docs: update integration api refs (#25195)

- [x] toolkits
- [x] retrievers (in this repo)
This commit is contained in:
ccurme
2024-08-09 08:27:32 -04:00
committed by GitHub
parent 91ea4b7449
commit 3b7437d184
11 changed files with 675 additions and 21 deletions

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@@ -38,7 +38,125 @@ class RequestsToolkit(BaseToolkit):
what network access it has.
See https://python.langchain.com/docs/security for more information.
"""
Setup:
Install ``langchain-community``.
.. code-block:: bash
pip install -U langchain-community
Key init args:
requests_wrapper: langchain_community.utilities.requests.GenericRequestsWrapper
wrapper for executing requests.
allow_dangerous_requests: bool
Defaults to False. Must "opt-in" to using dangerous requests by setting to True.
Instantiate:
.. code-block:: python
from langchain_community.agent_toolkits.openapi.toolkit import RequestsToolkit
from langchain_community.utilities.requests import TextRequestsWrapper
toolkit = RequestsToolkit(
requests_wrapper=TextRequestsWrapper(headers={}),
allow_dangerous_requests=ALLOW_DANGEROUS_REQUEST,
)
Tools:
.. code-block:: python
tools = toolkit.get_tools()
tools
.. code-block:: none
[RequestsGetTool(requests_wrapper=TextRequestsWrapper(headers={}, aiosession=None, auth=None, response_content_type='text', verify=True), allow_dangerous_requests=True),
RequestsPostTool(requests_wrapper=TextRequestsWrapper(headers={}, aiosession=None, auth=None, response_content_type='text', verify=True), allow_dangerous_requests=True),
RequestsPatchTool(requests_wrapper=TextRequestsWrapper(headers={}, aiosession=None, auth=None, response_content_type='text', verify=True), allow_dangerous_requests=True),
RequestsPutTool(requests_wrapper=TextRequestsWrapper(headers={}, aiosession=None, auth=None, response_content_type='text', verify=True), allow_dangerous_requests=True),
RequestsDeleteTool(requests_wrapper=TextRequestsWrapper(headers={}, aiosession=None, auth=None, response_content_type='text', verify=True), allow_dangerous_requests=True)]
Use within an agent:
.. code-block:: python
from langchain_openai import ChatOpenAI
from langgraph.prebuilt import create_react_agent
api_spec = \"\"\"
openapi: 3.0.0
info:
title: JSONPlaceholder API
version: 1.0.0
servers:
- url: https://jsonplaceholder.typicode.com
paths:
/posts:
get:
summary: Get posts
parameters: &id001
- name: _limit
in: query
required: false
schema:
type: integer
example: 2
description: Limit the number of results
\"\"\"
system_message = \"\"\"
You have access to an API to help answer user queries.
Here is documentation on the API:
{api_spec}
\"\"\".format(api_spec=api_spec)
llm = ChatOpenAI(model="gpt-4o-mini")
agent_executor = create_react_agent(llm, tools, state_modifier=system_message)
example_query = "Fetch the top two posts. What are their titles?"
events = agent_executor.stream(
{"messages": [("user", example_query)]},
stream_mode="values",
)
for event in events:
event["messages"][-1].pretty_print()
.. code-block:: none
================================[1m Human Message [0m=================================
Fetch the top two posts. What are their titles?
==================================[1m Ai Message [0m==================================
Tool Calls:
requests_get (call_RV2SOyzCnV5h2sm4WPgG8fND)
Call ID: call_RV2SOyzCnV5h2sm4WPgG8fND
Args:
url: https://jsonplaceholder.typicode.com/posts?_limit=2
=================================[1m Tool Message [0m=================================
Name: requests_get
[
{
"userId": 1,
"id": 1,
"title": "sunt aut facere repellat provident occaecati excepturi optio reprehenderit",
"body": "quia et suscipit..."
},
{
"userId": 1,
"id": 2,
"title": "qui est esse",
"body": "est rerum tempore vitae..."
}
]
==================================[1m Ai Message [0m==================================
The titles of the top two posts are:
1. "sunt aut facere repellat provident occaecati excepturi optio reprehenderit"
2. "qui est esse"
""" # noqa: E501
requests_wrapper: TextRequestsWrapper
"""The requests wrapper."""