keras/keras_core/layers/activations/elu.py
2023-05-19 11:40:25 -07:00

32 lines
825 B
Python

from keras_core import activations
from keras_core.api_export import keras_core_export
from keras_core.layers.layer import Layer
@keras_core_export("keras_core.layers.ELU")
class ELU(Layer):
"""Applies an Exponential Linear Unit function to an output.
Formula:
```
f(x) = alpha * (exp(x) - 1.) for x < 0
f(x) = x for x >= 0
```
Args:
alpha: float, slope of negative section. Defaults to 1.0.
**kwargs: Base layer keyword arguments, such as `name` and `dtype`.
"""
def __init__(self, alpha=1.0, **kwargs):
super().__init__(**kwargs)
self.alpha = alpha
self.supports_masking = True
def call(self, inputs):
return activations.elu(inputs, alpha=self.alpha)
def compute_output_shape(self, input_shape):
return input_shape