Spaces:
Running
Running
| """ | |
| from typing import Annotated, TypedDict | |
| from langchain_community.chat_models import ChatHuggingFace | |
| from langchain_community.llms import HuggingFaceEndpoint | |
| from langchain_core.messages import AIMessage, AnyMessage, HumanMessage | |
| from langgraph.graph import START, StateGraph | |
| from langgraph.graph.message import add_messages | |
| from langgraph.prebuilt import ToolNode, tools_condition | |
| from retriever import guest_info_tool | |
| from tools import (absolute, add, divide, exponential, floor_divide, | |
| get_current_time_in_timezone, logarithm, modulus, multiply, | |
| power, roman_calculator_converter, square_root, subtract, | |
| web_search) | |
| # Generate the chat interface, including the tools | |
| llm = HuggingFaceEndpoint( | |
| repo_id="Qwen/Qwen2.5-Coder-32B-Instruct", | |
| huggingfacehub_api_token=HUGGINGFACEHUB_API_TOKEN, | |
| ) | |
| chat = ChatHuggingFace(llm=llm, verbose=True) | |
| tools = [ | |
| multiply, | |
| add, | |
| subtract, | |
| power, | |
| divide, | |
| modulus, | |
| square_root, | |
| floor_divide, | |
| absolute, | |
| logarithm, | |
| exponential, | |
| web_search, | |
| roman_calculator_converter, | |
| get_current_time_in_timezone, | |
| ] | |
| chat_with_tools = chat.bind_tools(tools) | |
| # Generate the AgentState and Agent graph | |
| class AgentState(TypedDict): | |
| messages: Annotated[list[AnyMessage], add_messages] | |
| def assistant(state: AgentState): | |
| return { | |
| "messages": [chat_with_tools.invoke(state["messages"])], | |
| } | |
| ## The graph | |
| builder = StateGraph(AgentState) | |
| # Define nodes: these do the work | |
| builder.add_node("assistant", assistant) | |
| builder.add_node("tools", ToolNode(tools)) | |
| # Define edges: these determine how the control flow moves | |
| builder.add_edge(START, "assistant") | |
| builder.add_conditional_edges( | |
| "assistant", | |
| # If the latest message requires a tool, route to tools | |
| # Otherwise, provide a direct response | |
| tools_condition, | |
| ) | |
| builder.add_edge("tools", "assistant") | |
| alfred = builder.compile() | |
| """ | |