Sigmoid
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Sigmoid activation. sigmoid(x) = 1 / (1 + exp(-x))
.
Applies the sigmoid activation function. For small values (<-5), sigmoid
returns a value close to zero, and for large values (>5) the result of the function gets close
to 1.
Sigmoid is equivalent to a 2-element Softmax, where the second element is assumed to be zero.
The sigmoid function always returns a value between 0 and 1.
For example:
Operand<TFloat32> input = tf.constant(
new float[] {-20f, -1.0f, 0.0f, 1.0f, 20f});
Sigmoid<TFloat32> sigmoid = new Sigmoid<>(tf);
Operand<TFloat32> result = sigmoid.call(input);
// result is [2.0611537e-09f, 2.6894143e-01f,
// 5.0000000e-01f,7.3105860e-01f, 1.f]
Public Constructors
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Sigmoid(Ops tf)
Creates a Sigmoid activation.
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Inherited Methods
From class
java.lang.Object
boolean
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equals(Object arg0)
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final
Class<?>
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getClass()
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int
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hashCode()
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final
void
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notify()
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final
void
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notifyAll()
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String
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toString()
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final
void
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wait(long arg0, int arg1)
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final
void
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wait(long arg0)
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final
void
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wait()
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Public Constructors
public
Sigmoid
(Ops tf)
Creates a Sigmoid activation.
Public Methods
Gets the calculation operation for the activation.
Returns
- The operand for the activation
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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."],[],[],null,["# Sigmoid\n\npublic class **Sigmoid** \nSigmoid activation. `sigmoid(x) = 1 / (1 + exp(-x))`.\n\nApplies the sigmoid activation function. For small values (\\\u003c-5), `sigmoid`\nreturns a value close to zero, and for large values (\\\u003e5) the result of the function gets close\nto 1.\n\nSigmoid is equivalent to a 2-element Softmax, where the second element is assumed to be zero.\nThe sigmoid function always returns a value between 0 and 1.\n\nFor example:\n\n```\n Operand\u003cTFloat32\u003e input = tf.constant(\n new float[] {-20f, -1.0f, 0.0f, 1.0f, 20f});\n Sigmoid\u003cTFloat32\u003e sigmoid = new Sigmoid\u003c\u003e(tf);\n Operand\u003cTFloat32\u003e result = sigmoid.call(input);\n // result is [2.0611537e-09f, 2.6894143e-01f,\n // 5.0000000e-01f,7.3105860e-01f, 1.f]\n \n```\n\n\u003cbr /\u003e\n\n\u003cbr /\u003e\n\n\u003cbr /\u003e\n\n\u003cbr /\u003e\n\n### Public Constructors\n\n|---|-------------------------------------------------------------------------------------------------------------------------------|\n| | [Sigmoid](/jvm/api_docs/java/org/tensorflow/framework/activations/Sigmoid#Sigmoid(Ops))(Ops tf) Creates a Sigmoid activation. |\n\n### Public Methods\n\n|-----------------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|\n| [Operand](/jvm/api_docs/java/org/tensorflow/Operand)\\\u003cT\\\u003e | [call](/jvm/api_docs/java/org/tensorflow/framework/activations/Sigmoid#call(org.tensorflow.Operand\u003cT\u003e))([Operand](/jvm/api_docs/java/org/tensorflow/Operand)\\\u003cT\\\u003e input) Gets the calculation operation for the activation. |\n\n### Inherited Methods\n\nFrom class [org.tensorflow.framework.activations.Activation](/jvm/api_docs/java/org/tensorflow/framework/activations/Activation) \n\n|--------------------------------------------------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|\n| abstract [Operand](/jvm/api_docs/java/org/tensorflow/Operand)\\\u003cT\\\u003e | [call](/jvm/api_docs/java/org/tensorflow/framework/activations/Activation#call(org.tensorflow.Operand\u003cT\u003e))([Operand](/jvm/api_docs/java/org/tensorflow/Operand)\\\u003cT\\\u003e input) Gets the calculation operation for the activation. |\n\nFrom class java.lang.Object \n\n|------------------|---------------------------|\n| boolean | equals(Object arg0) |\n| final Class\\\u003c?\\\u003e | getClass() |\n| int | hashCode() |\n| final void | notify() |\n| final void | notifyAll() |\n| String | toString() |\n| final void | wait(long arg0, int arg1) |\n| final void | wait(long arg0) |\n| final void | wait() |\n\nPublic Constructors\n-------------------\n\n#### public\n**Sigmoid**\n(Ops tf)\n\nCreates a Sigmoid activation. \n\n##### Parameters\n\n| tf | the TensorFlow Ops |\n|----|--------------------|\n\nPublic Methods\n--------------\n\n#### public [Operand](/jvm/api_docs/java/org/tensorflow/Operand)\\\u003cT\\\u003e\n**call**\n([Operand](/jvm/api_docs/java/org/tensorflow/Operand)\\\u003cT\\\u003e input)\n\nGets the calculation operation for the activation. \n\n##### Parameters\n\n| input | the input tensor |\n|-------|------------------|\n\n##### Returns\n\n- The operand for the activation"]]