Spaces:
Build error
Build error
T-K-O-H commited on
Commit ·
d4318c3
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Parent(s): 4862e4c
Update README
Browse files- Dockerfile +0 -23
- README.md +17 -0
- app.py +0 -198
- index.html +0 -40
- requirements.txt +0 -7
- static/script.js +0 -128
- static/styles.css +0 -155
Dockerfile
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FROM python:3.10-slim
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WORKDIR /app
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# Copy requirements and install dependencies
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COPY requirements.txt .
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RUN pip install --no-cache-dir -r requirements.txt
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# Copy the rest of the code
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COPY . .
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# Create necessary directories if they don't exist
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RUN mkdir -p static
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# Make port 7860 available (Hugging Face Spaces uses this port)
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EXPOSE 7860
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# Set environment variables
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ENV HOST=0.0.0.0
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ENV PORT=7860
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# Run the application
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CMD ["python", "-m", "uvicorn", "app:app", "--host", "0.0.0.0", "--port", "7860"]
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README.md
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@@ -1,3 +1,20 @@
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# LangGraph Agent with Tools
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This project demonstrates a conversational AI agent built with LangGraph, featuring three integrated tools and a responsive web UI.
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---
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title: WebAgentTools
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emoji: 🛠️
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colorFrom: blue
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colorTo: purple
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sdk: gradio
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sdk_version: "4.19.2"
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app_file: app.py
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pinned: false
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---
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# WebAgentTools
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A web-based agent tools interface for interacting with various AI tools and services.
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Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
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# LangGraph Agent with Tools
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This project demonstrates a conversational AI agent built with LangGraph, featuring three integrated tools and a responsive web UI.
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app.py
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# app.py
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from typing import Annotated, Any, Dict, List, Literal, Sequence, TypedDict, Union
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import os
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import asyncio
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from operator import itemgetter
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from dotenv import load_dotenv
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from fastapi import FastAPI, WebSocket, WebSocketDisconnect
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from fastapi.staticfiles import StaticFiles
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from fastapi.responses import FileResponse
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import uvicorn
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# LangGraph
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from langgraph.graph import END, StateGraph
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from langgraph.prebuilt import ToolExecutor
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from langgraph.prebuilt.tool_node import ToolNode
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# LangChain
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from langchain_core.messages import AIMessage, HumanMessage, SystemMessage, ToolMessage
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from langchain_core.prompts import ChatPromptTemplate, MessagesPlaceholder
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from langchain_core.output_parsers import JsonOutputParser
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from langchain_core.tools import tool
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from langchain_openai import ChatOpenAI
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# Load environment variables from .env file
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load_dotenv()
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# Setup FastAPI app
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app = FastAPI()
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# Define the agent's state
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class AgentState(TypedDict):
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messages: Sequence[Union[AIMessage, HumanMessage, SystemMessage, ToolMessage]]
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tools: List[Dict]
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# Define tools
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@tool
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def search_web(query: str) -> str:
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"""Search the web for information on a given query."""
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# In a real implementation, this would connect to a search API
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return f"Found information about {query}: This is a simulated web search result for '{query}'."
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@tool
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def calculate(expression: str) -> str:
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"""Calculate the result of a mathematical expression."""
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try:
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# CAUTION: eval can be dangerous in production; consider using a safer alternative
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return f"Result: {eval(expression)}"
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except Exception as e:
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return f"Error calculating: {str(e)}"
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@tool
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def generate_image_prompt(description: str) -> str:
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"""Generate a detailed prompt for image generation based on a description."""
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enhanced_prompt = f"An image of {description}, high resolution, detailed lighting, professional quality"
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return f"Generated image prompt: {enhanced_prompt}"
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# Set up the language model
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model = ChatOpenAI(temperature=0.5)
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# Create tools list
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tools = [search_web, calculate, generate_image_prompt]
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tool_executor = ToolExecutor(tools)
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# Define agent nodes
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def create_agent_node():
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# System prompt for the agent
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system_prompt = """You are a helpful AI assistant with access to the following tools:
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1. search_web: Search the web for information
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2. calculate: Calculate the result of mathematical expressions
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3. generate_image_prompt: Generate prompts for image generation
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Use these tools to assist the user with their requests. When a tool is needed, call the appropriate function.
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"""
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# Create the prompt template
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prompt = ChatPromptTemplate.from_messages(
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[
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SystemMessage(content=system_prompt),
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MessagesPlaceholder(variable_name="messages"),
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]
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)
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# Create the agent
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return prompt | model.bind_tools(tools=tools)
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# Define routing logic
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def should_continue(state: AgentState) -> Literal["continue", "end"]:
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"""Determine if the agent should continue or end."""
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# Get the last message
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last_message = state["messages"][-1]
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# If the last message is from the AI and doesn't call a tool, we're done
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if isinstance(last_message, AIMessage) and not last_message.tool_calls:
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return "end"
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return "continue"
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def which_tool(state: AgentState) -> str:
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"""Determine which tool to use."""
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last_message = state["messages"][-1]
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if not isinstance(last_message, AIMessage):
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raise ValueError("Expected AIMessage")
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if not last_message.tool_calls:
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raise ValueError("Expected tool_calls")
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# Just return the name of the first tool
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return last_message.tool_calls[0]["name"]
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# Create the graph
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def build_agent_graph():
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"""Build the LangGraph for the agent."""
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# Create the graph
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graph = StateGraph(AgentState)
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# Add the nodes
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graph.add_node("agent", create_agent_node())
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graph.add_node("tool", ToolNode(tool_executor))
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# Add the edges
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graph.add_conditional_edges(
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"agent",
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should_continue,
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{
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"continue": "tool",
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"end": END,
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},
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)
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graph.add_conditional_edges(
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"tool",
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lambda state: "agent",
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{
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"agent": "agent",
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},
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)
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# Set the entry point
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graph.set_entry_point("agent")
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return graph.compile()
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# Create the agent executor
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agent_executor = build_agent_graph()
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# WebSocket for real-time communication
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@app.websocket("/ws")
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async def websocket_endpoint(websocket: WebSocket):
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await websocket.accept()
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try:
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# Initialize the state
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state = {
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"messages": [],
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"tools": tools,
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}
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while True:
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data = await websocket.receive_text()
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# Add the user message to the state
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state["messages"].append(HumanMessage(content=data))
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# Run the agent
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result = agent_executor.invoke(state)
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# Get the final AI message
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for message in result["messages"]:
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if isinstance(message, AIMessage):
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await websocket.send_json({"type": "ai_message", "content": message.content})
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elif isinstance(message, ToolMessage):
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await websocket.send_json({"type": "tool_message", "content": message.content})
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# Update the state
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state = result
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except WebSocketDisconnect:
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print("Client disconnected")
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# Serve the HTML frontend
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@app.get("/")
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async def get():
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return FileResponse("index.html")
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# Mount static files
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app.mount("/static", StaticFiles(directory="static"), name="static")
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if __name__ == "__main__":
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uvicorn.run(app, host="0.0.0.0", port=8000)
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index.html
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<!-- index.html -->
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<!DOCTYPE html>
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<html lang="en">
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<head>
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<meta charset="UTF-8">
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<meta name="viewport" content="width=device-width, initial-scale=1.0">
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<title>LangGraph Agent</title>
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<link rel="stylesheet" href="static/styles.css">
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</head>
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<body>
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<div class="container">
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<header>
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<h1>LangGraph Agent with Tools</h1>
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<p>Ask me anything! I can search the web, calculate expressions, and generate image prompts.</p>
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</header>
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<div class="chat-container">
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<div id="chat-messages" class="chat-messages"></div>
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<div class="message-input">
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<form id="message-form">
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<input type="text" id="user-input" placeholder="Type your message here..." autocomplete="off">
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<button type="submit">Send</button>
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</form>
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</div>
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</div>
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<div class="tools-info">
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<h3>Available Tools:</h3>
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<ul>
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<li><strong>Search Web</strong> - Find information online</li>
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<li><strong>Calculate</strong> - Solve mathematical expressions</li>
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<li><strong>Generate Image Prompt</strong> - Create detailed image generation prompts</li>
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</ul>
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</div>
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</div>
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<script src="static/script.js"></script>
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</body>
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</html>
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requirements.txt
DELETED
|
@@ -1,7 +0,0 @@
|
|
| 1 |
-
fastapi==0.109.0
|
| 2 |
-
uvicorn==0.27.0
|
| 3 |
-
python-dotenv==1.0.0
|
| 4 |
-
langgraph==0.1.10
|
| 5 |
-
langchain-core==0.1.17
|
| 6 |
-
langchain-openai==0.0.5
|
| 7 |
-
websockets==12.0
|
|
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|
|
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static/script.js
DELETED
|
@@ -1,128 +0,0 @@
|
|
| 1 |
-
// static/script.js
|
| 2 |
-
document.addEventListener('DOMContentLoaded', function() {
|
| 3 |
-
const messageForm = document.getElementById('message-form');
|
| 4 |
-
const userInput = document.getElementById('user-input');
|
| 5 |
-
const chatMessages = document.getElementById('chat-messages');
|
| 6 |
-
let websocket;
|
| 7 |
-
|
| 8 |
-
// Add welcome message
|
| 9 |
-
addMessage('Welcome! I can help you search the web, calculate expressions, and generate image prompts. What would you like to do?', 'ai');
|
| 10 |
-
|
| 11 |
-
// Connect WebSocket
|
| 12 |
-
function connectWebSocket() {
|
| 13 |
-
// Get the correct WebSocket URL based on the current page URL
|
| 14 |
-
const protocol = window.location.protocol === 'https:' ? 'wss:' : 'ws:';
|
| 15 |
-
const wsUrl = `${protocol}//${window.location.host}/ws`;
|
| 16 |
-
|
| 17 |
-
websocket = new WebSocket(wsUrl);
|
| 18 |
-
|
| 19 |
-
websocket.onopen = function(event) {
|
| 20 |
-
console.log('WebSocket connected');
|
| 21 |
-
};
|
| 22 |
-
|
| 23 |
-
websocket.onmessage = function(event) {
|
| 24 |
-
const data = JSON.parse(event.data);
|
| 25 |
-
|
| 26 |
-
if (data.type === 'ai_message') {
|
| 27 |
-
addMessage(data.content, 'ai');
|
| 28 |
-
} else if (data.type === 'tool_message') {
|
| 29 |
-
addMessage(data.content, 'tool');
|
| 30 |
-
}
|
| 31 |
-
};
|
| 32 |
-
|
| 33 |
-
websocket.onclose = function(event) {
|
| 34 |
-
console.log('WebSocket disconnected');
|
| 35 |
-
// Try to reconnect after a delay
|
| 36 |
-
setTimeout(connectWebSocket, 3000);
|
| 37 |
-
};
|
| 38 |
-
|
| 39 |
-
websocket.onerror = function(error) {
|
| 40 |
-
console.error('WebSocket error:', error);
|
| 41 |
-
};
|
| 42 |
-
}
|
| 43 |
-
|
| 44 |
-
// Connect to WebSocket when page loads
|
| 45 |
-
connectWebSocket();
|
| 46 |
-
|
| 47 |
-
// Handle message submission
|
| 48 |
-
messageForm.addEventListener('submit', function(event) {
|
| 49 |
-
event.preventDefault();
|
| 50 |
-
const message = userInput.value.trim();
|
| 51 |
-
|
| 52 |
-
if (message) {
|
| 53 |
-
// Add user message to chat
|
| 54 |
-
addMessage(message, 'user');
|
| 55 |
-
|
| 56 |
-
// Send message to server via WebSocket
|
| 57 |
-
if (websocket && websocket.readyState === WebSocket.OPEN) {
|
| 58 |
-
websocket.send(message);
|
| 59 |
-
|
| 60 |
-
// Add a "thinking" message
|
| 61 |
-
const thinkingId = addThinkingMessage();
|
| 62 |
-
|
| 63 |
-
// Clear input
|
| 64 |
-
userInput.value = '';
|
| 65 |
-
|
| 66 |
-
// Focus on input
|
| 67 |
-
userInput.focus();
|
| 68 |
-
} else {
|
| 69 |
-
addMessage('Connection lost. Trying to reconnect...', 'system');
|
| 70 |
-
connectWebSocket();
|
| 71 |
-
}
|
| 72 |
-
}
|
| 73 |
-
});
|
| 74 |
-
|
| 75 |
-
// Function to add a message to the chat
|
| 76 |
-
function addMessage(content, type) {
|
| 77 |
-
// Remove any thinking message first
|
| 78 |
-
removeThinkingMessage();
|
| 79 |
-
|
| 80 |
-
const messageDiv = document.createElement('div');
|
| 81 |
-
messageDiv.classList.add('message');
|
| 82 |
-
|
| 83 |
-
switch (type) {
|
| 84 |
-
case 'user':
|
| 85 |
-
messageDiv.classList.add('user-message');
|
| 86 |
-
break;
|
| 87 |
-
case 'ai':
|
| 88 |
-
messageDiv.classList.add('ai-message');
|
| 89 |
-
break;
|
| 90 |
-
case 'tool':
|
| 91 |
-
messageDiv.classList.add('tool-message');
|
| 92 |
-
break;
|
| 93 |
-
default:
|
| 94 |
-
messageDiv.classList.add('system-message');
|
| 95 |
-
}
|
| 96 |
-
|
| 97 |
-
// Process markdown-like code blocks
|
| 98 |
-
content = content.replace(/```([\s\S]*?)```/g, '<pre><code>$1</code></pre>');
|
| 99 |
-
|
| 100 |
-
messageDiv.innerHTML = content;
|
| 101 |
-
chatMessages.appendChild(messageDiv);
|
| 102 |
-
|
| 103 |
-
// Scroll to bottom
|
| 104 |
-
chatMessages.scrollTop = chatMessages.scrollHeight;
|
| 105 |
-
}
|
| 106 |
-
|
| 107 |
-
// Function to add a "thinking" message
|
| 108 |
-
function addThinkingMessage() {
|
| 109 |
-
const thinkingDiv = document.createElement('div');
|
| 110 |
-
thinkingDiv.classList.add('message', 'ai-message', 'thinking');
|
| 111 |
-
thinkingDiv.id = 'thinking-message';
|
| 112 |
-
thinkingDiv.textContent = 'Thinking...';
|
| 113 |
-
chatMessages.appendChild(thinkingDiv);
|
| 114 |
-
|
| 115 |
-
// Scroll to bottom
|
| 116 |
-
chatMessages.scrollTop = chatMessages.scrollHeight;
|
| 117 |
-
|
| 118 |
-
return 'thinking-message';
|
| 119 |
-
}
|
| 120 |
-
|
| 121 |
-
// Function to remove the "thinking" message
|
| 122 |
-
function removeThinkingMessage() {
|
| 123 |
-
const thinkingMessage = document.getElementById('thinking-message');
|
| 124 |
-
if (thinkingMessage) {
|
| 125 |
-
thinkingMessage.remove();
|
| 126 |
-
}
|
| 127 |
-
}
|
| 128 |
-
});
|
|
|
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|
static/styles.css
DELETED
|
@@ -1,155 +0,0 @@
|
|
| 1 |
-
/* static/styles.css */
|
| 2 |
-
* {
|
| 3 |
-
box-sizing: border-box;
|
| 4 |
-
margin: 0;
|
| 5 |
-
padding: 0;
|
| 6 |
-
font-family: 'Segoe UI', Tahoma, Geneva, Verdana, sans-serif;
|
| 7 |
-
}
|
| 8 |
-
|
| 9 |
-
body {
|
| 10 |
-
background-color: #f5f5f5;
|
| 11 |
-
color: #333;
|
| 12 |
-
line-height: 1.6;
|
| 13 |
-
}
|
| 14 |
-
|
| 15 |
-
.container {
|
| 16 |
-
max-width: 900px;
|
| 17 |
-
margin: 0 auto;
|
| 18 |
-
padding: 20px;
|
| 19 |
-
}
|
| 20 |
-
|
| 21 |
-
header {
|
| 22 |
-
text-align: center;
|
| 23 |
-
margin-bottom: 30px;
|
| 24 |
-
padding: 20px;
|
| 25 |
-
background-color: #ffffff;
|
| 26 |
-
border-radius: 10px;
|
| 27 |
-
box-shadow: 0 4px 6px rgba(0, 0, 0, 0.1);
|
| 28 |
-
}
|
| 29 |
-
|
| 30 |
-
header h1 {
|
| 31 |
-
color: #2c3e50;
|
| 32 |
-
margin-bottom: 10px;
|
| 33 |
-
}
|
| 34 |
-
|
| 35 |
-
.chat-container {
|
| 36 |
-
background-color: #ffffff;
|
| 37 |
-
border-radius: 10px;
|
| 38 |
-
box-shadow: 0 4px 6px rgba(0, 0, 0, 0.1);
|
| 39 |
-
overflow: hidden;
|
| 40 |
-
margin-bottom: 20px;
|
| 41 |
-
}
|
| 42 |
-
|
| 43 |
-
.chat-messages {
|
| 44 |
-
height: 400px;
|
| 45 |
-
padding: 20px;
|
| 46 |
-
overflow-y: auto;
|
| 47 |
-
}
|
| 48 |
-
|
| 49 |
-
.message {
|
| 50 |
-
margin-bottom: 15px;
|
| 51 |
-
padding: 10px 15px;
|
| 52 |
-
border-radius: 18px;
|
| 53 |
-
max-width: 80%;
|
| 54 |
-
word-wrap: break-word;
|
| 55 |
-
}
|
| 56 |
-
|
| 57 |
-
.user-message {
|
| 58 |
-
background-color: #e9f3ff;
|
| 59 |
-
color: #333;
|
| 60 |
-
margin-left: auto;
|
| 61 |
-
border-bottom-right-radius: 5px;
|
| 62 |
-
}
|
| 63 |
-
|
| 64 |
-
.ai-message {
|
| 65 |
-
background-color: #f0f0f0;
|
| 66 |
-
color: #333;
|
| 67 |
-
margin-right: auto;
|
| 68 |
-
border-bottom-left-radius: 5px;
|
| 69 |
-
}
|
| 70 |
-
|
| 71 |
-
.tool-message {
|
| 72 |
-
background-color: #fcf8e3;
|
| 73 |
-
color: #8a6d3b;
|
| 74 |
-
margin-right: auto;
|
| 75 |
-
border-bottom-left-radius: 5px;
|
| 76 |
-
font-style: italic;
|
| 77 |
-
}
|
| 78 |
-
|
| 79 |
-
.message-input {
|
| 80 |
-
display: flex;
|
| 81 |
-
padding: 15px;
|
| 82 |
-
background-color: #f9f9f9;
|
| 83 |
-
border-top: 1px solid #eaeaea;
|
| 84 |
-
}
|
| 85 |
-
|
| 86 |
-
#message-form {
|
| 87 |
-
display: flex;
|
| 88 |
-
width: 100%;
|
| 89 |
-
}
|
| 90 |
-
|
| 91 |
-
#user-input {
|
| 92 |
-
flex-grow: 1;
|
| 93 |
-
padding: 12px;
|
| 94 |
-
border: 1px solid #ddd;
|
| 95 |
-
border-radius: 20px;
|
| 96 |
-
outline: none;
|
| 97 |
-
font-size: 16px;
|
| 98 |
-
}
|
| 99 |
-
|
| 100 |
-
button {
|
| 101 |
-
padding: 0 20px;
|
| 102 |
-
background-color: #3498db;
|
| 103 |
-
color: white;
|
| 104 |
-
border: none;
|
| 105 |
-
border-radius: 20px;
|
| 106 |
-
margin-left: 10px;
|
| 107 |
-
cursor: pointer;
|
| 108 |
-
font-size: 16px;
|
| 109 |
-
transition: background-color 0.3s;
|
| 110 |
-
}
|
| 111 |
-
|
| 112 |
-
button:hover {
|
| 113 |
-
background-color: #2980b9;
|
| 114 |
-
}
|
| 115 |
-
|
| 116 |
-
.tools-info {
|
| 117 |
-
background-color: #ffffff;
|
| 118 |
-
border-radius: 10px;
|
| 119 |
-
box-shadow: 0 4px 6px rgba(0, 0, 0, 0.1);
|
| 120 |
-
padding: 20px;
|
| 121 |
-
}
|
| 122 |
-
|
| 123 |
-
.tools-info h3 {
|
| 124 |
-
margin-bottom: 10px;
|
| 125 |
-
color: #2c3e50;
|
| 126 |
-
}
|
| 127 |
-
|
| 128 |
-
.tools-info ul {
|
| 129 |
-
list-style-type: none;
|
| 130 |
-
}
|
| 131 |
-
|
| 132 |
-
.tools-info li {
|
| 133 |
-
margin-bottom: 8px;
|
| 134 |
-
padding-left: 20px;
|
| 135 |
-
position: relative;
|
| 136 |
-
}
|
| 137 |
-
|
| 138 |
-
.tools-info li::before {
|
| 139 |
-
content: "•";
|
| 140 |
-
position: absolute;
|
| 141 |
-
left: 0;
|
| 142 |
-
color: #3498db;
|
| 143 |
-
}
|
| 144 |
-
|
| 145 |
-
code {
|
| 146 |
-
background-color: #f8f8f8;
|
| 147 |
-
padding: 2px 4px;
|
| 148 |
-
border-radius: 4px;
|
| 149 |
-
font-family: 'Courier New', monospace;
|
| 150 |
-
}
|
| 151 |
-
|
| 152 |
-
.thinking {
|
| 153 |
-
font-style: italic;
|
| 154 |
-
color: #888;
|
| 155 |
-
}
|
|
|
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