Upload app.py

app.py

@@ -15,11 +15,14 @@ model = joblib.load(model_dir + "/wine_model.pkl")
 print("Model downloaded")
 
 
-def wine(fixed_acidity, citric_acid, type_white, chlorides, volatile_acidity, density, alcohol):
+def wine(fixed_acidity, volatile_acidity, citric_acid, residual_sugar, chlorides,
+                         free_sulfur_dioxide, density, pH, sulphates, alcohol, type_red):
     print("Calling function")
     #     df = pd.DataFrame([[sepal_length],[sepal_width],[petal_length],[petal_width]],
-    df = pd.DataFrame([[fixed_acidity, citric_acid, type_white, chlorides, volatile_acidity, density, alcohol]],
-                      columns=['fixed_acidity', 'citric_acid', 'type_white', 'chlorides', 'volatile_acidity', 'density', 'alcohol'])
+    df = pd.DataFrame([[fixed_acidity, volatile_acidity, citric_acid, residual_sugar, chlorides,
+                         free_sulfur_dioxide, density, pH, sulphates, alcohol, type_red]],
+                      columns=['fixed_acidity', 'volatile_acidity', 'citric_acid', 'residual_sugar', 'chlorides',
+                               'free_sulfur_dioxide', 'density', 'pH', 'sulphates', 'alcohol', 'type_red'])
     print("Predicting")
     print(df)
     # 'res' is a list of predictions returned as the label.
@@ -28,6 +31,7 @@ def wine(fixed_acidity, citric_acid, type_white, chlorides, volatile_acidity, de
     # the first element.
     #     print("Res: {0}").format(res)
     print(res)
+
     star_url = "https://raw.githubusercontent.com/SamuelHarner/review-images/main/images/" + str(res[0]) + "_stars.png"
     img = Image.open(requests.get(star_url, stream=True).raw)
     return img
@@ -39,13 +43,17 @@ demo = gr.Interface(
                 "to predict of which quality the wine is.",
     allow_flagging="never",
     inputs=[
-        gr.inputs.Number(default=7.2, label="fixed acidity"),
-        gr.inputs.Number(default=0.34, label="volatile acidity"),
-        gr.inputs.Number(default=0.32, label="citric acid"),
-        gr.inputs.Textbox(default=0, label="type (red, white)"),
-        gr.inputs.Number(default=10.5, label="alcohol"),
-        gr.inputs.Number(default=0.99, label="density"),
-        gr.inputs.Number(default=0.06, label="chlorides"),
+        gr.inputs.Number(default=7.2, label="fixed acidity (3.8 ... 15.9)"),
+        gr.inputs.Number(default=0.34, label="volatile acidity (0.00 ... 1.58)"),
+        gr.inputs.Number(default=0.32, label="citric acid (0.00 ... 1.66)"),
+        gr.inputs.Number(default=0, label="type (0...red, 1...white)"),
+        gr.inputs.Number(default=10.5, label="alcohol (8.0 ... 14.9"),
+        gr.inputs.Number(default=0.99, label="density (0.99 ... 1.04)"),
+        gr.inputs.Number(default=0.06, label="chlorides (0.00 ...0.61)"),
+        gr.inputs.Number(default=5.07, label="residual sugar (0.60 ...65.80)"),
+        gr.inputs.Number(default=30.06, label="free sulfur dioxide (1.0 ...289.0)"),
+        gr.inputs.Number(default=3.22, label="pH (2.72 ...4.01)"),
+        gr.inputs.Number(default=0.53, label="sulphates (0.00 ...2.00)"),
     ],
     outputs=gr.Image(type="pil"))