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TensorFlow 2.0 Quick Start Guide
book

TensorFlow 2.0 Quick Start Guide

by Tony Holdroyd
March 2019
Intermediate to advanced
196 pages
4h 50m
English
Packt Publishing
Content preview from TensorFlow 2.0 Quick Start Guide

Finding the indices of the largest and smallest element

We will now look at how to find the indices of the elements with the largest and smallest values, respectively, across the axes of a tensor.

The signatures of the functions are as follows:

tf.argmax(input, axis=None, name=None, output_type=tf.int64 )tf.argmin(input, axis=None, name=None, output_type=tf.int64 )

Take this, for example:

# 1-D tensort5 = tf.constant([2, 11, 5, 42, 7, 19, -6, -11, 29])print(t5)i = tf.argmax(input=t5)print('index of max; ', i)print('Max element: ',t5[i].numpy())i = tf.argmin(input=t5,axis=0).numpy()print('index of min: ', i)print('Min element: ',t5[i].numpy())t6 = tf.reshape(t5, [3,3])print(t6)i = tf.argmax(input=t6,axis=0).numpy() # max arg down rowsprint('indices ...
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Publisher Resources

ISBN: 9781789530759