General Agent: From LLM to Agent
Project description
GeneralAgent: From LLM to Agent
GeneralAgent can control itself and use stack memory, to finish complex tasks automatically.
Self-Call
Stack Memory
Features
- GeneralAgent support serialization, include python state.
- Build-in interpreters: Python, AppleScript, Shell, File, Plan, Retrieve Embedding etc.
- Agent Builder: Create agents using natural language and use them immediately, without coding.
- Self-Control & Stack Memory: GeneralAgent can control itself and has a stack memory. More detail in paper
- Function Search and Use: search from thousands of functions and use them.
- AthenaAgent is a TypeScript port of GeneralAgent.
DEMO
Usage
Set Enviroment
wget https://github.com/CosmosShadow/GeneralAgent/blob/main/.env.example
cp .env.example .env
vim .env
# Then configure environment variables in the .env file.
# OPENAI_API_KEY is necessary.
# SERPER_API_KEY is necessary for google search.
docker
# pull docker
docker pull cosmosshadow/general-agent
# run
docker run \
-p 3000:3000 \
-p 7777:7777 \
-v `pwd`/.env:/workspace/.env \
-v `pwd`/data:/workspace/data \
--name=agent \
--privileged=true \
-d cosmosshadow/general-agent
# open web with localhost:3000
Local installation and usage
Installation
pip install GeneralAgent
WebUI
# export Enviroment Variable in .env
export $(grep -v '^#' .env | sed 's/^export //g' | xargs)
git clone https://github.com/CosmosShadow/GeneralAgent
cd GeneralAgent
# Web npm install
cd webui/web/ && npm install && cd ../../
cd webui/server/server/ts_builder && npm install && cd ../../../../
# Start Server
cd webui/server/server/
uvicorn app:app --host 0.0.0.0 --port 7777
# Start Web
cd webui/web
npm run start
Python usage
Basic Use
A Music Generation Agent
from GeneralAgent.agent import Agent
from GeneralAgent import skills
role_prompt = """You are a music creator."""
functions = [skills.generate_music]
agent = Agent.with_functions(functions, role_prompt)
result = agent.run("Soft piano sound")
print(result)
# The execution of the python code is completed, and the result is as follows:
# ff4bc8c264cf.wav
# The music has been generated. You can download the audio file from the following link:
# [Download the music](./ff4bc8c264cf.wav)
More Examples
- Agent Builder: webui/server/server/applications/agent_builder
- File Translate (created by Agent Builder): webui/server/server/applications/file_translate
- Image Creator (created by Agent Builder): webui/server/server/applications/image_creator
- Music Generation Agent (created by Agent Builder): webui/server/server/applications/music_generation_agent
- General Agent: webui/server/server/applications/general_agent
- Function Search: webui/server/server/applications/function_search
Development
- Build, code development and release in docker environment: docs/develop/docker.md
- pip library packaging process: docs/develop/package.md
- Unit testing and release (pip & docker) process: docs/develop/test_publish.md
License
The intended purpose and licensing of GeneralAgent is solely for research use.
The source code is licensed under Apache 2.0.
Paper
General Agent: Self-Call and Stack Memory
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