Fuzzy Targets

fuzzytargs.py

D = reconstruct(s, dim = 22 * 2 + 5, tau = 1)
Xs = []
Ys = [] 
for choice in np.repeat("random",3):
  X = D[:,:22 * 2] ; Y = D[:,-5:]

  if choice == 'random':
    import random
    y = []
    for i in range(len(Y)):
      c = random.choice(Y[i,:])
      y.append(c)
    Y = np.array(y)
  elif choice == "mean":
    Y = Y.mean(axis = -1)
  elif choice == 'median':
    Y = np.median(Y, axis = -1)
  Xs.append(X) ; Ys.append(Y)
X = np.vstack(Xs)
Y = np.hstack(Ys)
print(X.shape, Y.shape)