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15 changes: 11 additions & 4 deletions learning.py
Original file line number Diff line number Diff line change
Expand Up @@ -830,13 +830,20 @@ def cross_validation_wrapper(learner, dataset, k=10, trials=1):
err_val = []
err_train = []
size = 1

while True:
errT, errV = cross_validation(learner, size, dataset, k)
# Check for convergence provided err_val is not empty
if (err_val and isclose(err_val[-1], errV, rel_tol=1e-6)):
best_size = size
return learner(dataset, best_size)

if (err_train and isclose(err_train[-1], errT, rel_tol=1e-6)):
best_size = 0
min_val = math.inf

i = 0
while i<size:
if err_val[i] < min_val:
min_val = err_val[i]
best_size = i
i += 1
err_val.append(errV)
err_train.append(errT)
print(err_val)
Expand Down