mirror of
https://github.com/hwchase17/langchain
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5cf06db3b3
**Description:** This new feature enhances the flexibility of pipeline integration, particularly when working with RESTful APIs. ``JsonRequestsWrapper`` allows for the decoding of JSON output, instead of the only option for text output. --------- Co-authored-by: Zhichao HAN <hanzhichao2000@hotmail.com>
185 lines
6.4 KiB
Python
185 lines
6.4 KiB
Python
# flake8: noqa
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"""Tools for making requests to an API endpoint."""
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import json
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from typing import Any, Dict, Optional, Union
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from langchain_core.pydantic_v1 import BaseModel
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from langchain_core.callbacks import (
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AsyncCallbackManagerForToolRun,
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CallbackManagerForToolRun,
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)
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from langchain_community.utilities.requests import GenericRequestsWrapper
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from langchain_core.tools import BaseTool
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def _parse_input(text: str) -> Dict[str, Any]:
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"""Parse the json string into a dict."""
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return json.loads(text)
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def _clean_url(url: str) -> str:
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"""Strips quotes from the url."""
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return url.strip("\"'")
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class BaseRequestsTool(BaseModel):
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"""Base class for requests tools."""
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requests_wrapper: GenericRequestsWrapper
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class RequestsGetTool(BaseRequestsTool, BaseTool):
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"""Tool for making a GET request to an API endpoint."""
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name: str = "requests_get"
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description: str = "A portal to the internet. Use this when you need to get specific content from a website. Input should be a url (i.e. https://www.google.com). The output will be the text response of the GET request."
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def _run(
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self, url: str, run_manager: Optional[CallbackManagerForToolRun] = None
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) -> Union[str, Dict[str, Any]]:
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"""Run the tool."""
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return self.requests_wrapper.get(_clean_url(url))
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async def _arun(
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self,
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url: str,
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run_manager: Optional[AsyncCallbackManagerForToolRun] = None,
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) -> Union[str, Dict[str, Any]]:
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"""Run the tool asynchronously."""
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return await self.requests_wrapper.aget(_clean_url(url))
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class RequestsPostTool(BaseRequestsTool, BaseTool):
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"""Tool for making a POST request to an API endpoint."""
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name: str = "requests_post"
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description: str = """Use this when you want to POST to a website.
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Input should be a json string with two keys: "url" and "data".
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The value of "url" should be a string, and the value of "data" should be a dictionary of
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key-value pairs you want to POST to the url.
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Be careful to always use double quotes for strings in the json string
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The output will be the text response of the POST request.
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"""
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def _run(
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self, text: str, run_manager: Optional[CallbackManagerForToolRun] = None
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) -> Union[str, Dict[str, Any]]:
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"""Run the tool."""
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try:
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data = _parse_input(text)
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return self.requests_wrapper.post(_clean_url(data["url"]), data["data"])
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except Exception as e:
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return repr(e)
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async def _arun(
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self,
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text: str,
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run_manager: Optional[AsyncCallbackManagerForToolRun] = None,
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) -> Union[str, Dict[str, Any]]:
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"""Run the tool asynchronously."""
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try:
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data = _parse_input(text)
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return await self.requests_wrapper.apost(
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_clean_url(data["url"]), data["data"]
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)
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except Exception as e:
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return repr(e)
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class RequestsPatchTool(BaseRequestsTool, BaseTool):
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"""Tool for making a PATCH request to an API endpoint."""
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name: str = "requests_patch"
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description: str = """Use this when you want to PATCH to a website.
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Input should be a json string with two keys: "url" and "data".
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The value of "url" should be a string, and the value of "data" should be a dictionary of
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key-value pairs you want to PATCH to the url.
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Be careful to always use double quotes for strings in the json string
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The output will be the text response of the PATCH request.
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"""
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def _run(
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self, text: str, run_manager: Optional[CallbackManagerForToolRun] = None
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) -> Union[str, Dict[str, Any]]:
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"""Run the tool."""
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try:
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data = _parse_input(text)
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return self.requests_wrapper.patch(_clean_url(data["url"]), data["data"])
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except Exception as e:
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return repr(e)
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async def _arun(
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self,
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text: str,
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run_manager: Optional[AsyncCallbackManagerForToolRun] = None,
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) -> Union[str, Dict[str, Any]]:
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"""Run the tool asynchronously."""
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try:
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data = _parse_input(text)
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return await self.requests_wrapper.apatch(
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_clean_url(data["url"]), data["data"]
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)
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except Exception as e:
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return repr(e)
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class RequestsPutTool(BaseRequestsTool, BaseTool):
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"""Tool for making a PUT request to an API endpoint."""
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name: str = "requests_put"
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description: str = """Use this when you want to PUT to a website.
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Input should be a json string with two keys: "url" and "data".
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The value of "url" should be a string, and the value of "data" should be a dictionary of
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key-value pairs you want to PUT to the url.
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Be careful to always use double quotes for strings in the json string.
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The output will be the text response of the PUT request.
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"""
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def _run(
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self, text: str, run_manager: Optional[CallbackManagerForToolRun] = None
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) -> Union[str, Dict[str, Any]]:
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"""Run the tool."""
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try:
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data = _parse_input(text)
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return self.requests_wrapper.put(_clean_url(data["url"]), data["data"])
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except Exception as e:
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return repr(e)
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async def _arun(
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self,
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text: str,
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run_manager: Optional[AsyncCallbackManagerForToolRun] = None,
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) -> Union[str, Dict[str, Any]]:
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"""Run the tool asynchronously."""
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try:
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data = _parse_input(text)
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return await self.requests_wrapper.aput(
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_clean_url(data["url"]), data["data"]
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)
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except Exception as e:
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return repr(e)
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class RequestsDeleteTool(BaseRequestsTool, BaseTool):
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"""Tool for making a DELETE request to an API endpoint."""
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name: str = "requests_delete"
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description: str = "A portal to the internet. Use this when you need to make a DELETE request to a URL. Input should be a specific url, and the output will be the text response of the DELETE request."
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def _run(
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self,
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url: str,
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run_manager: Optional[CallbackManagerForToolRun] = None,
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) -> Union[str, Dict[str, Any]]:
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"""Run the tool."""
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return self.requests_wrapper.delete(_clean_url(url))
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async def _arun(
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self,
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url: str,
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run_manager: Optional[AsyncCallbackManagerForToolRun] = None,
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) -> Union[str, Dict[str, Any]]:
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"""Run the tool asynchronously."""
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return await self.requests_wrapper.adelete(_clean_url(url))
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