Update app.py

app.py

@@ -13,31 +13,7 @@ from branca.element import Figure
 from functions import decode_features, get_weather_data, get_weather_df, get_weather_json_quick
 ##################
 
-def greet(total_pred_days):
-    project = hopsworks.login()
-    
-    mr=project.get_model_registry()
-    model = mr.get_model("temp_model_new", version=1)
-    model_dir=model.download()
-    
-    model1 = mr.get_model("tempmax_model_new", version=1) 
-    model_dir1=model1.download()
-    model2 = mr.get_model("tempmin_model_new", version=1)
-    model_dir2=model2.download()
-    
-    model = joblib.load(model_dir + "/model_temp_new.pkl")
-    model1 = joblib.load(model_dir1 + "/model_tempmax_new.pkl")
-    model2 = joblib.load(model_dir2+ "/model_tempmin_new.pkl")
-
-    fs = project.get_feature_store()
-    weather_fg = fs.get_or_create_feature_group(
-        name = 'weather_fg',
-        version = 1
-    )
-
-    query = weather_fg.select_all()
-    Q = query.read()
-    
+def greet(total_pred_days):    
     str1 = ""
     
     if(total_pred_days == ""):
@@ -59,10 +35,7 @@ def greet(total_pred_days):
         name = 'weathernew_fv',
         version = 1
     )
-    print("get the fv")
     
-    
-    global X
     X = pd.DataFrame()
     
     for i in range(count+1):
@@ -112,6 +85,35 @@ def greet(total_pred_days):
     
     return str1
 
+#######################################################
+# Preparations
+project = hopsworks.login()
+mr=project.get_model_registry()
+
+model = mr.get_model("temp_model_new", version=1)
+model_dir=model.download()
+
+model1 = mr.get_model("tempmax_model_new", version=1) 
+model_dir1=model1.download()
+
+model2 = mr.get_model("tempmin_model_new", version=1)
+model_dir2=model2.download()
+
+model = joblib.load(model_dir + "/model_temp_new.pkl")
+model1 = joblib.load(model_dir1 + "/model_tempmax_new.pkl")
+model2 = joblib.load(model_dir2+ "/model_tempmin_new.pkl")
+
+fs = project.get_feature_store()
+weather_fg = fs.get_or_create_feature_group(
+    name = 'weather_fg',
+    version = 1
+)
+
+query = weather_fg.select_all()
+Q = query.read()
+
+########################################################
+# Gradio Interface
 demo = gr.Interface(fn=greet, inputs = "text", outputs="text")