org.bytedeco.tensorflow

Class ResourceApplyAdamWithAmsgrad

java.lang.Object

org.bytedeco.javacpp.Pointer

org.bytedeco.tensorflow.ResourceApplyAdamWithAmsgrad

All Implemented Interfaces:

AutoCloseable

@Namespace(value="tensorflow::ops")
 @NoOffset
 @Properties(inherit=tensorflow.class)
public class ResourceApplyAdamWithAmsgrad
extends Pointer

Update '*var' according to the Adam algorithm. $$lr_t := \text{learning\_rate} * \sqrt{1 - beta_2^t} / (1 - beta_1^t)$$ $$m_t := beta_1 * m_{t-1} + (1 - beta_1) * g$$ $$v_t := beta_2 * v_{t-1} + (1 - beta_2) * g * g$$ $$vhat_t := max{vhat_{t-1}, v_t}$$ $$variable := variable - lr_t * m_t / (\sqrt{vhat_t} + \epsilon)$$ Arguments: * scope: A Scope object * var: Should be from a Variable(). * m: Should be from a Variable(). * v: Should be from a Variable(). * vhat: Should be from a Variable(). * beta1_power: Must be a scalar. * beta2_power: Must be a scalar. * lr: Scaling factor. Must be a scalar. * beta1: Momentum factor. Must be a scalar. * beta2: Momentum factor. Must be a scalar. * epsilon: Ridge term. Must be a scalar. * grad: The gradient. Optional attributes (see Attrs): * use_locking: If True, updating of the var, m, and v tensors will be protected by a lock; otherwise the behavior is undefined, but may exhibit less contention. Returns: * the created Operation

Nested Class Summary

Nested Classes

Modifier and Type	Class and Description
static class	ResourceApplyAdamWithAmsgrad.Attrs Optional attribute setters for ResourceApplyAdamWithAmsgrad

Nested classes/interfaces inherited from class org.bytedeco.javacpp.Pointer

Pointer.CustomDeallocator, Pointer.Deallocator, Pointer.NativeDeallocator, Pointer.ReferenceCounter

Field Summary

Fields inherited from class org.bytedeco.javacpp.Pointer

address, capacity, limit, position

Constructor Summary

Constructors

Constructor and Description
ResourceApplyAdamWithAmsgrad(Pointer p) Pointer cast constructor.
ResourceApplyAdamWithAmsgrad(Scope scope, Input var, Input m, Input v, Input vhat, Input beta1_power, Input beta2_power, Input lr, Input beta1, Input beta2, Input epsilon, Input grad)
ResourceApplyAdamWithAmsgrad(Scope scope, Input var, Input m, Input v, Input vhat, Input beta1_power, Input beta2_power, Input lr, Input beta1, Input beta2, Input epsilon, Input grad, ResourceApplyAdamWithAmsgrad.Attrs attrs)

Method Summary

Modifier and Type	Method and Description
Operation	asOperation()
Operation	operation()
ResourceApplyAdamWithAmsgrad	operation(Operation setter)
static ResourceApplyAdamWithAmsgrad.Attrs	UseLocking(boolean x)

Methods inherited from class org.bytedeco.javacpp.Pointer

address, asBuffer, asByteBuffer, availablePhysicalBytes, calloc, capacity, capacity, close, deallocate, deallocate, deallocateReferences, deallocator, deallocator, equals, fill, formatBytes, free, getDirectBufferAddress, getPointer, getPointer, getPointer, getPointer, hashCode, interruptDeallocatorThread, isNull, isNull, limit, limit, malloc, maxBytes, maxPhysicalBytes, memchr, memcmp, memcpy, memmove, memset, offsetAddress, offsetof, offsetof, parseBytes, physicalBytes, physicalBytesInaccurate, position, position, put, realloc, referenceCount, releaseReference, retainReference, setNull, sizeof, sizeof, toString, totalBytes, totalCount, totalPhysicalBytes, withDeallocator, zero

Methods inherited from class java.lang.Object

clone, finalize, getClass, notify, notifyAll, wait, wait, wait

Constructor Detail

ResourceApplyAdamWithAmsgrad

public ResourceApplyAdamWithAmsgrad(Pointer p)

Pointer cast constructor. Invokes Pointer(Pointer).

ResourceApplyAdamWithAmsgrad

public ResourceApplyAdamWithAmsgrad(@Const @ByRef
                                    Scope scope,
                                    @ByVal
                                    Input var,
                                    @ByVal
                                    Input m,
                                    @ByVal
                                    Input v,
                                    @ByVal
                                    Input vhat,
                                    @ByVal
                                    Input beta1_power,
                                    @ByVal
                                    Input beta2_power,
                                    @ByVal
                                    Input lr,
                                    @ByVal
                                    Input beta1,
                                    @ByVal
                                    Input beta2,
                                    @ByVal
                                    Input epsilon,
                                    @ByVal
                                    Input grad)

ResourceApplyAdamWithAmsgrad

public ResourceApplyAdamWithAmsgrad(@Const @ByRef
                                    Scope scope,
                                    @ByVal
                                    Input var,
                                    @ByVal
                                    Input m,
                                    @ByVal
                                    Input v,
                                    @ByVal
                                    Input vhat,
                                    @ByVal
                                    Input beta1_power,
                                    @ByVal
                                    Input beta2_power,
                                    @ByVal
                                    Input lr,
                                    @ByVal
                                    Input beta1,
                                    @ByVal
                                    Input beta2,
                                    @ByVal
                                    Input epsilon,
                                    @ByVal
                                    Input grad,
                                    @Const @ByRef
                                    ResourceApplyAdamWithAmsgrad.Attrs attrs)

Method Detail

asOperation

@ByVal
 @Name(value="operator tensorflow::Operation")
public Operation asOperation()

UseLocking

@ByVal
public static ResourceApplyAdamWithAmsgrad.Attrs UseLocking(@Cast(value="bool")
                                                                    boolean x)

operation

@ByRef
public Operation operation()

operation

public ResourceApplyAdamWithAmsgrad operation(Operation setter)