Added constructor:
public NSMenuToolbarItem (string itemIdentifier);Added constructor:
public NSSharingServicePickerToolbarItem (string itemIdentifier);Added methods:
public nint AddToolTip (CoreGraphics.CGRect rect, Foundation.NSObject owner);
public nint AddToolTip (CoreGraphics.CGRect rect, Foundation.NSObject owner, nint userData);Added methods:
public static NSObject Alloc (ObjCRuntime.Class kls);
public void Init ();
public static void InvokeInBackground (System.Action action);Added property:
public virtual bool LowPowerModeEnabled { get; }Added methods:
public static MPSNDArray Create (Metal.IMTLDevice device, System.ReadOnlySpan<float> values, int[] shape);
public void Read (System.Span<float> values);
public void Write (System.ReadOnlySpan<float> values);Obsoleted methods:
[Obsolete ("Use the overload that takes a 'Func<NWEndpoint, bool>' instead.")]
public void EnumerateGateways (System.Action<NWEndpoint> callback);
[Obsolete ("Use the overload that takes a 'Func<NWInterface, bool>' instead.")]
public void EnumerateInterfaces (System.Action<NWInterface> callback);Added methods:
public void EnumerateGateways (System.Func<NWEndpoint,System.Boolean> callback);
public void EnumerateInterfaces (System.Func<NWInterface,System.Boolean> callback);Modified fields:
-public const string Version = "8.11.0";
+public const string Version = "8.13.0";Added field:
public static const string MetalPerformanceShadersGraphLibrary = "/System/Library/Frameworks/MetalPerformanceShadersGraph.framework/MetalPerformanceShadersGraph";Added method:
public static IntPtr dlopen (string path, Dlfcn.Mode mode);[Serializable]
[Flags]
public enum Mode {
First = 256,
Global = 8,
Lazy = 1,
Local = 4,
NoDelete = 128,
NoLoad = 16,
None = 0,
Now = 2,
}Added methods:
public static void ThrowArgumentNullException (string argumentName, string message);
public static void ThrowArgumentOutOfRangeException (string argumentName, object actualValue, string message);public sealed class NativeNameAttribute : System.Attribute {
// constructors
public NativeNameAttribute (string name);
// properties
public string NativeName { get; set; }
}Obsoleted fields:
[Obsolete ("Use 'Active2'.")]
Active = 0,
[Obsolete ("Use 'Critical2'.")]
Critical = 1,
[Obsolete ("Use 'Passive2'.")]
Passive = 2,
[Obsolete ("Use 'TimeSensitive2'.")]
TimeSensitive = 3,Added values:
Active2 = 1,
Critical2 = 3,
Passive2 = 0,
TimeSensitive2 = 2,public class MPSGraph : Foundation.NSObject {
// constructors
public MPSGraph ();
protected MPSGraph (Foundation.NSObjectFlag t);
protected MPSGraph (ObjCRuntime.NativeHandle handle);
// properties
public override ObjCRuntime.NativeHandle ClassHandle { get; }
public virtual MPSGraphOptions Options { get; set; }
public virtual MPSGraphTensor[] PlaceholderTensors { get; }
// methods
public virtual MPSGraphExecutable Compile (MPSGraphDevice device, Foundation.NSDictionary<MPSGraphTensor,MetalPerformanceShadersGraph.MPSGraphShapedType> feeds, MPSGraphTensor[] targetTensors, MPSGraphOperation[] targetOperations, MPSGraphCompilationDescriptor compilationDescriptor);
public static MPSGraph Create ();
public virtual void Encode (MetalPerformanceShaders.MPSCommandBuffer commandBuffer, Foundation.NSDictionary<MPSGraphTensor,MetalPerformanceShadersGraph.MPSGraphTensorData> feeds, MPSGraphOperation[] targetOperations, Foundation.NSDictionary<MPSGraphTensor,MetalPerformanceShadersGraph.MPSGraphTensorData> resultsDictionary, MPSGraphExecutionDescriptor executionDescriptor);
public virtual Foundation.NSDictionary<MPSGraphTensor,MetalPerformanceShadersGraph.MPSGraphTensorData> Encode (MetalPerformanceShaders.MPSCommandBuffer commandBuffer, Foundation.NSDictionary<MPSGraphTensor,MetalPerformanceShadersGraph.MPSGraphTensorData> feeds, MPSGraphTensor[] targetTensors, MPSGraphOperation[] targetOperations, MPSGraphExecutionDescriptor executionDescriptor);
public virtual Foundation.NSDictionary<MPSGraphTensor,MetalPerformanceShadersGraph.MPSGraphTensorData> Run (Foundation.NSDictionary<MPSGraphTensor,MetalPerformanceShadersGraph.MPSGraphTensorData> feeds, MPSGraphTensor[] targetTensors, MPSGraphOperation[] targetOperations);
public virtual void Run (Metal.IMTLCommandQueue commandQueue, Foundation.NSDictionary<MPSGraphTensor,MetalPerformanceShadersGraph.MPSGraphTensorData> feeds, MPSGraphOperation[] targetOperations, Foundation.NSDictionary<MPSGraphTensor,MetalPerformanceShadersGraph.MPSGraphTensorData> resultsDictionary);
public virtual Foundation.NSDictionary<MPSGraphTensor,MetalPerformanceShadersGraph.MPSGraphTensorData> Run (Metal.IMTLCommandQueue commandQueue, Foundation.NSDictionary<MPSGraphTensor,MetalPerformanceShadersGraph.MPSGraphTensorData> feeds, MPSGraphTensor[] targetTensors, MPSGraphOperation[] targetOperations);
public virtual Foundation.NSDictionary<MPSGraphTensor,MetalPerformanceShadersGraph.MPSGraphTensorData> RunAsync (Foundation.NSDictionary<MPSGraphTensor,MetalPerformanceShadersGraph.MPSGraphTensorData> feeds, MPSGraphTensor[] targetTensors, MPSGraphOperation[] targetOperations, MPSGraphExecutionDescriptor executionDescriptor);
public virtual void RunAsync (Metal.IMTLCommandQueue commandQueue, Foundation.NSDictionary<MPSGraphTensor,MetalPerformanceShadersGraph.MPSGraphTensorData> feeds, MPSGraphOperation[] targetOperations, Foundation.NSDictionary<MPSGraphTensor,MetalPerformanceShadersGraph.MPSGraphTensorData> resultsDictionary, MPSGraphExecutionDescriptor executionDescriptor);
public virtual Foundation.NSDictionary<MPSGraphTensor,MetalPerformanceShadersGraph.MPSGraphTensorData> RunAsync (Metal.IMTLCommandQueue commandQueue, Foundation.NSDictionary<MPSGraphTensor,MetalPerformanceShadersGraph.MPSGraphTensorData> feeds, MPSGraphTensor[] targetTensors, MPSGraphOperation[] targetOperations, MPSGraphExecutionDescriptor executionDescriptor);
}public class MPSGraphCompilationDescriptor : Foundation.NSObject, Foundation.INSCopying, ObjCRuntime.INativeObject, System.IDisposable {
// constructors
public MPSGraphCompilationDescriptor ();
protected MPSGraphCompilationDescriptor (Foundation.NSObjectFlag t);
protected MPSGraphCompilationDescriptor (ObjCRuntime.NativeHandle handle);
// properties
public override ObjCRuntime.NativeHandle ClassHandle { get; }
// methods
public virtual Foundation.NSObject Copy (Foundation.NSZone zone);
public virtual void DisableTypeInference ();
}public sealed delegate MPSGraphCompletionHandler : System.MulticastDelegate {
// constructors
public MPSGraphCompletionHandler (object object, IntPtr method);
// methods
public virtual System.IAsyncResult BeginInvoke (Foundation.NSDictionary<MPSGraphTensor,MetalPerformanceShadersGraph.MPSGraphTensorData> resultsDictionary, Foundation.NSError error, System.AsyncCallback callback, object object);
public virtual void EndInvoke (System.IAsyncResult result);
public virtual void Invoke (Foundation.NSDictionary<MPSGraphTensor,MetalPerformanceShadersGraph.MPSGraphTensorData> resultsDictionary, Foundation.NSError error);
}public sealed delegate MPSGraphControlFlowDependencyBlock : System.MulticastDelegate {
// constructors
public MPSGraphControlFlowDependencyBlock (object object, IntPtr method);
// methods
public virtual System.IAsyncResult BeginInvoke (System.AsyncCallback callback, object object);
public virtual MPSGraphTensor[] EndInvoke (System.IAsyncResult result);
public virtual MPSGraphTensor[] Invoke ();
}public class MPSGraphConvolution2DOpDescriptor : Foundation.NSObject, Foundation.INSCopying, ObjCRuntime.INativeObject, System.IDisposable {
// constructors
public MPSGraphConvolution2DOpDescriptor ();
protected MPSGraphConvolution2DOpDescriptor (Foundation.NSObjectFlag t);
protected MPSGraphConvolution2DOpDescriptor (ObjCRuntime.NativeHandle handle);
// properties
public override ObjCRuntime.NativeHandle ClassHandle { get; }
public virtual MPSGraphTensorNamedDataLayout DataLayout { get; set; }
public virtual nuint DilationRateInX { get; set; }
public virtual nuint DilationRateInY { get; set; }
public virtual nuint Groups { get; set; }
public virtual nuint PaddingBottom { get; set; }
public virtual nuint PaddingLeft { get; set; }
public virtual nuint PaddingRight { get; set; }
public virtual MPSGraphPaddingStyle PaddingStyle { get; set; }
public virtual nuint PaddingTop { get; set; }
public virtual nuint StrideInX { get; set; }
public virtual nuint StrideInY { get; set; }
public virtual MPSGraphTensorNamedDataLayout WeightsLayout { get; set; }
// methods
public virtual Foundation.NSObject Copy (Foundation.NSZone zone);
public static MPSGraphConvolution2DOpDescriptor Create (nuint strideInX, nuint strideInY, nuint dilationRateInX, nuint dilationRateInY, nuint groups, MPSGraphPaddingStyle paddingStyle, MPSGraphTensorNamedDataLayout dataLayout, MPSGraphTensorNamedDataLayout weightsLayout);
public static MPSGraphConvolution2DOpDescriptor Create (nuint strideInX, nuint strideInY, nuint dilationRateInX, nuint dilationRateInY, nuint groups, nuint paddingLeft, nuint paddingRight, nuint paddingTop, nuint paddingBottom, MPSGraphPaddingStyle paddingStyle, MPSGraphTensorNamedDataLayout dataLayout, MPSGraphTensorNamedDataLayout weightsLayout);
public virtual void SetExplicitPadding (nuint paddingLeft, nuint paddingRight, nuint paddingTop, nuint paddingBottom);
}public class MPSGraphCreateSparseOpDescriptor : Foundation.NSObject, Foundation.INSCopying, ObjCRuntime.INativeObject, System.IDisposable {
// constructors
public MPSGraphCreateSparseOpDescriptor ();
protected MPSGraphCreateSparseOpDescriptor (Foundation.NSObjectFlag t);
protected MPSGraphCreateSparseOpDescriptor (ObjCRuntime.NativeHandle handle);
// properties
public override ObjCRuntime.NativeHandle ClassHandle { get; }
public virtual MetalPerformanceShaders.MPSDataType DataType { get; set; }
public virtual MPSGraphSparseStorageType SparseStorageType { get; set; }
// methods
public virtual Foundation.NSObject Copy (Foundation.NSZone zone);
public static MPSGraphCreateSparseOpDescriptor Create (MPSGraphSparseStorageType sparseStorageType, MetalPerformanceShaders.MPSDataType dataType);
}public class MPSGraphDepthwiseConvolution2DOpDescriptor : Foundation.NSObject, Foundation.INSCopying, ObjCRuntime.INativeObject, System.IDisposable {
// constructors
public MPSGraphDepthwiseConvolution2DOpDescriptor ();
protected MPSGraphDepthwiseConvolution2DOpDescriptor (Foundation.NSObjectFlag t);
protected MPSGraphDepthwiseConvolution2DOpDescriptor (ObjCRuntime.NativeHandle handle);
// properties
public override ObjCRuntime.NativeHandle ClassHandle { get; }
public virtual MPSGraphTensorNamedDataLayout DataLayout { get; set; }
public virtual nuint DilationRateInX { get; set; }
public virtual nuint DilationRateInY { get; set; }
public virtual nuint PaddingBottom { get; set; }
public virtual nuint PaddingLeft { get; set; }
public virtual nuint PaddingRight { get; set; }
public virtual MPSGraphPaddingStyle PaddingStyle { get; set; }
public virtual nuint PaddingTop { get; set; }
public virtual nuint StrideInX { get; set; }
public virtual nuint StrideInY { get; set; }
public virtual MPSGraphTensorNamedDataLayout WeightsLayout { get; set; }
// methods
public virtual Foundation.NSObject Copy (Foundation.NSZone zone);
public static MPSGraphDepthwiseConvolution2DOpDescriptor Create (MPSGraphTensorNamedDataLayout dataLayout, MPSGraphTensorNamedDataLayout weightsLayout);
public static MPSGraphDepthwiseConvolution2DOpDescriptor Create (nuint strideInX, nuint strideInY, nuint dilationRateInX, nuint dilationRateInY, nuint paddingLeft, nuint paddingRight, nuint paddingTop, nuint paddingBottom, MPSGraphPaddingStyle paddingStyle, MPSGraphTensorNamedDataLayout dataLayout, MPSGraphTensorNamedDataLayout weightsLayout);
public virtual void SetExplicitPadding (nuint paddingLeft, nuint paddingRight, nuint paddingTop, nuint paddingBottom);
}public class MPSGraphDepthwiseConvolution3DOpDescriptor : Foundation.NSObject, Foundation.INSCopying, ObjCRuntime.INativeObject, System.IDisposable {
// constructors
public MPSGraphDepthwiseConvolution3DOpDescriptor ();
protected MPSGraphDepthwiseConvolution3DOpDescriptor (Foundation.NSObjectFlag t);
protected MPSGraphDepthwiseConvolution3DOpDescriptor (ObjCRuntime.NativeHandle handle);
// properties
public virtual nint ChannelDimensionIndex { get; set; }
public override ObjCRuntime.NativeHandle ClassHandle { get; }
public virtual int[] DilationRates { get; set; }
public virtual MPSGraphPaddingStyle PaddingStyle { get; set; }
public virtual int[] PaddingValues { get; set; }
public virtual int[] Strides { get; set; }
// methods
public virtual Foundation.NSObject Copy (Foundation.NSZone zone);
public static MPSGraphDepthwiseConvolution3DOpDescriptor Create (MPSGraphPaddingStyle paddingStyle);
public static MPSGraphDepthwiseConvolution3DOpDescriptor Create (int[] strides, int[] dilationRates, int[] paddingValues, MPSGraphPaddingStyle paddingStyle);
}public class MPSGraphDevice : Foundation.NSObject {
// constructors
public MPSGraphDevice ();
protected MPSGraphDevice (Foundation.NSObjectFlag t);
protected MPSGraphDevice (ObjCRuntime.NativeHandle handle);
// properties
public override ObjCRuntime.NativeHandle ClassHandle { get; }
public virtual Metal.IMTLDevice MetalDevice { get; }
public virtual MPSGraphDeviceType Type { get; }
// methods
public static MPSGraphDevice Create (Metal.IMTLDevice metalDevice);
}[Serializable]
public enum MPSGraphDeviceType {
Metal = 0,
}public class MPSGraphExecutable : Foundation.NSObject {
// constructors
public MPSGraphExecutable ();
protected MPSGraphExecutable (Foundation.NSObjectFlag t);
protected MPSGraphExecutable (ObjCRuntime.NativeHandle handle);
// properties
public override ObjCRuntime.NativeHandle ClassHandle { get; }
public virtual MPSGraphTensor[] FeedTensors { get; }
public virtual MPSGraphOptions Options { get; set; }
public virtual MPSGraphTensor[] TargetTensors { get; }
// methods
public virtual MPSGraphTensorData[] Encode (MetalPerformanceShaders.MPSCommandBuffer commandBuffer, MPSGraphTensorData[] inputsArray, MPSGraphTensorData[] resultsArray, MPSGraphExecutableExecutionDescriptor executionDescriptor);
public virtual MPSGraphTensorData[] Run (Metal.IMTLCommandQueue commandQueue, MPSGraphTensorData[] inputsArray, MPSGraphTensorData[] resultsArray, MPSGraphExecutableExecutionDescriptor executionDescriptor);
public virtual MPSGraphTensorData[] RunAsync (Metal.IMTLCommandQueue commandQueue, MPSGraphTensorData[] inputsArray, MPSGraphTensorData[] resultsArray, MPSGraphExecutableExecutionDescriptor executionDescriptor);
public virtual void Specialize (MPSGraphDevice device, MPSGraphType[] inputTypes, MPSGraphCompilationDescriptor compilationDescriptor);
}public sealed delegate MPSGraphExecutableCompletionHandler : System.MulticastDelegate {
// constructors
public MPSGraphExecutableCompletionHandler (object object, IntPtr method);
// methods
public virtual System.IAsyncResult BeginInvoke (MPSGraphTensorData[] results, Foundation.NSError error, System.AsyncCallback callback, object object);
public virtual void EndInvoke (System.IAsyncResult result);
public virtual void Invoke (MPSGraphTensorData[] results, Foundation.NSError error);
}public class MPSGraphExecutableExecutionDescriptor : Foundation.NSObject {
// constructors
public MPSGraphExecutableExecutionDescriptor ();
protected MPSGraphExecutableExecutionDescriptor (Foundation.NSObjectFlag t);
protected MPSGraphExecutableExecutionDescriptor (ObjCRuntime.NativeHandle handle);
// properties
public override ObjCRuntime.NativeHandle ClassHandle { get; }
public virtual MPSGraphExecutableCompletionHandler CompletionHandler { get; set; }
public virtual MPSGraphExecutableScheduledHandler ScheduledHandler { get; set; }
public virtual bool WaitUntilCompleted { get; set; }
}public sealed delegate MPSGraphExecutableScheduledHandler : System.MulticastDelegate {
// constructors
public MPSGraphExecutableScheduledHandler (object object, IntPtr method);
// methods
public virtual System.IAsyncResult BeginInvoke (MPSGraphTensorData[] results, Foundation.NSError error, System.AsyncCallback callback, object object);
public virtual void EndInvoke (System.IAsyncResult result);
public virtual void Invoke (MPSGraphTensorData[] results, Foundation.NSError error);
}public class MPSGraphExecutionDescriptor : Foundation.NSObject {
// constructors
public MPSGraphExecutionDescriptor ();
protected MPSGraphExecutionDescriptor (Foundation.NSObjectFlag t);
protected MPSGraphExecutionDescriptor (ObjCRuntime.NativeHandle handle);
// properties
public override ObjCRuntime.NativeHandle ClassHandle { get; }
public virtual MPSGraphCompletionHandler CompletionHandler { get; set; }
public virtual MPSGraphScheduledHandler ScheduledHandler { get; set; }
public virtual bool WaitUntilCompleted { get; set; }
}public sealed delegate MPSGraphForLoopBodyBlock : System.MulticastDelegate {
// constructors
public MPSGraphForLoopBodyBlock (object object, IntPtr method);
// methods
public virtual System.IAsyncResult BeginInvoke (MPSGraphTensor index, MPSGraphTensor[] iterationArguments, System.AsyncCallback callback, object object);
public virtual MPSGraphTensor[] EndInvoke (System.IAsyncResult result);
public virtual MPSGraphTensor[] Invoke (MPSGraphTensor index, MPSGraphTensor[] iterationArguments);
}public sealed delegate MPSGraphIfThenElseBlock : System.MulticastDelegate {
// constructors
public MPSGraphIfThenElseBlock (object object, IntPtr method);
// methods
public virtual System.IAsyncResult BeginInvoke (System.AsyncCallback callback, object object);
public virtual MPSGraphTensor[] EndInvoke (System.IAsyncResult result);
public virtual MPSGraphTensor[] Invoke ();
}[Serializable]
public enum MPSGraphLossReductionType {
Axis = 0,
Mean = 2,
Sum = 1,
}public static class MPSGraphMemoryOps_Extensions {
// methods
public static MPSGraphTensor Constant (this MPSGraph graph, float scalar);
public static MPSGraphTensor Constant (this MPSGraph graph, System.ReadOnlySpan<float> values, int[] shape);
public static MPSGraphTensor Variable (this MPSGraph graph, System.ReadOnlySpan<float> initialValues, int[] shape, string name);
public static MPSGraphTensor Variable (this MPSGraph graph, float initialValue, int[] shape, string name);
}public class MPSGraphOperation : Foundation.NSObject, Foundation.INSCopying, ObjCRuntime.INativeObject, System.IDisposable {
// constructors
protected MPSGraphOperation (Foundation.NSObjectFlag t);
protected MPSGraphOperation (ObjCRuntime.NativeHandle handle);
// properties
public override ObjCRuntime.NativeHandle ClassHandle { get; }
public virtual MPSGraphOperation[] ControlDependencies { get; }
public virtual MPSGraph Graph { get; }
public virtual MPSGraphTensor[] InputTensors { get; }
public virtual string Name { get; }
public virtual MPSGraphTensor[] OutputTensors { get; }
// methods
public virtual Foundation.NSObject Copy (Foundation.NSZone zone);
}[Serializable]
[Flags]
public enum MPSGraphOptions {
Default = 1,
None = 0,
SynchronizeResults = 1,
Verbose = 2,
}[Serializable]
public enum MPSGraphPaddingMode {
AntiPeriodic = 6,
ClampToEdge = 3,
Constant = 0,
Periodic = 5,
Reflect = 1,
Symmetric = 2,
Zero = 4,
}[Serializable]
public enum MPSGraphPaddingStyle {
Explicit = 0,
ExplicitOffset = 3,
Same = 2,
Valid = 1,
}public class MPSGraphPooling2DOpDescriptor : Foundation.NSObject, Foundation.INSCopying, ObjCRuntime.INativeObject, System.IDisposable {
// constructors
public MPSGraphPooling2DOpDescriptor ();
protected MPSGraphPooling2DOpDescriptor (Foundation.NSObjectFlag t);
protected MPSGraphPooling2DOpDescriptor (ObjCRuntime.NativeHandle handle);
// properties
public virtual bool CeilMode { get; set; }
public override ObjCRuntime.NativeHandle ClassHandle { get; }
public virtual MPSGraphTensorNamedDataLayout DataLayout { get; set; }
public virtual nuint DilationRateInX { get; set; }
public virtual nuint DilationRateInY { get; set; }
public virtual bool IncludeZeroPadToAverage { get; set; }
public virtual nuint KernelHeight { get; set; }
public virtual nuint KernelWidth { get; set; }
public virtual nuint PaddingBottom { get; set; }
public virtual nuint PaddingLeft { get; set; }
public virtual nuint PaddingRight { get; set; }
public virtual MPSGraphPaddingStyle PaddingStyle { get; set; }
public virtual nuint PaddingTop { get; set; }
public virtual nuint StrideInX { get; set; }
public virtual nuint StrideInY { get; set; }
// methods
public virtual Foundation.NSObject Copy (Foundation.NSZone zone);
public static MPSGraphPooling2DOpDescriptor Create (nuint kernelWidth, nuint kernelHeight, nuint strideInX, nuint strideInY, MPSGraphPaddingStyle paddingStyle, MPSGraphTensorNamedDataLayout dataLayout);
public static MPSGraphPooling2DOpDescriptor Create (nuint kernelWidth, nuint kernelHeight, nuint strideInX, nuint strideInY, nuint dilationRateInX, nuint dilationRateInY, nuint paddingLeft, nuint paddingRight, nuint paddingTop, nuint paddingBottom, MPSGraphPaddingStyle paddingStyle, MPSGraphTensorNamedDataLayout dataLayout);
public virtual void SetExplicitPadding (nuint paddingLeft, nuint paddingRight, nuint paddingTop, nuint paddingBottom);
}public class MPSGraphPooling4DOpDescriptor : Foundation.NSObject, Foundation.INSCopying, ObjCRuntime.INativeObject, System.IDisposable {
// constructors
public MPSGraphPooling4DOpDescriptor ();
protected MPSGraphPooling4DOpDescriptor (Foundation.NSObjectFlag t);
protected MPSGraphPooling4DOpDescriptor (ObjCRuntime.NativeHandle handle);
// properties
public virtual bool CeilMode { get; set; }
public override ObjCRuntime.NativeHandle ClassHandle { get; }
public virtual int[] DilationRates { get; set; }
public virtual bool IncludeZeroPadToAverage { get; set; }
public virtual int[] KernelSizes { get; set; }
public virtual MPSGraphPaddingStyle PaddingStyle { get; set; }
public virtual int[] PaddingValues { get; set; }
public virtual int[] Strides { get; set; }
// methods
public virtual Foundation.NSObject Copy (Foundation.NSZone zone);
public static MPSGraphPooling4DOpDescriptor Create (int[] kernelSizes, MPSGraphPaddingStyle paddingStyle);
public static MPSGraphPooling4DOpDescriptor Create (int[] kernelSizes, int[] strides, int[] dilationRates, int[] paddingValues, MPSGraphPaddingStyle paddingStyle);
}[Serializable]
public enum MPSGraphRandomDistribution {
Normal = 1,
TruncatedNormal = 2,
Uniform = 0,
}[Serializable]
public enum MPSGraphRandomNormalSamplingMethod {
BoxMuller = 1,
InvCdf = 0,
}public class MPSGraphRandomOpDescriptor : Foundation.NSObject, Foundation.INSCopying, ObjCRuntime.INativeObject, System.IDisposable {
// constructors
public MPSGraphRandomOpDescriptor ();
protected MPSGraphRandomOpDescriptor (Foundation.NSObjectFlag t);
protected MPSGraphRandomOpDescriptor (ObjCRuntime.NativeHandle handle);
// properties
public override ObjCRuntime.NativeHandle ClassHandle { get; }
public virtual MetalPerformanceShaders.MPSDataType DataType { get; set; }
public virtual MPSGraphRandomDistribution Distribution { get; set; }
public virtual float Max { get; set; }
public virtual nint MaxInteger { get; set; }
public virtual float Mean { get; set; }
public virtual float Min { get; set; }
public virtual nint MinInteger { get; set; }
public virtual MPSGraphRandomNormalSamplingMethod SamplingMethod { get; set; }
public virtual float StandardDeviation { get; set; }
// methods
public virtual Foundation.NSObject Copy (Foundation.NSZone zone);
public static MPSGraphRandomOpDescriptor Create (MPSGraphRandomDistribution distribution, MetalPerformanceShaders.MPSDataType dataType);
}[Serializable]
public enum MPSGraphReductionMode {
ArgumentMax = 5,
ArgumentMin = 4,
Max = 1,
Min = 0,
Product = 3,
Sum = 2,
}[Serializable]
public enum MPSGraphResizeMode {
Bilinear = 1,
Nearest = 0,
}[Serializable]
public enum MPSGraphScatterMode {
Add = 0,
Div = 3,
Max = 5,
Min = 4,
Mul = 2,
Set = 6,
Sub = 1,
}public sealed delegate MPSGraphScheduledHandler : System.MulticastDelegate {
// constructors
public MPSGraphScheduledHandler (object object, IntPtr method);
// methods
public virtual System.IAsyncResult BeginInvoke (Foundation.NSDictionary<MPSGraphTensor,MetalPerformanceShadersGraph.MPSGraphTensorData> resultsDictionary, Foundation.NSError error, System.AsyncCallback callback, object object);
public virtual void EndInvoke (System.IAsyncResult result);
public virtual void Invoke (Foundation.NSDictionary<MPSGraphTensor,MetalPerformanceShadersGraph.MPSGraphTensorData> resultsDictionary, Foundation.NSError error);
}public class MPSGraphShapedType : MetalPerformanceShadersGraph.MPSGraphType {
// constructors
public MPSGraphShapedType ();
protected MPSGraphShapedType (Foundation.NSObjectFlag t);
protected MPSGraphShapedType (ObjCRuntime.NativeHandle handle);
public MPSGraphShapedType (int[] shape, MetalPerformanceShaders.MPSDataType dataType);
// properties
public override ObjCRuntime.NativeHandle ClassHandle { get; }
public virtual MetalPerformanceShaders.MPSDataType DataType { get; set; }
public virtual int[] Shape { get; set; }
// methods
public virtual bool IsEqualTo (MPSGraphShapedType object);
}[Serializable]
public enum MPSGraphSparseStorageType {
Coo = 0,
Csc = 1,
Csr = 2,
}public class MPSGraphStencilOpDescriptor : Foundation.NSObject, Foundation.INSCopying, ObjCRuntime.INativeObject, System.IDisposable {
// constructors
public MPSGraphStencilOpDescriptor ();
protected MPSGraphStencilOpDescriptor (Foundation.NSObjectFlag t);
protected MPSGraphStencilOpDescriptor (ObjCRuntime.NativeHandle handle);
// properties
public virtual MPSGraphPaddingMode BoundaryMode { get; set; }
public override ObjCRuntime.NativeHandle ClassHandle { get; }
public virtual int[] DilationRates { get; set; }
public virtual int[] ExplicitPadding { get; set; }
public virtual int[] Offsets { get; set; }
public virtual float PaddingConstant { get; set; }
public virtual MPSGraphPaddingStyle PaddingStyle { get; set; }
public virtual MPSGraphReductionMode ReductionMode { get; set; }
public virtual int[] Strides { get; set; }
// methods
public virtual Foundation.NSObject Copy (Foundation.NSZone zone);
public static MPSGraphStencilOpDescriptor Create (MPSGraphPaddingStyle paddingStyle);
public static MPSGraphStencilOpDescriptor Create (int[] explicitPadding);
public static MPSGraphStencilOpDescriptor Create (int[] offsets, int[] explicitPadding);
public static MPSGraphStencilOpDescriptor Create (MPSGraphReductionMode reductionMode, int[] offsets, int[] strides, int[] dilationRates, int[] explicitPadding, MPSGraphPaddingMode boundaryMode, MPSGraphPaddingStyle paddingStyle, float paddingConstant);
}public class MPSGraphTensor : Foundation.NSObject, Foundation.INSCopying, ObjCRuntime.INativeObject, System.IDisposable {
// constructors
protected MPSGraphTensor (Foundation.NSObjectFlag t);
protected MPSGraphTensor (ObjCRuntime.NativeHandle handle);
// properties
public override ObjCRuntime.NativeHandle ClassHandle { get; }
public virtual MetalPerformanceShaders.MPSDataType DataType { get; }
public virtual MPSGraphOperation Operation { get; }
public virtual int[] Shape { get; }
// methods
public virtual Foundation.NSObject Copy (Foundation.NSZone zone);
}public class MPSGraphTensorData : Foundation.NSObject {
// constructors
public MPSGraphTensorData ();
public MPSGraphTensorData (Foundation.NSArray<MetalPerformanceShaders.MPSImage> imageBatch);
protected MPSGraphTensorData (Foundation.NSObjectFlag t);
public MPSGraphTensorData (MetalPerformanceShaders.MPSMatrix matrix);
public MPSGraphTensorData (MetalPerformanceShaders.MPSNDArray ndarray);
public MPSGraphTensorData (MetalPerformanceShaders.MPSVector vector);
protected MPSGraphTensorData (ObjCRuntime.NativeHandle handle);
public MPSGraphTensorData (MetalPerformanceShaders.MPSMatrix matrix, nuint rank);
public MPSGraphTensorData (MetalPerformanceShaders.MPSVector vector, nuint rank);
public MPSGraphTensorData (Metal.IMTLBuffer buffer, int[] shape, MetalPerformanceShaders.MPSDataType dataType);
public MPSGraphTensorData (MPSGraphDevice device, Foundation.NSData data, int[] shape, MetalPerformanceShaders.MPSDataType dataType);
// properties
public override ObjCRuntime.NativeHandle ClassHandle { get; }
public virtual MetalPerformanceShaders.MPSDataType DataType { get; }
public virtual MPSGraphDevice Device { get; }
public virtual MetalPerformanceShaders.MPSNDArray MPSNDArray { get; }
public virtual int[] Shape { get; }
// methods
public static MPSGraphTensorData Create (MetalPerformanceShaders.MPSImage[] imageBatch);
public static MPSGraphTensorData Create (Metal.IMTLDevice device, System.ReadOnlySpan<float> values, int[] shape);
public void Read (System.Span<float> values);
}[Serializable]
public enum MPSGraphTensorNamedDataLayout {
Chw = 4,
Hw = 6,
Hwc = 5,
Hwio = 3,
Nchw = 0,
Nhwc = 1,
Oihw = 2,
}public class MPSGraphType : Foundation.NSObject, Foundation.INSCopying, ObjCRuntime.INativeObject, System.IDisposable {
// constructors
public MPSGraphType ();
protected MPSGraphType (Foundation.NSObjectFlag t);
protected MPSGraphType (ObjCRuntime.NativeHandle handle);
// properties
public override ObjCRuntime.NativeHandle ClassHandle { get; }
// methods
public virtual Foundation.NSObject Copy (Foundation.NSZone zone);
}public class MPSGraphVariableOp : MetalPerformanceShadersGraph.MPSGraphOperation {
// constructors
protected MPSGraphVariableOp (Foundation.NSObjectFlag t);
protected MPSGraphVariableOp (ObjCRuntime.NativeHandle handle);
// properties
public override ObjCRuntime.NativeHandle ClassHandle { get; }
public virtual MetalPerformanceShaders.MPSDataType DataType { get; }
public virtual int[] Shape { get; }
}public sealed delegate MPSGraphWhileAfterBlock : System.MulticastDelegate {
// constructors
public MPSGraphWhileAfterBlock (object object, IntPtr method);
// methods
public virtual System.IAsyncResult BeginInvoke (MPSGraphTensor[] bodyBlockArguments, System.AsyncCallback callback, object object);
public virtual MPSGraphTensor[] EndInvoke (System.IAsyncResult result);
public virtual MPSGraphTensor[] Invoke (MPSGraphTensor[] bodyBlockArguments);
}public sealed delegate MPSGraphWhileBeforeBlock : System.MulticastDelegate {
// constructors
public MPSGraphWhileBeforeBlock (object object, IntPtr method);
// methods
public virtual System.IAsyncResult BeginInvoke (MPSGraphTensor[] inputTensors, Foundation.NSMutableArray<MPSGraphTensor> resultTensors, System.AsyncCallback callback, object object);
public virtual MPSGraphTensor EndInvoke (System.IAsyncResult result);
public virtual MPSGraphTensor Invoke (MPSGraphTensor[] inputTensors, Foundation.NSMutableArray<MPSGraphTensor> resultTensors);
}public static class MPSGraph_GatherNDOps {
// methods
public static MPSGraphTensor GatherND (this MPSGraph This, MPSGraphTensor updatesTensor, MPSGraphTensor indicesTensor, nuint batchDimensions, string name);
}public static class MPSGraph_GatherOps {
// methods
public static MPSGraphTensor Gather (this MPSGraph This, MPSGraphTensor updatesTensor, MPSGraphTensor indicesTensor, nuint axis, nuint batchDimensions, string name);
}public static class MPSGraph_MPSGraphActivationOps {
// methods
public static MPSGraphTensor LeakyReLU (this MPSGraph This, MPSGraphTensor tensor, MPSGraphTensor alphaTensor, string name);
public static MPSGraphTensor LeakyReLU (this MPSGraph This, MPSGraphTensor tensor, double alpha, string name);
public static MPSGraphTensor LeakyReLUGradient (this MPSGraph This, MPSGraphTensor gradient, MPSGraphTensor source, MPSGraphTensor alphaTensor, string name);
public static MPSGraphTensor ReLU (this MPSGraph This, MPSGraphTensor tensor, string name);
public static MPSGraphTensor ReLUGradient (this MPSGraph This, MPSGraphTensor gradient, MPSGraphTensor source, string name);
public static MPSGraphTensor Sigmoid (this MPSGraph This, MPSGraphTensor tensor, string name);
public static MPSGraphTensor SigmoidGradient (this MPSGraph This, MPSGraphTensor gradient, MPSGraphTensor source, string name);
public static MPSGraphTensor SoftMax (this MPSGraph This, MPSGraphTensor tensor, nint axis, string name);
public static MPSGraphTensor SoftMaxGradient (this MPSGraph This, MPSGraphTensor gradient, MPSGraphTensor source, nint axis, string name);
}public static class MPSGraph_MPSGraphArithmeticOps {
// methods
public static MPSGraphTensor Absolute (this MPSGraph This, MPSGraphTensor tensor, string name);
public static MPSGraphTensor Acos (this MPSGraph This, MPSGraphTensor tensor, string name);
public static MPSGraphTensor Acosh (this MPSGraph This, MPSGraphTensor tensor, string name);
public static MPSGraphTensor Addition (this MPSGraph This, MPSGraphTensor primaryTensor, MPSGraphTensor secondaryTensor, string name);
public static MPSGraphTensor Asin (this MPSGraph This, MPSGraphTensor tensor, string name);
public static MPSGraphTensor Asinh (this MPSGraph This, MPSGraphTensor tensor, string name);
public static MPSGraphTensor Atan (this MPSGraph This, MPSGraphTensor tensor, string name);
public static MPSGraphTensor Atan2 (this MPSGraph This, MPSGraphTensor primaryTensor, MPSGraphTensor secondaryTensor, string name);
public static MPSGraphTensor Atanh (this MPSGraph This, MPSGraphTensor tensor, string name);
public static MPSGraphTensor Ceil (this MPSGraph This, MPSGraphTensor tensor, string name);
public static MPSGraphTensor Clamp (this MPSGraph This, MPSGraphTensor tensor, MPSGraphTensor minValueTensor, MPSGraphTensor maxValueTensor, string name);
public static MPSGraphTensor Cos (this MPSGraph This, MPSGraphTensor tensor, string name);
public static MPSGraphTensor Cosh (this MPSGraph This, MPSGraphTensor tensor, string name);
public static MPSGraphTensor Division (this MPSGraph This, MPSGraphTensor primaryTensor, MPSGraphTensor secondaryTensor, string name);
public static MPSGraphTensor DivisionNoNaN (this MPSGraph This, MPSGraphTensor primaryTensor, MPSGraphTensor secondaryTensor, string name);
public static MPSGraphTensor EqualTo (this MPSGraph This, MPSGraphTensor primaryTensor, MPSGraphTensor secondaryTensor, string name);
public static MPSGraphTensor Erf (this MPSGraph This, MPSGraphTensor tensor, string name);
public static MPSGraphTensor Exponent (this MPSGraph This, MPSGraphTensor tensor, string name);
public static MPSGraphTensor ExponentBase10 (this MPSGraph This, MPSGraphTensor tensor, string name);
public static MPSGraphTensor ExponentBase2 (this MPSGraph This, MPSGraphTensor tensor, string name);
public static MPSGraphTensor Floor (this MPSGraph This, MPSGraphTensor tensor, string name);
public static MPSGraphTensor FloorModulo (this MPSGraph This, MPSGraphTensor primaryTensor, MPSGraphTensor secondaryTensor, string name);
public static MPSGraphTensor GreaterThan (this MPSGraph This, MPSGraphTensor primaryTensor, MPSGraphTensor secondaryTensor, string name);
public static MPSGraphTensor GreaterThanOrEqualTo (this MPSGraph This, MPSGraphTensor primaryTensor, MPSGraphTensor secondaryTensor, string name);
public static MPSGraphTensor Identity (this MPSGraph This, MPSGraphTensor tensor, string name);
public static MPSGraphTensor IsFinite (this MPSGraph This, MPSGraphTensor tensor, string name);
public static MPSGraphTensor IsInfinite (this MPSGraph This, MPSGraphTensor tensor, string name);
public static MPSGraphTensor IsNaN (this MPSGraph This, MPSGraphTensor tensor, string name);
public static MPSGraphTensor LessThan (this MPSGraph This, MPSGraphTensor primaryTensor, MPSGraphTensor secondaryTensor, string name);
public static MPSGraphTensor LessThanOrEqualTo (this MPSGraph This, MPSGraphTensor primaryTensor, MPSGraphTensor secondaryTensor, string name);
public static MPSGraphTensor Logarithm (this MPSGraph This, MPSGraphTensor tensor, string name);
public static MPSGraphTensor LogarithmBase10 (this MPSGraph This, MPSGraphTensor tensor, string name);
public static MPSGraphTensor LogarithmBase2 (this MPSGraph This, MPSGraphTensor tensor, string name);
public static MPSGraphTensor LogicalAnd (this MPSGraph This, MPSGraphTensor primaryTensor, MPSGraphTensor secondaryTensor, string name);
public static MPSGraphTensor LogicalNand (this MPSGraph This, MPSGraphTensor primaryTensor, MPSGraphTensor secondaryTensor, string name);
public static MPSGraphTensor LogicalNor (this MPSGraph This, MPSGraphTensor primaryTensor, MPSGraphTensor secondaryTensor, string name);
public static MPSGraphTensor LogicalOr (this MPSGraph This, MPSGraphTensor primaryTensor, MPSGraphTensor secondaryTensor, string name);
public static MPSGraphTensor LogicalXnor (this MPSGraph This, MPSGraphTensor primaryTensor, MPSGraphTensor secondaryTensor, string name);
public static MPSGraphTensor LogicalXor (this MPSGraph This, MPSGraphTensor primaryTensor, MPSGraphTensor secondaryTensor, string name);
public static MPSGraphTensor Maximum (this MPSGraph This, MPSGraphTensor primaryTensor, MPSGraphTensor secondaryTensor, string name);
public static MPSGraphTensor MaximumWithNaNPropagation (this MPSGraph This, MPSGraphTensor primaryTensor, MPSGraphTensor secondaryTensor, string name);
public static MPSGraphTensor Minimum (this MPSGraph This, MPSGraphTensor primaryTensor, MPSGraphTensor secondaryTensor, string name);
public static MPSGraphTensor MinimumWithNaNPropagation (this MPSGraph This, MPSGraphTensor primaryTensor, MPSGraphTensor secondaryTensor, string name);
public static MPSGraphTensor Modulo (this MPSGraph This, MPSGraphTensor primaryTensor, MPSGraphTensor secondaryTensor, string name);
public static MPSGraphTensor Multiplication (this MPSGraph This, MPSGraphTensor primaryTensor, MPSGraphTensor secondaryTensor, string name);
public static MPSGraphTensor Negative (this MPSGraph This, MPSGraphTensor tensor, string name);
public static MPSGraphTensor Not (this MPSGraph This, MPSGraphTensor tensor, string name);
public static MPSGraphTensor NotEqualTo (this MPSGraph This, MPSGraphTensor primaryTensor, MPSGraphTensor secondaryTensor, string name);
public static MPSGraphTensor Power (this MPSGraph This, MPSGraphTensor primaryTensor, MPSGraphTensor secondaryTensor, string name);
public static MPSGraphTensor Reciprocal (this MPSGraph This, MPSGraphTensor tensor, string name);
public static MPSGraphTensor ReverseSquareRoot (this MPSGraph This, MPSGraphTensor tensor, string name);
public static MPSGraphTensor Rint (this MPSGraph This, MPSGraphTensor tensor, string name);
public static MPSGraphTensor Round (this MPSGraph This, MPSGraphTensor tensor, string name);
public static MPSGraphTensor Select (this MPSGraph This, MPSGraphTensor predicateTensor, MPSGraphTensor truePredicateTensor, MPSGraphTensor falseSelectTensor, string name);
public static MPSGraphTensor Sign (this MPSGraph This, MPSGraphTensor tensor, string name);
public static MPSGraphTensor Signbit (this MPSGraph This, MPSGraphTensor tensor, string name);
public static MPSGraphTensor Sin (this MPSGraph This, MPSGraphTensor tensor, string name);
public static MPSGraphTensor Sinh (this MPSGraph This, MPSGraphTensor tensor, string name);
public static MPSGraphTensor Square (this MPSGraph This, MPSGraphTensor tensor, string name);
public static MPSGraphTensor SquareRoot (this MPSGraph This, MPSGraphTensor tensor, string name);
public static MPSGraphTensor Subtraction (this MPSGraph This, MPSGraphTensor primaryTensor, MPSGraphTensor secondaryTensor, string name);
public static MPSGraphTensor Tan (this MPSGraph This, MPSGraphTensor tensor, string name);
public static MPSGraphTensor Tanh (this MPSGraph This, MPSGraphTensor tensor, string name);
}public static class MPSGraph_MPSGraphControlFlowOps {
// methods
public static MPSGraphTensor[] ControlDependency (this MPSGraph This, MPSGraphOperation[] operations, MPSGraphControlFlowDependencyBlock dependentBlock, string name);
public static MPSGraphTensor[] For (this MPSGraph This, MPSGraphTensor numberOfIterations, MPSGraphTensor[] initialBodyArguments, MPSGraphForLoopBodyBlock body, string name);
public static MPSGraphTensor[] For (this MPSGraph This, MPSGraphTensor lowerBound, MPSGraphTensor upperBound, MPSGraphTensor step, MPSGraphTensor[] initialBodyArguments, MPSGraphForLoopBodyBlock body, string name);
public static MPSGraphTensor[] If (this MPSGraph This, MPSGraphTensor predicateTensor, MPSGraphIfThenElseBlock thenBlock, MPSGraphIfThenElseBlock elseBlock, string name);
public static MPSGraphTensor[] While (this MPSGraph This, MPSGraphTensor[] initialInputs, MPSGraphWhileBeforeBlock before, MPSGraphWhileAfterBlock after, string name);
}public static class MPSGraph_MPSGraphConvolutionOps {
// methods
public static MPSGraphTensor Convolution2D (this MPSGraph This, MPSGraphTensor source, MPSGraphTensor weights, MPSGraphConvolution2DOpDescriptor descriptor, string name);
public static MPSGraphTensor Convolution2DDataGradient (this MPSGraph This, MPSGraphTensor gradient, MPSGraphTensor weights, MPSGraphTensor outputShapeTensor, MPSGraphConvolution2DOpDescriptor forwardConvolutionDescriptor, string name);
public static MPSGraphTensor Convolution2DDataGradient (this MPSGraph This, MPSGraphTensor incomingGradient, MPSGraphTensor weights, int[] outputShape, MPSGraphConvolution2DOpDescriptor forwardConvolutionDescriptor, string name);
public static MPSGraphTensor Convolution2DWeightsGradient (this MPSGraph This, MPSGraphTensor gradient, MPSGraphTensor source, MPSGraphTensor outputShapeTensor, MPSGraphConvolution2DOpDescriptor forwardConvolutionDescriptor, string name);
public static MPSGraphTensor Convolution2DWeightsGradient (this MPSGraph This, MPSGraphTensor incomingGradient, MPSGraphTensor source, int[] outputShape, MPSGraphConvolution2DOpDescriptor forwardConvolutionDescriptor, string name);
}public static class MPSGraph_MPSGraphConvolutionTransposeOps {
// methods
public static MPSGraphTensor ConvolutionTranspose2D (this MPSGraph This, MPSGraphTensor source, MPSGraphTensor weights, MPSGraphTensor outputShape, MPSGraphConvolution2DOpDescriptor descriptor, string name);
public static MPSGraphTensor ConvolutionTranspose2D (this MPSGraph This, MPSGraphTensor source, MPSGraphTensor weights, int[] outputShape, MPSGraphConvolution2DOpDescriptor descriptor, string name);
public static MPSGraphTensor ConvolutionTranspose2DDataGradient (this MPSGraph This, MPSGraphTensor incomingGradient, MPSGraphTensor weights, MPSGraphTensor outputShape, MPSGraphConvolution2DOpDescriptor forwardConvolutionDescriptor, string name);
public static MPSGraphTensor ConvolutionTranspose2DDataGradient (this MPSGraph This, MPSGraphTensor incomingGradient, MPSGraphTensor weights, int[] outputShape, MPSGraphConvolution2DOpDescriptor forwardConvolutionDescriptor, string name);
public static MPSGraphTensor ConvolutionTranspose2DWeightsGradient (this MPSGraph This, MPSGraphTensor incomingGradientTensor, MPSGraphTensor source, MPSGraphTensor outputShape, MPSGraphConvolution2DOpDescriptor forwardConvolutionDescriptor, string name);
public static MPSGraphTensor ConvolutionTranspose2DWeightsGradient (this MPSGraph This, MPSGraphTensor incomingGradientTensor, MPSGraphTensor source, int[] outputShape, MPSGraphConvolution2DOpDescriptor forwardConvolutionDescriptor, string name);
}public static class MPSGraph_MPSGraphDepthwiseConvolutionOps {
// methods
public static MPSGraphTensor DepthwiseConvolution2D (this MPSGraph This, MPSGraphTensor source, MPSGraphTensor weights, MPSGraphDepthwiseConvolution2DOpDescriptor descriptor, string name);
public static MPSGraphTensor DepthwiseConvolution2DDataGradient (this MPSGraph This, MPSGraphTensor incomingGradient, MPSGraphTensor weights, int[] outputShape, MPSGraphDepthwiseConvolution2DOpDescriptor descriptor, string name);
public static MPSGraphTensor DepthwiseConvolution2DWeightsGradient (this MPSGraph This, MPSGraphTensor incomingGradient, MPSGraphTensor source, int[] outputShape, MPSGraphDepthwiseConvolution2DOpDescriptor descriptor, string name);
public static MPSGraphTensor DepthwiseConvolution3D (this MPSGraph This, MPSGraphTensor source, MPSGraphTensor weights, MPSGraphDepthwiseConvolution3DOpDescriptor descriptor, string name);
public static MPSGraphTensor DepthwiseConvolution3DDataGradient (this MPSGraph This, MPSGraphTensor incomingGradient, MPSGraphTensor weights, int[] outputShape, MPSGraphDepthwiseConvolution3DOpDescriptor descriptor, string name);
public static MPSGraphTensor DepthwiseConvolution3DWeightsGradient (this MPSGraph This, MPSGraphTensor incomingGradient, MPSGraphTensor source, int[] outputShape, MPSGraphDepthwiseConvolution3DOpDescriptor descriptor, string name);
}public static class MPSGraph_MPSGraphGradientOps {
// methods
public static Foundation.NSDictionary<MPSGraphTensor,MetalPerformanceShadersGraph.MPSGraphTensor> Gradients (this MPSGraph This, MPSGraphTensor of, MPSGraphTensor[] with, string name);
}public static class MPSGraph_MPSGraphLossOps {
// methods
public static MPSGraphTensor SoftMaxCrossEntropy (this MPSGraph This, MPSGraphTensor source, MPSGraphTensor labels, nint axis, MPSGraphLossReductionType reductionType, string name);
public static MPSGraphTensor SoftMaxCrossEntropyGradient (this MPSGraph This, MPSGraphTensor gradientTensor, MPSGraphTensor sourceTensor, MPSGraphTensor labelsTensor, nint axis, MPSGraphLossReductionType reductionType, string name);
}public static class MPSGraph_MPSGraphMatrixMultiplicationOps {
// methods
public static MPSGraphTensor MatrixMultiplication (this MPSGraph This, MPSGraphTensor primaryTensor, MPSGraphTensor secondaryTensor, string name);
}public static class MPSGraph_MPSGraphNormalizationOps {
// methods
public static MPSGraphTensor Mean (this MPSGraph This, MPSGraphTensor tensor, int[] axes, string name);
public static MPSGraphTensor Normalization (this MPSGraph This, MPSGraphTensor tensor, MPSGraphTensor mean, MPSGraphTensor variance, MPSGraphTensor gamma, MPSGraphTensor beta, float epsilon, string name);
public static MPSGraphTensor NormalizationBetaGradient (this MPSGraph This, MPSGraphTensor incomingGradientTensor, MPSGraphTensor sourceTensor, int[] axes, string name);
public static MPSGraphTensor NormalizationGammaGradient (this MPSGraph This, MPSGraphTensor incomingGradientTensor, MPSGraphTensor sourceTensor, MPSGraphTensor meanTensor, MPSGraphTensor varianceTensor, int[] axes, float epsilon, string name);
public static MPSGraphTensor NormalizationGradient (this MPSGraph This, MPSGraphTensor incomingGradientTensor, MPSGraphTensor sourceTensor, MPSGraphTensor meanTensor, MPSGraphTensor varianceTensor, MPSGraphTensor gamma, MPSGraphTensor gammaGradient, MPSGraphTensor betaGradient, int[] axes, float epsilon, string name);
public static MPSGraphTensor Variance (this MPSGraph This, MPSGraphTensor tensor, int[] axes, string name);
public static MPSGraphTensor Variance (this MPSGraph This, MPSGraphTensor tensor, MPSGraphTensor meanTensor, int[] axes, string name);
}public static class MPSGraph_MPSGraphOneHotOps {
// methods
public static MPSGraphTensor OneHot (this MPSGraph This, MPSGraphTensor indicesTensor, nuint depth, string name);
public static MPSGraphTensor OneHot (this MPSGraph This, MPSGraphTensor indicesTensor, nuint depth, MetalPerformanceShaders.MPSDataType dataType, string name);
public static MPSGraphTensor OneHot (this MPSGraph This, MPSGraphTensor indicesTensor, nuint depth, nuint axis, string name);
public static MPSGraphTensor OneHot (this MPSGraph This, MPSGraphTensor indicesTensor, nuint depth, nuint axis, MetalPerformanceShaders.MPSDataType dataType, string name);
public static MPSGraphTensor OneHot (this MPSGraph This, MPSGraphTensor indicesTensor, nuint depth, MetalPerformanceShaders.MPSDataType dataType, double onValue, double offValue, string name);
public static MPSGraphTensor OneHot (this MPSGraph This, MPSGraphTensor indicesTensor, nuint depth, nuint axis, MetalPerformanceShaders.MPSDataType dataType, double onValue, double offValue, string name);
}public static class MPSGraph_MPSGraphOptimizerOps {
// methods
public static MPSGraphOperation ApplyStochasticGradientDescent (this MPSGraph This, MPSGraphTensor learningRate, MPSGraphVariableOp variable, MPSGraphTensor gradient, string name);
public static MPSGraphTensor StochasticGradientDescent (this MPSGraph This, MPSGraphTensor learningRate, MPSGraphTensor values, MPSGraphTensor gradient, string name);
}public static class MPSGraph_MPSGraphPoolingOps {
// methods
public static MPSGraphTensor AvgPooling2D (this MPSGraph This, MPSGraphTensor source, MPSGraphPooling2DOpDescriptor descriptor, string name);
public static MPSGraphTensor AvgPooling2DGradient (this MPSGraph This, MPSGraphTensor gradient, MPSGraphTensor source, MPSGraphPooling2DOpDescriptor descriptor, string name);
public static MPSGraphTensor AvgPooling4D (this MPSGraph This, MPSGraphTensor source, MPSGraphPooling4DOpDescriptor descriptor, string name);
public static MPSGraphTensor AvgPooling4DGradient (this MPSGraph This, MPSGraphTensor gradient, MPSGraphTensor source, MPSGraphPooling4DOpDescriptor descriptor, string name);
public static MPSGraphTensor L2NormPooling4D (this MPSGraph This, MPSGraphTensor source, MPSGraphPooling4DOpDescriptor descriptor, string name);
public static MPSGraphTensor L2NormPooling4DGradient (this MPSGraph This, MPSGraphTensor gradient, MPSGraphTensor source, MPSGraphPooling4DOpDescriptor descriptor, string name);
public static MPSGraphTensor MaxPooling2D (this MPSGraph This, MPSGraphTensor source, MPSGraphPooling2DOpDescriptor descriptor, string name);
public static MPSGraphTensor MaxPooling2DGradient (this MPSGraph This, MPSGraphTensor gradient, MPSGraphTensor source, MPSGraphPooling2DOpDescriptor descriptor, string name);
public static MPSGraphTensor MaxPooling4D (this MPSGraph This, MPSGraphTensor source, MPSGraphPooling4DOpDescriptor descriptor, string name);
public static MPSGraphTensor MaxPooling4DGradient (this MPSGraph This, MPSGraphTensor gradient, MPSGraphTensor source, MPSGraphPooling4DOpDescriptor descriptor, string name);
}public static class MPSGraph_MPSGraphRandomOps {
// methods
public static MPSGraphTensor Dropout (this MPSGraph This, MPSGraphTensor tensor, MPSGraphTensor rate, string name);
public static MPSGraphTensor Dropout (this MPSGraph This, MPSGraphTensor tensor, double rate, string name);
public static MPSGraphTensor Random (this MPSGraph This, MPSGraphTensor shapeTensor, MPSGraphRandomOpDescriptor descriptor, string name);
public static MPSGraphTensor Random (this MPSGraph This, int[] shape, MPSGraphRandomOpDescriptor descriptor, string name);
public static MPSGraphTensor[] Random (this MPSGraph This, MPSGraphTensor shapeTensor, MPSGraphRandomOpDescriptor descriptor, MPSGraphTensor state, string name);
public static MPSGraphTensor Random (this MPSGraph This, MPSGraphTensor shapeTensor, MPSGraphRandomOpDescriptor descriptor, nuint seed, string name);
public static MPSGraphTensor[] Random (this MPSGraph This, int[] shape, MPSGraphRandomOpDescriptor descriptor, MPSGraphTensor state, string name);
public static MPSGraphTensor Random (this MPSGraph This, int[] shape, MPSGraphRandomOpDescriptor descriptor, nuint seed, string name);
public static MPSGraphTensor RandomPhiloxState (this MPSGraph This, nuint seed, string name);
public static MPSGraphTensor RandomPhiloxState (this MPSGraph This, nuint counterLow, nuint counterHigh, nuint key, string name);
public static MPSGraphTensor RandomUniform (this MPSGraph This, MPSGraphTensor shapeTensor, string name);
public static MPSGraphTensor RandomUniform (this MPSGraph This, int[] shape, string name);
public static MPSGraphTensor[] RandomUniform (this MPSGraph This, MPSGraphTensor shapeTensor, MPSGraphTensor state, string name);
public static MPSGraphTensor RandomUniform (this MPSGraph This, MPSGraphTensor shapeTensor, nuint seed, string name);
public static MPSGraphTensor[] RandomUniform (this MPSGraph This, int[] shape, MPSGraphTensor state, string name);
public static MPSGraphTensor RandomUniform (this MPSGraph This, int[] shape, nuint seed, string name);
}public static class MPSGraph_MPSGraphReductionOps {
// methods
public static MPSGraphTensor ReductionArgMaximum (this MPSGraph This, MPSGraphTensor tensor, nint axis, string name);
public static MPSGraphTensor ReductionArgMinimum (this MPSGraph This, MPSGraphTensor tensor, nint axis, string name);
public static MPSGraphTensor ReductionMaximum (this MPSGraph This, MPSGraphTensor tensor, int[] axes, string name);
public static MPSGraphTensor ReductionMaximum (this MPSGraph This, MPSGraphTensor tensor, nint axis, string name);
public static MPSGraphTensor ReductionMaximumPropagateNaN (this MPSGraph This, MPSGraphTensor tensor, int[] axes, string name);
public static MPSGraphTensor ReductionMaximumPropagateNaN (this MPSGraph This, MPSGraphTensor tensor, nint axis, string name);
public static MPSGraphTensor ReductionMinimum (this MPSGraph This, MPSGraphTensor tensor, int[] axes, string name);
public static MPSGraphTensor ReductionMinimum (this MPSGraph This, MPSGraphTensor tensor, nint axis, string name);
public static MPSGraphTensor ReductionMinimumPropagateNaN (this MPSGraph This, MPSGraphTensor tensor, int[] axes, string name);
public static MPSGraphTensor ReductionMinimumPropagateNaN (this MPSGraph This, MPSGraphTensor tensor, nint axis, string name);
public static MPSGraphTensor ReductionProduct (this MPSGraph This, MPSGraphTensor tensor, int[] axes, string name);
public static MPSGraphTensor ReductionProduct (this MPSGraph This, MPSGraphTensor tensor, nint axis, string name);
public static MPSGraphTensor ReductionSum (this MPSGraph This, MPSGraphTensor tensor, int[] axes, string name);
public static MPSGraphTensor ReductionSum (this MPSGraph This, MPSGraphTensor tensor, nint axis, string name);
}public static class MPSGraph_MPSGraphResizeOps {
// methods
public static MPSGraphTensor Resize (this MPSGraph This, MPSGraphTensor imagesTensor, MPSGraphTensor size, MPSGraphResizeMode mode, bool centerResult, bool alignCorners, MPSGraphTensorNamedDataLayout layout, string name);
public static MPSGraphTensor Resize (this MPSGraph This, MPSGraphTensor imagesTensor, int[] size, MPSGraphResizeMode mode, bool centerResult, bool alignCorners, MPSGraphTensorNamedDataLayout layout, string name);
public static MPSGraphTensor ResizeGradient (this MPSGraph This, MPSGraphTensor gradient, MPSGraphTensor input, MPSGraphResizeMode mode, bool centerResult, bool alignCorners, MPSGraphTensorNamedDataLayout layout, string name);
}public static class MPSGraph_MPSGraphScatterOps {
// methods
public static MPSGraphTensor Scatter (this MPSGraph This, MPSGraphTensor dataTensor, MPSGraphTensor updatesTensor, MPSGraphTensor indicesTensor, nint axis, MPSGraphScatterMode mode, string name);
public static MPSGraphTensor Scatter (this MPSGraph This, MPSGraphTensor updatesTensor, MPSGraphTensor indicesTensor, int[] shape, nint axis, MPSGraphScatterMode mode, string name);
}public static class MPSGraph_MPSGraphSparseOps {
// methods
public static MPSGraphTensor Sparse (this MPSGraph This, MPSGraphCreateSparseOpDescriptor sparseDescriptor, MPSGraphTensor[] inputTensorArray, int[] shape, string name);
public static MPSGraphTensor Sparse (this MPSGraph This, MPSGraphSparseStorageType sparseStorageType, MPSGraphTensor[] inputTensorArray, int[] shape, MetalPerformanceShaders.MPSDataType dataType, string name);
}public static class MPSGraph_MPSGraphStencilOps {
// methods
public static MPSGraphTensor Stencil (this MPSGraph This, MPSGraphTensor source, MPSGraphTensor weights, MPSGraphStencilOpDescriptor descriptor, string name);
}public static class MPSGraph_MPSGraphTensorShapeOps {
// methods
public static MPSGraphTensor Broadcast (this MPSGraph This, MPSGraphTensor tensor, MPSGraphTensor shapeTensor, string name);
public static MPSGraphTensor Broadcast (this MPSGraph This, MPSGraphTensor tensor, int[] shape, string name);
public static MPSGraphTensor Cast (this MPSGraph This, MPSGraphTensor tensor, MetalPerformanceShaders.MPSDataType type, string name);
public static MPSGraphTensor Concat (this MPSGraph This, MPSGraphTensor tensor, MPSGraphTensor tensor2, nint dimensionIndex, string name);
public static MPSGraphTensor ConcatTensors (this MPSGraph This, MPSGraphTensor[] tensors, nint dimensionIndex, string name);
public static MPSGraphTensor ConcatTensors (this MPSGraph This, MPSGraphTensor[] tensors, nint dimensionIndex, bool interleave, string name);
public static MPSGraphTensor DepthToSpace2D (this MPSGraph This, MPSGraphTensor tensor, MPSGraphTensor widthAxisTensor, MPSGraphTensor heightAxisTensor, MPSGraphTensor depthAxisTensor, nuint blockSize, bool usePixelShuffleOrder, string name);
public static MPSGraphTensor DepthToSpace2D (this MPSGraph This, MPSGraphTensor tensor, nuint widthAxis, nuint heightAxis, nuint depthAxis, nuint blockSize, bool usePixelShuffleOrder, string name);
public static MPSGraphTensor Flatten2D (this MPSGraph This, MPSGraphTensor tensor, MPSGraphTensor axisTensor, string name);
public static MPSGraphTensor Flatten2D (this MPSGraph This, MPSGraphTensor tensor, nint axis, string name);
public static MPSGraphTensor Pad (this MPSGraph This, MPSGraphTensor tensor, MPSGraphPaddingMode paddingMode, int[] leftPadding, int[] rightPadding, double constantValue, string name);
public static MPSGraphTensor PadGradient (this MPSGraph This, MPSGraphTensor incomingGradientTensor, MPSGraphTensor sourceTensor, MPSGraphPaddingMode paddingMode, int[] leftPadding, int[] rightPadding, string name);
public static MPSGraphTensor Reshape (this MPSGraph This, MPSGraphTensor tensor, MPSGraphTensor shapeTensor, string name);
public static MPSGraphTensor Reshape (this MPSGraph This, MPSGraphTensor tensor, int[] shape, string name);
public static MPSGraphTensor Reverse (this MPSGraph This, MPSGraphTensor tensor, string name);
public static MPSGraphTensor Reverse (this MPSGraph This, MPSGraphTensor tensor, MPSGraphTensor axesTensor, string name);
public static MPSGraphTensor Reverse (this MPSGraph This, MPSGraphTensor tensor, int[] axes, string name);
public static MPSGraphTensor Shape (this MPSGraph This, MPSGraphTensor tensor, string name);
public static MPSGraphTensor Slice (this MPSGraph This, MPSGraphTensor tensor, int[] starts, int[] ends, int[] strides, string name);
public static MPSGraphTensor Slice (this MPSGraph This, MPSGraphTensor tensor, nuint dimensionIndex, nint start, nint length, string name);
public static MPSGraphTensor Slice (this MPSGraph This, MPSGraphTensor tensor, int[] starts, int[] ends, int[] strides, uint startMask, uint endMask, uint squeezeMask, string name);
public static MPSGraphTensor SliceGradient (this MPSGraph This, MPSGraphTensor inputGradientTensor, MPSGraphTensor fwdInShapeTensor, int[] starts, int[] ends, int[] strides, string name);
public static MPSGraphTensor SliceGradient (this MPSGraph This, MPSGraphTensor inputGradientTensor, MPSGraphTensor fwdInShapeTensor, int[] starts, int[] ends, int[] strides, uint startMask, uint endMask, uint squeezeMask, string name);
public static MPSGraphTensor SpaceToDepth2D (this MPSGraph This, MPSGraphTensor tensor, MPSGraphTensor widthAxisTensor, MPSGraphTensor heightAxisTensor, MPSGraphTensor depthAxisTensor, nuint blockSize, bool usePixelShuffleOrder, string name);
public static MPSGraphTensor SpaceToDepth2D (this MPSGraph This, MPSGraphTensor tensor, nuint widthAxis, nuint heightAxis, nuint depthAxis, nuint blockSize, bool usePixelShuffleOrder, string name);
public static MPSGraphTensor Tile (this MPSGraph This, MPSGraphTensor tensor, int[] multiplier, string name);
public static MPSGraphTensor TileGradient (this MPSGraph This, MPSGraphTensor incomingGradientTensor, MPSGraphTensor sourceTensor, int[] multiplier, string name);
public static MPSGraphTensor Transpose (this MPSGraph This, MPSGraphTensor tensor, nuint dimensionIndex, nuint dimensionIndex2, string name);
}public static class MPSGraph_MPSGraphTopKGradientOps {
// methods
public static MPSGraphTensor TopKGradient (this MPSGraph This, MPSGraphTensor gradient, MPSGraphTensor source, MPSGraphTensor kTensor, string name);
public static MPSGraphTensor TopKGradient (this MPSGraph This, MPSGraphTensor gradient, MPSGraphTensor source, nuint k, string name);
}public static class MPSGraph_MPSGraphTopKOps {
// methods
public static MPSGraphTensor[] TopK (this MPSGraph This, MPSGraphTensor source, MPSGraphTensor kTensor, string name);
public static MPSGraphTensor[] TopK (this MPSGraph This, MPSGraphTensor source, nuint k, string name);
}public static class MPSGraph_MemoryOps {
// methods
public static MPSGraphOperation Assign (this MPSGraph This, MPSGraphTensor variable, MPSGraphTensor tensor, string name);
public static MPSGraphTensor Constant (this MPSGraph This, double scalar, MetalPerformanceShaders.MPSDataType dataType);
public static MPSGraphTensor Constant (this MPSGraph This, Foundation.NSData data, int[] shape, MetalPerformanceShaders.MPSDataType dataType);
public static MPSGraphTensor Constant (this MPSGraph This, double scalar, int[] shape, MetalPerformanceShaders.MPSDataType dataType);
public static MPSGraphTensor Placeholder (this MPSGraph This, int[] shape, string name);
public static MPSGraphTensor Placeholder (this MPSGraph This, int[] shape, MetalPerformanceShaders.MPSDataType dataType, string name);
public static MPSGraphTensor Read (this MPSGraph This, MPSGraphTensor variable, string name);
public static MPSGraphTensor Variable (this MPSGraph This, Foundation.NSData data, int[] shape, MetalPerformanceShaders.MPSDataType dataType, string name);
}public static class MPSGraph_ScatterNDOps {
// methods
public static MPSGraphTensor ScatterND (this MPSGraph This, MPSGraphTensor updatesTensor, MPSGraphTensor indicesTensor, int[] shape, nuint batchDimensions, string name);
public static MPSGraphTensor ScatterND (this MPSGraph This, MPSGraphTensor dataTensor, MPSGraphTensor updatesTensor, MPSGraphTensor indicesTensor, nuint batchDimensions, MPSGraphScatterMode mode, string name);
public static MPSGraphTensor ScatterND (this MPSGraph This, MPSGraphTensor updatesTensor, MPSGraphTensor indicesTensor, int[] shape, nuint batchDimensions, MPSGraphScatterMode mode, string name);
}