from __future__ import annotations import os import tempfile from typing import TYPE_CHECKING, Any, Callable, List, Optional, Union from langchain_community.document_loaders.unstructured import UnstructuredBaseLoader if TYPE_CHECKING: import botocore class S3FileLoader(UnstructuredBaseLoader): """Load from `Amazon AWS S3` file.""" def __init__( self, bucket: str, key: str, *, region_name: Optional[str] = None, api_version: Optional[str] = None, use_ssl: Optional[bool] = True, verify: Union[str, bool, None] = None, endpoint_url: Optional[str] = None, aws_access_key_id: Optional[str] = None, aws_secret_access_key: Optional[str] = None, aws_session_token: Optional[str] = None, boto_config: Optional[botocore.client.Config] = None, mode: str = "single", post_processors: Optional[List[Callable]] = None, **unstructured_kwargs: Any, ): """Initialize with bucket and key name. :param bucket: The name of the S3 bucket. :param key: The key of the S3 object. :param region_name: The name of the region associated with the client. A client is associated with a single region. :param api_version: The API version to use. By default, botocore will use the latest API version when creating a client. You only need to specify this parameter if you want to use a previous API version of the client. :param use_ssl: Whether or not to use SSL. By default, SSL is used. Note that not all services support non-ssl connections. :param verify: Whether or not to verify SSL certificates. By default SSL certificates are verified. You can provide the following values: * False - do not validate SSL certificates. SSL will still be used (unless use_ssl is False), but SSL certificates will not be verified. * path/to/cert/bundle.pem - A filename of the CA cert bundle to uses. You can specify this argument if you want to use a different CA cert bundle than the one used by botocore. :param endpoint_url: The complete URL to use for the constructed client. Normally, botocore will automatically construct the appropriate URL to use when communicating with a service. You can specify a complete URL (including the "http/https" scheme) to override this behavior. If this value is provided, then ``use_ssl`` is ignored. :param aws_access_key_id: The access key to use when creating the client. This is entirely optional, and if not provided, the credentials configured for the session will automatically be used. You only need to provide this argument if you want to override the credentials used for this specific client. :param aws_secret_access_key: The secret key to use when creating the client. Same semantics as aws_access_key_id above. :param aws_session_token: The session token to use when creating the client. Same semantics as aws_access_key_id above. :type boto_config: botocore.client.Config :param boto_config: Advanced boto3 client configuration options. If a value is specified in the client config, its value will take precedence over environment variables and configuration values, but not over a value passed explicitly to the method. If a default config object is set on the session, the config object used when creating the client will be the result of calling ``merge()`` on the default config with the config provided to this call. :param mode: Mode in which to read the file. Valid options are: single, paged and elements. :param post_processors: Post processing functions to be applied to extracted elements. :param **unstructured_kwargs: Arbitrary additional kwargs to pass in when calling `partition` """ super().__init__(mode, post_processors, **unstructured_kwargs) self.bucket = bucket self.key = key self.region_name = region_name self.api_version = api_version self.use_ssl = use_ssl self.verify = verify self.endpoint_url = endpoint_url self.aws_access_key_id = aws_access_key_id self.aws_secret_access_key = aws_secret_access_key self.aws_session_token = aws_session_token self.boto_config = boto_config def _get_elements(self) -> List: """Get elements.""" from unstructured.partition.auto import partition try: import boto3 except ImportError: raise ImportError( "Could not import `boto3` python package. " "Please install it with `pip install boto3`." ) s3 = boto3.client( "s3", region_name=self.region_name, api_version=self.api_version, use_ssl=self.use_ssl, verify=self.verify, endpoint_url=self.endpoint_url, aws_access_key_id=self.aws_access_key_id, aws_secret_access_key=self.aws_secret_access_key, aws_session_token=self.aws_session_token, config=self.boto_config, ) with tempfile.TemporaryDirectory() as temp_dir: file_path = f"{temp_dir}/{self.key}" os.makedirs(os.path.dirname(file_path), exist_ok=True) s3.download_file(self.bucket, self.key, file_path) return partition(filename=file_path, **self.unstructured_kwargs) def _get_metadata(self) -> dict: return {"source": f"s3://{self.bucket}/{self.key}"}