mirror of
https://github.com/hwchase17/langchain
synced 2024-11-04 06:00:26 +00:00
106 lines
4.7 KiB
Python
106 lines
4.7 KiB
Python
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# coding:utf-8
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import os
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import tempfile
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from typing import Any, List, Optional
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from langchain_core.documents import Document
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from langchain_community.document_loaders.base import BaseLoader
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from langchain_community.document_loaders.unstructured import UnstructuredFileLoader
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class OBSFileLoader(BaseLoader):
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"""Load from the `Huawei OBS file`."""
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def __init__(
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self,
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bucket: str,
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key: str,
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client: Any = None,
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endpoint: str = "",
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config: Optional[dict] = None,
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) -> None:
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"""Initialize the OBSFileLoader with the specified settings.
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Args:
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bucket (str): The name of the OBS bucket to be used.
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key (str): The name of the object in the OBS bucket.
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client (ObsClient, optional): An instance of the ObsClient to connect to OBS.
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endpoint (str, optional): The endpoint URL of your OBS bucket. This parameter is mandatory if `client` is not provided.
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config (dict, optional): The parameters for connecting to OBS, provided as a dictionary. This parameter is ignored if `client` is provided. The dictionary could have the following keys:
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- "ak" (str, optional): Your OBS access key (required if `get_token_from_ecs` is False and bucket policy is not public read).
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- "sk" (str, optional): Your OBS secret key (required if `get_token_from_ecs` is False and bucket policy is not public read).
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- "token" (str, optional): Your security token (required if using temporary credentials).
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- "get_token_from_ecs" (bool, optional): Whether to retrieve the security token from ECS. Defaults to False if not provided. If set to True, `ak`, `sk`, and `token` will be ignored.
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Raises:
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ValueError: If the `esdk-obs-python` package is not installed.
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TypeError: If the provided `client` is not an instance of ObsClient.
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ValueError: If `client` is not provided, but `endpoint` is missing.
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Note:
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Before using this class, make sure you have registered with OBS and have the necessary credentials. The `ak`, `sk`, and `endpoint` values are mandatory unless `get_token_from_ecs` is True or the bucket policy is public read. `token` is required when using temporary credentials.
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Example:
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To create a new OBSFileLoader with a new client:
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```
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config = {
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"ak": "your-access-key",
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"sk": "your-secret-key"
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}
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obs_loader = OBSFileLoader("your-bucket-name", "your-object-key", config=config)
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```
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To create a new OBSFileLoader with an existing client:
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```
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from obs import ObsClient
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# Assuming you have an existing ObsClient object 'obs_client'
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obs_loader = OBSFileLoader("your-bucket-name", "your-object-key", client=obs_client)
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```
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To create a new OBSFileLoader without an existing client:
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```
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obs_loader = OBSFileLoader("your-bucket-name", "your-object-key", endpoint="your-endpoint-url")
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```
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""" # noqa: E501
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try:
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from obs import ObsClient
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except ImportError:
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raise ImportError(
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"Could not import esdk-obs-python python package. "
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"Please install it with `pip install esdk-obs-python`."
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)
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if not client:
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if not endpoint:
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raise ValueError("Either OBSClient or endpoint must be provided.")
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if not config:
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config = dict()
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if config.get("get_token_from_ecs"):
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client = ObsClient(server=endpoint, security_provider_policy="ECS")
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else:
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client = ObsClient(
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access_key_id=config.get("ak"),
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secret_access_key=config.get("sk"),
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security_token=config.get("token"),
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server=endpoint,
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)
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if not isinstance(client, ObsClient):
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raise TypeError("Client must be ObsClient type")
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self.client = client
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self.bucket = bucket
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self.key = key
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def load(self) -> List[Document]:
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"""Load documents."""
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with tempfile.TemporaryDirectory() as temp_dir:
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file_path = f"{temp_dir}/{self.bucket}/{self.key}"
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os.makedirs(os.path.dirname(file_path), exist_ok=True)
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# Download the file to a destination
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self.client.downloadFile(
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bucketName=self.bucket, objectKey=self.key, downloadFile=file_path
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)
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loader = UnstructuredFileLoader(file_path)
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return loader.load()
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