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Create app.py
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app.py
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from langgraph.graph import END, START, StateGraph
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from langchain_core.tracers.context import tracing_v2_enabled
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from prompts import *
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import gradio as gr
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from utils import (
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load_github_codebase,
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router,
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get_plan_for_codebase,
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parse_plan,
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explore_file,
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final_mermaid_code_generation,
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extract_mermaid_and_generate_graph,
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GraphState,
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)
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def visualize_github_repo(repo_name, repo_branch):
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yield ("Looking at the Repo!", None)
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documents = load_github_codebase(repo_name, repo_branch)
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yield ("Repo loaded!", None)
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# Define a new graph
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workflow = StateGraph(GraphState)
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# Define the two nodes we will cycle
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workflow.add_node("planner", get_plan_for_codebase)
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workflow.add_node("parse_plan", parse_plan)
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workflow.add_node("explore_file", explore_file)
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workflow.add_node("router", router)
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workflow.add_node("generate_mermaid_code", final_mermaid_code_generation)
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workflow.add_node("render_mermaid", extract_mermaid_and_generate_graph)
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# Set the entrypoint as `agent`
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# This means that this node is the first one called
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workflow.add_edge(START, "planner")
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workflow.add_edge("planner", "parse_plan")
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# We now add a conditional edge
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workflow.add_conditional_edges(
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# First, we define the start node. We use `agent`.
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# This means these are the edges taken after the `agent` node is called.
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"parse_plan",
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# Next, we pass in the function that will determine which node is called next.
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router,
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)
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workflow.add_conditional_edges(
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"explore_file",
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router,
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)
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workflow.add_edge("generate_mermaid_code", "render_mermaid")
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workflow.add_edge("render_mermaid", END)
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# Finally, we compile it!
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# This compiles it into a LangChain Runnable,
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# meaning you can use it as you would any other runnable.
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# Note that we're (optionally) passing the memory when compiling the graph
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app = workflow.compile()
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with tracing_v2_enabled():
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for s in app.stream(
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{"messages": [], "documents": documents},
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{"recursion_limit": 100},
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):
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if "__end__" not in s:
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print(s)
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print("----")
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if "planner" in s:
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yield ("Planning the Exploration !", None)
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if "parse_plan" in s:
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yield ("Planning done! Parsing the plan!", None)
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if "explore_file" in s:
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yield (
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f"Exploration started! Exploring file: {s['explore_file']['explored_files'][-1]} !",
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None,
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)
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if "generate_mermaid_code" in s:
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yield (
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"Exploration done! Gathering thoughts and generating a graph!",
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None,
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)
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if "render_mermaid" in s:
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yield (
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s["render_mermaid"]["messages"][-1].content,
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s["render_mermaid"]["final_graph"],
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)
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demo = gr.Interface(
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fn=visualize_github_repo,
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inputs=[
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gr.Textbox(
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label="Repo Name", # Input component label
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value="abhishekkrthakur/autoxgb", # Input component placeholder
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placeholder="Name of the Repo in format author/repo", # Input component description
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),
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gr.Textbox(
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label="Repo Branch", # Input component label
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value="main", # Input component placeholder
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placeholder="Branch to explore", # Input component description
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),
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],
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outputs=[
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gr.Textbox(
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label="Mermaid Graph", # Output component label
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placeholder="Visualization of the functionalities of the Repo", # Output component description
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),
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gr.Image(
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label="Rendered Graph", # Output component label
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placeholder="Rendered Graph", # Output component description
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),
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],
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title="Repo Functionality Visualizer",
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)
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demo.launch()
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