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Create app.py
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app.py
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| 1 |
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# Import necessary libraries
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| 2 |
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import cadquery as cq
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| 3 |
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import numpy as np
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| 4 |
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import matplotlib.pyplot as plt
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import pyvista as pv
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from reportlab.lib.pagesizes import letter
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from reportlab.pdfgen import canvas
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import gradio as gr
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import os
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from ansys.mapdl.core import launch_mapdl # For ANSYS integration
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| 11 |
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# Function for Progressive Die Design
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| 13 |
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def generate_die(length, width, thickness):
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| 14 |
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try:
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plate = cq.Workplane("XY").box(length, width, thickness)
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| 16 |
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punch = cq.Workplane("XY").rect(10, 10).extrude(5).translate((length / 4, width / 4, thickness / 2))
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die = plate.cut(punch)
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filename = "progressive_die.step"
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cq.exporters.export(die, filename)
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return filename
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except Exception as e:
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return f"Error generating die: {str(e)}"
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# Function to visualize die in 3D
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def visualize_die(length, width, thickness):
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try:
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plate = cq.Workplane("XY").box(length, width, thickness)
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punch = cq.Workplane("XY").rect(10, 10).extrude(5).translate((length / 4, width / 4, thickness / 2))
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die = plate.cut(punch)
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# Export to STL for visualization
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cq.exporters.exportShape(die.val(), "STL", "progressive_die.stl")
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# Visualize with PyVista
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mesh = pv.read("progressive_die.stl")
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plotter = pv.Plotter(off_screen=True)
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plotter.add_mesh(mesh, color="blue")
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screenshot = "progressive_die_visualization.png"
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plotter.screenshot(screenshot)
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return screenshot
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except Exception as e:
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return f"Error visualizing die: {str(e)}"
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# Function for Python-based Stress Analysis
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def stress_analysis(force, die_width, die_height, material_strength):
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try:
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stress = force / (die_width * die_height)
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safety_factor = material_strength / stress
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fig, ax = plt.subplots()
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ax.bar(["Stress", "Material Strength"], [stress, material_strength])
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ax.set_ylabel("Stress (MPa)")
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ax.set_title("Stress Analysis")
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plt.close(fig)
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return f"Safety Factor: {round(safety_factor, 2)}", fig
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except Exception as e:
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return f"Error in stress analysis: {str(e)}", None
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| 59 |
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# ANSYS Integration for Stress Analysis
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| 61 |
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def run_ansys_simulation(force, die_width, die_height, material_strength):
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try:
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# Launch ANSYS MAPDL instance
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| 64 |
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mapdl = launch_mapdl()
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mapdl.prep7() # Enter pre-processing module
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# Define geometry and material properties
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mapdl.rectng(0, die_width, 0, die_height)
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mapdl.mp('EX', 1, material_strength)
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mapdl.et(1, 'PLANE183')
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# Apply loads
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mapdl.nsel('S', 'LOC', 'X', 0)
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mapdl.d('ALL', 'UX', 0)
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mapdl.f('ALL', 'FY', -force)
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# Solve
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mapdl.run('/SOLU')
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mapdl.solve()
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mapdl.finish()
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# Post-processing
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mapdl.post1()
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stress = mapdl.get_value('NODE', 1, 'S', 'EQV') # Retrieve max equivalent stress
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mapdl.exit()
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| 86 |
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return f"Max Stress: {stress:.2f} MPa"
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except Exception as e:
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return f"Error running ANSYS simulation: {str(e)}"
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# SolidWorks Placeholder for Stress Analysis
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def solidworks_stress_analysis(force, die_width, die_height, material_strength):
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try:
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output_file = "/path/to/solidworks/output.txt" # Replace with actual path
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if os.path.exists(output_file):
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with open(output_file, "r") as file:
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result = file.read()
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return result.strip()
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else:
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return "SolidWorks simulation output not found."
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except Exception as e:
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return f"Error running SolidWorks simulation: {str(e)}"
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# Function to generate PDF report
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def generate_pdf_report(data, filename="report.pdf"):
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try:
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c = canvas.Canvas(filename, pagesize=letter)
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c.drawString(100, 750, "Simulation Report")
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c.drawString(100, 730, f"Max Stress: {data.get('stress', 'N/A')} MPa")
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c.drawString(100, 710, f"Safety Factor: {data.get('safety_factor', 'N/A')}")
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| 111 |
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c.save()
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return filename
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| 113 |
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except Exception as e:
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return f"Error generating report: {str(e)}"
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# Tool Optimization Function
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| 117 |
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def optimize_tool(speed, feed_rate, depth_of_cut, material):
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| 118 |
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try:
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| 119 |
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tool_life = 1000 / (speed * feed_rate * depth_of_cut)
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recommended_speed = 0.8 * speed
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recommended_feed_rate = 0.9 * feed_rate
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| 122 |
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return {
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"Estimated Tool Life (hrs)": round(tool_life, 2),
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| 125 |
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"Recommended Speed (m/min)": round(recommended_speed, 2),
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| 126 |
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"Recommended Feed Rate (mm/rev)": round(recommended_feed_rate, 2)
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}
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| 128 |
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except Exception as e:
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| 129 |
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return {"Error": str(e)}
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| 130 |
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| 131 |
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# Gradio interface functions
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| 132 |
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def stress_analysis_interface(force, die_width, die_height, material_strength, simulation_tool):
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| 133 |
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if simulation_tool == "Python":
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| 134 |
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safety_factor, fig = stress_analysis(force, die_width, die_height, material_strength)
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| 135 |
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data = {"stress": force / (die_width * die_height), "safety_factor": safety_factor}
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| 136 |
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pdf_filename = generate_pdf_report(data)
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| 137 |
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return safety_factor, fig, pdf_filename
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| 138 |
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elif simulation_tool == "ANSYS":
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| 139 |
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result = run_ansys_simulation(force, die_width, die_height, material_strength)
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| 140 |
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return result, None, None
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| 141 |
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elif simulation_tool == "SolidWorks":
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| 142 |
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result = solidworks_stress_analysis(force, die_width, die_height, material_strength)
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| 143 |
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return result, None, None
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| 144 |
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else:
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return "Invalid simulation tool selected", None, None
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| 146 |
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| 147 |
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# Create Gradio App
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| 148 |
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with gr.Blocks() as app:
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| 149 |
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gr.Markdown("## Press Tool AI Suite")
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gr.Markdown("Select a tool below to get started:")
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| 151 |
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with gr.Tabs():
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| 152 |
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with gr.Tab("Progressive Die Design"):
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length = gr.Number(label="Length (mm)", value=100)
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| 154 |
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width = gr.Number(label="Width (mm)", value=50)
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| 155 |
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thickness = gr.Number(label="Thickness (mm)", value=10)
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| 156 |
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die_output = gr.Textbox(label="Die Output File")
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| 157 |
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visualization_output = gr.Image(label="3D Visualization")
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| 158 |
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die_button = gr.Button("Generate Die")
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| 159 |
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die_button.click(
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| 160 |
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lambda l, w, t: (generate_die(l, w, t), visualize_die(l, w, t)),
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| 161 |
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inputs=[length, width, thickness],
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| 162 |
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outputs=[die_output, visualization_output],
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| 163 |
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)
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| 164 |
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with gr.Tab("Stress Analysis"):
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| 165 |
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simulation_tool = gr.Dropdown(
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| 166 |
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choices=["Python", "ANSYS", "SolidWorks"], label="Simulation Tool", value="Python"
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| 167 |
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)
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| 168 |
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force = gr.Number(label="Force (N)", value=10000)
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| 169 |
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die_width = gr.Number(label="Width (m)", value=0.05)
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| 170 |
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die_height = gr.Number(label="Height (m)", value=0.01)
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| 171 |
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material_strength = gr.Number(label="Material Strength (MPa)", value=250)
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| 172 |
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safety_factor_output = gr.Textbox(label="Safety Factor or Simulation Result")
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| 173 |
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stress_chart = gr.Plot()
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| 174 |
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pdf_file = gr.File(label="Download Report (Python Only)")
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| 175 |
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stress_button = gr.Button("Analyze Stress")
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| 176 |
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stress_button.click(
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| 177 |
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stress_analysis_interface,
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| 178 |
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inputs=[force, die_width, die_height, material_strength, simulation_tool],
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| 179 |
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outputs=[safety_factor_output, stress_chart, pdf_file],
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| 180 |
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)
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| 181 |
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with gr.Tab("Tool Optimization"):
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| 182 |
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speed = gr.Number(label="Cutting Speed (m/min)", value=100)
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| 183 |
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feed_rate = gr.Number(label="Feed Rate (mm/rev)", value=0.2)
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| 184 |
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depth_of_cut = gr.Number(label="Depth of Cut (mm)", value=1.0)
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| 185 |
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material = gr.Dropdown(choices=["Steel", "Aluminum", "Titanium"], label="Material", value="Steel")
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| 186 |
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optimization_results = gr.JSON(label="Optimization Results")
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| 187 |
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optimize_button = gr.Button("Optimize Tool")
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optimize_button.click(
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optimize_tool,
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inputs=[speed, feed_rate, depth_of_cut, material],
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| 191 |
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outputs=optimization_results,
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)
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app.launch()
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