langchain/libs/community/langchain_community/agent_toolkits/slack/toolkit.py
Erick Friis c2a3021bb0
multiple: pydantic 2 compatibility, v0.3 (#26443)
Signed-off-by: ChengZi <chen.zhang@zilliz.com>
Co-authored-by: Eugene Yurtsev <eyurtsev@gmail.com>
Co-authored-by: Bagatur <22008038+baskaryan@users.noreply.github.com>
Co-authored-by: Dan O'Donovan <dan.odonovan@gmail.com>
Co-authored-by: Tom Daniel Grande <tomdgrande@gmail.com>
Co-authored-by: Grande <Tom.Daniel.Grande@statsbygg.no>
Co-authored-by: Bagatur <baskaryan@gmail.com>
Co-authored-by: ccurme <chester.curme@gmail.com>
Co-authored-by: Harrison Chase <hw.chase.17@gmail.com>
Co-authored-by: Tomaz Bratanic <bratanic.tomaz@gmail.com>
Co-authored-by: ZhangShenao <15201440436@163.com>
Co-authored-by: Friso H. Kingma <fhkingma@gmail.com>
Co-authored-by: ChengZi <chen.zhang@zilliz.com>
Co-authored-by: Nuno Campos <nuno@langchain.dev>
Co-authored-by: Morgante Pell <morgantep@google.com>
2024-09-13 14:38:45 -07:00

106 lines
3.4 KiB
Python

from __future__ import annotations
from typing import TYPE_CHECKING, List
from langchain_core.tools import BaseTool
from langchain_core.tools.base import BaseToolkit
from pydantic import ConfigDict, Field
from langchain_community.tools.slack.get_channel import SlackGetChannel
from langchain_community.tools.slack.get_message import SlackGetMessage
from langchain_community.tools.slack.schedule_message import SlackScheduleMessage
from langchain_community.tools.slack.send_message import SlackSendMessage
from langchain_community.tools.slack.utils import login
if TYPE_CHECKING:
from slack_sdk import WebClient
class SlackToolkit(BaseToolkit):
"""Toolkit for interacting with Slack.
Parameters:
client: The Slack client.
Setup:
Install ``slack_sdk`` and set environment variable ``SLACK_USER_TOKEN``.
.. code-block:: bash
pip install -U slack_sdk
export SLACK_USER_TOKEN="your-user-token"
Key init args:
client: slack_sdk.WebClient
The Slack client.
Instantiate:
.. code-block:: python
from langchain_community.agent_toolkits import SlackToolkit
toolkit = SlackToolkit()
Tools:
.. code-block:: python
tools = toolkit.get_tools()
tools
.. code-block:: none
[SlackGetChannel(client=<slack_sdk.web.client.WebClient object at 0x113caa8c0>),
SlackGetMessage(client=<slack_sdk.web.client.WebClient object at 0x113caa4d0>),
SlackScheduleMessage(client=<slack_sdk.web.client.WebClient object at 0x113caa440>),
SlackSendMessage(client=<slack_sdk.web.client.WebClient object at 0x113caa410>)]
Use within an agent:
.. code-block:: python
from langchain_openai import ChatOpenAI
from langgraph.prebuilt import create_react_agent
llm = ChatOpenAI(model="gpt-4o-mini")
agent_executor = create_react_agent(llm, tools)
example_query = "When was the #general channel created?"
events = agent_executor.stream(
{"messages": [("user", example_query)]},
stream_mode="values",
)
for event in events:
message = event["messages"][-1]
if message.type != "tool": # mask sensitive information
event["messages"][-1].pretty_print()
.. code-block:: none
================================[1m Human Message [0m=================================
When was the #general channel created?
==================================[1m Ai Message [0m==================================
Tool Calls:
get_channelid_name_dict (call_NXDkALjoOx97uF1v0CoZTqtJ)
Call ID: call_NXDkALjoOx97uF1v0CoZTqtJ
Args:
==================================[1m Ai Message [0m==================================
The #general channel was created on timestamp 1671043305.
""" # noqa: E501
client: WebClient = Field(default_factory=login)
model_config = ConfigDict(
arbitrary_types_allowed=True,
)
def get_tools(self) -> List[BaseTool]:
"""Get the tools in the toolkit."""
return [
SlackGetChannel(),
SlackGetMessage(),
SlackScheduleMessage(),
SlackSendMessage(),
]