_credentials(self) -> None: 149 """ 150 Refreshes the credentials if they are expired or about to expire. 151 """ 152 pass
153 154
[docs] 155@dataclass 156class Range: 157 """ 158 A data class that represents a byte range for read operations. 159 """ 160 161 #: The start offset in bytes. 162 offset: int 163 #: The number of bytes to read. 164 size: int
165 166
[docs] 167class StorageProvider(ABC): 168 """ 169 Abstract base class for interacting with a storage provider. 170 """ 171
[docs] 172 @abstractmethod 173 def put_object( 174 self, 175 path: str, 176 body: bytes, 177 if_match: Optional[str] = None, 178 if_none_match: Optional[str] = None, 179 attributes: Optional[dict[str, str]] = None, 180 ) -> None: 181 """ 182 Uploads an object to the storage provider. 183 184 :param path: The path where the object will be stored. 185 :param body: The content of the object to store. 186 :param attributes: The attributes to add to the file 187 """ 188 pass
189
[docs] 190 @abstractmethod 191 def get_object(self, path: str, byte_range: Optional[Range] = None) -> bytes: 192 """ 193 Retrieves an object from the storage provider. 194 195 :param path: The path where the object is stored. 196 197 :return: The content of the retrieved object. 198 """ 199 pass
200
[docs] 201 @abstractmethod 202 def copy_object(self, src_path: str, dest_path: str) -> None: 203 """ 204 Copies an object from source to destination in the storage provider. 205 206 :param src_path: The path of the source object to copy. 207 :param dest_path: The path of the destination. 208 """ 209 pass
210
[docs] 211 @abstractmethod 212 def delete_object(self, path: str, if_match: Optional[str] = None) -> None: 213 """ 214 Deletes an object from the storage provider. 215 216 :param path: The path of the object to delete. 217 :param if_match: Optional if-match value to use for conditional deletion. 218 """ 219 pass
220
[docs] 221 @abstractmethod 222 def get_object_metadata(self, path: str, strict: bool = True) -> ObjectMetadata: 223 """ 224 Retrieves metadata or information about an object stored in the provider. 225 226 :param path: The path of the object. 227 :param strict: If True, performs additional validation to determine whether the path refers to a directory. 228 229 :return: A metadata object containing the information about the object. 230 """ 231 pass
232
[docs] 233 @abstractmethod 234 def list_objects( 235 self, 236 path: str, 237 start_after: Optional[str] = None, 238 end_at: Optional[str] = None, 239 include_directories: bool = False, 240 attribute_filter_expression: Optional[str] = None, 241 show_attributes: bool = False, 242 follow_symlinks: bool = True, 243 ) -> Iterator[ObjectMetadata]: 244 """ 245 Lists objects in the storage provider under the specified path. 246 247 :param path: The path to list objects under. The path must be a valid file or subdirectory path, cannot be partial or just "prefix". 248 :param start_after: The key to start after (i.e. exclusive). An object with this key doesn't have to exist. 249 :param end_at: The key to end at (i.e. inclusive). An object with this key doesn't have to exist. 250 :param include_directories: Whether to include directories in the result. When True, directories are returned alongside objects. 251 :param attribute_filter_expression: The attribute filter expression to apply to the result. 252 :param show_attributes: Whether to return attributes in the result. There will be performance impact if this is True as now we need to get object metadata for each object. 253 :param follow_symlinks: Whether to follow symbolic links. Only applicable for POSIX file storage providers. 254 255 :return: An iterator over objects metadata under the specified path. 256 """ 257 pass
258
[docs] 259 @abstractmethod 260 def upload_file(self, remote_path: str, f: Union[str, IO], attributes: Optional[dict[str, str]] = None) -> None: 261 """ 262 Uploads a file from the local file system to the storage provider. 263 264 :param remote_path: The path where the object will be stored. 265 :param f: The source file to upload. This can either be a string representing the local 266 file path, or a file-like object (e.g., an open file handle). 267 :param attributes: The attributes to add to the file if a new file is created. 268 """ 269 pass
270
[docs] 271 @abstractmethod 272 def download_file(self, remote_path: str, f: Union[str, IO], metadata: Optional[ObjectMetadata] = None) -> None: 273 """ 274 Downloads a file from the storage provider to the local file system. 275 276 :param remote_path: The path of the file to download. 277 :param f: The destination for the downloaded file. This can either be a string representing 278 the local file path where the file will be saved, or a file-like object to write the 279 downloaded content into. 280 :param metadata: Metadata about the object to download. 281 """ 282 pass
283
[docs] 284 @abstractmethod 285 def glob(self, pattern: str, attribute_filter_expression: Optional[str] = None) -> list[str]: 286 """ 287 Matches and retrieves a list of object keys in the storage provider that match the specified pattern. 288 289 :param pattern: The pattern to match object keys against, supporting wildcards (e.g., ``*.txt``). 290 :param attribute_filter_expression: The attribute filter expression to apply to the result. 291 292 :return: A list of object keys that match the specified pattern. 293 """ 294 pass
295
[docs] 296 @abstractmethod 297 def is_file(self, path: str) -> bool: 298 """ 299 Checks whether the specified key in the storage provider points to a file (as opposed to a folder or directory). 300 301 :param path: The path to check. 302 303 :return: ``True`` if the key points to a file, ``False`` if it points to a directory or folder. 304 """ 305 pass
306 307
[docs] 308class ResolvedPath(NamedTuple): 309 """ 310 Result of resolving a virtual path to a physical path. 311 312 :param physical_path: The physical path in storage backend 313 :param exists: Whether the path exists in metadata 314 :param profile: Optional profile name for routing in CompositeStorageClient. 315 None means use current client's storage provider. 316 String means route to named child StorageClient. 317 """ 318 319 physical_path: str 320 exists: bool 321 profile: Optional[str] = None
322 323
[docs] 324class MetadataProvider(ABC): 325 """ 326 Abstract base class for accessing file metadata. 327 """ 328
[docs] 329 @abstractmethod 330 def list_objects( 331 self, 332 path: str, 333 start_after: Optional[str] = None, 334 end_at: Optional[str] = None, 335 include_directories: bool = False, 336 attribute_filter_expression: Optional[str] = None, 337 show_attributes: bool = False, 338 ) -> Iterator[ObjectMetadata]: 339 """ 340 Lists objects in the metadata provider under the specified path. 341 342 :param path: The path to list objects under. The path must be a valid file or subdirectory path, cannot be partial or just "prefix". 343 :param start_after: The key to start after (i.e. exclusive). An object with this key doesn't have to exist. 344 :param end_at: The key to end at (i.e. inclusive). An object with this key doesn't have to exist. 345 :param include_directories: Whether to include directories in the result. When True, directories are returned alongside objects. 346 :param attribute_filter_expression: The attribute filter expression to apply to the result. 347 :param show_attributes: Whether to return attributes in the result. Depend on implementation, there might be performance impact if this set to True. 348 349 :return: A iterator over objects metadata under the specified path. 350 """ 351 pass
352
[docs] 353 @abstractmethod 354 def get_object_metadata(self, path: str, include_pending: bool = False) -> ObjectMetadata: 355 """ 356 Retrieves metadata or information about an object stored in the provider. 357 358 :param path: The path of the object. 359 :param include_pending: Whether to include metadata that is not yet committed. 360 361 :return: A metadata object containing the information about the object. 362 """ 363 pass
364
[docs] 365 @abstractmethod 366 def glob(self, pattern: str, attribute_filter_expression: Optional[str] = None) -> list[str]: 367 """ 368 Matches and retrieves a list of object keys in the storage provider that match the specified pattern. 369 370 :param pattern: The pattern to match object keys against, supporting wildcards (e.g., ``*.txt``). 371 :param attribute_filter_expression: The attribute filter expression to apply to the result. 372 373 :return: A list of object keys that match the specified pattern. 374 """ 375 pass
376
[docs] 377 @abstractmethod 378 def realpath(self, logical_path: str) -> ResolvedPath: 379 """ 380 Resolves a logical path to its physical storage path. 381 382 This method checks if the object exists in the committed state and returns 383 the appropriate physical path. The exists flag indicates whether the path 384 was found. 385 386 :param logical_path: The user-facing logical path 387 388 :return: ResolvedPath with physical_path and exists flag indicating if path was found. 389 If exists=True, physical_path is the committed storage path. 390 If exists=False, physical_path is typically the logical_path as fallback. 391 """ 392 pass
393
[docs] 394 @abstractmethod 395 def generate_physical_path(self, logical_path: str, for_overwrite: bool = False) -> ResolvedPath: 396 """ 397 Generates a physical storage path for writing a new or overwritten object. 398 399 This method is used for write operations to determine where the object should 400 be physically stored. Implementations can use this to: 401 - Generate UUID-based paths for deduplication 402 - Create versioned paths (file-v1.txt, file-v2.txt) for time travel 403 - Implement path rewriting strategies 404 405 :param logical_path: The user-facing logical path 406 :param for_overwrite: If True, indicates the path is for overwriting an existing object. 407 Implementations may generate unique paths for overwrites to support versioning. 408 409 :return: ResolvedPath with physical_path for writing. The exists flag indicates 410 whether the logical path currently exists in committed state (for overwrite scenarios). 411 """ 412 pass
413
[docs] 414 @abstractmethod 415 def add_file(self, path: str, metadata: ObjectMetadata) -> None: 416 """ 417 Add a file to be tracked by the :py:class:`MetadataProvider`. Does not have to be 418 reflected in listing until a :py:meth:`MetadataProvider.commit_updates` forces a persist. 419 This function must tolerate duplicate calls (idempotent behavior). 420 421 :param path: User-supplied virtual path 422 :param metadata: physical file metadata from StorageProvider 423 """ 424 pass
425
[docs] 426 @abstractmethod 427 def remove_file(self, path: str) -> None: 428 """ 429 Remove a file tracked by the :py:class:`MetadataProvider`. Does not have to be 430 reflected in listing until a :py:meth:`MetadataProvider.commit_updates` forces a persist. 431 This function must tolerate duplicate calls (idempotent behavior). 432 433 :param path: User-supplied virtual path 434 """ 435 pass
436
[docs] 437 @abstractmethod 438 def commit_updates(self) -> None: 439 """ 440 Commit any newly adding files, used in conjunction with :py:meth:`MetadataProvider.add_file`. 441 :py:class:`MetadataProvider` will persistently record any metadata changes. 442 """ 443 pass
444
[docs] 445 @abstractmethod 446 def is_writable(self) -> bool: 447 """ 448 Returns ``True`` if the :py:class:`MetadataProvider` supports writes else ``False``. 449 """ 450 pass
451
[docs] 452 @abstractmethod 453 def allow_overwrites(self) -> bool: 454 """ 455 Returns ``True`` if the :py:class:`MetadataProvider` allows overwriting existing files else ``False``. 456 When ``True``, :py:meth:`add_file` will not raise an error if the file already exists. 457 """ 458 pass
459 460
[docs] 461@dataclass 462class StorageProviderConfig: 463 """ 464 A data class that represents the configuration needed to initialize a storage provider. 465 """ 466 467 #: The name or type of the storage provider (e.g., ``s3``, ``gcs``, ``oci``, ``azure``). 468 type: str 469 #: Additional options required to configure the storage provider (e.g., endpoint URLs, region, etc.). 470 options: Optional[dict[str, Any]] = None
471 472
[docs] 473@dataclass 474class StorageBackend: 475 """ 476 Represents configuration for a single storage backend. 477 """ 478 479 storage_provider_config: StorageProviderConfig 480 credentials_provider: Optional[CredentialsProvider] = None 481 replicas: list["Replica"] = field(default_factory=list)
482 483
[docs] 484class ProviderBundle(ABC): 485 """ 486 Abstract base class that serves as a container for various providers (storage, credentials, and metadata) 487 that interact with a storage service. The :py:class:`ProviderBundle` abstracts access to these providers, allowing for 488 flexible implementations of cloud storage solutions. 489 """ 490 491 @property 492 @abstractmethod 493 def storage_provider_config(self) -> StorageProviderConfig: 494 """ 495 :return: The configuration for the storage provider, which includes the provider 496 name/type and additional options. 497 """ 498 pass 499 500 @property 501 @abstractmethod 502 def credentials_provider(self) -> Optional[CredentialsProvider]: 503 """ 504 :return: The credentials provider responsible for managing authentication credentials 505 required to access the storage service. 506 """ 507 pass 508 509 @property 510 @abstractmethod 511 def metadata_provider(self) -> Optional[MetadataProvider]: 512 """ 513 :return: The metadata provider responsible for retrieving metadata about objects in the storage service. 514 """ 515 pass 516 517 @property 518 @abstractmethod 519 def replicas(self) -> list["Replica"]: 520 """ 521 :return: The replicas configuration for this provider bundle, if any. 522 """ 523 pass
524 525
[docs] 526class ProviderBundleV2(ABC): 527 """ 528 Abstract base class that serves as a container for various providers (storage, credentials, and metadata) 529 that interact with one or multiple storage service. The :py:class:`ProviderBundleV2` abstracts access to these providers, allowing for 530 flexible implementations of cloud storage solutions. 531 532 """ 533 534 @property 535 @abstractmethod 536 def storage_backends(self) -> dict[str, StorageBackend]: 537 """ 538 :return: Mapping of storage backend name -> StorageBackend. Must have at least one backend. 539 """ 540 pass 541 542 @property 543 @abstractmethod 544 def metadata_provider(self) -> Optional[MetadataProvider]: 545 """ 546 :return: The metadata provider responsible for retrieving metadata about objects in the storage service. If there are multiple backends, this is required. 547 """ 548 pass
549 550
[docs] 551@dataclass 552class RetryConfig: 553 """ 554 A data class that represents the configuration for retry strategy. 555 """ 556 557 #: The number of attempts before giving up. Must be at least 1. 558 attempts: int = DEFAULT_RETRY_ATTEMPTS 559 #: The base delay (in seconds) for exponential backoff. Must be a non-negative value. 560 delay: float = DEFAULT_RETRY_DELAY 561 #: The backoff multiplier for exponential backoff. Must be at least 1.0. 562 backoff_multiplier: float = DEFAULT_RETRY_BACKOFF_MULTIPLIER 563 564 def __post_init__(self) -> None: 565 if self.attempts < 1: 566 raise ValueError("Attempts must be at least 1.") 567 if self.delay < 0: 568 raise ValueError("Delay must be a non-negative number.") 569 if self.backoff_multiplier < 1.0: 570 raise ValueError("Backoff multiplier must be at least 1.0.")
571 572
[docs] 573class RetryableError(Exception): 574 """ 575 Exception raised for errors that should trigger a retry. 576 """ 577 578 pass
579 580
[docs] 581class PreconditionFailedError(Exception): 582 """ 583 Exception raised when a precondition fails. e.g. if-match, if-none-match, etc. 584 """ 585 586 pass
587 588
[docs] 589class NotModifiedError(Exception): 590 """ 591 Raised when a conditional operation fails because the resource has not been modified. 592 593 This typically occurs when using if-none-match with a specific generation/etag 594 and the resource's current generation/etag matches the specified one. 595 """ 596 597 pass
598 599
[docs] 600class SourceVersionCheckMode(Enum): 601 """ 602 Enum for controlling source version checking behavior. 603 """ 604 605 INHERIT = "inherit" # Inherit from configuration (cache config) 606 ENABLE = "enable" # Always check source version 607 DISABLE = "disable" # Never check source version
608 609
[docs] 610@dataclass 611class Replica: 612 """ 613 A tier of storage that can be used to store data. 614 """ 615 616 replica_profile: str 617 read_priority: int
618 619
[docs] 620class AutoCommitConfig: 621 """ 622 A data class that represents the configuration for auto commit. 623 """ 624 625 interval_minutes: Optional[float] # The interval in minutes for auto commit. 626 at_exit: bool = False # if True, commit on program exit 627 628 def __init__(self, interval_minutes: Optional[float] = None, at_exit: bool = False) -> None: 629 self.interval_minutes = interval_minutes 630 self.at_exit = at_exit
631 632
[docs] 633class ExecutionMode(Enum): 634 """ 635 Enum for controlling execution mode in sync operations. 636 """ 637 638 LOCAL = "local" 639 RAY = "ray"
640 641
[docs] 642class PatternType(Enum): 643 """ 644 Type of pattern operation for include/exclude filtering. 645 """ 646 647 INCLUDE = "include" 648 EXCLUDE = "exclude"
649 650 651# Type alias for pattern matching 652PatternList = list[Tuple[PatternType, str]]