TensorFlow is open-source Python library designed by Google to develop Machine Learning models and deep learning neural networks.
Method Used:
- ones_like: This method accepts a Tensor as input and returns a Tensor with same shape having all values set to one.
Example 1:
Python3
# importing the library import tensorflow as tf
# Initializing the Input input = tf.constant([[ 1 , 2 , 3 ], [ 4 , 5 , 6 ]])
# Generating Tensor with having all values as 1 res = tf.ones_like( input )
# Printing the resulting Tensors print ( "Res: " , res )
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Output:
Res: tf.Tensor( [[1 1 1] [1 1 1]], shape=(2, 3), dtype=int32)
Example 2: This example explicitly specifies the type of the resulting tensor.
Python3
# importing the library import tensorflow as tf
# Initializing the Input input = tf.constant([[ 1 , 2 , 3 ], [ 4 , 5 , 6 ]])
# Printing the Input print ( "Input: " , input )
# Generating Tensor with having all values as 1 res = tf.ones_like( input , dtype = tf.float64)
# Printing the resulting Tensors print ( "Res: " , res )
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Output:
Input: tf.Tensor( [[1 2 3] [4 5 6]], shape=(2, 3), dtype=int32) Res: tf.Tensor( [[1. 1. 1.] [1. 1. 1.]], shape=(2, 3), dtype=float64)
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