Update app.py

app.py

@@ -1,13 +1,19 @@
 import gradio as gr
 import skimage 
 import pickle
+import pandas as pd
 
 
 with open('model.pkl', 'rb') as f:
     model = pickle.load(f)
     
-def predict(input):
-    predictions = model.predict(input)
+def predict(fixedAcidity, volatileAcidity, citricAcid, residualSugar, chlorides, freeSulfurDioxide, totalSulfurDioxide, density, pH, sulphates, alcohol, LogTotalSulfurDioxide):
+
+    data = [[float(fixedAcidity), float(volatileAcidity), float(citricAcid), float(residualSugar), float(chlorides), float(freeSulfurDioxide), float(totalSulfurDioxide), float(density), float(pH), float(sulphates), float(alcohol), float(LogTotalSulfurDioxide)]]
+
+    row_df=pd.DataFrame(data,columns=['fixed acidity','volatile acidity', 'citric acid', 'residual sugar', 'chlorides', 'free sulfur dioxide', 'total sulfur dioxide', 'density', 'pH', 'sulphates', 'alcohol', 'LogTotalSulfurDioxide'])
+    
+    predictions = model.predict(row_df)
     return {predictions}
 
 gr.Interface(
@@ -15,13 +21,13 @@ gr.Interface(
     title="Wine Quality Model",
     allow_flagging="never",
     inputs=[
-        gr.inputs.Number(default=7.3, label="fixed acidity"),
-        gr.inputs.Number(default=0.27, label="volatile acidity"),
-        gr.inputs.Number(default=0.3, label="citric acid"),
-        gr.inputs.Number(default=1.5, label="residual sugar"),
+        gr.inputs.Number(default=7.3, label="fixedAcidity"),
+        gr.inputs.Number(default=0.27, label="volatileAcidity"),
+        gr.inputs.Number(default=0.3, label="citricAcid"),
+        gr.inputs.Number(default=1.5, label="residualSugar"),
         gr.inputs.Number(default=0.08, label="chlorides"),
-        gr.inputs.Number(default=20, label="free sulfur dioxide"),
-        gr.inputs.Number(default=50, label="total sulfur dioxide"),
+        gr.inputs.Number(default=20, label="freeSulfurDioxide"),
+        gr.inputs.Number(default=50, label="totalSulfurDioxide"),
         gr.inputs.Number(default=0.998, label="density"),
         gr.inputs.Number(default=3.5, label="pH"),
         gr.inputs.Number(default=0.6, label="sulphates"),