org.bytedeco.tensorflow

Class ResourceSparseApplyRMSProp

java.lang.Object

org.bytedeco.javacpp.Pointer

org.bytedeco.tensorflow.ResourceSparseApplyRMSProp

All Implemented Interfaces:

AutoCloseable

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

Update '*var' according to the RMSProp algorithm. Note that in dense implementation of this algorithm, ms and mom will update even if the grad is zero, but in this sparse implementation, ms and mom will not update in iterations during which the grad is zero. mean_square = decay * mean_square + (1-decay) * gradient ** 2 Delta = learning_rate * gradient / sqrt(mean_square + epsilon) ms <- rho * ms_{t-1} + (1-rho) * grad * grad mom <- momentum * mom_{t-1} + lr * grad / sqrt(ms + epsilon) var <- var - mom Arguments: * scope: A Scope object * var: Should be from a Variable(). * ms: Should be from a Variable(). * mom: Should be from a Variable(). * lr: Scaling factor. Must be a scalar. * rho: Decay rate. Must be a scalar. * epsilon: Ridge term. Must be a scalar. * grad: The gradient. * indices: A vector of indices into the first dimension of var, ms and mom. Optional attributes (see Attrs): * use_locking: If True, updating of the var, ms, and mom tensors is 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	ResourceSparseApplyRMSProp.Attrs Optional attribute setters for ResourceSparseApplyRMSProp

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
ResourceSparseApplyRMSProp(Pointer p) Pointer cast constructor.
ResourceSparseApplyRMSProp(Scope scope, Input var, Input ms, Input mom, Input lr, Input rho, Input momentum, Input epsilon, Input grad, Input indices)
ResourceSparseApplyRMSProp(Scope scope, Input var, Input ms, Input mom, Input lr, Input rho, Input momentum, Input epsilon, Input grad, Input indices, ResourceSparseApplyRMSProp.Attrs attrs)

Method Summary

Modifier and Type	Method and Description
Operation	asOperation()
Operation	operation()
ResourceSparseApplyRMSProp	operation(Operation setter)
static ResourceSparseApplyRMSProp.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

ResourceSparseApplyRMSProp

public ResourceSparseApplyRMSProp(Pointer p)

Pointer cast constructor. Invokes Pointer(Pointer).

ResourceSparseApplyRMSProp

public ResourceSparseApplyRMSProp(@Const @ByRef
                                  Scope scope,
                                  @ByVal
                                  Input var,
                                  @ByVal
                                  Input ms,
                                  @ByVal
                                  Input mom,
                                  @ByVal
                                  Input lr,
                                  @ByVal
                                  Input rho,
                                  @ByVal
                                  Input momentum,
                                  @ByVal
                                  Input epsilon,
                                  @ByVal
                                  Input grad,
                                  @ByVal
                                  Input indices)

ResourceSparseApplyRMSProp

public ResourceSparseApplyRMSProp(@Const @ByRef
                                  Scope scope,
                                  @ByVal
                                  Input var,
                                  @ByVal
                                  Input ms,
                                  @ByVal
                                  Input mom,
                                  @ByVal
                                  Input lr,
                                  @ByVal
                                  Input rho,
                                  @ByVal
                                  Input momentum,
                                  @ByVal
                                  Input epsilon,
                                  @ByVal
                                  Input grad,
                                  @ByVal
                                  Input indices,
                                  @Const @ByRef
                                  ResourceSparseApplyRMSProp.Attrs attrs)

Method Detail

asOperation

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

UseLocking

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

operation

@ByRef
public Operation operation()

operation

public ResourceSparseApplyRMSProp operation(Operation setter)