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from langgraph.graph import StateGraph, START,END, MessagesState |
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from langgraph.prebuilt import tools_condition,ToolNode |
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from langchain_core.prompts import ChatPromptTemplate |
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from src.langgraphagenticai.state.state import State |
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from src.langgraphagenticai.nodes.basic_chatbot_node import BasicChatbotNode |
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from src.langgraphagenticai.nodes.chatbot_with_Tool_node import ChatbotWithToolNode |
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from src.langgraphagenticai.tools.search_tool import get_tools,create_tool_node |
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class GraphBuilder: |
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def __init__(self,model): |
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self.llm=model |
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self.graph_builder=StateGraph(State) |
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def basic_chatbot_build_graph(self): |
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""" |
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Builds a basic chatbot graph using LangGraph. |
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This method initializes a chatbot node using the `BasicChatbotNode` class |
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and integrates it into the graph. The chatbot node is set as both the |
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entry and exit point of the graph. |
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""" |
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self.basic_chatbot_node=BasicChatbotNode(self.llm) |
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self.graph_builder.add_node("chatbot",self.basic_chatbot_node.process) |
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self.graph_builder.add_edge(START,"chatbot") |
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self.graph_builder.add_edge("chatbot",END) |
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def chatbot_with_tools_build_graph(self): |
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""" |
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Builds an advanced chatbot graph with tool integration. |
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This method creates a chatbot graph that includes both a chatbot node |
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and a tool node. It defines tools, initializes the chatbot with tool |
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capabilities, and sets up conditional and direct edges between nodes. |
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The chatbot node is set as the entry point. |
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""" |
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tools=get_tools() |
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tool_node=create_tool_node(tools) |
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llm = self.llm |
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obj_chatbot_with_node = ChatbotWithToolNode(llm) |
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chatbot_node = obj_chatbot_with_node.create_chatbot(tools) |
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self.graph_builder.add_node("chatbot", chatbot_node) |
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self.graph_builder.add_node("tools", tool_node) |
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self.graph_builder.add_edge(START,"chatbot") |
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self.graph_builder.add_conditional_edges("chatbot", tools_condition) |
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self.graph_builder.add_edge("tools","chatbot") |
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def setup_graph(self, usecase: str): |
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""" |
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Sets up the graph for the selected use case. |
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""" |
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if usecase == "Basic Chatbot": |
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self.basic_chatbot_build_graph() |
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if usecase == "Chatbot with Tool": |
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self.chatbot_with_tools_build_graph() |
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return self.graph_builder.compile() |
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