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app.py

@@ -1,27 +1,18 @@
 import gradio as gr
 import matplotlib.pyplot as plt
+import numpy as np
 
 PLOT1 = [3, 5, 4, 3, 3, 6, 3, 0, 5, 1, 0, 6, 0, 1, 8, 5, 5, 6, 2, 5, 1, 8, 8, 8, 1, 9, 3, 6, 3, 5, 1, 4, 7, 3, 4, 6, 6, 0, 8, 7, 5, 6, 1, 6, 9, 3, 7, 7, 8, 6, 3, 6, 0, 5, 2, 3, 3, 3, 7, 6, 8, 5, 0, 0, 4, 2, 7, 7, 1, 4, 8, 4, 2, 3, 8, 2, 2, 7, 4, 3, 0, 9, 5, 4, 3, 5, 4, 2, 4, 6, 4, 4, 0, 6, 5, 3, 0, 9, 5, 3, 9, 0, 4, 9, 2, 7, 3, 1, 1, 8, 5, 15, 15, 3, 8, 5, 6, 2, 1, 2, 6, 7, 5, 5, 7, 5, 2, 1, 2, 8, 7, 6, 1, 0, 7, 7, 7, 2, 8, 6, 3, 8, 5, 9, 7, 6, 1, 7, 9, 6, 4, 7, 7, 6, 6, 4, 3, 4, 5, 9, 7, 3, 2, 7, 7, 4, 9, 9, 5, 3, 6, 9, 8, 7, 6, 2, 6, 7, 0, 0, 7, 1, 0, 8, 9, 3, 2, 1, 7, 5, 2, 9, 6, 9, 2, 2, 5, 6, 4, 5, 4, 0, 7, 7, 5, 2, 6, 5, 4, 1, 5, 4, 2, 7, 2, 7, 2, 8, 2, 7, 6, 4, 9, 6, 8, 7, 1, 1, 5, 8, 9, 3, 8, 8, 8, 5, 7, 3, 1, 8, 6, 2, 3, 2, 0, 9, 0, 1, 0, 4, 0, 8, 5, 9, 7, 9, 7, 8, 4, 7, 8, 3, 0, 1, 3, 1, 8, 4, 6, 2, 9, 0, 0, 6, 1, 4, 2, 8, 6, 9, 9, 8, 8, 4, 0, 3, 2, 4, 8, 5, 5, 0, 3, 7, 4, 9, 7, 1, 8, 6, 3, 0, 0, 9, 9, 7, 5, 7, 2, 4, 6, 4, 7, 6, 6, 7, 1, 8, 9, 7, 0, 1, 5, 7, 2, 2, 6, 0, 8, 7, 5, 7, 5, 6, 0, 0, 7, 2, 1, 2, 9, 0, 2, 4, 1, 8, 7, 1, 8, 5, 6, 6, 7, 3, 0, 7, 6, 6, 3, 5, 5, 7, 0, 1, 8, 6, 2, 2, 5, 1, 5, 4, 8, 3, 5, 6, 9, 2, 2, 3, 3, 1, 5, 4, 6, 3, 4, 3, 2, 0, 6, 3, 5, 8, 0, 3, 8, 6, 8, 6, 8, 1, 5, 0, 5, 3, 7, 1, 2, 2, 8, 7, 0, 5, 9, 1, 6, 8, 4, 7, 6, 6, 8, 9, 5, 2, 0, 8, 6, 4, 5, 8, 0, 1, 9, 3, 8, 8, 0, 6, 1, 7, 7, 9, 8, 9, 9, 5, 1, 4, 0, 6, 8, 7, 5, 5, 5, 9, 5, 4, 5, 7, 2, 2, 5, 4, 2, 8, 8, 1, 9, 9, 7, 4, 5, 1, 1, 5, 4, 5, 6, 2, 1, 6, 6, 7, 5, 9, 2, 9, 8, 5, 6, 9, 0, 9, 2, 5, 9, 7, 1, 9, 5, 1, 4, 0, 1, 3, 1, 7, 4, 5, 6, 2, 2, 4, 0, 4, 4, 8, 2, 2, 5, 2, 7, 0, 9, 9, 5, 1, 2, 7, 3, 8, 7, 1, 8, 7, 8, 7, 9, 1, 3, 3, 7, 5, 9, 9, 7, 3, 6, 3, 4, 6, 1, 5, 0, 3, 1, 9, 9, 5, 7, 1, 0, 1, 5, 6, 1, 6, 8, 6, 7, 9, 8, 1, 6, 5, 8, 6, 6, 2, 4, 4, 1, 2, 1, 3, 1, 8, 3, 4, 0, 0, 2, 7, 7, 7, 7, 7, 0, 5, 2, 3, 3, 2, 5, 7, 1, 8, 2, 3, 7, 2, 0, 4, 4, 8, 6, 5, 7, 1, 6, 5, 4, 9, 6, 2, 6, 0, 2, 2, 8, 4, 2, 1, 0, 4, 0, 3, 3, 4, 9, 5, 8, 1, 4, 7, 3, 2, 9, 3, 5, 5, 8, 2, 6, 7, 8, 1, 6, 2, 3, 7, 1, 2, 3, 2, 3, 4, 8, 4, 7, 0, 2, 2, 5, 8, 6, 5, 6, 9, 1, 9, 0, 2, 2, 7, 9, 0, 2, 0, 3, 8, 2, 9, 3, 2, 4, 3, 2, 3, 0, 6, 4, 4, 1, 5, 8, 2, 9, 9, 3, 2, 5, 8, 2, 5, 8, 9, 1, 2, 0, 6, 5, 9, 9, 0, 7, 4, 3, 4, 5, 5, 9, 4, 0, 2, 0, 7, 5, 7, 4, 8, 4, 8, 5, 1, 5, 2, 6, 1, 6, 9, 0, 7, 2, 6, 7, 3, 3, 3, 3, 5, 6, 7, 2, 6, 7, 1, 7, 1, 6, 7, 0, 0, 8, 4, 4, 1, 2, 0, 7, 4, 8, 9, 6, 8, 2, 6, 7, 2, 4, 8, 9, 8, 0, 2, 5, 0, 6, 5, 6, 2, 8, 9, 0, 4, 3, 8, 2, 9, 2, 3, 9, 6, 3, 2, 0, 6, 8, 2, 3, 6, 5, 7, 3, 7, 4, 4, 8, 3, 5, 1, 7, 1, 9, 5, 8, 5, 1, 7, 5, 1, 9, 6, 6, 7, 5, 2, 7, 8, 8, 9, 9, 4, 7, 0, 1, 6, 1, 8, 0, 0, 5, 4, 4, 0, 3, 2, 2, 7, 2, 6, 1, 0, 8, 6, 9, 4, 2, 5, 0, 9, 8, 5, 0, 8, 1, 3, 3, 2, 8, 9, 6, 9, 4, 7, 8, 3, 0, 5, 5, 2, 0, 2, 8, 9, 6, 0, 4, 1, 9, 2, 8, 0, 4, 5, 2, 2, 8, 3, 3, 6, 3, 6, 0, 0, 0, 2, 3, 7, 0, 4, 3, 9, 1, 5, 6, 4, 1, 7, 9, 2, 8, 2, 4, 0, 9, 0, 6, 9, 7, 5, 0, 4, 8, 8, 4, 1, 6, 1, 2, 9, 4, 1, 2, 5, 5, 2, 0, 0, 5, 3, 1, 9, 3, 9, 6, 5, 4, 6, 8, 9, 9, 0, 3, 8, 4, 0, 2, 7, 1, 7, 3, 3, 2, 0, 4, 8]
 PLOT2 = [3, 9, 4, 8, 1, 3, 3, 4, 1, 3, 5, 7, 4, 0, 1, 3, 1, 1, 2, 4, 3, 6, 4, 6, 8, 1, 1, 4, 5, 3, 8, 6, 6, 0, 1, 6, 9, 9, 2, 9, 8, 9, 4, 5, 6, 7, 0, 6, 4, 8, 5, 8, 1, 1, 3, 0, 6, 0, 0, 2, 1, 7, 8, 3, 3, 5, 1, 8, 7, 9, 0, 4, 2, 4, 9, 1, 2, 5, 2, 1, 1, 1, 7, 6, 0, 3, 8, 2, 7, 3, 5, 2, 0, 9, 5, 0, 3, 6, 0, 4, 2, 8, 2, 1, 4, 9, 0, 0, 9, 9, 2, 7, 3, 4, 5, 9, 8, 3, 5, 0, 8, 3, 5, 5, 3, 7, 7, 0, 7, 1, 4, 6, 8, 9, 7, 4, 2, 7, 0, 8, 8, 9, 8, 5, 3, 8, 7, 9, 5, 8, 5, 0, 0, 7, 2, 8, 7, 0, 5, 5, 6, 4, 5, 2, 3, 8, 7, 2, 4, 9, 6, 3, 8, 7, 7, 9, 2, 4, 6, 8, 4, 5, 4, 1, 4, 5, 4, 5, 9, 7, 4, 4, 6, 8, 1, 4, 8, 5, 9, 3, 8, 5, 1, 1, 9, 1, 2, 4, 8, 2, 9, 1, 1, 0, 0, 5, 6, 6, 5, 7, 2, 6, 4, 2, 2, 9, 4, 2, 5, 9, 4, 3, 5, 7, 8, 1, 4, 3, 1, 1, 8, 7, 4, 7, 0, 3, 0, 4, 0, 6, 7, 3, 7, 9, 2, 9, 0, 7, 4, 2, 1, 0, 1, 4, 6, 6, 4, 7, 6, 5, 2, 2, 0, 3, 5, 8, 8, 4, 0, 9, 0, 8, 0, 0, 3, 3, 3, 8, 2, 4, 1, 0, 3, 3, 4, 3, 3, 2, 7, 7, 9, 7, 4, 4, 1, 5, 4, 1, 1, 8, 3, 7, 8, 4, 4, 3, 3, 4, 1, 4, 1, 9, 6, 9, 7, 5, 5, 1, 0, 1, 4, 5, 4, 1, 0, 5, 4, 7, 5, 2, 7, 2, 1, 6, 7, 5, 7, 1, 9, 6, 5, 4, 7, 8, 2, 0, 7, 7, 6, 9, 9, 1, 2, 9, 5, 4, 9, 9, 4, 1, 5, 9, 3, 5, 2, 9, 6, 0, 1, 9, 0, 2, 6, 4, 2, 7, 9, 0, 2, 4, 6, 8, 5, 5, 2, 2, 7, 4, 5, 4, 6, 2, 0, 5, 6, 7, 9, 8, 3, 6, 6, 9, 0, 9, 4, 1, 4, 9, 9, 1, 8, 4, 7, 6, 6, 9, 3, 1, 5, 4, 6, 6, 3, 8, 3, 6, 5, 2, 5, 8, 4, 1, 2, 7, 8, 5, 4, 8, 1, 8, 2, 5, 4, 8, 3, 5, 0, 3, 8, 4, 1, 3, 6, 6, 4, 9, 9, 8, 3, 2, 3, 6, 0, 0, 7, 4, 7, 9, 6, 8, 2, 8, 0, 6, 0, 5, 1, 7, 1, 2, 2, 8, 6, 3, 0, 0, 3, 8, 7, 3, 4, 1, 0, 3, 5, 3, 9, 8, 0, 0, 1, 1, 4, 2, 8, 6, 0, 4, 0, 4, 7, 4, 6, 8, 2, 0, 4, 9, 5, 4, 2, 8, 7, 5, 0, 1, 3, 7, 2, 4, 2, 9, 1, 1, 8, 3, 0, 8, 4, 9, 1, 9, 6, 5, 4, 9, 6, 1, 6, 1, 0, 9, 4, 2, 4, 8, 6, 9, 1, 0, 8, 9, 9, 1, 4, 1, 9, 3, 5, 6, 0, 1, 5, 8, 8, 6, 9, 4, 7, 5, 7, 2, 8, 3, 3, 8, 2, 7, 8, 0, 6, 0, 3, 2, 3, 0, 4, 0, 4, 6, 6, 8, 0, 9, 1, 0, 7, 7, 5, 3, 9, 9, 4, 4, 7, 7, 7, 2, 9, 3, 5, 4, 4, 1, 1, 4, 6, 5, 6, 6, 8, 1, 9, 6, 5, 6, 7, 7, 2, 8, 5, 6, 0, 3, 7, 2, 4, 5, 7, 5, 8, 8, 8, 6, 6, 6, 9, 6, 8, 9, 2, 4, 4, 2, 4, 5, 3, 9, 8, 1, 6, 5, 0, 3, 0, 4, 2, 5, 4, 8, 7, 2, 5, 2, 9, 0, 5, 4, 2, 1, 0, 2, 9, 7, 6, 0, 3, 3, 3, 9, 4, 8, 0, 3, 6, 8, 6, 1, 5, 5, 9, 4, 2, 5, 3, 4, 7, 9, 6, 7, 3, 4, 3, 7, 6, 3, 8, 4, 9, 3, 2, 4, 3, 7, 4, 6, 8, 8, 8, 7, 7, 8, 5, 1, 6, 3, 9, 5, 9, 8, 8, 4, 1, 9, 8, 4, 3, 0, 4, 4, 3, 2, 0, 2, 5, 3, 8, 7, 8, 4, 9, 1, 5, 6, 9, 2, 8, 7, 2, 1, 6, 6, 0, 0, 1, 5, 0, 2, 6, 0, 1, 4, 4, 4, 4, 2, 5, 2, 4, 8, 0, 3, 6, 4, 4, 2, 4, 1, 7, 6, 1, 5, 2, 2, 6, 5, 4, 9, 5, 5, 4, 2, 8, 2, 2, 4, 8, 8, 8, 5, 9, 6, 2, 3, 0, 6, 5, 5, 9, 2, 7, 6, 9, 2, 3, 4, 0, 1, 0, 5, 1, 4, 3, 3, 2, 9, 9, 4, 5, 4, 6, 3, 8, 8, 1, 0, 6, 1, 6, 0, 6, 4, 3, 4, 8, 5, 5, 3, 3, 9, 3, 7, 2, 0, 2, 9, 3, 9, 0, 7, 4, 2, 4, 4, 2, 3, 4, 3, 1, 1, 9, 0, 1, 1, 4, 3, 7, 5, 3, 1, 0, 7, 6, 5, 6, 2, 4, 7, 1, 3, 2, 5, 1, 3, 4, 8, 8, 6, 5, 2, 3, 5, 6, 3, 8, 7, 4, 9, 9, 6, 6, 2, 4, 5, 7, 5, 7, 6, 8, 7, 1, 0, 1, 1, 6, 0, 8, 3, 3, 2, 5, 7, 2, 4, 0, 2, 9, 6, 6, 0, 0, 2, 4, 0, 6, 1, 2, 9, 9, 2, 7, 8, 3, 1, 8, 9, 1, 7, 3, 4]
 PLOT3 = [2, 9, 6, 7, 1, 9, 4, 6, 1, 7, 2, 9, 0, 6, 9, 6, 9, 7, 5, 0, 7, 8, 9, 2, 3, 1, 0, 3, 6, 6, 9, 9, 4, 5, 5, 6, 0, 3, 5, 5, 5, 0, 8, 4, 6, 6, 1, 5, 2, 2, 5, 1, 2, 8, 4, 1, 3, 1, 8, 3, 5, 3, 7, 6, 9, 2, 0, 1, 8, 1, 9, 6, 8, 2, 1, 2, 5, 7, 1, 4, 5, 1, 4, 8, 2, 0, 0, 2, 3, 0, 9, 0, 4, 8, 1, 3, 3, 5, 2, 7, 9, 4, 8, 1, 2, 4, 0, 6, 4, 4, 7, 3, 0, 6, 4, 1, 2, 1, 9, 3, 3, 2, 9, 4, 0, 8, 4, 9, 8, 3, 6, 8, 3, 7, 4, 8, 2, 0, 7, 3, 2, 6, 3, 2, 4, 6, 4, 8, 2, 8, 6, 1, 7, 4, 9, 8, 3, 5, 3, 4, 2, 9, 7, 0, 9, 6, 5, 2, 4, 9, 9, 6, 2, 0, 5, 6, 8, 3, 2, 7, 9, 8, 0, 0, 6, 9, 4, 1, 7, 2, 4, 2, 6, 2, 9, 1, 9, 7, 7, 4, 6, 6, 2, 2, 0, 5, 0, 1, 6, 3, 3, 6, 3, 8, 9, 5, 3, 5, 4, 4, 4, 1, 2, 7, 1, 7, 2, 5, 4, 2, 1, 6, 1, 8, 8, 9, 2, 4, 4, 1, 5, 6, 9, 1, 0, 5, 4, 6, 2, 8, 0, 9, 8, 5, 6, 9, 0, 4, 2, 6, 3, 0, 1, 4, 0, 9, 6, 5, 3, 6, 0, 5, 9, 2, 8, 0, 7, 0, 5, 3, 8, 2, 7, 7, 7, 5, 4, 3, 5, 7, 8, 0, 3, 5, 1, 1, 0, 7, 7, 6, 4, 4, 5, 0, 1, 2, 1, 1, 8, 7, 3, 6, 8, 1, 0, 7, 2, 4, 2, 3, 0, 6, 1, 2, 6, 1, 8, 3, 8, 6, 7, 2, 8, 9, 2, 9, 9, 3, 3, 3, 9, 0, 9, 2, 4, 3, 4, 9, 0, 9, 9, 0, 9, 6, 5, 5, 8, 1, 7, 5, 1, 0, 4, 2, 9, 3, 5, 2, 5, 5, 1, 1, 1, 9, 0, 0, 3, 9, 8, 6, 1, 6, 7, 5, 8, 5, 0, 7, 3, 2, 8, 3, 8, 5, 6, 6, 1, 9, 4, 2, 5, 0, 6, 6, 0, 2, 7, 2, 5, 2, 6, 1, 9, 5, 7, 3, 8, 9, 7, 0, 4, 5, 0, 4, 8, 7, 3, 8, 9, 0, 2, 8, 9, 7, 1, 4, 6, 3, 3, 8, 3, 2, 1, 1, 0, 6, 6, 6, 7, 5, 5, 7, 8, 6, 0, 9, 8, 9, 7, 4, 3, 7, 6, 0, 3, 6, 9, 1, 4, 2, 2, 8, 7, 1, 2, 4, 4, 1, 3, 1, 6, 1, 6, 5, 8, 5, 1, 8, 5, 4, 0, 0, 6, 5, 1, 3, 2, 9, 7, 9, 5, 9, 6, 0, 0, 6, 2, 1, 9, 2, 0, 4, 4, 5, 5, 9, 9, 4, 9, 6, 2, 2, 1, 9, 7, 1, 2, 9, 3, 4, 8, 7, 5, 0, 4, 0, 3, 3, 3, 3, 9, 8, 2, 1, 4, 5, 6, 5, 2, 2, 3, 8, 4, 4, 4, 0, 8, 9, 9, 7, 2, 0, 2, 1, 2, 6, 5, 2, 9, 6, 0, 6, 2, 3, 1, 9, 8, 2, 2, 0, 6, 5, 4, 6, 9, 4, 3, 6, 5, 3, 8, 1, 6, 9, 6, 5, 2, 9, 3, 5, 7, 2, 8, 4, 7, 1, 3, 2, 2, 7, 9, 9, 3, 5, 9, 3, 4, 5, 3, 7, 8, 2, 7, 6, 9, 1, 3, 0, 1, 6, 0, 7, 8, 6, 3, 8, 6, 7, 3, 5, 3, 5, 3, 3, 3, 6, 9, 8, 5, 5, 0, 3, 3, 7, 3, 7, 8, 2, 3, 1, 9, 3, 2, 5, 6, 0, 2, 3, 6, 4, 9, 7, 7, 5, 8, 0, 3, 9, 8, 8, 8, 8, 4, 0, 7, 8, 0, 4, 7, 6, 7, 5, 8, 0, 9, 9, 8, 4, 5, 6, 9, 1, 0, 3, 0, 9, 8, 6, 7, 3, 4, 3, 5, 7, 3, 2, 6, 0, 8, 1, 1, 7, 8, 8, 4, 6, 4, 8, 7, 4, 3, 8, 4, 4, 6, 3, 3, 8, 7, 0, 7, 0, 9, 7, 4, 9, 1, 8, 9, 7, 0, 3, 2, 0, 3, 6, 2, 9, 6, 6, 4, 5, 7, 9, 8, 7, 3, 0, 0, 7, 5, 7, 3, 5, 9, 1, 9, 5, 6, 3, 3, 7, 0, 8, 8, 7, 2, 7, 2, 8, 0, 0, 6, 3, 4, 9, 3, 3, 8, 3, 2, 3, 1, 7, 4, 1, 8, 2, 1, 7, 5, 5, 1, 6, 7, 3, 1, 9, 2, 3, 0, 1, 3, 7, 0, 3, 2, 6, 4, 0, 2, 6, 9, 2, 7, 2, 9, 1, 4, 1, 1, 1, 3, 4, 1, 8, 7, 7, 9, 5, 6, 4, 0, 9, 8, 3, 0, 2, 0, 7, 4, 0, 0, 0, 6, 1, 4, 7, 2, 8, 4, 5, 3, 5, 7, 7, 3, 4, 3, 9, 3, 6, 6, 5, 5, 3, 9, 6, 7, 9, 2, 5, 5, 8, 2, 7, 5, 8, 9, 0, 9, 0, 7, 0, 4, 5, 6, 7, 5, 9, 2, 5, 6, 0, 1, 0, 8, 0, 5, 7, 3, 2, 5, 1, 7, 2, 6, 3, 8, 9, 1, 4, 1, 2, 9, 1, 7, 4, 4, 3, 9, 3, 8, 2, 2, 1, 5, 5, 2, 3, 9, 9, 5, 2, 6, 9, 4, 8, 5, 4, 7, 8, 3, 8, 2, 1, 9, 4, 1, 1, 4, 5, 5, 0, 8, 4, 6, 0, 1, 2, 0, 3, 2, 0, 3, 5, 2, 6, 7, 1, 8, 4, 0, 8, 8, 8, 4, 7, 6, 9]
 
-def plot(data, color):
-    plt.clf()
-    plt.ylim((-10, 15))
-    plt.xlabel('Time')
-    plt.ylabel('Neuron Activation')
-    plt.plot(data, c=color)
-
 def change_output(img):
     if img == "Example3":
-        plot(PLOT3, 'orange')
-        return "img2.jpg", "A man wearing sunglasses", "regen2.PNG", "plot2.png", plt
+        return "img2.jpg", "A man wearing sunglasses", "regen2.PNG", "plot2.svg", "func3.png"
     elif img == "Example2":
-        plot(PLOT2, 'green')
-        return "img3.PNG", "A group of people wearing suits", "regen3.PNG", "plot3.png", plt
+        return "img3.PNG", "A group of people wearing suits", "regen3.PNG", "plot3.svg", "func2.png"
     else:
-        plot(PLOT1, 'blue')
-        return "img1.png", "A man flying in the air with cars", "regen1.png", "plot1.png", plt
+        return "img1.png", "A man flying in the air with cars", "regen1.png", "plot1.svg", "func1.png"
 
 css = """
 """
@@ -29,7 +20,7 @@ css = """
 
 with gr.Blocks(css='') as demo:
     with gr.Row():
-        inp = gr.Dropdown(["Example1", "Example2", "Example3"], label="Example Image")
+        inp = gr.Dropdown(["Example1", "Example2", "Example3"], value="Example1", label="Example Image")
     
     with gr.Row():
         caption = gr.Label("A man flying in the air with cars", label="Caption")
@@ -39,13 +30,13 @@ with gr.Blocks(css='') as demo:
         regen_img = gr.Image(value="regen1.png", type="numpy", label="Regenerated Image")
     
     with gr.Row():
-        neural_plot = gr.Image(value="plot1.png", type="numpy", label="Neural Plot")
+        neural_plot = gr.Image(value="plot1.svg", label="Neural Plot")
         
-        plot(PLOT1, 'blue')
-        spike_plot = gr.Plot(plt)
+        # spike_plot = gr.Plot(plt)
+        spike_plot = gr.Image(value="func1.png", label="Neural Activity")
     
 
     inp.change(change_output, inp, [org_img, caption, regen_img, neural_plot, spike_plot])
 
 
-demo.launch(inbrowser=True)
+demo.launch()