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8609b68
1
Parent(s):
81917a3
First iteration of question answering agent
Browse files- .gitignore +3 -0
- agent.py +69 -0
- app.py +1 -1
- requirements.txt +0 -0
.gitignore
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# Environment
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.env
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venv/
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agent.py
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from typing import List, TypedDict, Annotated
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from langchain_openai import ChatOpenAI
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from langchain_core.messages import AnyMessage, SystemMessage, HumanMessage
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from langgraph.graph.message import add_messages
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from langgraph.graph import START, StateGraph
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from langgraph.prebuilt import ToolNode, tools_condition
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from langchain_community.tools import DuckDuckGoSearchRun
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from langchain.tools import Calculator
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from dotenv import load_dotenv
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class AgentState(TypedDict):
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messages: Annotated[list[AnyMessage], add_messages]
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search_tool = DuckDuckGoSearchRun()
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calculator = Calculator()
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tools = [search_tool, calculator]
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load_dotenv()
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llm = ChatOpenAI("gpt-4o")
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llm_with_tools = llm.bind_tools(tools)
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def assistant(state: AgentState):
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system_prompt = """
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You are a well-educated research assistant with access to the web and a calculator.
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Please answer the questions by outputting only the answer and nothing else.
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"""
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system_message = SystemMessage(content=system_prompt)
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return {
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"messages": [llm_with_tools.invoke([system_message] + state["messages"])],
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}
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class Agent:
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"""
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A research assistant capable of searching the web and basic arithmetics.
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"""
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def __init__(self):
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"""
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Initializes the agent.
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"""
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builder = StateGraph(AgentState)
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builder.add_node("assistant", assistant)
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builder.add_node("tools", ToolNode(tools))
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builder.add_edge(START, "assistant")
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builder.add_conditional_edges("assistant", tools_condition)
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builder.add_edge("tools", "assistant")
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self.agent = builder.compile()
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def __call__(self, question: str) -> str:
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"""
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Answers a given question.
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Args:
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question (str): Question to be answered.
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Returns:
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str: The answer to the question.
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"""
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response = self.agent.invoke({"messages": [HumanMessage(content=f"Question:\n {question}")]})
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return response['messages'][-1].content
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app.py
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import os
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import gradio as gr
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import requests
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import inspect
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import pandas as pd
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# (Keep Constants as is)
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# --- Basic Agent Definition ---
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# ----- THIS IS WERE YOU CAN BUILD WHAT YOU WANT ------
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class BasicAgent:
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def __init__(self):
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print("BasicAgent initialized.")
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import os
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import gradio as gr
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import requests
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import pandas as pd
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# (Keep Constants as is)
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# --- Basic Agent Definition ---
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# ----- THIS IS WERE YOU CAN BUILD WHAT YOU WANT ------
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from agent import *
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class BasicAgent:
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def __init__(self):
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print("BasicAgent initialized.")
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requirements.txt
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Binary files a/requirements.txt and b/requirements.txt differ
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