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ai_agent.py
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43 lines (31 loc) · 1.22 KB
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import os;
from dotenv import load_dotenv
load_dotenv()
GROQ_API_KEY = os.environ.get('GROQ_API_KEY');
TAVILY_API_KEY = os.environ.get('TAVILY_API_KEY');
OPENAI_API_KEY = os.environ.get('OPENAI_API_KEY');
from langchain_groq import ChatGroq
from langchain_openai import ChatOpenAI
from langchain_community.tools.tavily_search import TavilySearchResults
openai_llm = ChatOpenAI(model="gpt-4o-mini");
groq_llm=ChatGroq(model="llama-3.3-70b-versatile")
search_tool = TavilySearchResults(max_results=2)
from langgraph.prebuilt import create_react_agent
from langchain_core.messages.ai import AIMessage
system_prompt="Act as an AI chatbot who is smart and friendly"
def get_response_from_ai_agent(llm_id, query, allow_search, system_prompt, provider):
if provider=="Groq":
llm=ChatGroq(model=llm_id)
elif provider=="OpenAI":
llm=ChatOpenAI(model=llm_id)
tools = [TavilySearchResults(max_results=2)] if allow_search else []
agent=create_react_agent(
model=llm,
tools=tools,
state_modifier=system_prompt
)
state={"messages":query}
response=agent.invoke(state)
messages=response.get("messages")
ai_messages=[message.content for message in messages if isinstance(message, AIMessage)]
return ai_messages[-1]