Package apple.mlcompute

Class MLCGraph

java.lang.Object

org.moe.natj.general.NativeObject

org.moe.natj.objc.ObjCObject

apple.NSObject

apple.mlcompute.MLCGraph

All Implemented Interfaces:

NSObject

Direct Known Subclasses:

MLCInferenceGraph, MLCTrainingGraph

@Deprecated
public class MLCGraph
extends NSObject

Deprecated.

MLCGraph A graph of layers that can be used to build a training or inference graph API-Since: 14.0 Deprecated-Since: 100000.0 Deprecated-Message: Use Metal Performance Shaders Graph or BNNS instead.

Nested Class Summary

Nested classes/interfaces inherited from class apple.NSObject

NSObject.Block_accessibilityActivateBlock_ret, NSObject.Block_accessibilityActivationPointBlock_ret, NSObject.Block_accessibilityAttributedHintBlock_ret, NSObject.Block_accessibilityAttributedLabelBlock_ret, NSObject.Block_accessibilityAttributedUserInputLabelsBlock_ret, NSObject.Block_accessibilityAttributedValueBlock_ret, NSObject.Block_accessibilityContainerTypeBlock_ret, NSObject.Block_accessibilityCustomActionsBlock_ret, NSObject.Block_accessibilityCustomRotorsBlock_ret, NSObject.Block_accessibilityDecrementBlock_ret, NSObject.Block_accessibilityElementsBlock_ret, NSObject.Block_accessibilityElementsHiddenBlock_ret, NSObject.Block_accessibilityFrameBlock_ret, NSObject.Block_accessibilityHeaderElementsBlock_ret, NSObject.Block_accessibilityHintBlock_ret, NSObject.Block_accessibilityIdentifierBlock_ret, NSObject.Block_accessibilityIncrementBlock_ret, NSObject.Block_accessibilityLabelBlock_ret, NSObject.Block_accessibilityLanguageBlock_ret, NSObject.Block_accessibilityMagicTapBlock_ret, NSObject.Block_accessibilityNavigationStyleBlock_ret, NSObject.Block_accessibilityPathBlock_ret, NSObject.Block_accessibilityPerformEscapeBlock_ret, NSObject.Block_accessibilityRespondsToUserInteractionBlock_ret, NSObject.Block_accessibilityShouldGroupAccessibilityChildrenBlock_ret, NSObject.Block_accessibilityTextualContextBlock_ret, NSObject.Block_accessibilityTraitsBlock_ret, NSObject.Block_accessibilityUserInputLabelsBlock_ret, NSObject.Block_accessibilityValueBlock_ret, NSObject.Block_accessibilityViewIsModalBlock_ret, NSObject.Block_automationElementsBlock_ret, NSObject.Block_isAccessibilityElementBlock_ret, NSObject.Block_setAccessibilityActivateBlock, NSObject.Block_setAccessibilityActivationPointBlock, NSObject.Block_setAccessibilityAttributedHintBlock, NSObject.Block_setAccessibilityAttributedLabelBlock, NSObject.Block_setAccessibilityAttributedUserInputLabelsBlock, NSObject.Block_setAccessibilityAttributedValueBlock, NSObject.Block_setAccessibilityContainerTypeBlock, NSObject.Block_setAccessibilityCustomActionsBlock, NSObject.Block_setAccessibilityCustomRotorsBlock, NSObject.Block_setAccessibilityDecrementBlock, NSObject.Block_setAccessibilityElementsBlock, NSObject.Block_setAccessibilityElementsHiddenBlock, NSObject.Block_setAccessibilityFrameBlock, NSObject.Block_setAccessibilityHeaderElementsBlock, NSObject.Block_setAccessibilityHintBlock, NSObject.Block_setAccessibilityIdentifierBlock, NSObject.Block_setAccessibilityIncrementBlock, NSObject.Block_setAccessibilityLabelBlock, NSObject.Block_setAccessibilityLanguageBlock, NSObject.Block_setAccessibilityMagicTapBlock, NSObject.Block_setAccessibilityNavigationStyleBlock, NSObject.Block_setAccessibilityPathBlock, NSObject.Block_setAccessibilityPerformEscapeBlock, NSObject.Block_setAccessibilityRespondsToUserInteractionBlock, NSObject.Block_setAccessibilityShouldGroupAccessibilityChildrenBlock, NSObject.Block_setAccessibilityTextualContextBlock, NSObject.Block_setAccessibilityTraitsBlock, NSObject.Block_setAccessibilityUserInputLabelsBlock, NSObject.Block_setAccessibilityValueBlock, NSObject.Block_setAccessibilityViewIsModalBlock, NSObject.Block_setAutomationElementsBlock, NSObject.Block_setIsAccessibilityElementBlock, NSObject.Function_instanceMethodForSelector_ret, NSObject.Function_methodForSelector_ret

Constructor Summary

Constructors

Modifier	Constructor	Description
protected	MLCGraph(org.moe.natj.general.Pointer peer)	Deprecated.

Method Summary

Modifier and Type	Method	Description
static boolean	accessInstanceVariablesDirectly()	Deprecated.
static MLCGraph	alloc()	Deprecated.
static MLCGraph	allocWithZone(org.moe.natj.general.ptr.VoidPtr zone)	Deprecated.
static boolean	automaticallyNotifiesObserversForKey(@NotNull java.lang.String key)	Deprecated.
boolean	bindAndWriteDataForInputsToDeviceBatchSizeSynchronous(@NotNull NSDictionary<java.lang.String,? extends MLCTensorData> inputsData, @NotNull NSDictionary<java.lang.String,? extends MLCTensor> inputTensors, @NotNull MLCDevice device, long batchSize, boolean synchronous)	Deprecated. Associates data with input tensors.
boolean	bindAndWriteDataForInputsToDeviceSynchronous(@NotNull NSDictionary<java.lang.String,? extends MLCTensorData> inputsData, @NotNull NSDictionary<java.lang.String,? extends MLCTensor> inputTensors, @NotNull MLCDevice device, boolean synchronous)	Deprecated. Associates data with input tensors.
static void	cancelPreviousPerformRequestsWithTarget(@NotNull java.lang.Object aTarget)	Deprecated.
static void	cancelPreviousPerformRequestsWithTargetSelectorObject(@NotNull java.lang.Object aTarget, @NotNull org.moe.natj.objc.SEL aSelector, @Nullable java.lang.Object anArgument)	Deprecated.
static @NotNull NSArray<java.lang.String>	classFallbacksForKeyedArchiver()	Deprecated.
static @NotNull org.moe.natj.objc.Class	classForKeyedUnarchiver()	Deprecated.
@Nullable MLCTensor	concatenateWithSourcesDimension(@NotNull NSArray<? extends MLCTensor> sources, long dimension)	Deprecated. Add a concat layer to the graph
static java.lang.String	debugDescription_static()	Deprecated.
static java.lang.String	description_static()	Deprecated.
@Nullable MLCDevice	device()	Deprecated. The device to be used when compiling and executing a graph
@Nullable MLCTensor	gatherWithDimensionSourceIndices(long dimension, @NotNull MLCTensor source, @NotNull MLCTensor indices)	Deprecated. Add a gather layer to the graph
static MLCGraph	graph()	Deprecated. Creates a new graph.
static long	hash_static()	Deprecated.
MLCGraph	init()	Deprecated.
static NSObject.Function_instanceMethodForSelector_ret	instanceMethodForSelector(org.moe.natj.objc.SEL aSelector)	Deprecated.
static NSMethodSignature	instanceMethodSignatureForSelector(org.moe.natj.objc.SEL aSelector)	Deprecated.
static boolean	instancesRespondToSelector(org.moe.natj.objc.SEL aSelector)	Deprecated.
static boolean	isSubclassOfClass(org.moe.natj.objc.Class aClass)	Deprecated.
static @NotNull NSSet<java.lang.String>	keyPathsForValuesAffectingValueForKey(@NotNull java.lang.String key)	Deprecated.
@NotNull NSArray<? extends MLCLayer>	layers()	Deprecated. Layers in the graph
static MLCGraph	new_objc()	Deprecated.
@Nullable MLCTensor	nodeWithLayerSource(@NotNull MLCLayer layer, @NotNull MLCTensor source)	Deprecated. Add a layer to the graph
@Nullable MLCTensor	nodeWithLayerSources(@NotNull MLCLayer layer, @NotNull NSArray<? extends MLCTensor> sources)	Deprecated. Add a layer to the graph For variable length sequences of LSTMs/RNNs layers, create an MLCTensor of sortedSequenceLengths and pass it as the last index (i.e.
@Nullable MLCTensor	nodeWithLayerSourcesDisableUpdate(@NotNull MLCLayer layer, @NotNull NSArray<? extends MLCTensor> sources, boolean disableUpdate)	Deprecated. Add a layer to the graph For variable length sequences of LSTMs/RNNs layers, create an MLCTensor of sortedSequenceLengths and pass it as the last index (i.e.
@Nullable MLCTensor	nodeWithLayerSourcesLossLabels(@NotNull MLCLayer layer, @NotNull NSArray<? extends MLCTensor> sources, @NotNull NSArray<? extends MLCTensor> lossLabels)	Deprecated. Add a loss layer to the graph For variable length sequences of LSTMs/RNNs layers, create an MLCTensor of sortedSequenceLengths and pass it as the last index (i.e.
@Nullable MLCTensor	reshapeWithShapeSource(@NotNull NSArray<? extends NSNumber> shape, @NotNull MLCTensor source)	Deprecated. Add a reshape layer to the graph
static boolean	resolveClassMethod(org.moe.natj.objc.SEL sel)	Deprecated.
static boolean	resolveInstanceMethod(org.moe.natj.objc.SEL sel)	Deprecated.
@NotNull NSArray<? extends MLCTensor>	resultTensorsForLayer(@NotNull MLCLayer layer)	Deprecated. Get the result tensors for a layer in the training graph
@Nullable MLCTensor	scatterWithDimensionSourceIndicesCopyFromReductionType(long dimension, @NotNull MLCTensor source, @NotNull MLCTensor indices, @NotNull MLCTensor copyFrom, int reductionType)	Deprecated. Add a scatter layer to the graph
@Nullable MLCTensor	selectWithSourcesCondition(@NotNull NSArray<? extends MLCTensor> sources, @NotNull MLCTensor condition)	Deprecated. Add a select layer to the graph
static void	setVersion_static(long aVersion)	Deprecated.
@NotNull NSArray<? extends MLCTensor>	sourceTensorsForLayer(@NotNull MLCLayer layer)	Deprecated. Get the source tensors for a layer in the training graph
@Nullable NSArray<? extends MLCTensor>	splitWithSourceSplitCountDimension(@NotNull MLCTensor source, long splitCount, long dimension)	Deprecated. Add a split layer to the graph
@Nullable NSArray<? extends MLCTensor>	splitWithSourceSplitSectionLengthsDimension(@NotNull MLCTensor source, @NotNull NSArray<? extends NSNumber> splitSectionLengths, long dimension)	Deprecated. Add a split layer to the graph
@NotNull java.lang.String	summarizedDOTDescription()	Deprecated. A DOT representation of the graph.
static org.moe.natj.objc.Class	superclass_static()	Deprecated.
@Nullable MLCTensor	transposeWithDimensionsSource(@NotNull NSArray<? extends NSNumber> dimensions, @NotNull MLCTensor source)	Deprecated. Add a transpose layer to the graph
static boolean	useStoredAccessor()	Deprecated.
static long	version_static()	Deprecated.

Methods inherited from class apple.NSObject

accessibilityActivate, accessibilityActivateBlock, accessibilityActivationPoint, accessibilityActivationPointBlock, accessibilityAssistiveTechnologyFocusedIdentifiers, accessibilityAttributedHint, accessibilityAttributedHintBlock, accessibilityAttributedLabel, accessibilityAttributedLabelBlock, accessibilityAttributedUserInputLabels, accessibilityAttributedUserInputLabelsBlock, accessibilityAttributedValue, accessibilityAttributedValueBlock, accessibilityContainerType, accessibilityContainerTypeBlock, accessibilityCustomActions, accessibilityCustomActionsBlock, accessibilityCustomRotors, accessibilityCustomRotorsBlock, accessibilityDecrement, accessibilityDecrementBlock, accessibilityDirectTouchOptions, accessibilityDragSourceDescriptors, accessibilityDropPointDescriptors, accessibilityElementAtIndex, accessibilityElementCount, accessibilityElementDidBecomeFocused, accessibilityElementDidLoseFocus, accessibilityElementIsFocused, accessibilityElements, accessibilityElementsBlock, accessibilityElementsHidden, accessibilityElementsHiddenBlock, accessibilityFrame, accessibilityFrameBlock, accessibilityHeaderElementsBlock, accessibilityHint, accessibilityHintBlock, accessibilityIdentifierBlock, accessibilityIncrement, accessibilityIncrementBlock, accessibilityLabel, accessibilityLabelBlock, accessibilityLanguage, accessibilityLanguageBlock, accessibilityMagicTapBlock, accessibilityNavigationStyle, accessibilityNavigationStyleBlock, accessibilityPath, accessibilityPathBlock, accessibilityPerformEscape, accessibilityPerformEscapeBlock, accessibilityPerformMagicTap, accessibilityRespondsToUserInteraction, accessibilityRespondsToUserInteractionBlock, accessibilityScroll, accessibilityShouldGroupAccessibilityChildrenBlock, accessibilityTextualContext, accessibilityTextualContextBlock, accessibilityTraits, accessibilityTraitsBlock, accessibilityUserInputLabels, accessibilityUserInputLabelsBlock, accessibilityValue, accessibilityValueBlock, accessibilityViewIsModal, accessibilityViewIsModalBlock, accessibilityZoomInAtPoint, accessibilityZoomOutAtPoint, addObserverForKeyPathOptionsContext, attemptRecoveryFromErrorOptionIndex, attemptRecoveryFromErrorOptionIndexDelegateDidRecoverSelectorContextInfo, autoContentAccessingProxy, automationElements, automationElementsBlock, awakeAfterUsingCoder, awakeFromNib, class_objc, classForCoder, classForKeyedArchiver, copy, dealloc, debugDescription, description, dictionaryWithValuesForKeys, didChangeValueForKey, didChangeValueForKeyWithSetMutationUsingObjects, didChangeValuesAtIndexesForKey, doesNotRecognizeSelector, fileManagerShouldProceedAfterError, fileManagerWillProcessPath, finalize_objc, forwardingTargetForSelector, forwardInvocation, handleQueryWithUnboundKey, handleTakeValueForUnboundKey, hash, indexOfAccessibilityElement, isAccessibilityElement, isAccessibilityElementBlock, isEqual, isKindOfClass, isMemberOfClass, isProxy, methodForSelector, methodSignatureForSelector, mutableArrayValueForKey, mutableArrayValueForKeyPath, mutableCopy, mutableOrderedSetValueForKey, mutableOrderedSetValueForKeyPath, mutableSetValueForKey, mutableSetValueForKeyPath, observationInfo, observeValueForKeyPathOfObjectChangeContext, performSelector, performSelectorInBackgroundWithObject, performSelectorOnMainThreadWithObjectWaitUntilDone, performSelectorOnMainThreadWithObjectWaitUntilDoneModes, performSelectorOnThreadWithObjectWaitUntilDone, performSelectorOnThreadWithObjectWaitUntilDoneModes, performSelectorWithObject, performSelectorWithObjectAfterDelay, performSelectorWithObjectAfterDelayInModes, performSelectorWithObjectWithObject, prepareForInterfaceBuilder, provideImageDataBytesPerRowOrigin_Size_UserInfo, removeObserverForKeyPath, removeObserverForKeyPathContext, replacementObjectForCoder, replacementObjectForKeyedArchiver, respondsToSelector, self, setAccessibilityActivateBlock, setAccessibilityActivationPoint, setAccessibilityActivationPointBlock, setAccessibilityAttributedHint, setAccessibilityAttributedHintBlock, setAccessibilityAttributedLabel, setAccessibilityAttributedLabelBlock, setAccessibilityAttributedUserInputLabels, setAccessibilityAttributedUserInputLabelsBlock, setAccessibilityAttributedValue, setAccessibilityAttributedValueBlock, setAccessibilityContainerType, setAccessibilityContainerTypeBlock, setAccessibilityCustomActions, setAccessibilityCustomActionsBlock, setAccessibilityCustomRotors, setAccessibilityCustomRotorsBlock, setAccessibilityDecrementBlock, setAccessibilityDirectTouchOptions, setAccessibilityDragSourceDescriptors, setAccessibilityDropPointDescriptors, setAccessibilityElements, setAccessibilityElementsBlock, setAccessibilityElementsHidden, setAccessibilityElementsHiddenBlock, setAccessibilityFrame, setAccessibilityFrameBlock, setAccessibilityHeaderElementsBlock, setAccessibilityHint, setAccessibilityHintBlock, setAccessibilityIdentifierBlock, setAccessibilityIncrementBlock, setAccessibilityLabel, setAccessibilityLabelBlock, setAccessibilityLanguage, setAccessibilityLanguageBlock, setAccessibilityMagicTapBlock, setAccessibilityNavigationStyle, setAccessibilityNavigationStyleBlock, setAccessibilityPath, setAccessibilityPathBlock, setAccessibilityPerformEscapeBlock, setAccessibilityRespondsToUserInteraction, setAccessibilityRespondsToUserInteractionBlock, setAccessibilityShouldGroupAccessibilityChildrenBlock, setAccessibilityTextualContext, setAccessibilityTextualContextBlock, setAccessibilityTraits, setAccessibilityTraitsBlock, setAccessibilityUserInputLabels, setAccessibilityUserInputLabelsBlock, setAccessibilityValue, setAccessibilityValueBlock, setAccessibilityViewIsModal, setAccessibilityViewIsModalBlock, setAutomationElements, setAutomationElementsBlock, setIsAccessibilityElement, setIsAccessibilityElementBlock, setNilValueForKey, setObservationInfo, setShouldGroupAccessibilityChildren, setValueForKey, setValueForKeyPath, setValueForUndefinedKey, setValuesForKeysWithDictionary, shouldGroupAccessibilityChildren, storedValueForKey, superclass, takeStoredValueForKey, takeValueForKey, takeValueForKeyPath, takeValuesFromDictionary, unableToSetNilForKey, validateValueForKeyError, validateValueForKeyPathError, valueForKey, valueForKeyPath, valueForUndefinedKey, valuesForKeys, willChangeValueForKey, willChangeValueForKeyWithSetMutationUsingObjects, willChangeValuesAtIndexesForKey

Methods inherited from class org.moe.natj.objc.ObjCObject

equals, toString

Methods inherited from class org.moe.natj.general.NativeObject

finalize, getPeer, getPeerPointer

Methods inherited from class java.lang.Object

clone, getClass, hashCode, notify, notifyAll, wait, wait, wait

Constructor Detail

MLCGraph

protected MLCGraph(org.moe.natj.general.Pointer peer)

Deprecated.

Method Detail

accessInstanceVariablesDirectly

public static boolean accessInstanceVariablesDirectly()

Deprecated.

alloc

public static MLCGraph alloc()

Deprecated.

allocWithZone

public static MLCGraph allocWithZone(org.moe.natj.general.ptr.VoidPtr zone)

Deprecated.

automaticallyNotifiesObserversForKey

public static boolean automaticallyNotifiesObserversForKey(@NotNull
                                                           @NotNull java.lang.String key)

Deprecated.

bindAndWriteDataForInputsToDeviceBatchSizeSynchronous

public boolean bindAndWriteDataForInputsToDeviceBatchSizeSynchronous(@NotNull
                                                                     @NotNull NSDictionary<java.lang.String,? extends MLCTensorData> inputsData,
                                                                     @NotNull
                                                                     @NotNull NSDictionary<java.lang.String,? extends MLCTensor> inputTensors,
                                                                     @NotNull
                                                                     @NotNull MLCDevice device,
                                                                     long batchSize,
                                                                     boolean synchronous)

Deprecated.

Associates data with input tensors. If the device is GPU, also copies the data to the device memory. Returns true if the data is successfully associated with input tensors. This function should be used if you execute the forward, gradient and optimizer updates independently. Before the forward pass is executed, the inputs should be written to device memory. Similarly, before the gradient pass is executed, the inputs (typically the initial gradient tensor) should be written to device memory. The caller must guarantee the lifetime of the underlying memory of each value of \p inputsData for the entirety of each corresponding input tensor's lifetime.

Parameters:

inputsData - The input data to use to write to device memory

inputTensors - The list of tensors to perform writes on

device - The device

batchSize - The batch size. This should be set to the actual batch size that may be used when we execute the graph and can be a value less than or equal to the batch size specified in the tensor. If set to 0, we use batch size specified in the tensor.

synchronous - Whether to execute the copy to the device synchronously. For performance, asynchronous execution is recommended.

Returns:

A Boolean value indicating whether the data is successfully associated with the tensor.

bindAndWriteDataForInputsToDeviceSynchronous

public boolean bindAndWriteDataForInputsToDeviceSynchronous(@NotNull
                                                            @NotNull NSDictionary<java.lang.String,? extends MLCTensorData> inputsData,
                                                            @NotNull
                                                            @NotNull NSDictionary<java.lang.String,? extends MLCTensor> inputTensors,
                                                            @NotNull
                                                            @NotNull MLCDevice device,
                                                            boolean synchronous)

Deprecated.

Associates data with input tensors. If the device is GPU, also copies the data to the device memory. Returns true if the data is successfully associated with input tensors. This function should be used if you execute the forward, gradient and optimizer updates independently. Before the forward pass is executed, the inputs should be written to device memory. Similarly, before the gradient pass is executed, the inputs (typically the initial gradient tensor) should be written to device memory. The caller must guarantee the lifetime of the underlying memory of each value of \p inputsData for the entirety of each corresponding input tensor's lifetime.

Parameters:

inputsData - The input data to use to write to device memory

inputTensors - The list of tensors to perform writes on

device - The device

synchronous - Whether to execute the copy to the device synchronously. For performance, asynchronous execution is recommended.

Returns:

A Boolean value indicating whether the data is successfully associated with the tensor.

cancelPreviousPerformRequestsWithTarget

public static void cancelPreviousPerformRequestsWithTarget(@NotNull
                                                           @NotNull java.lang.Object aTarget)

Deprecated.

cancelPreviousPerformRequestsWithTargetSelectorObject

public static void cancelPreviousPerformRequestsWithTargetSelectorObject(@NotNull
                                                                         @NotNull java.lang.Object aTarget,
                                                                         @NotNull
                                                                         @NotNull org.moe.natj.objc.SEL aSelector,
                                                                         @Nullable
                                                                         @Nullable java.lang.Object anArgument)

Deprecated.

classFallbacksForKeyedArchiver

@NotNull
public static @NotNull NSArray<java.lang.String> classFallbacksForKeyedArchiver()

Deprecated.

classForKeyedUnarchiver

@NotNull
public static @NotNull org.moe.natj.objc.Class classForKeyedUnarchiver()

Deprecated.

concatenateWithSourcesDimension

@Nullable
public @Nullable MLCTensor concatenateWithSourcesDimension(@NotNull
                                                           @NotNull NSArray<? extends MLCTensor> sources,
                                                           long dimension)

Deprecated.

Add a concat layer to the graph

Parameters:

sources - The source tensors to concatenate

dimension - The concatenation dimension

Returns:

A result tensor

debugDescription_static

public static java.lang.String debugDescription_static()

Deprecated.

description_static

public static java.lang.String description_static()

Deprecated.

device

@Nullable
public @Nullable MLCDevice device()

Deprecated.

The device to be used when compiling and executing a graph

gatherWithDimensionSourceIndices

@Nullable
public @Nullable MLCTensor gatherWithDimensionSourceIndices(long dimension,
                                                            @NotNull
                                                            @NotNull MLCTensor source,
                                                            @NotNull
                                                            @NotNull MLCTensor indices)

Deprecated.

Add a gather layer to the graph

Parameters:

dimension - The dimension along which to index

source - The source tensor

indices - The index of elements to gather

Returns:

A result tensor API-Since: 14.5

graph

public static MLCGraph graph()

Deprecated.

Creates a new graph.

Returns:

A new graph.

hash_static

public static long hash_static()

Deprecated.

init

public MLCGraph init()

Deprecated.

Overrides:

init in class NSObject

instanceMethodForSelector

public static NSObject.Function_instanceMethodForSelector_ret instanceMethodForSelector(org.moe.natj.objc.SEL aSelector)

Deprecated.

instanceMethodSignatureForSelector

public static NSMethodSignature instanceMethodSignatureForSelector(org.moe.natj.objc.SEL aSelector)

Deprecated.

instancesRespondToSelector

public static boolean instancesRespondToSelector(org.moe.natj.objc.SEL aSelector)

Deprecated.

isSubclassOfClass

public static boolean isSubclassOfClass(org.moe.natj.objc.Class aClass)

Deprecated.

keyPathsForValuesAffectingValueForKey

@NotNull
public static @NotNull NSSet<java.lang.String> keyPathsForValuesAffectingValueForKey(@NotNull
                                                                                     @NotNull java.lang.String key)

Deprecated.

layers

@NotNull
public @NotNull NSArray<? extends MLCLayer> layers()

Deprecated.

Layers in the graph

new_objc

public static MLCGraph new_objc()

Deprecated.

nodeWithLayerSource

@Nullable
public @Nullable MLCTensor nodeWithLayerSource(@NotNull
                                               @NotNull MLCLayer layer,
                                               @NotNull
                                               @NotNull MLCTensor source)

Deprecated.

Add a layer to the graph

Parameters:

layer - The layer

source - The source tensor

Returns:

A result tensor

nodeWithLayerSources

@Nullable
public @Nullable MLCTensor nodeWithLayerSources(@NotNull
                                                @NotNull MLCLayer layer,
                                                @NotNull
                                                @NotNull NSArray<? extends MLCTensor> sources)

Deprecated.

Add a layer to the graph For variable length sequences of LSTMs/RNNs layers, create an MLCTensor of sortedSequenceLengths and pass it as the last index (i.e. index 2 or 4) of sources. This tensor must of be type MLCDataTypeInt32.

Parameters:

layer - The layer

sources - A list of source tensors

Returns:

A result tensor

nodeWithLayerSourcesDisableUpdate

@Nullable
public @Nullable MLCTensor nodeWithLayerSourcesDisableUpdate(@NotNull
                                                             @NotNull MLCLayer layer,
                                                             @NotNull
                                                             @NotNull NSArray<? extends MLCTensor> sources,
                                                             boolean disableUpdate)

Deprecated.

Add a layer to the graph For variable length sequences of LSTMs/RNNs layers, create an MLCTensor of sortedSequenceLengths and pass it as the last index (i.e. index 2 or 4) of sources. This tensor must of be type MLCDataTypeInt32.

Parameters:

layer - The layer

sources - A list of source tensors

disableUpdate - A flag to indicate if optimizer update should be disabled for this layer

Returns:

A result tensor

nodeWithLayerSourcesLossLabels

@Nullable
public @Nullable MLCTensor nodeWithLayerSourcesLossLabels(@NotNull
                                                          @NotNull MLCLayer layer,
                                                          @NotNull
                                                          @NotNull NSArray<? extends MLCTensor> sources,
                                                          @NotNull
                                                          @NotNull NSArray<? extends MLCTensor> lossLabels)

Deprecated.

Add a loss layer to the graph For variable length sequences of LSTMs/RNNs layers, create an MLCTensor of sortedSequenceLengths and pass it as the last index (i.e. index 2 or 4) of sources. This tensor must of be type MLCDataTypeInt32.

Parameters:

layer - The loss layer

lossLabels - The loss labels tensor

Returns:

A result tensor

reshapeWithShapeSource

@Nullable
public @Nullable MLCTensor reshapeWithShapeSource(@NotNull
                                                  @NotNull NSArray<? extends NSNumber> shape,
                                                  @NotNull
                                                  @NotNull MLCTensor source)

Deprecated.

Add a reshape layer to the graph

Parameters:

shape - An array representing the shape of result tensor

source - The source tensor

Returns:

A result tensor

resolveClassMethod

public static boolean resolveClassMethod(org.moe.natj.objc.SEL sel)

Deprecated.

resolveInstanceMethod

public static boolean resolveInstanceMethod(org.moe.natj.objc.SEL sel)

Deprecated.

resultTensorsForLayer

@NotNull
public @NotNull NSArray<? extends MLCTensor> resultTensorsForLayer(@NotNull
                                                                   @NotNull MLCLayer layer)

Deprecated.

Get the result tensors for a layer in the training graph

Parameters:

layer - A layer in the training graph

Returns:

A list of tensors

scatterWithDimensionSourceIndicesCopyFromReductionType

@Nullable
public @Nullable MLCTensor scatterWithDimensionSourceIndicesCopyFromReductionType(long dimension,
                                                                                  @NotNull
                                                                                  @NotNull MLCTensor source,
                                                                                  @NotNull
                                                                                  @NotNull MLCTensor indices,
                                                                                  @NotNull
                                                                                  @NotNull MLCTensor copyFrom,
                                                                                  int reductionType)

Deprecated.

Add a scatter layer to the graph

Parameters:

dimension - The dimension along which to index

source - The updates to use with scattering with index positions specified in indices to result tensor

indices - The index of elements to scatter

copyFrom - The source tensor whose data is to be first copied to the result tensor

reductionType - The reduction type applied for all values in source tensor that are scattered to a specific location in the result tensor. Must be: MLCReductionTypeNone or MLCReductionTypeSum.

Returns:

A result tensor API-Since: 14.5

selectWithSourcesCondition

@Nullable
public @Nullable MLCTensor selectWithSourcesCondition(@NotNull
                                                      @NotNull NSArray<? extends MLCTensor> sources,
                                                      @NotNull
                                                      @NotNull MLCTensor condition)

Deprecated.

Add a select layer to the graph

Parameters:

sources - The source tensors

condition - The condition mask

Returns:

A result tensor API-Since: 14.5

setVersion_static

public static void setVersion_static(long aVersion)

Deprecated.

sourceTensorsForLayer

@NotNull
public @NotNull NSArray<? extends MLCTensor> sourceTensorsForLayer(@NotNull
                                                                   @NotNull MLCLayer layer)

Deprecated.

Get the source tensors for a layer in the training graph

Parameters:

layer - A layer in the training graph

Returns:

A list of tensors

splitWithSourceSplitCountDimension

@Nullable
public @Nullable NSArray<? extends MLCTensor> splitWithSourceSplitCountDimension(@NotNull
                                                                                 @NotNull MLCTensor source,
                                                                                 long splitCount,
                                                                                 long dimension)

Deprecated.

Add a split layer to the graph

Parameters:

source - The source tensor

splitCount - The number of splits

dimension - The dimension to split the source tensor

Returns:

A result tensor

splitWithSourceSplitSectionLengthsDimension

@Nullable
public @Nullable NSArray<? extends MLCTensor> splitWithSourceSplitSectionLengthsDimension(@NotNull
                                                                                          @NotNull MLCTensor source,
                                                                                          @NotNull
                                                                                          @NotNull NSArray<? extends NSNumber> splitSectionLengths,
                                                                                          long dimension)

Deprecated.

Add a split layer to the graph

Parameters:

source - The source tensor

splitSectionLengths - The lengths of each split section

dimension - The dimension to split the source tensor

Returns:

A result tensor

summarizedDOTDescription

@NotNull
public @NotNull java.lang.String summarizedDOTDescription()

Deprecated.

A DOT representation of the graph. For more info on the DOT language, refer to https://en.wikipedia.org/wiki/DOT_(graph_description_language). Edges that have a dashed lines are those that have stop gradients, while those with solid lines don't.

superclass_static

public static org.moe.natj.objc.Class superclass_static()

Deprecated.

transposeWithDimensionsSource

@Nullable
public @Nullable MLCTensor transposeWithDimensionsSource(@NotNull
                                                         @NotNull NSArray<? extends NSNumber> dimensions,
                                                         @NotNull
                                                         @NotNull MLCTensor source)

Deprecated.

Add a transpose layer to the graph

Parameters:

dimensions - NSArray representing the desired ordering of dimensions The dimensions array specifies the input axis source for each output axis, such that the K'th element in the dimensions array specifies the input axis source for the K'th axis in the output. The batch dimension which is typically axis 0 cannot be transposed.

Returns:

A result tensor

version_static

public static long version_static()

Deprecated.

useStoredAccessor

@Deprecated
public static boolean useStoredAccessor()

Deprecated.