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docs: update integration api refs (#25195)
- [x] toolkits - [x] retrievers (in this repo)
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@@ -38,7 +38,125 @@ class RequestsToolkit(BaseToolkit):
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what network access it has.
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See https://python.langchain.com/docs/security for more information.
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"""
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Setup:
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Install ``langchain-community``.
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.. code-block:: bash
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pip install -U langchain-community
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Key init args:
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requests_wrapper: langchain_community.utilities.requests.GenericRequestsWrapper
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wrapper for executing requests.
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allow_dangerous_requests: bool
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Defaults to False. Must "opt-in" to using dangerous requests by setting to True.
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Instantiate:
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.. code-block:: python
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from langchain_community.agent_toolkits.openapi.toolkit import RequestsToolkit
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from langchain_community.utilities.requests import TextRequestsWrapper
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toolkit = RequestsToolkit(
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requests_wrapper=TextRequestsWrapper(headers={}),
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allow_dangerous_requests=ALLOW_DANGEROUS_REQUEST,
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)
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Tools:
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.. code-block:: python
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tools = toolkit.get_tools()
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tools
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.. code-block:: none
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[RequestsGetTool(requests_wrapper=TextRequestsWrapper(headers={}, aiosession=None, auth=None, response_content_type='text', verify=True), allow_dangerous_requests=True),
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RequestsPostTool(requests_wrapper=TextRequestsWrapper(headers={}, aiosession=None, auth=None, response_content_type='text', verify=True), allow_dangerous_requests=True),
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RequestsPatchTool(requests_wrapper=TextRequestsWrapper(headers={}, aiosession=None, auth=None, response_content_type='text', verify=True), allow_dangerous_requests=True),
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RequestsPutTool(requests_wrapper=TextRequestsWrapper(headers={}, aiosession=None, auth=None, response_content_type='text', verify=True), allow_dangerous_requests=True),
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RequestsDeleteTool(requests_wrapper=TextRequestsWrapper(headers={}, aiosession=None, auth=None, response_content_type='text', verify=True), allow_dangerous_requests=True)]
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Use within an agent:
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.. code-block:: python
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from langchain_openai import ChatOpenAI
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from langgraph.prebuilt import create_react_agent
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api_spec = \"\"\"
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openapi: 3.0.0
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info:
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title: JSONPlaceholder API
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version: 1.0.0
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servers:
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- url: https://jsonplaceholder.typicode.com
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paths:
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/posts:
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get:
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summary: Get posts
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parameters: &id001
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- name: _limit
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in: query
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required: false
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schema:
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type: integer
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example: 2
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description: Limit the number of results
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\"\"\"
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system_message = \"\"\"
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You have access to an API to help answer user queries.
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Here is documentation on the API:
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{api_spec}
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\"\"\".format(api_spec=api_spec)
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llm = ChatOpenAI(model="gpt-4o-mini")
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agent_executor = create_react_agent(llm, tools, state_modifier=system_message)
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example_query = "Fetch the top two posts. What are their titles?"
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events = agent_executor.stream(
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{"messages": [("user", example_query)]},
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stream_mode="values",
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)
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for event in events:
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event["messages"][-1].pretty_print()
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.. code-block:: none
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================================[1m Human Message [0m=================================
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Fetch the top two posts. What are their titles?
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==================================[1m Ai Message [0m==================================
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Tool Calls:
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requests_get (call_RV2SOyzCnV5h2sm4WPgG8fND)
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Call ID: call_RV2SOyzCnV5h2sm4WPgG8fND
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Args:
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url: https://jsonplaceholder.typicode.com/posts?_limit=2
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=================================[1m Tool Message [0m=================================
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Name: requests_get
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[
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{
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"userId": 1,
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"id": 1,
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"title": "sunt aut facere repellat provident occaecati excepturi optio reprehenderit",
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"body": "quia et suscipit..."
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},
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{
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"userId": 1,
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"id": 2,
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"title": "qui est esse",
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"body": "est rerum tempore vitae..."
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}
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]
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==================================[1m Ai Message [0m==================================
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The titles of the top two posts are:
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1. "sunt aut facere repellat provident occaecati excepturi optio reprehenderit"
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2. "qui est esse"
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""" # noqa: E501
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requests_wrapper: TextRequestsWrapper
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"""The requests wrapper."""
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