mirror of
https://github.com/hwchase17/langchain
synced 2024-11-08 07:10:35 +00:00
223 lines
7.9 KiB
Python
223 lines
7.9 KiB
Python
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"""Loads data from OneNote Notebooks"""
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from pathlib import Path
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from typing import Dict, Iterator, List, Optional
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import requests
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from langchain_core.documents import Document
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from langchain_core.pydantic_v1 import (
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BaseModel,
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BaseSettings,
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Field,
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FilePath,
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SecretStr,
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)
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from langchain_community.document_loaders.base import BaseLoader
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class _OneNoteGraphSettings(BaseSettings):
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client_id: str = Field(..., env="MS_GRAPH_CLIENT_ID")
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client_secret: SecretStr = Field(..., env="MS_GRAPH_CLIENT_SECRET")
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class Config:
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"""Config for OneNoteGraphSettings."""
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env_prefix = ""
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case_sentive = False
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env_file = ".env"
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class OneNoteLoader(BaseLoader, BaseModel):
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"""Load pages from OneNote notebooks."""
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settings: _OneNoteGraphSettings = Field(default_factory=_OneNoteGraphSettings)
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"""Settings for the Microsoft Graph API client."""
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auth_with_token: bool = False
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"""Whether to authenticate with a token or not. Defaults to False."""
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access_token: str = ""
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"""Personal access token"""
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onenote_api_base_url: str = "https://graph.microsoft.com/v1.0/me/onenote"
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"""URL of Microsoft Graph API for OneNote"""
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authority_url = "https://login.microsoftonline.com/consumers/"
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"""A URL that identifies a token authority"""
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token_path: FilePath = Path.home() / ".credentials" / "onenote_graph_token.txt"
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"""Path to the file where the access token is stored"""
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notebook_name: Optional[str] = None
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"""Filter on notebook name"""
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section_name: Optional[str] = None
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"""Filter on section name"""
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page_title: Optional[str] = None
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"""Filter on section name"""
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object_ids: Optional[List[str]] = None
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""" The IDs of the objects to load data from."""
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def lazy_load(self) -> Iterator[Document]:
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"""
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Get pages from OneNote notebooks.
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Returns:
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A list of Documents with attributes:
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- page_content
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- metadata
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- title
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"""
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self._auth()
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try:
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from bs4 import BeautifulSoup
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except ImportError:
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raise ImportError(
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"beautifulsoup4 package not found, please install it with "
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"`pip install bs4`"
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)
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if self.object_ids is not None:
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for object_id in self.object_ids:
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page_content_html = self._get_page_content(object_id)
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soup = BeautifulSoup(page_content_html, "html.parser")
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page_title = ""
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title_tag = soup.title
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if title_tag:
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page_title = title_tag.get_text(strip=True)
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page_content = soup.get_text(separator="\n", strip=True)
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yield Document(
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page_content=page_content, metadata={"title": page_title}
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)
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else:
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request_url = self._url
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while request_url != "":
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response = requests.get(request_url, headers=self._headers, timeout=10)
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response.raise_for_status()
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pages = response.json()
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for page in pages["value"]:
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page_id = page["id"]
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page_content_html = self._get_page_content(page_id)
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soup = BeautifulSoup(page_content_html, "html.parser")
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page_title = ""
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title_tag = soup.title
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if title_tag:
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page_content = soup.get_text(separator="\n", strip=True)
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yield Document(
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page_content=page_content, metadata={"title": page_title}
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)
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if "@odata.nextLink" in pages:
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request_url = pages["@odata.nextLink"]
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else:
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request_url = ""
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def load(self) -> List[Document]:
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"""
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Get pages from OneNote notebooks.
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Returns:
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A list of Documents with attributes:
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- page_content
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- metadata
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- title
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"""
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return list(self.lazy_load())
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def _get_page_content(self, page_id: str) -> str:
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"""Get page content from OneNote API"""
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request_url = self.onenote_api_base_url + f"/pages/{page_id}/content"
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response = requests.get(request_url, headers=self._headers, timeout=10)
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response.raise_for_status()
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return response.text
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@property
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def _headers(self) -> Dict[str, str]:
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"""Return headers for requests to OneNote API"""
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return {
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"Authorization": f"Bearer {self.access_token}",
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}
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@property
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def _scopes(self) -> List[str]:
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"""Return required scopes."""
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return ["Notes.Read"]
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def _auth(self) -> None:
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"""Authenticate with Microsoft Graph API"""
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if self.access_token != "":
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return
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if self.auth_with_token:
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with self.token_path.open("r") as token_file:
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self.access_token = token_file.read()
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else:
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try:
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from msal import ConfidentialClientApplication
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except ImportError as e:
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raise ImportError(
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"MSAL package not found, please install it with `pip install msal`"
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) from e
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client_instance = ConfidentialClientApplication(
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client_id=self.settings.client_id,
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client_credential=self.settings.client_secret.get_secret_value(),
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authority=self.authority_url,
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)
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authorization_request_url = client_instance.get_authorization_request_url(
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self._scopes
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)
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print("Visit the following url to give consent:")
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print(authorization_request_url)
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authorization_url = input("Paste the authenticated url here:\n")
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authorization_code = authorization_url.split("code=")[1].split("&")[0]
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access_token_json = client_instance.acquire_token_by_authorization_code(
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code=authorization_code, scopes=self._scopes
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)
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self.access_token = access_token_json["access_token"]
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try:
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if not self.token_path.parent.exists():
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self.token_path.parent.mkdir(parents=True)
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except Exception as e:
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raise Exception(
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f"Could not create the folder {self.token_path.parent} "
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+ "to store the access token."
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) from e
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with self.token_path.open("w") as token_file:
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token_file.write(self.access_token)
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@property
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def _url(self) -> str:
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"""Create URL for getting page ids from the OneNoteApi API."""
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query_params_list = []
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filter_list = []
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expand_list = []
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query_params_list.append("$select=id")
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if self.notebook_name is not None:
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filter_list.append(
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"parentNotebook/displayName%20eq%20"
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+ f"'{self.notebook_name.replace(' ', '%20')}'"
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)
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expand_list.append("parentNotebook")
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if self.section_name is not None:
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filter_list.append(
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"parentSection/displayName%20eq%20"
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+ f"'{self.section_name.replace(' ', '%20')}'"
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)
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expand_list.append("parentSection")
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if self.page_title is not None:
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filter_list.append(
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"title%20eq%20" + f"'{self.page_title.replace(' ', '%20')}'"
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)
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if len(expand_list) > 0:
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query_params_list.append("$expand=" + ",".join(expand_list))
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if len(filter_list) > 0:
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query_params_list.append("$filter=" + "%20and%20".join(filter_list))
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query_params = "&".join(query_params_list)
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if query_params != "":
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query_params = "?" + query_params
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return f"{self.onenote_api_base_url}/pages{query_params}"
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