Google Drive
This notebook walks through connecting a LangChain to the Google Drive API
.
Prerequisites
- Create a Google Cloud project or use an existing project
- Enable the Google Drive API
- Authorize credentials for desktop app
pip install --upgrade google-api-python-client google-auth-httplib2 google-auth-oauthlib
Instructions for retrieving your Google Docs data
By default, the GoogleDriveTools
and GoogleDriveWrapper
expects the credentials.json
file to be ~/.credentials/credentials.json
, but this is configurable using the GOOGLE_ACCOUNT_FILE
environment variable.
The location of token.json
use the same directory (or use the parameter token_path
). Note that token.json
will be created automatically the first time you use the tool.
GoogleDriveSearchTool
can retrieve a selection of files with some requests.
By default, If you use a folder_id
, all the files inside this folder can be retrieved to Document
, if the name match the query.
%pip install --upgrade --quiet google-api-python-client google-auth-httplib2 google-auth-oauthlib langchain-community
You can obtain your folder and document id from the URL:
- Folder: https://drive.google.com/drive/u/0/folders/1yucgL9WGgWZdM1TOuKkeghlPizuzMYb5 -> folder id is
"1yucgL9WGgWZdM1TOuKkeghlPizuzMYb5"
- Document: https://docs.google.com/document/d/1bfaMQ18_i56204VaQDVeAFpqEijJTgvurupdEDiaUQw/edit -> document id is
"1bfaMQ18_i56204VaQDVeAFpqEijJTgvurupdEDiaUQw"
The special value root
is for your personal home.
folder_id = "root"
# folder_id='1yucgL9WGgWZdM1TOuKkeghlPizuzMYb5'
By default, all files with these mime-type can be converted to Document
.
- text/text
- text/plain
- text/html
- text/csv
- text/markdown
- image/png
- image/jpeg
- application/epub+zip
- application/pdf
- application/rtf
- application/vnd.google-apps.document (GDoc)
- application/vnd.google-apps.presentation (GSlide)
- application/vnd.google-apps.spreadsheet (GSheet)
- application/vnd.google.colaboratory (Notebook colab)
- application/vnd.openxmlformats-officedocument.presentationml.presentation (PPTX)
- application/vnd.openxmlformats-officedocument.wordprocessingml.document (DOCX)
It's possible to update or customize this. See the documentation of GoogleDriveAPIWrapper
.
But, the corresponding packages must installed.
%pip install --upgrade --quiet unstructured
from langchain_googledrive.tools.google_drive.tool import GoogleDriveSearchTool
from langchain_googledrive.utilities.google_drive import GoogleDriveAPIWrapper
# By default, search only in the filename.
tool = GoogleDriveSearchTool(
api_wrapper=GoogleDriveAPIWrapper(
folder_id=folder_id,
num_results=2,
template="gdrive-query-in-folder", # Search in the body of documents
)
)
import logging
logging.basicConfig(level=logging.INFO)
tool.run("machine learning")
tool.description
from langchain.agents import load_tools
tools = load_tools(
["google-drive-search"],
folder_id=folder_id,
template="gdrive-query-in-folder",
)
Use within an Agent
from langchain.agents import AgentType, initialize_agent
from langchain_openai import OpenAI
llm = OpenAI(temperature=0)
agent = initialize_agent(
tools=tools,
llm=llm,
agent=AgentType.STRUCTURED_CHAT_ZERO_SHOT_REACT_DESCRIPTION,
)
agent.run("Search in google drive, who is 'Yann LeCun' ?")