Update app.py

app.py

@@ -3,8 +3,8 @@ import joblib
 from PIL import Image
 
 # Load already saved pipelines
-best_model_cs = joblib.load("modelCS.pkl")
-best_model_co2 = joblib.load("modelCO2.pkl")
+best_model_cs = joblib.load("modelCS_V3.pkl")
+best_model_co2 = joblib.load("modelCO2_V3.pkl")
 
 # Prediction function for compressive strength model
 def make_prediction(Fly_ash, GGBS_GGBFS, Fine_aggregate, Na2SiO3_solution, NaOH_solution, NaOH_concentration, Superplasticiser, Curing_temperature, Curing_Period, Testing_Age):
@@ -12,23 +12,24 @@ def make_prediction(Fly_ash, GGBS_GGBFS, Fine_aggregate, Na2SiO3_solution, NaOH_
     predt_co2 = best_model_co2.predict([[Fly_ash, GGBS_GGBFS, Fine_aggregate, Na2SiO3_solution, NaOH_solution, NaOH_concentration, Superplasticiser, Curing_temperature, Curing_Period, Testing_Age]])
     value_cs = round(predt_cs[0], 3)
     value_co2 = round(predt_co2[0], 3)
-    image_component = gr.Image("MOO results.png", label="multi-objective optimization", type="pil")
+    image_component = gr.Image("MOO results_V3.png", label="multi-objective optimization", type="pil")
     return value_cs, value_co2, image_component, 
 
 # Inputs for the models
 inputs = [
-    gr.Slider(0, 961.0, label='Fly ash (Kg/m³)', info="Amount of Fly ash (Kg/m³)"),
+    gr.Slider(20, 961.0, label='Fly ash (Kg/m³)', info="Amount of Fly ash (Kg/m³)"),
     gr.Slider(0, 711.0, label='GGBS or GGBFS (Kg/m³)', info="Amount of Ground Granulated Blast Furnace Slag(Kg/m³)"),
-    gr.Slider(0, 1956.0, label='Fine aggregate (Kg/m³)', info="Amount of Fine aggregate (Kg/m³)"),
-    gr.Slider(0, 531.0, label='Na₂SiO₃ solution (Kg/m³)', info="Amount of Sodium Silicate solution (Kg/m³)"),
-    gr.Slider(0, 284.44, label='NaOH solution (Kg/m³)', info="Amount of Sodium Hydroxide solution (Kg/m³)"),
+    gr.Slider(100, 1956.0, label='Fine aggregate (Kg/m³)', info="Amount of Fine aggregate (Kg/m³)"),
+    gr.Slider(10, 531.0, label='Na₂SiO₃ solution (Kg/m³)', info="Amount of Sodium Silicate solution (Kg/m³)"),
+    gr.Slider(10, 284.44, label='NaOH solution (Kg/m³)', info="Amount of Sodium Hydroxide solution (Kg/m³)"),
     gr.Slider(0, 16.0, label='NaOH concentration (M)', info="Sodium Hydroxide concentration (M)"),
     gr.Slider(0, 35.555, label='Superplasticiser (kg/m³)', info="Amount of Superplasticiser (kg/m³)"),
-    gr.Slider(-7.5, 800.0, label='Curing temperature (°C)'),
-    gr.Slider(1, 180, label='Curing Period (days)'),
-    gr.Slider(1, 180, label='Testing Age (days)'),
+    gr.Slider(20, 120, label='Curing temperature (°C)'),
+    gr.Slider(1, 90, label='Curing Period (days)', info="For curing temperature more than 30 °C the curing period should be maximum of 3 days"),
+    gr.Slider(1, 180, label='Testing Age (days)', info="For curing temperature less than 30 °C the testing age should be equal to the curing period"),
 ]
 
+
 # Outputs for both models
 outputs = [
     gr.Textbox(label="Compressive strength (MPa)"),