great-ai/great_ai/large_file/large_file/large_file_mongo.py

157 lines
5.5 KiB
Python

import re
from hashlib import sha256
from pathlib import Path
from typing import Any, List
from gridfs import DEFAULT_CHUNK_SIZE, GridFSBucket
from pymongo import MongoClient
from pymongo.database import Database
from pymongo.errors import DuplicateKeyError
from ...utilities import get_logger
from ..helper import DownloadProgressBar, UploadProgressBar, cached_property
from ..models import DataInstance
from .large_file_base import LargeFileBase
logger = get_logger("large_file")
MONGO_NAME_VERSION_SEPARATOR = "_"
class LargeFileMongo(LargeFileBase):
"""LargeFile implementation using GridFS (MongoDB) as a backend.
Store large files remotely using the familiar API of `open()`. With built-in
versioning, pruning and local cache.
See parent for more details.
"""
mongo_connection_string = None
mongo_database = None
_configuration_attributes = ("mongo_connection_string", "mongo_database")
def _get_cache_namespace(self) -> str:
return sha256(
repr(("gridfs", self.mongo_connection_string, self.mongo_database)).encode()
).hexdigest()
@classmethod
def configure_credentials( # type: ignore
cls,
*,
mongo_connection_string: str,
mongo_database: str,
**_: Any,
) -> None:
cls.mongo_connection_string = mongo_connection_string
cls.mongo_database = mongo_database
super().configure_credentials()
@cached_property
def _database(self) -> Database:
if self.mongo_connection_string is None or self.mongo_database is None:
raise ValueError(
"Please configure the MongoDB access options by calling LargeFileMongo.configure_credentials or set cache_only_mode=True in the constructor."
)
return MongoClient(self.mongo_connection_string)[self.mongo_database]
@cached_property
def _client(self) -> GridFSBucket:
return GridFSBucket(self._database)
def _find_remote_instances(self) -> List[DataInstance]:
logger.debug(f"Fetching Mongo (GridFS) versions of {self._name}")
return [
DataInstance(
name=MONGO_NAME_VERSION_SEPARATOR.join(
f.name.split(MONGO_NAME_VERSION_SEPARATOR)[:-1]
),
version=int(f.name.split(MONGO_NAME_VERSION_SEPARATOR)[-1]),
remote_path=(f._id, f.length),
cache_identity=str(f._id),
)
for f in self._client.find(
{
"filename": re.compile(
"^"
+ re.escape(self._name + MONGO_NAME_VERSION_SEPARATOR)
+ r"[0-9]+$"
)
}
)
]
def _download(
self, remote_path: Any, local_path: Path, hide_progress: bool
) -> None:
logger.info(f"Downloading {remote_path[0]} from Mongo (GridFS)")
progress = (
DownloadProgressBar(
name=str(remote_path[0]), size=remote_path[1], logger=logger
)
if not hide_progress
else None
)
with self._client.open_download_stream(remote_path[0]) as stream:
with open(local_path, "wb") as f:
while True:
content = stream.read(DEFAULT_CHUNK_SIZE)
f.write(content)
if progress:
progress(len(content))
if len(content) < DEFAULT_CHUNK_SIZE:
break
def _upload(self, local_path: Path, hide_progress: bool) -> None:
logger.info(f"Uploading {local_path} to Mongo (GridFS)")
progress = (
UploadProgressBar(path=local_path, logger=logger)
if not hide_progress
else None
)
# Only GreatAI's versioned uploads participate in this unique index;
# unrelated GridFS users may still store duplicate filenames.
self._database.fs.files.create_index(
"filename",
name="great_ai_unique_version",
unique=True,
partialFilterExpression={"metadata.great_ai_version": True},
)
filename = f"{self._name}{MONGO_NAME_VERSION_SEPARATOR}{self.version}"
stream = self._client.open_upload_stream(
filename, metadata={"great_ai_version": True}
)
try:
with stream:
with open(local_path, "rb") as f:
while True:
content = f.read(DEFAULT_CHUNK_SIZE)
stream.write(content)
if progress:
progress(len(content))
if len(content) < DEFAULT_CHUNK_SIZE:
break
except DuplicateKeyError as error:
stream.abort()
raise FileExistsError(
f"Version {filename} was created by another writer; retry the upload"
) from error
def _delete_old_remote_versions(self) -> None:
if self._keep_last_n is not None:
for i in (
self._instances[: -self._keep_last_n]
if self._keep_last_n > 0
else self._instances
):
logger.info(
f"Removing old version from MongoDB (GridFS) (keep_last_n={self._keep_last_n}): {i.name}{MONGO_NAME_VERSION_SEPARATOR}{i.version}"
)
self._client.delete(i.remote_path[0])