Swish
Stay organized with collections
Save and categorize content based on your preferences.
Swish activation function. swish(x) = x * sigmoid(x)
.
Swish activation function which returns x*sigmoid(x)
. It is a smooth,
non-monotonic function that consistently matches or outperforms ReLU
on deep
networks, it is unbounded above and bounded below.
Example Usage:
Operand<TFloat32> input = tf.constant(new float[]
{-20, -1.0, 0.0, 1.0, 20});
Swish<TFloat32> swish = new Swish<>(tf);
Operand<TFloat32> result = swish.call(input);
// result = [-4.1223075e-08f, -2.6894143e-01f, 0.0000000e+00f,
// 7.3105860e-01f, 2.0000000e+01f ]
Public Constructors
|
Swish(Ops tf)
Creates a Swish activation, swish(x) = x * sigmoid(x) .
|
Inherited Methods
From class
java.lang.Object
boolean
|
equals(Object arg0)
|
final
Class<?>
|
getClass()
|
int
|
hashCode()
|
final
void
|
notify()
|
final
void
|
notifyAll()
|
String
|
toString()
|
final
void
|
wait(long arg0, int arg1)
|
final
void
|
wait(long arg0)
|
final
void
|
wait()
|
Public Constructors
public
Swish
(Ops tf)
Creates a Swish activation, swish(x) = x * sigmoid(x)
.
Swish activation function which returns x*sigmoid(x)
. It is a smooth,
non-monotonic function that consistently matches or outperforms ReLU on deep networks, it is
unbounded above and bounded below.
Public Methods
Gets the calculation operation for the activation.
Returns
- The operand for the activation
Except as otherwise noted, the content of this page is licensed under the Creative Commons Attribution 4.0 License, and code samples are licensed under the Apache 2.0 License. For details, see the Google Developers Site Policies. Java is a registered trademark of Oracle and/or its affiliates.
Last updated 2021-11-29 UTC.
[[["Easy to understand","easyToUnderstand","thumb-up"],["Solved my problem","solvedMyProblem","thumb-up"],["Other","otherUp","thumb-up"]],[["Missing the information I need","missingTheInformationINeed","thumb-down"],["Too complicated / too many steps","tooComplicatedTooManySteps","thumb-down"],["Out of date","outOfDate","thumb-down"],["Samples / code issue","samplesCodeIssue","thumb-down"],["Other","otherDown","thumb-down"]],["Last updated 2021-11-29 UTC."],[],[]]