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
7#
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 __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
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
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
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]]