Python–张量流。设备规格副本属性

原文:https://www . geesforgeks . org/python-tensorflow-device spec-replica-attribute/

TensorFlow 是谷歌设计的开源 Python 库,用于开发机器学习模型和深度学习神经网络。

副本用于获取 DeviceSpec 的副本索引。

语法:张量流。DeviceSpec.replica

返回:返回设备规格的副本索引。

例 1:

Python 3

# 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)

输出:

Device Spec:  <tensorflow.python.framework.device_spec.DeviceSpecV2 object at 0x7fe5ba981b88>
Replica:  None

例 2:

Python 3

# 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)

输出:

Device Spec:  <tensorflow.python.framework.device_spec.DeviceSpecV2 object at 0x7fe5ba981d08>
Replica:  5