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| from langgraph.graph import StateGraph | |
| from src.state.state import State | |
| from src.basic_bot.chatbot_node import ChatbotNode | |
| from src.basic_bot.chatbot_with_tool_node import ChatbotWithToolNode | |
| from langgraph.graph import StateGraph | |
| from langgraph.prebuilt import tools_condition | |
| from src.tools.search_tool import get_tools, create_tool_node | |
| from src.basic_bot.chatbot_with_tool_node import ChatbotWithToolNode | |
| class GraphBuilder: | |
| """ | |
| Manages the creation and setup of the StateGraph based on use cases. | |
| """ | |
| def __init__(self,model): | |
| self.llm = model | |
| self.graph_builder = StateGraph(State) | |
| self.chatbot_node = ChatbotNode(model) | |
| self.chatbot_with_tool_node = ChatbotWithToolNode(model) | |
| def build_graph(self): | |
| """ | |
| Builds and returns the LangGraph graph based on the defined nodes and edges. | |
| """ | |
| # Initialize state graph | |
| graph_builder = StateGraph(State) | |
| # Define tools and tool node | |
| tools = get_tools() | |
| tool_node = create_tool_node(tools) | |
| # Define LLM | |
| llm = self.llm | |
| # Define chatbot node | |
| obj_chatbot_with_node = ChatbotWithToolNode(llm) | |
| chatbot_node = obj_chatbot_with_node.create_chatbot(tools) | |
| # Add nodes | |
| graph_builder.add_node("chatbot", chatbot_node) | |
| graph_builder.add_node("tools", tool_node) | |
| # Define conditional and direct edges | |
| graph_builder.add_conditional_edges("chatbot", tools_condition) | |
| graph_builder.add_edge("tools", "chatbot") | |
| # Set entry point and compile graph | |
| graph_builder.set_entry_point("chatbot") | |
| return graph_builder | |
| def setup_graph(self, usecase: str): | |
| """ | |
| Sets up the graph for the selected use case. | |
| """ | |
| if usecase == "Basic Chatbot": | |
| self.graph_builder.add_node("chatbot", self.chatbot_node.process) | |
| self.graph_builder.set_entry_point("chatbot") | |
| self.graph_builder.set_finish_point("chatbot") | |
| elif usecase == "Chatbot with Tool": | |
| self.graph_builder = self.build_graph() | |
| else: | |
| raise ValueError("Invalid use case selected.") | |
| return self.graph_builder.compile() | |