README.md

metadata

title: AutogenMultiAgent
emoji: 👁
colorFrom: pink
colorTo: gray
sdk: streamlit
sdk_version: 1.36.0
app_file: app.py
pinned: false
license: apache-2.0

AutogenMultiAgent

Autogen Multiagent AutoGen is an open-source programming framework for building AI agents and facilitating cooperation among multiple agents to solve tasks. AutoGen aims to provide an easy-to-use and flexible framework for accelerating development and research on agentic AI, like PyTorch for Deep Learning. It offers features such as agents that can converse with other agents, LLM and tool use support, autonomous and human-in-the-loop workflows, and multi-agent conversation patterns.

AutoGen Overview

Code execution

RAG Chat

Qdrant is a high-performance vector search engine/database.

This notebook demonstrates the usage of QdrantRetrieveUserProxyAgent for RAG, based on agentchat_RetrieveChat.ipynb.

RetrieveChat is a conversational system for retrieve augmented code generation and question answering. In this notebook, we demonstrate how to utilize RetrieveChat to generate code and answer questions based on customized documentations that are not present in the LLM's training dataset. RetrieveChat uses the RetrieveAssistantAgent and QdrantRetrieveUserProxyAgent, which is similar to the usage of AssistantAgent and UserProxyAgent in other notebooks (e.g., Automated Task Solving with Code Generation, Execution & Debugging)

:::info Requirements Some extra dependencies are needed for this notebook, which can be installed via pip:

pip install "pyautogen[retrievechat-qdrant]" "flaml[automl]"

For more information, please refer to the installation guide. :::

Groupchat with Llamaindex agents

Llamaindex agents have the ability to use planning strategies to answer user questions. They can be integrated in Autogen in easy ways

Requirements %pip install pyautogen llama-index llama-index-tools-wikipedia llama-index-readers-wikipedia wikipedia

Defaults

LLM_OPTIONS

Groq

USECASE_OPTIONS

Basic Example

Teachable Agent

Teachable Agent Prompt1: who is Sachin Tiwari Prompt2: Sachin is from jharkhand working in uk prompt3 : who is sachin

Chat with CAG

prompt1: what is dotnet prompt2: what is python prompt3: what is python prompt4: what is dotnet prompt5: what is python

MultiAgent Chat

prompt : As a user , create a asp.net form with razor view page for health insaurance feedback page

MultiAgent Code Execution

RAG Chat

prompt : Explain docs or filename path : https://github.com/microsoft/autogen/blob/main/python/samples/agentchat_chainlit/README.md

With LLamaIndex Tool

prompt: What can i find in Tokyo related to Hayao Miyazaki and its moveis like Spirited Away?.

AgentChat Sql Spider

GROQ_MODEL_OPTIONS

mixtral-8x7b-32768
llama3-8b-8192
llama3-70b-8192
gemma-7b-i

Important links

https://microsoft.github.io/autogen/docs/notebooks https://microsoft.github.io/autogen/docs/tutorial/code-executors https://microsoft.github.io/autogen/docs/tutorial/tool-use