Update app.py

app.py

@@ -169,30 +169,29 @@ class Network(object):
       # return idx, other_data_input, true_output, predicted_output
       return table
 
-def simple_analysis(index):
-    net = Network("16forward_structure.json", "16forward_weights.h5")
-    return net.analysis(index)
-    
+forward_net = Network("16forward_structure.json", "16forward_weights.h5")
+
+def simple_analysis(index):    
+    return forward_net.analysis(index)
+
+inverse_net = Network("16inverse_structure.json", "16inverse_weights.h5")
+
 def simple_synthesis(index):
-    net = Network("16inverse_structure.json", "16inverse_weights.h5")
-    pred, true = net.synthesis(index)
+    pred, true = inverse_net.synthesis(index)
     return plotly_fig(pred), plotly_fig(true)
     
 def synthesis_from_spectrum(df):
-    net = Network("16inverse_structure.json", "16inverse_weights.h5")
-    pred = net.synthesis_from_spectrum(df.to_numpy())
+    pred = inverse_net.synthesis_from_spectrum(df.to_numpy())
     return plotly_fig(pred)
     
 import plotly.graph_objects as go
 import numpy as np
 
 def performance(index):
-    net = Network("16forward_structure.json", "16forward_weights.h5")
-    return net.get_performance(index)
+    return forward_net.get_performance(index)
 
 def geometry(index):
-    net = Network("16forward_structure.json", "16forward_weights.h5")
-    values = net.get_geometry(index)
+    values = forward_net.get_geometry(index)
     return plotly_fig(values)