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tf.config.experimental.set_memory_growth

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Set if memory growth should be enabled for a PhysicalDevice.

If memory growth is enabled for a PhysicalDevice, the runtime initialization will not allocate all memory on the device. Memory growth cannot be configured on a PhysicalDevice with virtual devices configured.

For example:

physical_devices = tf.config.list_physical_devices('GPU')
try:
  tf.config.experimental.set_memory_growth(physical_devices[0], True)
except:
  # Invalid device or cannot modify virtual devices once initialized.
  pass
Args
device PhysicalDevice to configure
enable (Boolean) Whether to enable or disable memory growth
Raises
ValueError Invalid PhysicalDevice specified.
RuntimeError Runtime is already initialized.

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Licensed under the Creative Commons Attribution License 3.0.
Code samples licensed under the Apache 2.0 License.
https://www.tensorflow.org/versions/r2.3/api_docs/python/tf/config/experimental/set_memory_growth