Source code for multistorageclient.types

  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
  9#
 10# Unless required by applicable law or agreed to in writing, software
 11# distributed under the License is distributed on an "AS IS" BASIS,
 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 abc import ABC, abstractmethod
 17from collections.abc import Iterator
 18from dataclasses import asdict, dataclass, field
 19from datetime import datetime, timezone
 20from enum import Enum
 21from typing import IO, Any, Optional, Union
 22
 23from dateutil.parser import parse as dateutil_parser
 24
 25MSC_PROTOCOL_NAME = "msc"
 26MSC_PROTOCOL = MSC_PROTOCOL_NAME + "://"
 27
 28DEFAULT_RETRY_ATTEMPTS = 3
 29DEFAULT_RETRY_DELAY = 1.0
 30
 31# datetime.min is a naive datetime.
 32#
 33# This creates issues when doing datetime.astimezone(timezone.utc) since it assumes the local timezone for the naive datetime.
 34# 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).
 35# A `ValueError: year 0 is out of range` is thrown as a result.
 36AWARE_DATETIME_MIN = datetime.min.replace(tzinfo=timezone.utc)
 37
 38
[docs] 39@dataclass 40class Credentials: 41 """ 42 A data class representing the credentials needed to access a storage provider. 43 """ 44 45 #: The access key for authentication. 46 access_key: str 47 #: The secret key for authentication. 48 secret_key: str 49 #: An optional security token for temporary credentials. 50 token: Optional[str] 51 #: The expiration time of the credentials in ISO 8601 format. 52 expiration: Optional[str] 53 #: A dictionary for storing custom key-value pairs. 54 custom_fields: dict[str, Any] = field(default_factory=dict) 55
[docs] 56 def is_expired(self) -> bool: 57 """ 58 Checks if the credentials are expired based on the expiration time. 59 60 :return: ``True`` if the credentials are expired, ``False`` otherwise. 61 """ 62 expiry = dateutil_parser(self.expiration) if self.expiration else None 63 if expiry is None: 64 return False 65 return expiry <= datetime.now(tz=timezone.utc)
66
[docs] 67 def get_custom_field(self, key: str, default: Any = None) -> Any: 68 """ 69 Retrieves a value from custom fields by its key. 70 71 :param key: The key to look up in custom fields. 72 :param default: The default value to return if the key is not found. 73 :return: The value associated with the key, or the default value if not found. 74 """ 75 return self.custom_fields.get(key, default)
76 77
[docs] 78@dataclass 79class ObjectMetadata: 80 """ 81 A data class that represents the metadata associated with an object stored in a cloud storage service. This metadata 82 includes both required and optional information about the object. 83 """ 84 85 #: Relative path of the object. 86 key: str 87 #: The size of the object in bytes. 88 content_length: int 89 #: The timestamp indicating when the object was last modified. 90 last_modified: datetime 91 type: str = "file" 92 #: The MIME type of the object. 93 content_type: Optional[str] = field(default=None) 94 #: The entity tag (ETag) of the object. 95 etag: Optional[str] = field(default=None) 96 #: The storage class of the object. 97 storage_class: Optional[str] = field(default=None) 98 99 metadata: Optional[dict[str, Any]] = field(default=None) 100
[docs] 101 @staticmethod 102 def from_dict(data: dict) -> "ObjectMetadata": 103 """ 104 Creates an ObjectMetadata instance from a dictionary (parsed from JSON). 105 """ 106 try: 107 last_modified = dateutil_parser(data["last_modified"]) 108 key = data.get("key") 109 if key is None: 110 raise ValueError("Missing required field: 'key'") 111 return ObjectMetadata( 112 key=key, 113 content_length=data["content_length"], 114 last_modified=last_modified, 115 type=data.get("type", "file"), # default to file 116 content_type=data.get("content_type"), 117 etag=data.get("etag"), 118 storage_class=data.get("storage_class"), 119 metadata=data.get("metadata"), 120 ) 121 except KeyError as e: 122 raise ValueError("Missing required field.") from e
123
[docs] 124 def to_dict(self) -> dict: 125 data = asdict(self) 126 data["last_modified"] = self.last_modified.astimezone(timezone.utc).strftime("%Y-%m-%dT%H:%M:%S.%fZ") 127 return {k: v for k, v in data.items() if v is not None}
128 129
[docs] 130class CredentialsProvider(ABC): 131 """ 132 Abstract base class for providing credentials to access a storage provider. 133 """ 134
[docs] 135 @abstractmethod 136 def get_credentials(self) -> Credentials: 137 """ 138 Retrieves the current credentials. 139 140 :return: The current credentials used for authentication. 141 """ 142 pass
143
[docs] 144 @abstractmethod 145 def refresh_credentials(self) -> None: 146 """ 147 Refreshes the credentials if they are expired or about to expire. 148 """ 149 pass
150 151
[docs] 152@dataclass 153class Range: 154 """ 155 Byte-range read. 156 """ 157 158 offset: int 159 size: int
160 161
[docs] 162class StorageProvider(ABC): 163 """ 164 Abstract base class for interacting with a storage provider. 165 """ 166
[docs] 167 @abstractmethod 168 def put_object( 169 self, 170 path: str, 171 body: bytes, 172 if_match: Optional[str] = None, 173 if_none_match: Optional[str] = None, 174 attributes: Optional[dict[str, str]] = None, 175 ) -> None: 176 """ 177 Uploads an object to the storage provider. 178 179 :param path: The path where the object will be stored. 180 :param body: The content of the object to store. 181 :param attributes: The attributes to add to the file 182 """ 183 pass
184
[docs] 185 @abstractmethod 186 def get_object(self, path: str, byte_range: Optional[Range] = None) -> bytes: 187 """ 188 Retrieves an object from the storage provider. 189 190 :param path: The path where the object is stored. 191 192 :return: The content of the retrieved object. 193 """ 194 pass
195
[docs] 196 @abstractmethod 197 def copy_object(self, src_path: str, dest_path: str) -> None: 198 """ 199 Copies an object from source to destination in the storage provider. 200 201 :param src_path: The path of the source object to copy. 202 :param dest_path: The path of the destination. 203 """ 204 pass
205
[docs] 206 @abstractmethod 207 def delete_object(self, path: str, if_match: Optional[str] = None) -> None: 208 """ 209 Deletes an object from the storage provider. 210 211 :param path: The path of the object to delete. 212 :param if_match: Optional if-match value to use for conditional deletion. 213 """ 214 pass
215
[docs] 216 @abstractmethod 217 def get_object_metadata(self, path: str, strict: bool = True) -> ObjectMetadata: 218 """ 219 Retrieves metadata or information about an object stored in the provider. 220 221 :param path: The path of the object. 222 :param strict: If True, performs additional validation to determine whether the path refers to a directory. 223 224 :return: A metadata object containing the information about the object. 225 """ 226 pass
227
[docs] 228 @abstractmethod 229 def list_objects( 230 self, 231 prefix: str, 232 start_after: Optional[str] = None, 233 end_at: Optional[str] = None, 234 include_directories: bool = False, 235 attribute_filter_expression: Optional[str] = None, 236 ) -> Iterator[ObjectMetadata]: 237 """ 238 Lists objects in the storage provider under the specified prefix. 239 240 :param prefix: The prefix or path to list objects under. 241 :param start_after: The key to start after (i.e. exclusive). An object with this key doesn't have to exist. 242 :param end_at: The key to end at (i.e. inclusive). An object with this key doesn't have to exist. 243 :param include_directories: Whether to include directories in the result. When True, directories are returned alongside objects. 244 :param attribute_filter_expression: The attribute filter expression to apply to the result. 245 246 :return: An iterator over objects metadata under the specified prefix. 247 """ 248 pass
249
[docs] 250 @abstractmethod 251 def upload_file(self, remote_path: str, f: Union[str, IO], attributes: Optional[dict[str, str]] = None) -> None: 252 """ 253 Uploads a file from the local file system to the storage provider. 254 255 :param remote_path: The path where the object will be stored. 256 :param f: The source file to upload. This can either be a string representing the local 257 file path, or a file-like object (e.g., an open file handle). 258 :param attributes: The attributes to add to the file if a new file is created. 259 """ 260 pass
261
[docs] 262 @abstractmethod 263 def download_file(self, remote_path: str, f: Union[str, IO], metadata: Optional[ObjectMetadata] = None) -> None: 264 """ 265 Downloads a file from the storage provider to the local file system. 266 267 :param remote_path: The path of the file to download. 268 :param f: The destination for the downloaded file. This can either be a string representing 269 the local file path where the file will be saved, or a file-like object to write the 270 downloaded content into. 271 :param metadata: Metadata about the object to download. 272 """ 273 pass
274
[docs] 275 @abstractmethod 276 def glob(self, pattern: str, attribute_filter_expression: Optional[str] = None) -> list[str]: 277 """ 278 Matches and retrieves a list of object keys in the storage provider that match the specified pattern. 279 280 :param pattern: The pattern to match object keys against, supporting wildcards (e.g., ``*.txt``). 281 :param attribute_filter_expression: The attribute filter expression to apply to the result. 282 283 :return: A list of object keys that match the specified pattern. 284 """ 285 pass
286
[docs] 287 @abstractmethod 288 def is_file(self, path: str) -> bool: 289 """ 290 Checks whether the specified key in the storage provider points to a file (as opposed to a folder or directory). 291 292 :param path: The path to check. 293 294 :return: ``True`` if the key points to a file, ``False`` if it points to a directory or folder. 295 """ 296 pass
297 298
[docs] 299class MetadataProvider(ABC): 300 """ 301 Abstract base class for accessing file metadata. 302 """ 303
[docs] 304 @abstractmethod 305 def list_objects( 306 self, 307 prefix: str, 308 start_after: Optional[str] = None, 309 end_at: Optional[str] = None, 310 include_directories: bool = False, 311 attribute_filter_expression: Optional[str] = None, 312 ) -> Iterator[ObjectMetadata]: 313 """ 314 Lists objects in the storage provider under the specified prefix. 315 316 :param prefix: The prefix or path to list objects under. 317 :param start_after: The key to start after (i.e. exclusive). An object with this key doesn't have to exist. 318 :param end_at: The key to end at (i.e. inclusive). An object with this key doesn't have to exist. 319 :param include_directories: Whether to include directories in the result. When True, directories are returned alongside objects. 320 :param attribute_filter_expression: The attribute filter expression to apply to the result. 321 322 :return: A iterator over objects metadata under the specified prefix. 323 """ 324 pass
325
[docs] 326 @abstractmethod 327 def get_object_metadata(self, path: str, include_pending: bool = False) -> ObjectMetadata: 328 """ 329 Retrieves metadata or information about an object stored in the provider. 330 331 :param path: The path of the object. 332 :param include_pending: Whether to include metadata that is not yet committed. 333 334 :return: A metadata object containing the information about the object. 335 """ 336 pass
337
[docs] 338 @abstractmethod 339 def glob(self, pattern: str, attribute_filter_expression: Optional[str] = None) -> list[str]: 340 """ 341 Matches and retrieves a list of object keys in the storage provider that match the specified pattern. 342 343 :param pattern: The pattern to match object keys against, supporting wildcards (e.g., ``*.txt``). 344 :param attribute_filter_expression: The attribute filter expression to apply to the result. 345 346 :return: A list of object keys that match the specified pattern. 347 """ 348 pass
349
[docs] 350 @abstractmethod 351 def realpath(self, path: str) -> tuple[str, bool]: 352 """ 353 Returns the canonical, full real physical path for use by a 354 :py:class:`StorageProvider`. This provides translation from user-visible paths to 355 the canonical paths needed by a :py:class:`StorageProvider`. 356 357 :param path: user-supplied virtual path 358 359 :return: A canonical physical path and if the object at the path is valid 360 """ 361 pass
362
[docs] 363 @abstractmethod 364 def add_file(self, path: str, metadata: ObjectMetadata) -> None: 365 """ 366 Add a file to be tracked by the :py:class:`MetadataProvider`. Does not have to be 367 reflected in listing until a :py:meth:`MetadataProvider.commit_updates` forces a persist. 368 This function must tolerate duplicate calls (idempotent behavior). 369 370 :param path: User-supplied virtual path 371 :param metadata: physical file metadata from StorageProvider 372 """ 373 pass
374
[docs] 375 @abstractmethod 376 def remove_file(self, path: str) -> None: 377 """ 378 Remove a file tracked by the :py:class:`MetadataProvider`. Does not have to be 379 reflected in listing until a :py:meth:`MetadataProvider.commit_updates` forces a persist. 380 This function must tolerate duplicate calls (idempotent behavior). 381 382 :param path: User-supplied virtual path 383 """ 384 pass
385
[docs] 386 @abstractmethod 387 def commit_updates(self) -> None: 388 """ 389 Commit any newly adding files, used in conjunction with :py:meth:`MetadataProvider.add_file`. 390 :py:class:`MetadataProvider` will persistently record any metadata changes. 391 """ 392 pass
393
[docs] 394 @abstractmethod 395 def is_writable(self) -> bool: 396 """ 397 Returns ``True`` if the :py:class:`MetadataProvider` supports writes else ``False``. 398 """ 399 pass
400 401
[docs] 402@dataclass 403class StorageProviderConfig: 404 """ 405 A data class that represents the configuration needed to initialize a storage provider. 406 """ 407 408 #: The name or type of the storage provider (e.g., ``s3``, ``gcs``, ``oci``, ``azure``). 409 type: str 410 #: Additional options required to configure the storage provider (e.g., endpoint URLs, region, etc.). 411 options: Optional[dict[str, Any]] = None
412 413
[docs] 414class ProviderBundle(ABC): 415 """ 416 Abstract base class that serves as a container for various providers (storage, credentials, and metadata) 417 that interact with a storage service. The :py:class:`ProviderBundle` abstracts access to these providers, allowing for 418 flexible implementations of cloud storage solutions. 419 """ 420 421 @property 422 @abstractmethod 423 def storage_provider_config(self) -> StorageProviderConfig: 424 """ 425 :return: The configuration for the storage provider, which includes the provider 426 name/type and additional options. 427 """ 428 pass 429 430 @property 431 @abstractmethod 432 def credentials_provider(self) -> Optional[CredentialsProvider]: 433 """ 434 :return: The credentials provider responsible for managing authentication credentials 435 required to access the storage service. 436 """ 437 pass 438 439 @property 440 @abstractmethod 441 def metadata_provider(self) -> Optional[MetadataProvider]: 442 """ 443 :return: The metadata provider responsible for retrieving metadata about objects in the storage service. 444 """ 445 pass 446 447 @property 448 @abstractmethod 449 def replicas(self) -> list["Replica"]: 450 """ 451 :return: The replicas configuration for this provider bundle, if any. 452 """ 453 pass
454 455
[docs] 456@dataclass 457class RetryConfig: 458 """ 459 A data class that represents the configuration for retry strategy. 460 """ 461 462 #: The number of attempts before giving up. Must be at least 1. 463 attempts: int = DEFAULT_RETRY_ATTEMPTS 464 #: The delay (in seconds) between retry attempts. Must be a non-negative value. 465 delay: float = DEFAULT_RETRY_DELAY 466 467 def __post_init__(self) -> None: 468 if self.attempts < 1: 469 raise ValueError("Attempts must be at least 1.") 470 if self.delay < 0: 471 raise ValueError("Delay must be a non-negative number.")
472 473
[docs] 474class RetryableError(Exception): 475 """ 476 Exception raised for errors that should trigger a retry. 477 """ 478 479 pass
480 481
[docs] 482class PreconditionFailedError(Exception): 483 """ 484 Exception raised when a precondition fails. e.g. if-match, if-none-match, etc. 485 """ 486 487 pass
488 489
[docs] 490class NotModifiedError(Exception): 491 """Raised when a conditional operation fails because the resource has not been modified. 492 493 This typically occurs when using if-none-match with a specific generation/etag 494 and the resource's current generation/etag matches the specified one. 495 """ 496 497 pass
498 499
[docs] 500class SourceVersionCheckMode(Enum): 501 """Enum for controlling source version checking behavior.""" 502 503 INHERIT = "inherit" # Inherit from configuration (cache config) 504 ENABLE = "enable" # Always check source version 505 DISABLE = "disable" # Never check source version
506 507
[docs] 508@dataclass 509class Replica: 510 """A tier of storage that can be used to store data.""" 511 512 replica_profile: str 513 read_priority: int
514 515
[docs] 516class AutoCommitConfig: 517 """ 518 A data class that represents the configuration for auto commit. 519 """ 520 521 interval_minutes: Optional[float] # The interval in minutes for auto commit. 522 at_exit: bool = False # if True, commit on program exit 523 524 def __init__(self, interval_minutes: Optional[float] = None, at_exit: bool = False) -> None: 525 self.interval_minutes = interval_minutes 526 self.at_exit = at_exit
527 528
[docs] 529class ExecutionMode(Enum): 530 """ 531 Enum for controlling execution mode in sync operations. 532 """ 533 534 LOCAL = "local" 535 RAY = "ray"