mirror of
https://github.com/hwchase17/langchain
synced 2024-11-04 06:00:26 +00:00
84 lines
3.5 KiB
Python
84 lines
3.5 KiB
Python
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# coding:utf-8
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from typing import 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.obs_file import OBSFileLoader
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class OBSDirectoryLoader(BaseLoader):
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"""Load from `Huawei OBS directory`."""
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def __init__(
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self,
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bucket: str,
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endpoint: str,
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config: Optional[dict] = None,
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prefix: str = "",
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):
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"""Initialize the OBSDirectoryLoader 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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endpoint (str): The endpoint URL of your OBS bucket.
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config (dict): The parameters for connecting to OBS, provided as a dictionary. 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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prefix (str, optional): The prefix to be added to the OBS key. Defaults to "".
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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 OBSDirectoryLoader:
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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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```
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directory_loader = OBSDirectoryLoader("your-bucket-name", "your-end-endpoint", config, "your-prefix")
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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 config:
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config = dict()
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if config.get("get_token_from_ecs"):
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self.client = ObsClient(server=endpoint, security_provider_policy="ECS")
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else:
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self.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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self.bucket = bucket
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self.prefix = prefix
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def load(self) -> List[Document]:
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"""Load documents."""
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max_num = 1000
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mark = None
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docs = []
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while True:
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resp = self.client.listObjects(
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self.bucket, prefix=self.prefix, marker=mark, max_keys=max_num
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)
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if resp.status < 300:
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for content in resp.body.contents:
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loader = OBSFileLoader(self.bucket, content.key, client=self.client)
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docs.extend(loader.load())
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if resp.body.is_truncated is True:
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mark = resp.body.next_marker
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else:
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break
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return docs
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