from langgraph.graph import StateGraph, START, END from langgraph.prebuilt import tools_condition, ToolNode from langchain_core.prompts import ChatPromptTemplate from src.langgraphagenticai.state.state import State from src.langgraphagenticai.LLMS.groqllm import GroqLLM from src.langgraphagenticai.nodes.basic_chatbot_node import BasicChatbotNode from src.langgraphagenticai.tools.search_tool import get_tool, create_tool_node from src.langgraphagenticai.nodes.chatbot_with_Tool_node import ChatbotWithToolNode class GraphBuilder: def __init__(self, model): self.llm = model self.graph_builder=StateGraph(State) def basic_chatbot_build_graph(self): """ Builds a basic chatbot graph with a single tool node. """ self.basic_chatbot_node = BasicChatbotNode(self.llm) self.graph_builder.add_node("chatbot",self.basic_chatbot_node.process) self.graph_builder.add_edge(START,"chatbot") self.graph_builder.add_edge("chatbot", END) def chatbot_with_tools_build_graph(self): """ Builds an advanced chatbot graph with tool integration. This method creates a chatbot graph that includes both a chatbot node and a tool node. It defines tools, initializes the chatbot with tool capabilities, and sets up conditional and direct edges between nodes. The chatbot node is set as the entry point. """ # Assuming get_tool() returns a list of tools tools = get_tool() tool_node = create_tool_node(tools) # define the llm llm = self.llm ## Define the tool and tool node obj_chatbot_with_node = ChatbotWithToolNode(self.llm) chatbot = obj_chatbot_with_node.create_chatbot(tools) self.graph_builder.add_node("chatbot", chatbot) self.graph_builder.add_node("tools", tool_node) self.graph_builder.add_edge(START, "chatbot") self.graph_builder.add_conditional_edges("chatbot", tools_condition) self.graph_builder.add_edge("tools", END) def setup_graph(self, usecase): """ Sets up the graph based on the selected use case. Args: usecase (str): The selected use case for the graph. """ if usecase == "Basic Chatbot": self.basic_chatbot_build_graph() if usecase == "Chatbot with Tool": self.chatbot_with_tools_build_graph() return self.graph_builder.compile()