Update app.py
Browse files
app.py
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import gradio as gr
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import os
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import ezdxf
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import groq
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from ezdxf.entities import Insert, Line, Text, LWPolyline
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# Initialize Groq client
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client = groq.Client(api_key=os.getenv("GROQ_API_KEY"))
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# Parse the DXF file and extract basic entities
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def analyze_autocad_project(file_path):
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try:
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doc = ezdxf.readfile(file_path)
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msp = doc.modelspace()
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components = []
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connections = []
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for entity in msp:
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if isinstance(entity, Insert):
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name = entity.dxf.name
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location = entity.dxf.insert
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components.append({"type": "BLOCK", "name": name, "location": (location.x, location.y)})
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elif isinstance(entity, Line):
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start = (entity.dxf.start.x, entity.dxf.start.y)
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end = (entity.dxf.end.x, entity.dxf.end.y)
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connections.append({"type": "LINE", "start": start, "end": end})
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elif isinstance(entity, LWPolyline):
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points = entity.get_points("xy")
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connections.append({"type": "POLYLINE", "points": points})
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elif isinstance(entity, Text):
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components.append({"type": "TEXT", "content": entity.dxf.text, "location": (entity.dxf.insert.x, entity.dxf.insert.y)})
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summary = f"π Found {len(components)} components and {len(connections)} connections."
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return summary, {"components": components, "connections": connections}
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except Exception as e:
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return f"β Error: {str(e)}", None
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# RAG + Groq: Ask questions about specific components
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def ask_groq_question(context_dict, query):
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try:
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# Provide summarized context to Groq
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component_text = "\n".join(
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[f"{comp['type']} - {comp.get('name', comp.get('content', ''))} at {comp['location']}" for comp in context_dict["components"]]
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)
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connection_text = "\n".join(
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[f"{conn['type']} from {conn.get('start', '')} to {conn.get('end', '')}" for conn in context_dict["connections"]]
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)
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context = f"COMPONENTS:\n{component_text}\n\nCONNECTIONS:\n{connection_text}\n\nQUESTION:\n{query}"
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response = client.chat.completions.create(
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model="llama3-8b-8192",
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messages=[{"role": "user", "content": context}]
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)
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return response.choices[0].message.content
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except Exception as e:
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return f"Groq Error: {str(e)}"
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# Global store for RAG context
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rag_context = {}
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# Gradio Interface
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def upload_and_analyze(file):
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summary, context = analyze_autocad_project(file.name)
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if context:
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global rag_context
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rag_context = context
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return summary
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def query_component(user_query):
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if not rag_context:
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return "β οΈ Please upload and analyze a DXF file first."
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return ask_groq_question(rag_context, user_query)
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with gr.Blocks() as app:
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gr.Markdown("# π AutoCAD Electrical Project Analyzer with Groq RAG")
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gr.Markdown("""
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Upload your AutoCAD DXF file to analyze the electrical project layout. Ask questions about specific components, connections, or trace paths.
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""")
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with gr.Row():
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file_input = gr.File(label="π Upload AutoCAD DXF Project")
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upload_btn = gr.Button("π Analyze Project")
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analysis_result = gr.Textbox(label="π Analysis Summary")
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upload_btn.click(fn=upload_and_analyze, inputs=file_input, outputs=analysis_result)
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gr.Markdown("### π¬ Ask about Component Back-tracing or Details")
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user_query = gr.Textbox(label="π Enter your question (e.g., trace component R1)")
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answer_box = gr.Textbox(label="π§ Groq RAG Answer")
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ask_btn = gr.Button("π§ Ask Groq")
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ask_btn.click(fn=query_component, inputs=user_query, outputs=answer_box)
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if __name__ == "__main__":
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app.launch()
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