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langchain/libs/community/langchain_community/document_loaders/obs_directory.py

84 lines
3.5 KiB
Python

# coding:utf-8
from typing import List, Optional
from langchain_core.documents import Document
from langchain_community.document_loaders.base import BaseLoader
from langchain_community.document_loaders.obs_file import OBSFileLoader
class OBSDirectoryLoader(BaseLoader):
"""Load from `Huawei OBS directory`."""
def __init__(
self,
bucket: str,
endpoint: str,
config: Optional[dict] = None,
prefix: str = "",
):
"""Initialize the OBSDirectoryLoader with the specified settings.
Args:
bucket (str): The name of the OBS bucket to be used.
endpoint (str): The endpoint URL of your OBS bucket.
config (dict): The parameters for connecting to OBS, provided as a dictionary. The dictionary could have the following keys:
- "ak" (str, optional): Your OBS access key (required if `get_token_from_ecs` is False and bucket policy is not public read).
- "sk" (str, optional): Your OBS secret key (required if `get_token_from_ecs` is False and bucket policy is not public read).
- "token" (str, optional): Your security token (required if using temporary credentials).
- "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.
prefix (str, optional): The prefix to be added to the OBS key. Defaults to "".
Note:
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.
Example:
To create a new OBSDirectoryLoader:
```
config = {
"ak": "your-access-key",
"sk": "your-secret-key"
}
```
directory_loader = OBSDirectoryLoader("your-bucket-name", "your-end-endpoint", config, "your-prefix")
""" # noqa: E501
try:
from obs import ObsClient
except ImportError:
raise ImportError(
"Could not import esdk-obs-python python package. "
"Please install it with `pip install esdk-obs-python`."
)
if not config:
config = dict()
if config.get("get_token_from_ecs"):
self.client = ObsClient(server=endpoint, security_provider_policy="ECS")
else:
self.client = ObsClient(
access_key_id=config.get("ak"),
secret_access_key=config.get("sk"),
security_token=config.get("token"),
server=endpoint,
)
self.bucket = bucket
self.prefix = prefix
def load(self) -> List[Document]:
"""Load documents."""
max_num = 1000
mark = None
docs = []
while True:
resp = self.client.listObjects(
self.bucket, prefix=self.prefix, marker=mark, max_keys=max_num
)
if resp.status < 300:
for content in resp.body.contents:
loader = OBSFileLoader(self.bucket, content.key, client=self.client)
docs.extend(loader.load())
if resp.body.is_truncated is True:
mark = resp.body.next_marker
else:
break
return docs