Create app.py

app.py

@@ -0,0 +1,124 @@
+import gradio as gr
+from ai
+_
+models import train
+_
+models, load
+_
+models
+from ansys
+_
+simulation import run
+_
+ansys
+_
+from visualization import generate
+_graph
+simulation
+# 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
+15/74
+# ANSYS Simulation
+max
+_
+stress, max
+deformation = run
+_
+_
+ansys
+_
+simulation(thickness, hole
+_
+diameter,
+force)
+# Generate Visualization
+graph
+_path = generate
+_graph(thickness, hole
+_
+diameter, force, max
+_
+max
+_
+deformation)
+stress,
+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()