| from langgraph.graph import StateGraph, START,END, MessagesState |
| from langgraph.prebuilt import tools_condition,ToolNode |
| from langchain_core.prompts import ChatPromptTemplate |
| from src.langgraphagenticai.state.state import State |
| from src.langgraphagenticai.nodes.basic_chatbot_node import BasicChatbotNode |
| from src.langgraphagenticai.nodes.chatbot_with_Tool_node import ChatbotWithToolNode |
| from src.langgraphagenticai.tools.serach_tool import get_tools,create_tool_node |
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|
| 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 using LangGraph. |
| This method initializes a chatbot node using the `BasicChatbotNode` class |
| and integrates it into the graph. The chatbot node is set as both the |
| entry and exit point of the graph. |
| """ |
| 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. |
| """ |
| |
|
|
| tools=get_tools() |
| tool_node=create_tool_node(tools) |
|
|
| |
| llm = self.llm |
|
|
| |
| obj_chatbot_with_node = ChatbotWithToolNode(llm) |
| chatbot_node = obj_chatbot_with_node.create_chatbot(tools) |
|
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| |
| self.graph_builder.add_node("chatbot", chatbot_node) |
| self.graph_builder.add_node("tools", tool_node) |
|
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| |
| self.graph_builder.add_edge(START,"chatbot") |
| self.graph_builder.add_conditional_edges("chatbot", tools_condition) |
| self.graph_builder.add_edge("tools","chatbot") |
|
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| |
| |
| |
| def setup_graph(self, usecase: str): |
| """ |
| Sets up the graph for the selected use case. |
| """ |
| 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() |
| |