tf.config.experimental.set_virtual_device

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Configuration class for a logical devices.

View aliases

Main aliases

tf.config.experimental.VirtualDeviceConfiguration

Compat aliases for migration

See Migration guide for more details.

tf.compat.v1.config.LogicalDeviceConfiguration, tf.compat.v1.config.experimental.VirtualDeviceConfiguration

tf.config.LogicalDeviceConfiguration(
    memory_limit=None, experimental_priority=None
)

Used in the notebooks

Used in the guide	Used in the tutorials
Use a GPU Random number generation	TFP Release Notes notebook (0.12.1)

The class specifies the parameters to configure a tf.config.PhysicalDevice as it is initialized to a tf.config.LogicalDevice during runtime initialization. Not all fields are valid for all device types.

See tf.config.get_logical_device_configuration and tf.config.set_logical_device_configuration for usage examples.

Fields:

memory_limit: (optional) Maximum memory (in MB) to allocate on the virtual device. Currently only supported for GPUs.
experimental_priority: (optional) Priority to assign to a virtual device. Lower values have higher priorities and 0 is the default. Within a physical GPU, the GPU scheduler will prioritize ops on virtual devices with higher priority. Currently only supported for Nvidia GPUs.

Attributes
`memory_limit`
`experimental_priority`

TensorFlow

tf.config / experimental / experimental.set_virtual_device_configuration

View aliases

Used in the notebooks

Fields:

Attributes

TensorFlow

tf

tf.audio

tf.autograph

tf.bitwise

tf.compat

tf.config

tf.data

tf.debugging

tf.distribute

tf.dtypes

tf.errors

tf.estimator

tf.experimental

tf.feature_column

tf.graph_util

tf.image

tf.initializers

tf.io

tf.keras

tf.linalg

tf.lite

tf.lookup

tf.losses

tf.math

tf.metrics

tf.nest

tf.nn

tf.optimizers

tf.quantization

tf.queue

tf.ragged

tf.random

tf.raw_ops

tf.saved_model

tf.sets

tf.signal

tf.sparse

tf.strings

tf.summary

tf.sysconfig

tf.test

tf.tpu

tf.train

tf.version

tf.xla

tf.config / experimental / experimental.set_virtual_device_configuration

View aliases

Used in the notebooks

Fields:

Attributes