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import cadquery as cq |
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import numpy as np |
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import matplotlib.pyplot as plt |
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import gradio as gr |
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import os |
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if not os.path.exists("generated_files"): |
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os.makedirs("generated_files") |
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def generate_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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filename = "generated_files/progressive_die.step" |
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cq.exporters.export(die, filename) |
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return f"Progressive die design saved. [Download the file](/{filename})" |
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except Exception as e: |
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return f"Error generating die: {str(e)}" |
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def stress_analysis(force, die_width, die_height, material_strength): |
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try: |
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if force <= 0 or die_width <= 0 or die_height <= 0 or material_strength <= 0: |
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return "All values must be positive." |
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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.tight_layout() |
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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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def optimize_tool(speed, feed_rate, depth_of_cut, material): |
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try: |
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material_factor = {"Steel": 1.0, "Aluminum": 0.8, "Titanium": 1.2} |
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tool_life = 1000 / (speed * feed_rate * depth_of_cut * material_factor.get(material, 1.0)) |
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recommended_speed = 0.8 * speed |
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recommended_feed_rate = 0.9 * feed_rate |
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return { |
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"Estimated Tool Life (hrs)": round(tool_life, 2), |
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"Recommended Speed (m/min)": round(recommended_speed, 2), |
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"Recommended Feed Rate (mm/rev)": round(recommended_feed_rate, 2) |
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} |
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except Exception as e: |
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return {"Error": str(e)} |
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def progressive_die_interface(length, width, thickness): |
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return generate_die(length, width, thickness) |
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def stress_analysis_interface(force, width, height, material_strength): |
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return stress_analysis(force, width, height, material_strength) |
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def tool_optimization_interface(speed, feed_rate, depth_of_cut, material): |
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return optimize_tool(speed, feed_rate, depth_of_cut, material) |
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with gr.Blocks() as app: |
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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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with gr.Tabs(): |
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with gr.Tab("Progressive Die Design"): |
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gr.Markdown("### Enter Dimensions for Progressive Die") |
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length = gr.Number(label="Length (mm)", value=100) |
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width = gr.Number(label="Width (mm)", value=50) |
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thickness = gr.Number(label="Thickness (mm)", value=10) |
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die_output = gr.Textbox(label="Output") |
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die_button = gr.Button("Generate Die") |
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die_button.click(progressive_die_interface, inputs=[length, width, thickness], outputs=die_output) |
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with gr.Tab("Stress Analysis"): |
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gr.Markdown("### Enter Parameters for Stress Analysis") |
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force = gr.Number(label="Force (N)", value=10000) |
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die_width = gr.Number(label="Width (m)", value=0.05) |
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die_height = gr.Number(label="Height (m)", value=0.01) |
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material_strength = gr.Number(label="Material Strength (MPa)", value=250) |
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safety_factor_output = gr.Textbox(label="Safety Factor") |
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stress_chart = gr.Plot() |
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stress_button = gr.Button("Analyze Stress") |
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stress_button.click(stress_analysis_interface, inputs=[force, die_width, die_height, material_strength], outputs=[safety_factor_output, stress_chart]) |
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with gr.Tab("Tool Optimization"): |
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gr.Markdown("### Enter Machining Parameters for Tool Optimization") |
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speed = gr.Number(label="Cutting Speed (m/min)", value=100) |
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feed_rate = gr.Number(label="Feed Rate (mm/rev)", value=0.2) |
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depth_of_cut = gr.Number(label="Depth of Cut (mm)", value=1.0) |
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material = gr.Dropdown(choices=["Steel", "Aluminum", "Titanium"], label="Material", value="Steel") |
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optimization_results = gr.JSON(label="Optimization Results") |
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optimize_button = gr.Button("Optimize Tool") |
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optimize_button.click(tool_optimization_interface, inputs=[speed, feed_rate, depth_of_cut, material], outputs=optimization_results) |
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app.launch() |
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