Refactor wine function to accept input in a

app.py

@@ -12,10 +12,16 @@ model_dir = model.download()
 model = joblib.load(model_dir + "/wine_model.pkl")
 print("Model downloaded")
 
-def wine(alcohol, chlorides, citric_acid, fixed_acidity, ph, residual_sugar, sulphates, total_sulfur_dioxide, type, volatile_acidity):
+def wine(fixed_acidity, volatile_acidity, citric_acid, residual_sugar, chlorides, total_sulfur_dioxide, ph, sulphates, alcohol, type):
+
+    if type == "red":
+        type = 0
+    else:
+        type = 1
+
     print("Calling function")
-    df = pd.DataFrame([[alcohol, chlorides, citric_acid, fixed_acidity, ph, residual_sugar, sulphates, total_sulfur_dioxide, type, volatile_acidity]], 
-                      columns=['alcohol', 'chlorides', 'citric_acid', 'fixed_acidity', 'ph', 'residual_sugar', 'sulphates', 'total_sulfur_dioxide', 'type', 'volatile_acidity'])
+    df = pd.DataFrame([[fixed_acidity, volatile_acidity, citric_acid, residual_sugar, chlorides, total_sulfur_dioxide, ph, sulphates, alcohol, type]], columns=['fixed acidity', 'volatile acidity', 'citric acid', 'residual sugar', 'chlorides', 'total sulfur dioxide', 'ph', 'sulphates', 'alcohol', 'type'])
+
     print("Predicting")
     print(df)
     # 'res' is a list of predictions returned as the label.
@@ -32,16 +38,16 @@ iface = gr.Interface(
     description="Predict the quality of a wine based on its features.",
     allow_flagging="never",
     inputs=[
-        gr.Number(label="alcohol"),
+        gr.Number(label="fixed_acidity"),
+        gr.Number(label="volatile_acidity"),
+        gr.Number(label="citric_acid"),
+        gr.Number(label="residual_sugar"),
         gr.Number(label="chlorides"),
-        gr.Number(label="citric acid"),
-        gr.Number(label="fixed acidity"),
+        gr.Number(label="total_sulfur_dioxide"),
         gr.Number(label="ph"),
-        gr.Number(label="residual sugar"),
         gr.Number(label="sulphates"),
-        gr.Number(label="total sulfur dioxide"),
-        gr.Number(label="type"),
-        gr.Number(label="volatile acidity"),
+        gr.Number(label="alcohol"),
+        gr.Radio(["red", "white"], label="type")
         ],
     outputs=gr.Number(label="quality"))