TensorFlow is open-source Python library designed by Google to develop Machine Learning models and deep learning neural networks.
replica is used to get the replica index of DeviceSpec.
Syntax: tensorflow.DeviceSpec.replica
Returns: It returns the replica index of the DeviceSpec.
Example 1:
Python3
# Importing the library import tensorflow as tf # Initializing Device Specification device_spec = tf.DeviceSpec(job ="gfg2", device_type ="GPU", device_index = 1) # Printing the DeviceSpec object print('Device Spec: ', device_spec) # Getting replica index replica = device_spec.replica # Printing the result print('Replica: ', replica) |
Output:
Device Spec: <tensorflow.python.framework.device_spec.DeviceSpecV2 object at 0x7fe5ba981b88> Replica: None
Example 2:
Python3
# Importing the library import tensorflow as tf # Initializing Device Specification device_spec = tf.DeviceSpec(job ="gfg2", replica = 5, device_type ="GPU", device_index = 1) # Printing the DeviceSpec object print('Device Spec: ', device_spec) # Getting replica index replica = device_spec.replica # Printing the result print('Replica: ', replica) |
Output:
Device Spec: <tensorflow.python.framework.device_spec.DeviceSpecV2 object at 0x7fe5ba981d08> Replica: 5
