In [3]:
import math
def batches(batch_size, features, labels):
"""
Create batches of features and labels
:param batch_size: The batch size
:param features: List of features
:param labels: List of labels
:return: Batches of (Features, Labels)
"""
assert len(features) == len(labels)
# TODO: Implement batching
output_batches = []
sample_size = len(features)
for start_i in range(0, sample_size, batch_size):
end_i = start_i + batch_size
batch = [features[start_i:end_i], labels[start_i:end_i]]
output_batches.append(batch)
return output_batches
In [4]:
#from quiz import batches
from pprint import pprint
# 4 Samples of features
example_features = [
['F11','F12','F13','F14'],
['F21','F22','F23','F24'],
['F31','F32','F33','F34'],
['F41','F42','F43','F44']]
# 4 Samples of labels
example_labels = [
['L11','L12'],
['L21','L22'],
['L31','L32'],
['L41','L42']]
# PPrint prints data structures like 2d arrays, so they are easier to read
pprint(batches(3, example_features, example_labels))
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