Update app.py

app.py

@@ -0,0 +1,42 @@
+import gradio as gr
+from ai_models import train_models, load_models
+from ansys_simulation import run_ansys_simulation
+from visualization import generate_graph
+
+# Load AI models
+stress_model, deformation_model, pass_fail_model = load_models()
+
+def ai_and_simulation_workflow(thickness, hole_diameter, force):
+    # AI Pre-Screening
+    pre_screen = pass_fail_model.predict([[thickness, hole_diameter, force]])[0]
+    if pre_screen == 0:
+        return "AI predicts failure. Adjust parameters.", None
+    
+    # ANSYS Simulation
+    max_stress, max_deformation = run_ansys_simulation(thickness, hole_diameter, force)
+
+    # Generate Visualization
+    graph_path = generate_graph(thickness, hole_diameter, force, max_stress, max_deformation)
+
+    return f"Pass: Stress={max_stress} Pa, Deformation={max_deformation} mm", graph_path
+
+# Gradio UI
+interface = gr.Interface(
+    fn=ai_and_simulation_workflow,
+    inputs=[
+        gr.Slider(10, 50, step=1, label="Thickness (mm)"),
+        gr.Slider(5, 25, step=1, label="Hole Diameter (mm)"),
+        gr.Slider(1000, 15000, step=500, label="Force (N)")
+    ],
+    outputs=[
+        gr.Textbox(label="Simulation Status"),
+        gr.Image(label="Dynamic Results Visualization")
+    ],
+    title="AI-Driven ANSYS Design Validator",
+    description="Dynamic tool for optimizing and validating press tool designs.",
+    theme="default",
+    live=True
+)
+
+if __name__ == "__main__":
+    interface.launch()