Create app.py

app.py

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+import gradio as gr
+import requests
+import os
+
+# Hugging Face Model API URL
+HF_MODEL_URL = "https://api-inference.huggingface.co/models/your_model_here"
+HF_API_KEY = "YOUR_HUGGINGFACE_API_KEY"
+
+# Function to get the concrete mix design from the Hugging Face model API
+def get_concrete_mix_design(strength, slump, w_c_ratio, coarse_aggregate, fine_aggregate, mix_code):
+    # Prepare the payload based on selected mix code
+    payload = {
+        "inputs": {
+            "strength": strength,
+            "slump": slump,
+            "w_c_ratio": w_c_ratio,
+            "coarse_aggregate": coarse_aggregate,
+            "fine_aggregate": fine_aggregate,
+            "mix_code": mix_code  # Add the selected mix design code here
+        }
+    }
+    
+    headers = {"Authorization": f"Bearer {HF_API_KEY}"}
+    response = requests.post(HF_MODEL_URL, headers=headers, json=payload)
+
+    if response.status_code == 200:
+        result = response.json()
+        mix_design = result.get('mix_design', 'No design available.')
+        return mix_design
+    else:
+        return "Error in getting mix design. Please try again."
+
+# Function to handle the user interface logic
+def concrete_mix_ui(strength, slump, w_c_ratio, coarse_aggregate, fine_aggregate, mix_code):
+    # Get the mix design based on the user's input and selected mix code
+    mix_design = get_concrete_mix_design(strength, slump, w_c_ratio, coarse_aggregate, fine_aggregate, mix_code)
+    
+    # Format the output
+    if isinstance(mix_design, dict):  # Check if we received valid data
+        return f"Recommended Concrete Mix Design (Using {mix_code}):\n\n" \
+               f"- Cement: {mix_design.get('cement', 'N/A')} kg/m³\n" \
+               f"- Water: {mix_design.get('water', 'N/A')} liters/m³\n" \
+               f"- Fine Aggregate: {mix_design.get('fine_aggregate', 'N/A')} kg/m³\n" \
+               f"- Coarse Aggregate: {mix_design.get('coarse_aggregate', 'N/A')} kg/m³\n" \
+               f"- Admixture: {mix_design.get('admixture', 'N/A')} liters/m³\n" \
+               f"- Water-Cement Ratio: {mix_design.get('w_c_ratio', 'N/A')}\n" \
+               f"- Strength: {mix_design.get('strength', 'N/A')} MPa"
+    else:
+        return mix_design  # If the design is not available, return the error message
+
+# User Interface: Define the input components
+inputs = [
+    gr.Slider(minimum=20, maximum=60, step=1, label="Compressive Strength (MPa)", value=30),
+    gr.Slider(minimum=0, maximum=250, step=5, label="Slump (mm)", value=100),
+    gr.Slider(minimum=0.3, maximum=0.7, step=0.01, label="Water-Cement Ratio", value=0.5),
+    gr.Slider(minimum=100, maximum=1000, step=10, label="Coarse Aggregate (kg/m³)", value=600),
+    gr.Slider(minimum=100, maximum=1000, step=10, label="Fine Aggregate (kg/m³)", value=500),
+    gr.Dropdown(choices=["IS 456", "ACI", "BS", "Other"], label="Select Mix Design Code", value="IS 456")
+]
+
+# Output component to display the result
+output = gr.Textbox(label="Concrete Mix Design Output", interactive=False)
+
+# Build the Gradio interface
+interface = gr.Interface(
+    fn=concrete_mix_ui,
+    inputs=inputs,
+    outputs=output,
+    title="Concrete Mix Design Calculator",
+    description="Enter your concrete mix parameters and select the appropriate mix design code to get the best mix design.",
+    live=True,
+    theme="compact",
+)
+
+# Launch the app
+interface.launch(share=True)