Spaces:
Sleeping
Sleeping
from __future__ import annotations | |
import os | |
from langchain_openai import ChatOpenAI | |
from langgraph.graph import StateGraph, START, END | |
from langchain.schema import HumanMessage, SystemMessage, AIMessage | |
from state import AgentState | |
from typing import Any, Dict, List, Optional | |
import json | |
from langgraph.prebuilt import create_react_agent | |
# βββββββββββββββββββββββββββ External tools ββββββββββββββββββββββββββββββ | |
from tools import ( | |
wikipedia_search_tool, | |
arxiv_search_tool, | |
audio_transcriber_tool, | |
excel_tool, | |
analyze_code_tool | |
) | |
# βββββββββββββββββββββββββββ Configuration βββββββββββββββββββββββββββββββ | |
SYSTEM_PROMPT = """ | |
You are a general AI assistant. I will ask you a question. Don't report your thoughts, and finish your answer with the following template: FINAL ANSWER: [YOUR FINAL ANSWER]. YOUR FINAL ANSWER should be a number OR as few words as possible OR a comma separated list of numbers and/or strings. If you are asked for a number, don't use comma to write your number neither use units such as $ or percent sign unless specified otherwise. If you are asked for a string, don't use articles, neither abbreviations (e.g. for cities), and write the digits in plain text unless specified otherwise. If you are asked for a comma separated list, apply the above rules depending of whether the element to be put in the list is a number or a string. | |
""" | |
MAX_TOOL_CALLS = 5 | |
# βββββββββββββββββββββββββββ Helper utilities ββββββββββββββββββββββββββββ | |
# βββββββββββββββββββββββββββ Agent state β¬ βββββββββββββββββββββββββββββββ | |
# βββββββββββββββββββββββββββββ Nodes β¬ βββββββββββββββββββββββββββββββββββ | |
# ------------- tool adapters ------------- | |
# βββββββββββββββββββββββββββ Graph wiring βββββββββββββββββββββββββββββββ | |
def build_graph(): | |
"""Build and return a create_react_agent.""" | |
llm = ChatOpenAI(model_name="gpt-4o-mini", temperature=0.3) | |
llm_tools = [ | |
wikipedia_search_tool, | |
arxiv_search_tool, | |
audio_transcriber_tool, | |
excel_tool, | |
analyze_code_tool | |
] | |
# Create the react agent with proper system prompt | |
agent = create_react_agent(model=llm, tools=llm_tools, prompt=SYSTEM_PROMPT) | |
return agent |