Update app.py
Browse files
app.py
CHANGED
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@@ -5,6 +5,9 @@ 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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# Function for Progressive Die Design
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def generate_die(length, width, thickness):
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@@ -18,6 +21,7 @@ def generate_die(length, width, thickness):
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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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@@ -38,7 +42,8 @@ def visualize_die(length, width, thickness):
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except Exception as e:
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return f"Error visualizing die: {str(e)}"
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-
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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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@@ -54,6 +59,54 @@ def stress_analysis(force, die_width, die_height, material_strength):
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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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# 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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@@ -66,7 +119,8 @@ def generate_pdf_report(data, filename="report.pdf"):
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except Exception as e:
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return f"Error generating report: {str(e)}"
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-
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def optimize_tool(speed, feed_rate, depth_of_cut, material):
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try:
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tool_life = 1000 / (speed * feed_rate * depth_of_cut)
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@@ -81,22 +135,31 @@ def optimize_tool(speed, feed_rate, depth_of_cut, material):
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except Exception as e:
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return {"Error": str(e)}
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# Gradio interface functions
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def
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data = {"stress": force / (width * height), "safety_factor": safety_factor}
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pdf_filename = generate_pdf_report(data)
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return safety_factor, fig, pdf_filename
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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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# Create
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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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@@ -110,19 +173,32 @@ with gr.Blocks() as app:
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die_output = gr.Textbox(label="Die Output File")
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visualization_output = gr.Image(label="3D Visualization")
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die_button = gr.Button("Generate Die")
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die_button.click(
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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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pdf_file = gr.File(label="Download Report")
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stress_button = gr.Button("Analyze Stress")
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stress_button.click(
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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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@@ -132,7 +208,11 @@ with gr.Blocks() as app:
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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(
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# Launch the app
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app.launch()
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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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# Function for Progressive Die Design
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def generate_die(length, width, thickness):
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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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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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except Exception as e:
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return f"Error in stress analysis: {str(e)}", None
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# ANSYS Integration for Stress Analysis
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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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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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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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# Replace this function with SolidWorks API or external script
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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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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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def optimize_tool(speed, feed_rate, depth_of_cut, material):
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try:
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tool_life = 1000 / (speed * feed_rate * depth_of_cut)
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except Exception as e:
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return {"Error": str(e)}
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# Gradio interface functions
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def stress_analysis_interface(force, die_width, die_height, material_strength, simulation_tool):
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if simulation_tool == "Python":
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# Python-based stress analysis
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safety_factor, fig = stress_analysis(force, die_width, die_height, material_strength)
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data = {"stress": force / (die_width * die_height), "safety_factor": safety_factor}
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pdf_filename = generate_pdf_report(data)
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return safety_factor, fig, pdf_filename
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elif simulation_tool == "ANSYS":
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# Run ANSYS-based simulation
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result = run_ansys_simulation(force, die_width, die_height, material_strength)
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return result, None, None
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elif simulation_tool == "SolidWorks":
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# Run SolidWorks-based simulation
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result = solidworks_stress_analysis(force, die_width, die_height, material_strength)
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return result, None, None
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else:
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return "Invalid simulation tool selected", None, None
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# Create Gradio App
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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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die_output = gr.Textbox(label="Die Output File")
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visualization_output = gr.Image(label="3D Visualization")
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die_button = gr.Button("Generate Die")
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die_button.click(
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lambda l, w, t: (generate_die(l, w, t), visualize_die(l, w, t)),
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inputs=[length, width, thickness],
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outputs=[die_output, visualization_output],
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)
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with gr.Tab("Stress Analysis"):
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gr.Markdown("### Select Simulation Tool and Enter Parameters for Stress Analysis")
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simulation_tool = gr.Dropdown(
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choices=["Python", "ANSYS", "SolidWorks"],
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label="Simulation Tool",
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value="Python",
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)
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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 or Simulation Result")
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stress_chart = gr.Plot()
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pdf_file = gr.File(label="Download Report (Python Only)")
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stress_button = gr.Button("Analyze Stress")
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stress_button.click(
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stress_analysis_interface,
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inputs=[force, die_width, die_height, material_strength, simulation_tool],
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outputs=[safety_factor_output, stress_chart, pdf_file],
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)
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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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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(
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optimize_tool,
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inputs=[speed, feed_rate, depth_of_cut, material],
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outputs=optimization_results,
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)
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# Launch the app
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app.launch()
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