Update app.py

app.py

@@ -64,19 +64,30 @@ def predict(lat, lon):
             timer('unzip data',start_time_unzip)
             
             start_time_processing = timer('processing data',None)
+            
+            start_time_select_best_tile = timer('select best tile',None)
             name,cld_prob,days_ago = select_best_cloud_coverage_tile()
             bandes_path_10,bandes_path_20,bandes_path_60,tile_path,path_cld_20,path_cld_60 =paths(name)
+            timer('select best tile',start_time_select_best_tile)
+
+            start_time_10m = timer('create 10m image',None)
             # create image dataset
             images_10 = extract_sub_image(bandes_path_10,tile_path,cord)
+            timer('create 10m image',start_time_10m)
 
+            start_time_20m = timer('create 20m image',None)
             # bandes with 20m resolution
             #path_cld_20
             images_20 = extract_sub_image(bandes_path_20,tile_path,cord,20,1)
-
+            start_time_20m = timer('create 20m image',start_time_20m)
+            
+            start_time_60m = timer('create 60m image',None)
             # bandes with 60m resolution
             #path_cld_60
             images_60 = extract_sub_image(bandes_path_60,tile_path,cord,60)
+            start_time_60m = timer('create 60m image',start_time_60m)
             #
+            start_time_make_prediction = timer('make prediction',None)
             feature = images_10.tolist()+images_20.tolist()+images_60.tolist()
             bands = ['B02', 'B03', 'B04', 'B05', 'B06', 'B07', 'B08', 'B8A', 'B11', 'B12','B01','B09']
             X = pd.DataFrame([feature],columns = bands)
@@ -88,11 +99,15 @@ def predict(lat, lon):
             # make prediction
             biomass = loaded_model.predict(X)[0]
             carbon = 0.55*biomass
+            timer('make prediction',start_time_make_prediction)
 
             # NDVI
+            start_time_make_ndvi = timer('NDVI calculation',None)
             ndvi_index = ndvi(cord,name)
+            timer('NDVI calculation',start_time_make_ndvi)
+            
             timer('processing data',start_time_processing)
-
+            
             # deleted download files
             delete_tiles()