tf.keras.optimizers.schedules.LearningRateSchedule

TensorFlow 2 version View source on GitHub

A serializable learning rate decay schedule.

Compat aliases for migration

See Migration guide for more details.

tf.compat.v1.keras.optimizers.schedules.LearningRateSchedule, `tf.compat.v2.keras.optimizers.schedules.LearningRateSchedule`, `tf.compat.v2.optimizers.schedules.LearningRateSchedule`

LearningRateSchedules can be passed in as the learning rate of optimizers in tf.keras.optimizers. They can be serialized and deserialized using tf.keras.optimizers.schedules.serialize and tf.keras.optimizers.schedules.deserialize.

Methods

from_config

View source

@classmethod
from_config(
    config
)

Instantiates a LearningRateSchedule from its config.

Args
config Output of get_config().

Returns
A LearningRateSchedule instance.

get_config

View source

@abc.abstractmethod
get_config()

__call__

View source

@abc.abstractmethod
__call__(
    step
)

Call self as a function.