The mnist
object is returned from the read_data_sets()
function defined in the tf.contrib.learn
module. The mnist.train.next_batch(batch_size)
method is implemented here, and it returns a tuple of two arrays, where the first represents a batch of batch_size
MNIST images, and the second represents a batch of batch-size
labels corresponding to those images.
The images are returned as a 2-D NumPy array of size [batch_size, 784]
(since there are 784 pixels in an MNIST image), and the labels are returned as either a 1-D NumPy array of size [batch_size]
(if read_data_sets()
was called with one_hot=False
) or a 2-D NumPy array of size [batch_size, 10]
(if read_data_sets()
was called with one_hot=True
).
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