TensorFlow – How to create a tensor with all elements set to one

TensorFlow is open-source Python library designed by Google to develop Machine Learning models and deep learning  neural networks.

Methods Used:

• tf.ones: This methods accepts the shape and type and returns a tensor of given shape and type having all values set to 1.
• tf.fill: This method accepts shape, value and type and returns a tensor of given shape and type having all values set to value.

Example 1: This example uses ones() method to create a tensor with all elements set to one.

Python3

# importing the library
import tensorflow as tf

# Generating a Tensor of shape (2, 3)
res = tf.ones(shape = (2, 3))

# Printing the resulting Tensors
print("Res: ", res )

Output:

Res:  tf.Tensor(
[[1. 1. 1.]
 [1. 1. 1.]], shape=(2, 3), dtype=float32)

Example 2: This example uses fill() method with value = 1 to create a tensor with all elements set to one.

Python3

# importing the library
import tensorflow as tf

# Generating a Tensor of shape (2, 3)
res = tf.fill(dims = (2, 3), value = 1)

# Printing the resulting Tensors
print("Res: ", res )

Output:

Res:  tf.Tensor(
[[1 1 1]
 [1 1 1]], shape=(2, 3), dtype=int32)