MetalPerformanceShadersGraph macOS 10.15.6 to 11.0 API Differences

MPSGraph.h
Added MPSGraphOptions
Added MPSGraphOptionsNone
Added MPSGraphOptionsSynchronizeResults
Added MPSGraphOptionsVerbose
Added MPSGraphOptionsDefault
Added MPSGraphTensorDataDictionary
Added MPSGraphTensorShapedTypeDictionary
Added MPSGraphCompletionHandler
Added MPSGraphScheduledHandler
Added MPSGraphExecutionDescriptor
Added MPSGraphExecutionDescriptor.scheduledHandler
Added MPSGraphExecutionDescriptor.completionHandler
Added MPSGraphExecutionDescriptor.waitUntilCompleted
Added MPSGraph
Added MPSGraph.options
Added +[MPSGraph new]
Added -[MPSGraph init]
Added MPSGraph.placeholderTensors
Added -[MPSGraph runWithFeeds:targetTensors:targetOperations:]
Added -[MPSGraph runWithMTLCommandQueue:feeds:targetTensors:targetOperations:]
Added -[MPSGraph runWithMTLCommandQueue:feeds:targetOperations:resultsDictionary:]
Added -[MPSGraph runAsyncWithFeeds:targetTensors:targetOperations:executionDescriptor:]
Added -[MPSGraph runAsyncWithMTLCommandQueue:feeds:targetTensors:targetOperations:executionDescriptor:]
Added -[MPSGraph runAsyncWithMTLCommandQueue:feeds:targetOperations:resultsDictionary:executionDescriptor:]
Added -[MPSGraph encodeToCommandBuffer:feeds:targetTensors:targetOperations:executionDescriptor:]
Added -[MPSGraph encodeToCommandBuffer:feeds:targetOperations:resultsDictionary:executionDescriptor:]
MPSGraphActivationOps.h
Added -[MPSGraph reLUWithTensor:name:]
Added -[MPSGraph reLUGradientWithIncomingGradient:sourceTensor:name:]
Added -[MPSGraph sigmoidWithTensor:name:]
Added -[MPSGraph sigmoidGradientWithIncomingGradient:sourceTensor:name:]
Added -[MPSGraph softMaxWithTensor:axis:name:]
Added -[MPSGraph softMaxGradientWithIncomingGradient:sourceTensor:axis:name:]
MPSGraphArithmeticOps.h
Added -[MPSGraph identityWithTensor:name:]
Added -[MPSGraph exponentWithTensor:name:]
Added -[MPSGraph exponentBase2WithTensor:name:]
Added -[MPSGraph exponentBase10WithTensor:name:]
Added -[MPSGraph logarithmWithTensor:name:]
Added -[MPSGraph logarithmBase2WithTensor:name:]
Added -[MPSGraph logarithmBase10WithTensor:name:]
Added -[MPSGraph squareWithTensor:name:]
Added -[MPSGraph squareRootWithTensor:name:]
Added -[MPSGraph reverseSquareRootWithTensor:name:]
Added -[MPSGraph reciprocalWithTensor:name:]
Added -[MPSGraph absoluteWithTensor:name:]
Added -[MPSGraph negativeWithTensor:name:]
Added -[MPSGraph signWithTensor:name:]
Added -[MPSGraph signbitWithTensor:name:]
Added -[MPSGraph ceilWithTensor:name:]
Added -[MPSGraph floorWithTensor:name:]
Added -[MPSGraph roundWithTensor:name:]
Added -[MPSGraph rintWithTensor:name:]
Added -[MPSGraph sinWithTensor:name:]
Added -[MPSGraph cosWithTensor:name:]
Added -[MPSGraph tanWithTensor:name:]
Added -[MPSGraph sinhWithTensor:name:]
Added -[MPSGraph coshWithTensor:name:]
Added -[MPSGraph tanhWithTensor:name:]
Added -[MPSGraph asinWithTensor:name:]
Added -[MPSGraph acosWithTensor:name:]
Added -[MPSGraph atanWithTensor:name:]
Added -[MPSGraph asinhWithTensor:name:]
Added -[MPSGraph acoshWithTensor:name:]
Added -[MPSGraph atanhWithTensor:name:]
Added -[MPSGraph notWithTensor:name:]
Added -[MPSGraph isInfiniteWithTensor:name:]
Added -[MPSGraph isFiniteWithTensor:name:]
Added -[MPSGraph isNaNWithTensor:name:]
Added -[MPSGraph erfWithTensor:name:]
Added -[MPSGraph additionWithPrimaryTensor:secondaryTensor:name:]
Added -[MPSGraph subtractionWithPrimaryTensor:secondaryTensor:name:]
Added -[MPSGraph multiplicationWithPrimaryTensor:secondaryTensor:name:]
Added -[MPSGraph divisionWithPrimaryTensor:secondaryTensor:name:]
Added -[MPSGraph moduloWithPrimaryTensor:secondaryTensor:name:]
Added -[MPSGraph powerWithPrimaryTensor:secondaryTensor:name:]
Added -[MPSGraph minimumWithPrimaryTensor:secondaryTensor:name:]
Added -[MPSGraph maximumWithPrimaryTensor:secondaryTensor:name:]
Added -[MPSGraph equalWithPrimaryTensor:secondaryTensor:name:]
Added -[MPSGraph notEqualWithPrimaryTensor:secondaryTensor:name:]
Added -[MPSGraph lessThanWithPrimaryTensor:secondaryTensor:name:]
Added -[MPSGraph lessThanOrEqualToWithPrimaryTensor:secondaryTensor:name:]
Added -[MPSGraph greaterThanWithPrimaryTensor:secondaryTensor:name:]
Added -[MPSGraph greaterThanOrEqualToWithPrimaryTensor:secondaryTensor:name:]
Added -[MPSGraph logicalANDWithPrimaryTensor:secondaryTensor:name:]
Added -[MPSGraph logicalORWithPrimaryTensor:secondaryTensor:name:]
Added -[MPSGraph logicalNANDWithPrimaryTensor:secondaryTensor:name:]
Added -[MPSGraph logicalNORWithPrimaryTensor:secondaryTensor:name:]
Added -[MPSGraph logicalXORWithPrimaryTensor:secondaryTensor:name:]
Added -[MPSGraph logicalXNORWithPrimaryTensor:secondaryTensor:name:]
Added -[MPSGraph atan2WithPrimaryTensor:secondaryTensor:name:]
Added -[MPSGraph selectWithPredicateTensor:truePredicateTensor:falsePredicateTensor:name:]
Added -[MPSGraph clampWithTensor:minValueTensor:maxValueTensor:name:]
Added -[MPSGraph divisionNoNaNWithPrimaryTensor:secondaryTensor:name:]
Added -[MPSGraph floorModuloWithPrimaryTensor:secondaryTensor:name:]
MPSGraphAutomaticDifferentiation.h
Added -[MPSGraph gradientForPrimaryTensor:withTensors:name:]
MPSGraphConvolutionOps.h
Added MPSGraphConvolution2DOpDescriptor
Added MPSGraphConvolution2DOpDescriptor.strideInX
Added MPSGraphConvolution2DOpDescriptor.strideInY
Added MPSGraphConvolution2DOpDescriptor.dilationRateInX
Added MPSGraphConvolution2DOpDescriptor.dilationRateInY
Added MPSGraphConvolution2DOpDescriptor.paddingLeft
Added MPSGraphConvolution2DOpDescriptor.paddingRight
Added MPSGraphConvolution2DOpDescriptor.paddingTop
Added MPSGraphConvolution2DOpDescriptor.paddingBottom
Added MPSGraphConvolution2DOpDescriptor.paddingStyle
Added MPSGraphConvolution2DOpDescriptor.dataLayout
Added MPSGraphConvolution2DOpDescriptor.weightsLayout
Added MPSGraphConvolution2DOpDescriptor.groups
Added +[MPSGraphConvolution2DOpDescriptor descriptorWithStrideInX:strideInY:dilationRateInX:dilationRateInY:groups:paddingLeft:paddingRight:paddingTop:paddingBottom:paddingStyle:dataLayout:weightsLayout:]
Added +[MPSGraphConvolution2DOpDescriptor descriptorWithStrideInX:strideInY:dilationRateInX:dilationRateInY:groups:paddingStyle:dataLayout:weightsLayout:]
Added -[MPSGraphConvolution2DOpDescriptor setExplicitPaddingWithPaddingLeft:paddingRight:paddingTop:paddingBottom:]
Added -[MPSGraph convolution2DWithSourceTensor:weightsTensor:descriptor:name:]
Added -[MPSGraph convolution2DDataGradientWithIncomingGradientTensor:weightsTensor:outputShape:forwardConvolutionDescriptor:name:]
Added -[MPSGraph convolution2DWeightsGradientWithIncomingGradientTensor:sourceTensor:outputShape:forwardConvolutionDescriptor:name:]
MPSGraphConvolutionTransposeOps.h
Added -[MPSGraph convolutionTranspose2DWithSourceTensor:weightsTensor:outputShape:descriptor:name:]
Added -[MPSGraph convolutionTranspose2DDataGradientWithIncomingGradientTensor:weightsTensor:outputShape:forwardConvolutionDescriptor:name:]
Added -[MPSGraph convolutionTranspose2DWeightsGradientWithIncomingGradientTensor:sourceTensor:outputShape:forwardConvolutionDescriptor:name:]
MPSGraphCore.h
Added MPSGraphShapedType
Added MPSGraphShapedType.shape
Added MPSGraphShapedType.dataType
Added -[MPSGraphShapedType initWithShape:dataType:]
Added -[MPSGraphShapedType isEqualTo:]
Added MPSGraphTensorNamedDataLayout
Added MPSGraphTensorNamedDataLayoutNCHW
Added MPSGraphTensorNamedDataLayoutNHWC
Added MPSGraphTensorNamedDataLayoutOIHW
Added MPSGraphTensorNamedDataLayoutHWIO
Added MPSGraphTensorNamedDataLayoutCHW
Added MPSGraphTensorNamedDataLayoutHWC
Added MPSGraphTensorNamedDataLayoutHW
Added MPSGraphPaddingStyle
Added MPSGraphPaddingStyleExplicit
Added MPSGraphPaddingStyleTF_VALID
Added MPSGraphPaddingStyleTF_SAME
Added MPSGraphPaddingMode
Added MPSGraphPaddingModeConstant
Added MPSGraphPaddingModeReflect
Added MPSGraphPaddingModeSymmetric
MPSGraphDepthwiseConvolutionOps.h
Added MPSGraphDepthwiseConvolution2DOpDescriptor
Added MPSGraphDepthwiseConvolution2DOpDescriptor.strideInX
Added MPSGraphDepthwiseConvolution2DOpDescriptor.strideInY
Added MPSGraphDepthwiseConvolution2DOpDescriptor.dilationRateInX
Added MPSGraphDepthwiseConvolution2DOpDescriptor.dilationRateInY
Added MPSGraphDepthwiseConvolution2DOpDescriptor.paddingLeft
Added MPSGraphDepthwiseConvolution2DOpDescriptor.paddingRight
Added MPSGraphDepthwiseConvolution2DOpDescriptor.paddingTop
Added MPSGraphDepthwiseConvolution2DOpDescriptor.paddingBottom
Added MPSGraphDepthwiseConvolution2DOpDescriptor.paddingStyle
Added MPSGraphDepthwiseConvolution2DOpDescriptor.dataLayout
Added MPSGraphDepthwiseConvolution2DOpDescriptor.weightsLayout
Added +[MPSGraphDepthwiseConvolution2DOpDescriptor descriptorWithStrideInX:strideInY:dilationRateInX:dilationRateInY:paddingLeft:paddingRight:paddingTop:paddingBottom:paddingStyle:dataLayout:weightsLayout:]
Added +[MPSGraphDepthwiseConvolution2DOpDescriptor descriptorWithDataLayout:weightsLayout:]
Added -[MPSGraphDepthwiseConvolution2DOpDescriptor setExplicitPaddingWithPaddingLeft:paddingRight:paddingTop:paddingBottom:]
Added -[MPSGraph depthwiseConvolution2DWithSourceTensor:weightsTensor:descriptor:name:]
Added -[MPSGraph depthwiseConvolution2DDataGradientWithIncomingGradientTensor:weightsTensor:outputShape:descriptor:name:]
Added -[MPSGraph depthwiseConvolution2DWeightsGradientWithIncomingGradientTensor:sourceTensor:outputShape:descriptor:name:]
MPSGraphDevice.h
Added MPSGraphDeviceType
Added MPSGraphDeviceTypeMetal
Added MPSGraphDevice
Added MPSGraphDevice.type
Added MPSGraphDevice.metalDevice
Added +[MPSGraphDevice deviceWithMTLDevice:]
MPSGraphGatherNDOps.h
Added -[MPSGraph gatherNDWithUpdatesTensor:indicesTensor:batchDimensions:name:]
MPSGraphGatherOps.h
Added -[MPSGraph gatherWithUpdatesTensor:indicesTensor:axis:batchDimensions:name:]
MPSGraphLossOps.h
Added MPSGraphLossReductionType
Added MPSGraphLossReductionTypeAxis
Added MPSGraphLossReductionTypeSum
Added -[MPSGraph softMaxCrossEntropyWithSourceTensor:labelsTensor:axis:reductionType:name:]
Added -[MPSGraph softMaxCrossEntropyGradientWithIncomingGradientTensor:sourceTensor:labelsTensor:axis:reductionType:name:]
MPSGraphMatrixMultiplicationOps.h
Added -[MPSGraph matrixMultiplicationWithPrimaryTensor:secondaryTensor:name:]
MPSGraphMemoryOps.h
Added MPSGraphVariableOp
Added MPSGraphVariableOp.shape
Added MPSGraphVariableOp.dataType
Added -[MPSGraph placeholderWithShape:dataType:name:]
Added -[MPSGraph placeholderWithShape:name:]
Added -[MPSGraph constantWithData:shape:dataType:]
Added -[MPSGraph constantWithScalar:dataType:]
Added -[MPSGraph constantWithScalar:shape:dataType:]
Added -[MPSGraph variableWithData:shape:dataType:name:]
Added -[MPSGraph readVariable:name:]
Added -[MPSGraph assignVariable:withValueOfTensor:name:]
MPSGraphNormalizationOps.h
Added -[MPSGraph meanOfTensor:axes:name:]
Added -[MPSGraph varianceOfTensor:meanTensor:axes:name:]
Added -[MPSGraph varianceOfTensor:axes:name:]
Added -[MPSGraph normalizationWithTensor:meanTensor:varianceTensor:gammaTensor:betaTensor:epsilon:name:]
Added -[MPSGraph normalizationGammaGradientWithIncomingGradientTensor:sourceTensor:meanTensor:varianceTensor:reductionAxes:epsilon:name:]
Added -[MPSGraph normalizationBetaGradientWithIncomingGradientTensor:sourceTensor:reductionAxes:name:]
Added -[MPSGraph normalizationGradientWithIncomingGradientTensor:sourceTensor:meanTensor:varianceTensor:gammaTensor:gammaGradientTensor:betaGradientTensor:reductionAxes:epsilon:name:]
MPSGraphOneHotOps.h
Added -[MPSGraph oneHotWithIndicesTensor:depth:axis:dataType:onValue:offValue:name:]
Added -[MPSGraph oneHotWithIndicesTensor:depth:dataType:onValue:offValue:name:]
Added -[MPSGraph oneHotWithIndicesTensor:depth:axis:dataType:name:]
Added -[MPSGraph oneHotWithIndicesTensor:depth:axis:name:]
Added -[MPSGraph oneHotWithIndicesTensor:depth:dataType:name:]
Added -[MPSGraph oneHotWithIndicesTensor:depth:name:]
MPSGraphOperation.h
Added MPSGraphOperation
Added MPSGraphOperation.inputTensors
Added MPSGraphOperation.outputTensors
Added MPSGraphOperation.controlDependencies
Added MPSGraphOperation.graph
Added MPSGraphOperation.name
MPSGraphOptimizerOps.h
Added -[MPSGraph stochasticGradientDescentWithLearningRateTensor:valuesTensor:gradientTensor:name:]
Added -[MPSGraph applyStochasticGradientDescentWithLearningRateTensor:variable:gradientTensor:name:]
MPSGraphPoolingOps.h
Added MPSGraphPooling2DOpDescriptor
Added MPSGraphPooling2DOpDescriptor.kernelWidth
Added MPSGraphPooling2DOpDescriptor.kernelHeight
Added MPSGraphPooling2DOpDescriptor.strideInX
Added MPSGraphPooling2DOpDescriptor.strideInY
Added MPSGraphPooling2DOpDescriptor.dilationRateInX
Added MPSGraphPooling2DOpDescriptor.dilationRateInY
Added MPSGraphPooling2DOpDescriptor.paddingLeft
Added MPSGraphPooling2DOpDescriptor.paddingRight
Added MPSGraphPooling2DOpDescriptor.paddingTop
Added MPSGraphPooling2DOpDescriptor.paddingBottom
Added MPSGraphPooling2DOpDescriptor.paddingStyle
Added MPSGraphPooling2DOpDescriptor.dataLayout
Added +[MPSGraphPooling2DOpDescriptor descriptorWithKernelWidth:kernelHeight:strideInX:strideInY:dilationRateInX:dilationRateInY:paddingLeft:paddingRight:paddingTop:paddingBottom:paddingStyle:dataLayout:]
Added +[MPSGraphPooling2DOpDescriptor descriptorWithKernelWidth:kernelHeight:strideInX:strideInY:paddingStyle:dataLayout:]
Added -[MPSGraphPooling2DOpDescriptor setExplicitPaddingWithPaddingLeft:paddingRight:paddingTop:paddingBottom:]
Added -[MPSGraph maxPooling2DWithSourceTensor:descriptor:name:]
Added -[MPSGraph maxPooling2DGradientWithGradientTensor:sourceTensor:descriptor:name:]
Added -[MPSGraph avgPooling2DWithSourceTensor:descriptor:name:]
Added -[MPSGraph avgPooling2DGradientWithGradientTensor:sourceTensor:descriptor:name:]
MPSGraphRandomOps.h
Added -[MPSGraph dropoutTensor:rate:name:]
Added -[MPSGraph dropoutTensor:rateTensor:name:]
MPSGraphReductionOps.h
Added -[MPSGraph reductionSumWithTensor:axis:name:]
Added -[MPSGraph reductionSumWithTensor:axes:name:]
Added -[MPSGraph reductionMaximumWithTensor:axis:name:]
Added -[MPSGraph reductionMaximumWithTensor:axes:name:]
Added -[MPSGraph reductionMinimumWithTensor:axis:name:]
Added -[MPSGraph reductionMinimumWithTensor:axes:name:]
Added -[MPSGraph reductionProductWithTensor:axis:name:]
Added -[MPSGraph reductionProductWithTensor:axes:name:]
MPSGraphResizeOps.h
Added MPSGraphResizeMode
Added MPSGraphResizeNearest
Added MPSGraphResizeBilinear
Added -[MPSGraph resizeTensor:size:mode:centerResult:alignCorners:layout:name:]
Added -[MPSGraph resizeWithGradientTensor:input:mode:centerResult:alignCorners:layout:name:]
MPSGraphScatterNDOps.h
Added -[MPSGraph scatterNDWithUpdatesTensor:indicesTensor:shape:batchDimensions:name:]
MPSGraphTensor.h
Added MPSGraphTensor
Added MPSGraphTensor.shape
Added MPSGraphTensor.dataType
Added MPSGraphTensor.operation
MPSGraphTensorData.h
Added MPSGraphTensorData
Added MPSGraphTensorData.shape
Added MPSGraphTensorData.dataType
Added MPSGraphTensorData.device
Added -[MPSGraphTensorData initWithDevice:data:shape:dataType:]
Added -[MPSGraphTensorData initWithMTLBuffer:shape:dataType:]
Added -[MPSGraphTensorData initWithMPSMatrix:]
Added -[MPSGraphTensorData initWithMPSMatrix:rank:]
Added -[MPSGraphTensorData initWithMPSVector:]
Added -[MPSGraphTensorData initWithMPSVector:rank:]
Added -[MPSGraphTensorData initWithMPSNDArray:]
Added -[MPSGraphTensorData initWithMPSImageBatch:]
Added -[MPSGraphTensorData mpsndarray]
MPSGraphTensorShapeOps.h
Added -[MPSGraph reshapeTensor:withShape:name:]
Added -[MPSGraph transposeTensor:dimension:withDimension:name:]
Added -[MPSGraph sliceTensor:dimension:start:length:name:]
Added -[MPSGraph concatTensor:withTensor:dimension:name:]
Added -[MPSGraph concatTensors:dimension:name:]
Added -[MPSGraph tileTensor:withMultiplier:name:]
Added -[MPSGraph tileGradientWithIncomingGradientTensor:sourceTensor:withMultiplier:name:]
Added -[MPSGraph padTensor:withPaddingMode:leftPadding:rightPadding:constantValue:name:]
Added -[MPSGraph padGradientWithIncomingGradientTensor:sourceTensor:paddingMode:leftPadding:rightPadding:name:]