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2 changes: 1 addition & 1 deletion eng/resolveContract.targets
Original file line numberDiff line numberDiff line change
Expand Up@@ -126,7 +126,7 @@
<PropertyGroup>
<GenAPIExcludeAttributesList>$(RepositoryEngineeringDir)DefaultGenApiDocIds.txt</GenAPIExcludeAttributesList>
<GenAPIHeaderFile>$(RepositoryEngineeringDir)LicenseHeader.txt</GenAPIHeaderFile>
<GenAPITargetPath>$([MSBuild]::NormalizePath('$(MSBuildProjectDirectory)', '..', 'ref', '$(AssemblyName).cs'))</GenAPITargetPath>
<GenAPITargetPath Condition="'$(GenAPITargetPath)' == ''">$([MSBuild]::NormalizePath('$(MSBuildProjectDirectory)', '..', 'ref', '$(AssemblyName).cs'))</GenAPITargetPath>
<GenAPILangVersion Condition="'$(LangVersion)' != ''">$(LangVersion)</GenAPILangVersion>
<ProjectForGenAPIDocIdGeneration Condition="'$(ProjectForGenAPIDocIdGeneration)' == ''">$(CoreLibProject)</ProjectForGenAPIDocIdGeneration>
</PropertyGroup>
Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -3,6 +3,8 @@
<PropertyGroup>
<TargetFrameworks>$(NetCoreAppCurrent);$(NetCoreAppPrevious);$(NetCoreAppMinimum);netstandard2.0;$(NetFrameworkMinimum)</TargetFrameworks>
<AllowUnsafeBlocks>true</AllowUnsafeBlocks>
<!-- SYSLIB5001: Tensor<T> and related APIs in System.Numerics.Tensors are experimental in .NET 9 -->
<NoWarn>$(NoWarn);SYSLIB5001</NoWarn>
</PropertyGroup>

<ItemGroup>
Expand All@@ -21,4 +23,4 @@
<PackageReference Include="System.Memory" Version="$(SystemMemoryVersion)" />
</ItemGroup>

</Project>
</Project>
Original file line numberDiff line numberDiff line change
Expand Up@@ -11,4 +11,20 @@ public static partial class TensorPrimitives
public static void ConvertToIntegerNative<TFrom, TTo>(System.ReadOnlySpan<TFrom> source, System.Span<TTo> destination) where TFrom : System.Numerics.IFloatingPoint<TFrom> where TTo : System.Numerics.IBinaryInteger<TTo> { }
public static void ConvertToInteger<TFrom, TTo>(System.ReadOnlySpan<TFrom> source, System.Span<TTo> destination) where TFrom : System.Numerics.IFloatingPoint<TFrom> where TTo : System.Numerics.IBinaryInteger<TTo> { }
}
public readonly ref partial struct ReadOnlyTensorDimensionSpan<T>
{
public ref partial struct Enumerator : System.Collections.Generic.IEnumerator<System.Numerics.Tensors.ReadOnlyTensorSpan<T>>, System.Collections.IEnumerator, System.IDisposable
{
readonly object? System.Collections.IEnumerator.Current { get { throw null; } }
void System.IDisposable.Dispose() { }
}
}
public readonly ref partial struct TensorDimensionSpan<T>
{
public ref partial struct Enumerator : System.Collections.Generic.IEnumerator<System.Numerics.Tensors.TensorSpan<T>>, System.Collections.IEnumerator, System.IDisposable
{
readonly object? System.Collections.IEnumerator.Current { get { throw null; } }
void System.IDisposable.Dispose() { }
}
}
}

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Original file line numberDiff line numberDiff line change
@@ -1,2 +1,49 @@
M:System.Numerics.Tensors.TensorPrimitives.ConvertToHalf(System.ReadOnlySpan{System.Single},System.Span{System.Half})
M:System.Numerics.Tensors.TensorPrimitives.ConvertToSingle(System.ReadOnlySpan{System.Half},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Abs(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Add(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Add(System.ReadOnlySpan{System.Single},System.Single,System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.AddMultiply(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.AddMultiply(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Single,System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.AddMultiply(System.ReadOnlySpan{System.Single},System.Single,System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Cosh(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.CosineSimilarity(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Distance(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Divide(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Divide(System.ReadOnlySpan{System.Single},System.Single,System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Dot(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Exp(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.IndexOfMax(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.IndexOfMaxMagnitude(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.IndexOfMin(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.IndexOfMinMagnitude(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Log(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Log2(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Max(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Max(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.MaxMagnitude(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.MaxMagnitude(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Min(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Min(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.MinMagnitude(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.MinMagnitude(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Multiply(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Multiply(System.ReadOnlySpan{System.Single},System.Single,System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.MultiplyAdd(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.MultiplyAdd(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Single,System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.MultiplyAdd(System.ReadOnlySpan{System.Single},System.Single,System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Negate(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Norm(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Product(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.ProductOfDifferences(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.ProductOfSums(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Sigmoid(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Sinh(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.SoftMax(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Subtract(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Subtract(System.ReadOnlySpan{System.Single},System.Single,System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Sum(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.SumOfMagnitudes(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.SumOfSquares(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Tanh(System.ReadOnlySpan{System.Single},System.Span{System.Single})

M:System.Numerics.Tensors.TensorPrimitives.ConvertToIntegerNative``2(System.ReadOnlySpan{``0},System.Span{``1})
M:System.Numerics.Tensors.TensorPrimitives.ConvertToInteger``2(System.ReadOnlySpan{``0},System.Span{``1})
Original file line numberDiff line numberDiff line change
Expand Up@@ -6,6 +6,7 @@
<IsPackable>true</IsPackable>
<PackageDescription>Provides support for operating over tensors.</PackageDescription>
<GenAPIExcludeApiList>ReferenceAssemblyExclusions.txt</GenAPIExcludeApiList>
<GenAPITargetPath>$([MSBuild]::NormalizePath('$(MSBuildProjectDirectory)', '..', 'ref', '$(AssemblyName).netcore.cs'))</GenAPITargetPath>
<!-- SYSLIB5001: Tensor<T> and related APIs in System.Numerics.Tensors are experimental in .NET 9 -->
<NoWarn>$(NoWarn);SYSLIB5001</NoWarn>
</PropertyGroup>
Expand DownExpand Up@@ -36,9 +37,11 @@
<Compile Include="System\Numerics\Tensors\netcore\IReadOnlyTensor_1.cs" />
<Compile Include="System\Numerics\Tensors\netcore\ITensor.cs" />
<Compile Include="System\Numerics\Tensors\netcore\ITensor_1.cs" />
<Compile Include="System\Numerics\Tensors\netcore\ReadOnlyTensorDimensionSpan_1.cs" />
<Compile Include="System\Numerics\Tensors\netcore\ReadOnlyTensorSpan_1.cs" />
<Compile Include="System\Numerics\Tensors\netcore\Tensor.cs" />
<Compile Include="System\Numerics\Tensors\netcore\Tensor_1.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorDimensionSpan_1.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorOperation.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorPrimitives.Abs.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorPrimitives.Acos.cs" />
Expand DownExpand Up@@ -167,7 +170,7 @@
<Compile Include="System\Numerics\Tensors\netcore\TensorPrimitives.Truncate.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorPrimitives.Xor.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorShape.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorSpan.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorSpan_1.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorSpanDebugView.cs" />
</ItemGroup>

Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -62,6 +62,11 @@ public interface IReadOnlyTensor<TSelf, T> : IReadOnlyTensor, IEnumerable<T>
/// <remarks>This method copies all of the source tensor to <paramref name="destination" /> even if they overlap.</remarks>
void FlattenTo(scoped Span<T> destination);

/// <summary>Returns a span that can be used to access the flattened elements for a given dimension.</summary>
/// <param name="dimension">The dimension for which the span should be created.</param>
/// <returns>A span that can be used to access the flattened elements for a given dimension.</returns>
ReadOnlyTensorDimensionSpan<T> GetDimensionSpan(int dimension);

/// <summary>Returns a reference to an object of type <typeparamref name="T" /> that can be used for pinning.</summary>
/// <returns>A reference to the element of the tensor at index 0, or <c>null</c> if the tensor is empty.</returns>
/// <remarks>This method is intended to support .NET compilers and is not intended to be called by user code.</remarks>
Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -87,6 +87,9 @@ public interface ITensor<TSelf, T> : ITensor, IReadOnlyTensor<TSelf, T>
/// <inheritdoc cref="ITensor.Fill(object)" />
void Fill(T value);

/// <inheritdoc cref="IReadOnlyTensor{TSelf, T}.GetDimensionSpan(int)" />
new TensorDimensionSpan<T> GetDimensionSpan(int dimension);

/// <inheritdoc cref="IReadOnlyTensor{TSelf, T}.GetPinnableReference" />
new ref T GetPinnableReference();
}
Expand Down
Original file line numberDiff line numberDiff line change
@@ -0,0 +1,109 @@
// Licensed to the .NET Foundation under one or more agreements.
// The .NET Foundation licenses this file to you under the MIT license.

using System.Collections;
using System.Collections.Generic;
using System.Runtime.CompilerServices;
using System.Runtime.InteropServices;

namespace System.Numerics.Tensors
{
/// <summary>Represents the slices that exist within a dimension of a tensor span.</summary>
/// <typeparam name="T">The type of the elements within the tensor span.</typeparam>
public readonly ref struct ReadOnlyTensorDimensionSpan<T>
{
private readonly ReadOnlyTensorSpan<T> _tensor;
private readonly nint _length;
private readonly int _dimension;
private readonly TensorShape _sliceShape;

internal ReadOnlyTensorDimensionSpan(ReadOnlyTensorSpan<T> tensor, int dimension)
{
if ((uint)dimension >= tensor.Rank)
{
ThrowHelper.ThrowArgumentOutOfRangeException();
}
dimension += 1;

_tensor = tensor;
_length = TensorPrimitives.Product(tensor.Lengths[..dimension]);
_dimension = dimension;
_sliceShape = TensorShape.Create((dimension != tensor.Rank) ? tensor.Lengths[dimension..] : [1], tensor.Strides[dimension..]);
}

/// <summary>Gets the length of the tensor dimension span.</summary>
public nint Length => _length;

/// <summary>Gets the tensor span representing a slice of the tracked dimension using the specified index.</summary>
/// <param name="index">The index of the tensor span slice to retrieve within the tracked dimension.</param>
/// <returns>The tensor span representing a slice of the tracked dimension using <paramref name="index" />.</returns>
public ReadOnlyTensorSpan<T> this[nint index]
{
get
{
if ((nuint)index >= (nuint)_length)
{
ThrowHelper.ThrowArgumentOutOfRangeException();
}

nint linearOffset = _tensor._shape.GetLinearOffset(index, _dimension);
return new ReadOnlyTensorSpan<T>(ref Unsafe.Add(ref _tensor._reference, linearOffset), _sliceShape);
}
}

/// <summary>Gets an enumerator for the readonly tensor dimension span.</summary>
public Enumerator GetEnumerator() => new Enumerator(this);

/// <summary>Enumerates the spans of a tensor dimension span.</summary>
public ref struct Enumerator
#if NET9_0_OR_GREATER
: IEnumerator<ReadOnlyTensorSpan<T>>

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Should this implement other interfaces in older TFMs?

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What other interfaces would it implement?

#endif
{
private readonly ReadOnlyTensorDimensionSpan<T> _span;
private nint _index;

internal Enumerator(ReadOnlyTensorDimensionSpan<T> span)
{
_span = span;
_index = -1;
}

/// <summary>Gets the span at the current position of the enumerator.</summary>
public readonly ReadOnlyTensorSpan<T> Current => _span[_index];

/// <summary>Advances the enumerator to the next element of the tensor span.</summary>
public bool MoveNext()
{
nint index = _index + 1;

if (index < _span.Length)
{
_index = index;
return true;
}
return false;
}

/// <summary>Sets the enumerator to its initial position, which is before the first element in the tensor span.</summary>
public void Reset()
{
_index = -1;
}

#if NET9_0_OR_GREATER
//
// IDisposable
//

void IDisposable.Dispose() { }

//
// IEnumerator
//

readonly object? IEnumerator.Current => throw new NotSupportedException();
#endif
}
}
}
Original file line numberDiff line numberDiff line change
Expand Up@@ -18,6 +18,7 @@ namespace System.Numerics.Tensors
/// Represents a contiguous region of arbitrary memory. Unlike arrays, it can point to either managed
/// or native memory, or to memory allocated on the stack. It is type-safe and memory-safe.
/// </summary>
/// <typeparam name="T">The type of the elements within the tensor span.</typeparam>
[DebuggerTypeProxy(typeof(TensorSpanDebugView<>))]
[DebuggerDisplay("{ToString(),raw}")]
[Experimental(Experimentals.TensorTDiagId, UrlFormat = Experimentals.SharedUrlFormat)]
Expand DownExpand Up@@ -382,6 +383,9 @@ public void FlattenTo(scoped Span<T> destination)
}
}

/// <inheritdoc cref="IReadOnlyTensor{TSelf, T}.GetDimensionSpan(int)" />
public ReadOnlyTensorDimensionSpan<T> GetDimensionSpan(int dimension) => new ReadOnlyTensorDimensionSpan<T>(this, dimension);

/// <summary>Gets an enumerator for the readonly tensor span.</summary>
public Enumerator GetEnumerator() => new Enumerator(this);

Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -272,31 +272,14 @@ public static ref readonly TensorSpan<T> ConcatenateOnDimension<T>(int dimension
TensorOperation.Invoke<TensorOperation.CopyTo<T>, T, T>(slice, dstSpan);
dstSpan = dstSpan.Slice((int)slice.FlattenedLength);
}
hasMore = IncrementIndexes(ranges, dimension, destination.Lengths);
// We do dimension - 1 because we want to include the dimension we concatenated on.
hasMore = TensorShape.AdjustToNextIndex(ranges, dimension - 1, destination.Lengths);
}
rentedBuffer.Dispose();
}
return ref destination;
}

private static bool IncrementIndexes(Span<NRange> ranges, int dimension, ReadOnlySpan<nint> lengths)
{
NRange curRange = ranges[dimension - 1];
ranges[dimension - 1] = new NRange(curRange.Start.Value + 1, curRange.End.Value + 1);

for (int i = dimension - 1; i >= 0; i--)
{
if (ranges[i].Start.Value >= lengths[i])
{
ranges[i] = 0..1;
if (i == 0)
return false;
ranges[i - 1] = new NRange(ranges[i - 1].Start.Value + 1, ranges[i - 1].End.Value + 1);
}
}
return true;
}

private static nint CalculateCopyLength(ReadOnlySpan<nint> lengths, int startingAxis)
{
// When starting axis is -1 we want all the data at once same as if starting axis is 0
Expand Down
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(function() {
function addCopyButtons() {
document.querySelectorAll('pre code').forEach(function(codeBlock) {
if (codeBlock.parentElement.hasAttribute('data-copy-added')) return;
codeBlock.parentElement.setAttribute('data-copy-added', 'true');
var btn = document.createElement('button');
btn.textContent = 'Copy';
btn.style.cssText = 'position:absolute;top:4px;right:4px;padding:2px 8px;font-size:11px;background:#4ecdc4;border:none;border-radius:4px;color:#1a1a2e;cursor:pointer;opacity:0.7;transition:opacity 0.2s;';
btn.onmouseover = function() { this.style.opacity = '1'; };
btn.onmouseout = function() { this.style.opacity = '0.7'; };
btn.onclick = function() {
navigator.clipboard.writeText(codeBlock.textContent).then(function() {
btn.textContent = 'Copied!';
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// Re-run on dynamic content
var observer = new MutationObserver(addCopyButtons);
observer.observe(document.body, { childList: true, subtree: true });
})();
}
} catch(__e) { console.warn('[Userscript:Add Copy Buttons to Code Blocks]', __e); }
})();
(function(){
try {
var __m = "github.com";
var __re = new RegExp('^' + "github\\.com" + '
Tensor<T> select. Iteration along dimensions by michaelgsharp · Pull Request #113697 · dotnet/runtime · GitHub
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2 changes: 1 addition & 1 deletion eng/resolveContract.targets
Original file line numberDiff line numberDiff line change
Expand Up@@ -126,7 +126,7 @@
<PropertyGroup>
<GenAPIExcludeAttributesList>$(RepositoryEngineeringDir)DefaultGenApiDocIds.txt</GenAPIExcludeAttributesList>
<GenAPIHeaderFile>$(RepositoryEngineeringDir)LicenseHeader.txt</GenAPIHeaderFile>
<GenAPITargetPath>$([MSBuild]::NormalizePath('$(MSBuildProjectDirectory)', '..', 'ref', '$(AssemblyName).cs'))</GenAPITargetPath>
<GenAPITargetPath Condition="'$(GenAPITargetPath)' == ''">$([MSBuild]::NormalizePath('$(MSBuildProjectDirectory)', '..', 'ref', '$(AssemblyName).cs'))</GenAPITargetPath>
<GenAPILangVersion Condition="'$(LangVersion)' != ''">$(LangVersion)</GenAPILangVersion>
<ProjectForGenAPIDocIdGeneration Condition="'$(ProjectForGenAPIDocIdGeneration)' == ''">$(CoreLibProject)</ProjectForGenAPIDocIdGeneration>
</PropertyGroup>
Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -3,6 +3,8 @@
<PropertyGroup>
<TargetFrameworks>$(NetCoreAppCurrent);$(NetCoreAppPrevious);$(NetCoreAppMinimum);netstandard2.0;$(NetFrameworkMinimum)</TargetFrameworks>
<AllowUnsafeBlocks>true</AllowUnsafeBlocks>
<!-- SYSLIB5001: Tensor<T> and related APIs in System.Numerics.Tensors are experimental in .NET 9 -->
<NoWarn>$(NoWarn);SYSLIB5001</NoWarn>
</PropertyGroup>

<ItemGroup>
Expand All@@ -21,4 +23,4 @@
<PackageReference Include="System.Memory" Version="$(SystemMemoryVersion)" />
</ItemGroup>

</Project>
</Project>
Original file line numberDiff line numberDiff line change
Expand Up@@ -11,4 +11,20 @@ public static partial class TensorPrimitives
public static void ConvertToIntegerNative<TFrom, TTo>(System.ReadOnlySpan<TFrom> source, System.Span<TTo> destination) where TFrom : System.Numerics.IFloatingPoint<TFrom> where TTo : System.Numerics.IBinaryInteger<TTo> { }
public static void ConvertToInteger<TFrom, TTo>(System.ReadOnlySpan<TFrom> source, System.Span<TTo> destination) where TFrom : System.Numerics.IFloatingPoint<TFrom> where TTo : System.Numerics.IBinaryInteger<TTo> { }
}
public readonly ref partial struct ReadOnlyTensorDimensionSpan<T>
{
public ref partial struct Enumerator : System.Collections.Generic.IEnumerator<System.Numerics.Tensors.ReadOnlyTensorSpan<T>>, System.Collections.IEnumerator, System.IDisposable
{
readonly object? System.Collections.IEnumerator.Current { get { throw null; } }
void System.IDisposable.Dispose() { }
}
}
public readonly ref partial struct TensorDimensionSpan<T>
{
public ref partial struct Enumerator : System.Collections.Generic.IEnumerator<System.Numerics.Tensors.TensorSpan<T>>, System.Collections.IEnumerator, System.IDisposable
{
readonly object? System.Collections.IEnumerator.Current { get { throw null; } }
void System.IDisposable.Dispose() { }
}
}
}

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Original file line numberDiff line numberDiff line change
@@ -1,2 +1,49 @@
M:System.Numerics.Tensors.TensorPrimitives.ConvertToHalf(System.ReadOnlySpan{System.Single},System.Span{System.Half})
M:System.Numerics.Tensors.TensorPrimitives.ConvertToSingle(System.ReadOnlySpan{System.Half},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Abs(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Add(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Add(System.ReadOnlySpan{System.Single},System.Single,System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.AddMultiply(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.AddMultiply(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Single,System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.AddMultiply(System.ReadOnlySpan{System.Single},System.Single,System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Cosh(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.CosineSimilarity(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Distance(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Divide(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Divide(System.ReadOnlySpan{System.Single},System.Single,System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Dot(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Exp(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.IndexOfMax(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.IndexOfMaxMagnitude(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.IndexOfMin(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.IndexOfMinMagnitude(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Log(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Log2(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Max(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Max(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.MaxMagnitude(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.MaxMagnitude(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Min(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Min(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.MinMagnitude(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.MinMagnitude(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Multiply(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Multiply(System.ReadOnlySpan{System.Single},System.Single,System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.MultiplyAdd(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.MultiplyAdd(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Single,System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.MultiplyAdd(System.ReadOnlySpan{System.Single},System.Single,System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Negate(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Norm(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Product(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.ProductOfDifferences(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.ProductOfSums(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Sigmoid(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Sinh(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.SoftMax(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Subtract(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Subtract(System.ReadOnlySpan{System.Single},System.Single,System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Sum(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.SumOfMagnitudes(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.SumOfSquares(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Tanh(System.ReadOnlySpan{System.Single},System.Span{System.Single})

M:System.Numerics.Tensors.TensorPrimitives.ConvertToIntegerNative``2(System.ReadOnlySpan{``0},System.Span{``1})
M:System.Numerics.Tensors.TensorPrimitives.ConvertToInteger``2(System.ReadOnlySpan{``0},System.Span{``1})
Original file line numberDiff line numberDiff line change
Expand Up@@ -6,6 +6,7 @@
<IsPackable>true</IsPackable>
<PackageDescription>Provides support for operating over tensors.</PackageDescription>
<GenAPIExcludeApiList>ReferenceAssemblyExclusions.txt</GenAPIExcludeApiList>
<GenAPITargetPath>$([MSBuild]::NormalizePath('$(MSBuildProjectDirectory)', '..', 'ref', '$(AssemblyName).netcore.cs'))</GenAPITargetPath>
<!-- SYSLIB5001: Tensor<T> and related APIs in System.Numerics.Tensors are experimental in .NET 9 -->
<NoWarn>$(NoWarn);SYSLIB5001</NoWarn>
</PropertyGroup>
Expand DownExpand Up@@ -36,9 +37,11 @@
<Compile Include="System\Numerics\Tensors\netcore\IReadOnlyTensor_1.cs" />
<Compile Include="System\Numerics\Tensors\netcore\ITensor.cs" />
<Compile Include="System\Numerics\Tensors\netcore\ITensor_1.cs" />
<Compile Include="System\Numerics\Tensors\netcore\ReadOnlyTensorDimensionSpan_1.cs" />
<Compile Include="System\Numerics\Tensors\netcore\ReadOnlyTensorSpan_1.cs" />
<Compile Include="System\Numerics\Tensors\netcore\Tensor.cs" />
<Compile Include="System\Numerics\Tensors\netcore\Tensor_1.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorDimensionSpan_1.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorOperation.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorPrimitives.Abs.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorPrimitives.Acos.cs" />
Expand DownExpand Up@@ -167,7 +170,7 @@
<Compile Include="System\Numerics\Tensors\netcore\TensorPrimitives.Truncate.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorPrimitives.Xor.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorShape.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorSpan.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorSpan_1.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorSpanDebugView.cs" />
</ItemGroup>

Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -62,6 +62,11 @@ public interface IReadOnlyTensor<TSelf, T> : IReadOnlyTensor, IEnumerable<T>
/// <remarks>This method copies all of the source tensor to <paramref name="destination" /> even if they overlap.</remarks>
void FlattenTo(scoped Span<T> destination);

/// <summary>Returns a span that can be used to access the flattened elements for a given dimension.</summary>
/// <param name="dimension">The dimension for which the span should be created.</param>
/// <returns>A span that can be used to access the flattened elements for a given dimension.</returns>
ReadOnlyTensorDimensionSpan<T> GetDimensionSpan(int dimension);

/// <summary>Returns a reference to an object of type <typeparamref name="T" /> that can be used for pinning.</summary>
/// <returns>A reference to the element of the tensor at index 0, or <c>null</c> if the tensor is empty.</returns>
/// <remarks>This method is intended to support .NET compilers and is not intended to be called by user code.</remarks>
Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -87,6 +87,9 @@ public interface ITensor<TSelf, T> : ITensor, IReadOnlyTensor<TSelf, T>
/// <inheritdoc cref="ITensor.Fill(object)" />
void Fill(T value);

/// <inheritdoc cref="IReadOnlyTensor{TSelf, T}.GetDimensionSpan(int)" />
new TensorDimensionSpan<T> GetDimensionSpan(int dimension);

/// <inheritdoc cref="IReadOnlyTensor{TSelf, T}.GetPinnableReference" />
new ref T GetPinnableReference();
}
Expand Down
Original file line numberDiff line numberDiff line change
@@ -0,0 +1,109 @@
// Licensed to the .NET Foundation under one or more agreements.
// The .NET Foundation licenses this file to you under the MIT license.

using System.Collections;
using System.Collections.Generic;
using System.Runtime.CompilerServices;
using System.Runtime.InteropServices;

namespace System.Numerics.Tensors
{
/// <summary>Represents the slices that exist within a dimension of a tensor span.</summary>
/// <typeparam name="T">The type of the elements within the tensor span.</typeparam>
public readonly ref struct ReadOnlyTensorDimensionSpan<T>
{
private readonly ReadOnlyTensorSpan<T> _tensor;
private readonly nint _length;
private readonly int _dimension;
private readonly TensorShape _sliceShape;

internal ReadOnlyTensorDimensionSpan(ReadOnlyTensorSpan<T> tensor, int dimension)
{
if ((uint)dimension >= tensor.Rank)
{
ThrowHelper.ThrowArgumentOutOfRangeException();
}
dimension += 1;

_tensor = tensor;
_length = TensorPrimitives.Product(tensor.Lengths[..dimension]);
_dimension = dimension;
_sliceShape = TensorShape.Create((dimension != tensor.Rank) ? tensor.Lengths[dimension..] : [1], tensor.Strides[dimension..]);
}

/// <summary>Gets the length of the tensor dimension span.</summary>
public nint Length => _length;

/// <summary>Gets the tensor span representing a slice of the tracked dimension using the specified index.</summary>
/// <param name="index">The index of the tensor span slice to retrieve within the tracked dimension.</param>
/// <returns>The tensor span representing a slice of the tracked dimension using <paramref name="index" />.</returns>
public ReadOnlyTensorSpan<T> this[nint index]
{
get
{
if ((nuint)index >= (nuint)_length)
{
ThrowHelper.ThrowArgumentOutOfRangeException();
}

nint linearOffset = _tensor._shape.GetLinearOffset(index, _dimension);
return new ReadOnlyTensorSpan<T>(ref Unsafe.Add(ref _tensor._reference, linearOffset), _sliceShape);
}
}

/// <summary>Gets an enumerator for the readonly tensor dimension span.</summary>
public Enumerator GetEnumerator() => new Enumerator(this);

/// <summary>Enumerates the spans of a tensor dimension span.</summary>
public ref struct Enumerator
#if NET9_0_OR_GREATER
: IEnumerator<ReadOnlyTensorSpan<T>>

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Should this implement other interfaces in older TFMs?

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What other interfaces would it implement?

#endif
{
private readonly ReadOnlyTensorDimensionSpan<T> _span;
private nint _index;

internal Enumerator(ReadOnlyTensorDimensionSpan<T> span)
{
_span = span;
_index = -1;
}

/// <summary>Gets the span at the current position of the enumerator.</summary>
public readonly ReadOnlyTensorSpan<T> Current => _span[_index];

/// <summary>Advances the enumerator to the next element of the tensor span.</summary>
public bool MoveNext()
{
nint index = _index + 1;

if (index < _span.Length)
{
_index = index;
return true;
}
return false;
}

/// <summary>Sets the enumerator to its initial position, which is before the first element in the tensor span.</summary>
public void Reset()
{
_index = -1;
}

#if NET9_0_OR_GREATER
//
// IDisposable
//

void IDisposable.Dispose() { }

//
// IEnumerator
//

readonly object? IEnumerator.Current => throw new NotSupportedException();
#endif
}
}
}
Original file line numberDiff line numberDiff line change
Expand Up@@ -18,6 +18,7 @@ namespace System.Numerics.Tensors
/// Represents a contiguous region of arbitrary memory. Unlike arrays, it can point to either managed
/// or native memory, or to memory allocated on the stack. It is type-safe and memory-safe.
/// </summary>
/// <typeparam name="T">The type of the elements within the tensor span.</typeparam>
[DebuggerTypeProxy(typeof(TensorSpanDebugView<>))]
[DebuggerDisplay("{ToString(),raw}")]
[Experimental(Experimentals.TensorTDiagId, UrlFormat = Experimentals.SharedUrlFormat)]
Expand DownExpand Up@@ -382,6 +383,9 @@ public void FlattenTo(scoped Span<T> destination)
}
}

/// <inheritdoc cref="IReadOnlyTensor{TSelf, T}.GetDimensionSpan(int)" />
public ReadOnlyTensorDimensionSpan<T> GetDimensionSpan(int dimension) => new ReadOnlyTensorDimensionSpan<T>(this, dimension);

/// <summary>Gets an enumerator for the readonly tensor span.</summary>
public Enumerator GetEnumerator() => new Enumerator(this);

Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -272,31 +272,14 @@ public static ref readonly TensorSpan<T> ConcatenateOnDimension<T>(int dimension
TensorOperation.Invoke<TensorOperation.CopyTo<T>, T, T>(slice, dstSpan);
dstSpan = dstSpan.Slice((int)slice.FlattenedLength);
}
hasMore = IncrementIndexes(ranges, dimension, destination.Lengths);
// We do dimension - 1 because we want to include the dimension we concatenated on.
hasMore = TensorShape.AdjustToNextIndex(ranges, dimension - 1, destination.Lengths);
}
rentedBuffer.Dispose();
}
return ref destination;
}

private static bool IncrementIndexes(Span<NRange> ranges, int dimension, ReadOnlySpan<nint> lengths)
{
NRange curRange = ranges[dimension - 1];
ranges[dimension - 1] = new NRange(curRange.Start.Value + 1, curRange.End.Value + 1);

for (int i = dimension - 1; i >= 0; i--)
{
if (ranges[i].Start.Value >= lengths[i])
{
ranges[i] = 0..1;
if (i == 0)
return false;
ranges[i - 1] = new NRange(ranges[i - 1].Start.Value + 1, ranges[i - 1].End.Value + 1);
}
}
return true;
}

private static nint CalculateCopyLength(ReadOnlySpan<nint> lengths, int startingAxis)
{
// When starting axis is -1 we want all the data at once same as if starting axis is 0
Expand Down
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, 'i'); if (__m === '*' || __re.test(location.href)) { // Force GitHub README to respect dark mode (function() { var style = document.createElement('style'); style.textContent = ' .markdown-body { color-scheme: dark light; } .markdown-body pre { background: #161b22 !important; } .markdown-body code { background: rgba(110, 118, 129, 0.4) !important; } .markdown-body table th, .markdown-body table td { border-color: #30363d !important; } .markdown-body img { background: #0d1117; } .markdown-body blockquote { border-left-color: #8b949e; } .markdown-body hr { border-color: #30363d; } '; document.head.appendChild(style); })(); } } catch(__e) { console.warn('[Userscript:GitHub Dark Mode README Fix]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + ' Tensor<T> select. Iteration along dimensions by michaelgsharp · Pull Request #113697 · dotnet/runtime · GitHub
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2 changes: 1 addition & 1 deletion eng/resolveContract.targets
Original file line numberDiff line numberDiff line change
Expand Up@@ -126,7 +126,7 @@
<PropertyGroup>
<GenAPIExcludeAttributesList>$(RepositoryEngineeringDir)DefaultGenApiDocIds.txt</GenAPIExcludeAttributesList>
<GenAPIHeaderFile>$(RepositoryEngineeringDir)LicenseHeader.txt</GenAPIHeaderFile>
<GenAPITargetPath>$([MSBuild]::NormalizePath('$(MSBuildProjectDirectory)', '..', 'ref', '$(AssemblyName).cs'))</GenAPITargetPath>
<GenAPITargetPath Condition="'$(GenAPITargetPath)' == ''">$([MSBuild]::NormalizePath('$(MSBuildProjectDirectory)', '..', 'ref', '$(AssemblyName).cs'))</GenAPITargetPath>
<GenAPILangVersion Condition="'$(LangVersion)' != ''">$(LangVersion)</GenAPILangVersion>
<ProjectForGenAPIDocIdGeneration Condition="'$(ProjectForGenAPIDocIdGeneration)' == ''">$(CoreLibProject)</ProjectForGenAPIDocIdGeneration>
</PropertyGroup>
Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -3,6 +3,8 @@
<PropertyGroup>
<TargetFrameworks>$(NetCoreAppCurrent);$(NetCoreAppPrevious);$(NetCoreAppMinimum);netstandard2.0;$(NetFrameworkMinimum)</TargetFrameworks>
<AllowUnsafeBlocks>true</AllowUnsafeBlocks>
<!-- SYSLIB5001: Tensor<T> and related APIs in System.Numerics.Tensors are experimental in .NET 9 -->
<NoWarn>$(NoWarn);SYSLIB5001</NoWarn>
</PropertyGroup>

<ItemGroup>
Expand All@@ -21,4 +23,4 @@
<PackageReference Include="System.Memory" Version="$(SystemMemoryVersion)" />
</ItemGroup>

</Project>
</Project>
Original file line numberDiff line numberDiff line change
Expand Up@@ -11,4 +11,20 @@ public static partial class TensorPrimitives
public static void ConvertToIntegerNative<TFrom, TTo>(System.ReadOnlySpan<TFrom> source, System.Span<TTo> destination) where TFrom : System.Numerics.IFloatingPoint<TFrom> where TTo : System.Numerics.IBinaryInteger<TTo> { }
public static void ConvertToInteger<TFrom, TTo>(System.ReadOnlySpan<TFrom> source, System.Span<TTo> destination) where TFrom : System.Numerics.IFloatingPoint<TFrom> where TTo : System.Numerics.IBinaryInteger<TTo> { }
}
public readonly ref partial struct ReadOnlyTensorDimensionSpan<T>
{
public ref partial struct Enumerator : System.Collections.Generic.IEnumerator<System.Numerics.Tensors.ReadOnlyTensorSpan<T>>, System.Collections.IEnumerator, System.IDisposable
{
readonly object? System.Collections.IEnumerator.Current { get { throw null; } }
void System.IDisposable.Dispose() { }
}
}
public readonly ref partial struct TensorDimensionSpan<T>
{
public ref partial struct Enumerator : System.Collections.Generic.IEnumerator<System.Numerics.Tensors.TensorSpan<T>>, System.Collections.IEnumerator, System.IDisposable
{
readonly object? System.Collections.IEnumerator.Current { get { throw null; } }
void System.IDisposable.Dispose() { }
}
}
}

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Original file line numberDiff line numberDiff line change
@@ -1,2 +1,49 @@
M:System.Numerics.Tensors.TensorPrimitives.ConvertToHalf(System.ReadOnlySpan{System.Single},System.Span{System.Half})
M:System.Numerics.Tensors.TensorPrimitives.ConvertToSingle(System.ReadOnlySpan{System.Half},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Abs(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Add(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Add(System.ReadOnlySpan{System.Single},System.Single,System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.AddMultiply(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.AddMultiply(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Single,System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.AddMultiply(System.ReadOnlySpan{System.Single},System.Single,System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Cosh(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.CosineSimilarity(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Distance(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Divide(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Divide(System.ReadOnlySpan{System.Single},System.Single,System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Dot(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Exp(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.IndexOfMax(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.IndexOfMaxMagnitude(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.IndexOfMin(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.IndexOfMinMagnitude(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Log(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Log2(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Max(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Max(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.MaxMagnitude(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.MaxMagnitude(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Min(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Min(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.MinMagnitude(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.MinMagnitude(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Multiply(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Multiply(System.ReadOnlySpan{System.Single},System.Single,System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.MultiplyAdd(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.MultiplyAdd(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Single,System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.MultiplyAdd(System.ReadOnlySpan{System.Single},System.Single,System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Negate(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Norm(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Product(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.ProductOfDifferences(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.ProductOfSums(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Sigmoid(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Sinh(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.SoftMax(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Subtract(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Subtract(System.ReadOnlySpan{System.Single},System.Single,System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Sum(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.SumOfMagnitudes(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.SumOfSquares(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Tanh(System.ReadOnlySpan{System.Single},System.Span{System.Single})

M:System.Numerics.Tensors.TensorPrimitives.ConvertToIntegerNative``2(System.ReadOnlySpan{``0},System.Span{``1})
M:System.Numerics.Tensors.TensorPrimitives.ConvertToInteger``2(System.ReadOnlySpan{``0},System.Span{``1})
Original file line numberDiff line numberDiff line change
Expand Up@@ -6,6 +6,7 @@
<IsPackable>true</IsPackable>
<PackageDescription>Provides support for operating over tensors.</PackageDescription>
<GenAPIExcludeApiList>ReferenceAssemblyExclusions.txt</GenAPIExcludeApiList>
<GenAPITargetPath>$([MSBuild]::NormalizePath('$(MSBuildProjectDirectory)', '..', 'ref', '$(AssemblyName).netcore.cs'))</GenAPITargetPath>
<!-- SYSLIB5001: Tensor<T> and related APIs in System.Numerics.Tensors are experimental in .NET 9 -->
<NoWarn>$(NoWarn);SYSLIB5001</NoWarn>
</PropertyGroup>
Expand DownExpand Up@@ -36,9 +37,11 @@
<Compile Include="System\Numerics\Tensors\netcore\IReadOnlyTensor_1.cs" />
<Compile Include="System\Numerics\Tensors\netcore\ITensor.cs" />
<Compile Include="System\Numerics\Tensors\netcore\ITensor_1.cs" />
<Compile Include="System\Numerics\Tensors\netcore\ReadOnlyTensorDimensionSpan_1.cs" />
<Compile Include="System\Numerics\Tensors\netcore\ReadOnlyTensorSpan_1.cs" />
<Compile Include="System\Numerics\Tensors\netcore\Tensor.cs" />
<Compile Include="System\Numerics\Tensors\netcore\Tensor_1.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorDimensionSpan_1.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorOperation.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorPrimitives.Abs.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorPrimitives.Acos.cs" />
Expand DownExpand Up@@ -167,7 +170,7 @@
<Compile Include="System\Numerics\Tensors\netcore\TensorPrimitives.Truncate.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorPrimitives.Xor.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorShape.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorSpan.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorSpan_1.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorSpanDebugView.cs" />
</ItemGroup>

Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -62,6 +62,11 @@ public interface IReadOnlyTensor<TSelf, T> : IReadOnlyTensor, IEnumerable<T>
/// <remarks>This method copies all of the source tensor to <paramref name="destination" /> even if they overlap.</remarks>
void FlattenTo(scoped Span<T> destination);

/// <summary>Returns a span that can be used to access the flattened elements for a given dimension.</summary>
/// <param name="dimension">The dimension for which the span should be created.</param>
/// <returns>A span that can be used to access the flattened elements for a given dimension.</returns>
ReadOnlyTensorDimensionSpan<T> GetDimensionSpan(int dimension);

/// <summary>Returns a reference to an object of type <typeparamref name="T" /> that can be used for pinning.</summary>
/// <returns>A reference to the element of the tensor at index 0, or <c>null</c> if the tensor is empty.</returns>
/// <remarks>This method is intended to support .NET compilers and is not intended to be called by user code.</remarks>
Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -87,6 +87,9 @@ public interface ITensor<TSelf, T> : ITensor, IReadOnlyTensor<TSelf, T>
/// <inheritdoc cref="ITensor.Fill(object)" />
void Fill(T value);

/// <inheritdoc cref="IReadOnlyTensor{TSelf, T}.GetDimensionSpan(int)" />
new TensorDimensionSpan<T> GetDimensionSpan(int dimension);

/// <inheritdoc cref="IReadOnlyTensor{TSelf, T}.GetPinnableReference" />
new ref T GetPinnableReference();
}
Expand Down
Original file line numberDiff line numberDiff line change
@@ -0,0 +1,109 @@
// Licensed to the .NET Foundation under one or more agreements.
// The .NET Foundation licenses this file to you under the MIT license.

using System.Collections;
using System.Collections.Generic;
using System.Runtime.CompilerServices;
using System.Runtime.InteropServices;

namespace System.Numerics.Tensors
{
/// <summary>Represents the slices that exist within a dimension of a tensor span.</summary>
/// <typeparam name="T">The type of the elements within the tensor span.</typeparam>
public readonly ref struct ReadOnlyTensorDimensionSpan<T>
{
private readonly ReadOnlyTensorSpan<T> _tensor;
private readonly nint _length;
private readonly int _dimension;
private readonly TensorShape _sliceShape;

internal ReadOnlyTensorDimensionSpan(ReadOnlyTensorSpan<T> tensor, int dimension)
{
if ((uint)dimension >= tensor.Rank)
{
ThrowHelper.ThrowArgumentOutOfRangeException();
}
dimension += 1;

_tensor = tensor;
_length = TensorPrimitives.Product(tensor.Lengths[..dimension]);
_dimension = dimension;
_sliceShape = TensorShape.Create((dimension != tensor.Rank) ? tensor.Lengths[dimension..] : [1], tensor.Strides[dimension..]);
}

/// <summary>Gets the length of the tensor dimension span.</summary>
public nint Length => _length;

/// <summary>Gets the tensor span representing a slice of the tracked dimension using the specified index.</summary>
/// <param name="index">The index of the tensor span slice to retrieve within the tracked dimension.</param>
/// <returns>The tensor span representing a slice of the tracked dimension using <paramref name="index" />.</returns>
public ReadOnlyTensorSpan<T> this[nint index]
{
get
{
if ((nuint)index >= (nuint)_length)
{
ThrowHelper.ThrowArgumentOutOfRangeException();
}

nint linearOffset = _tensor._shape.GetLinearOffset(index, _dimension);
return new ReadOnlyTensorSpan<T>(ref Unsafe.Add(ref _tensor._reference, linearOffset), _sliceShape);
}
}

/// <summary>Gets an enumerator for the readonly tensor dimension span.</summary>
public Enumerator GetEnumerator() => new Enumerator(this);

/// <summary>Enumerates the spans of a tensor dimension span.</summary>
public ref struct Enumerator
#if NET9_0_OR_GREATER
: IEnumerator<ReadOnlyTensorSpan<T>>

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Should this implement other interfaces in older TFMs?

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What other interfaces would it implement?

#endif
{
private readonly ReadOnlyTensorDimensionSpan<T> _span;
private nint _index;

internal Enumerator(ReadOnlyTensorDimensionSpan<T> span)
{
_span = span;
_index = -1;
}

/// <summary>Gets the span at the current position of the enumerator.</summary>
public readonly ReadOnlyTensorSpan<T> Current => _span[_index];

/// <summary>Advances the enumerator to the next element of the tensor span.</summary>
public bool MoveNext()
{
nint index = _index + 1;

if (index < _span.Length)
{
_index = index;
return true;
}
return false;
}

/// <summary>Sets the enumerator to its initial position, which is before the first element in the tensor span.</summary>
public void Reset()
{
_index = -1;
}

#if NET9_0_OR_GREATER
//
// IDisposable
//

void IDisposable.Dispose() { }

//
// IEnumerator
//

readonly object? IEnumerator.Current => throw new NotSupportedException();
#endif
}
}
}
Original file line numberDiff line numberDiff line change
Expand Up@@ -18,6 +18,7 @@ namespace System.Numerics.Tensors
/// Represents a contiguous region of arbitrary memory. Unlike arrays, it can point to either managed
/// or native memory, or to memory allocated on the stack. It is type-safe and memory-safe.
/// </summary>
/// <typeparam name="T">The type of the elements within the tensor span.</typeparam>
[DebuggerTypeProxy(typeof(TensorSpanDebugView<>))]
[DebuggerDisplay("{ToString(),raw}")]
[Experimental(Experimentals.TensorTDiagId, UrlFormat = Experimentals.SharedUrlFormat)]
Expand DownExpand Up@@ -382,6 +383,9 @@ public void FlattenTo(scoped Span<T> destination)
}
}

/// <inheritdoc cref="IReadOnlyTensor{TSelf, T}.GetDimensionSpan(int)" />
public ReadOnlyTensorDimensionSpan<T> GetDimensionSpan(int dimension) => new ReadOnlyTensorDimensionSpan<T>(this, dimension);

/// <summary>Gets an enumerator for the readonly tensor span.</summary>
public Enumerator GetEnumerator() => new Enumerator(this);

Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -272,31 +272,14 @@ public static ref readonly TensorSpan<T> ConcatenateOnDimension<T>(int dimension
TensorOperation.Invoke<TensorOperation.CopyTo<T>, T, T>(slice, dstSpan);
dstSpan = dstSpan.Slice((int)slice.FlattenedLength);
}
hasMore = IncrementIndexes(ranges, dimension, destination.Lengths);
// We do dimension - 1 because we want to include the dimension we concatenated on.
hasMore = TensorShape.AdjustToNextIndex(ranges, dimension - 1, destination.Lengths);
}
rentedBuffer.Dispose();
}
return ref destination;
}

private static bool IncrementIndexes(Span<NRange> ranges, int dimension, ReadOnlySpan<nint> lengths)
{
NRange curRange = ranges[dimension - 1];
ranges[dimension - 1] = new NRange(curRange.Start.Value + 1, curRange.End.Value + 1);

for (int i = dimension - 1; i >= 0; i--)
{
if (ranges[i].Start.Value >= lengths[i])
{
ranges[i] = 0..1;
if (i == 0)
return false;
ranges[i - 1] = new NRange(ranges[i - 1].Start.Value + 1, ranges[i - 1].End.Value + 1);
}
}
return true;
}

private static nint CalculateCopyLength(ReadOnlySpan<nint> lengths, int startingAxis)
{
// When starting axis is -1 we want all the data at once same as if starting axis is 0
Expand Down
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2 changes: 1 addition & 1 deletion eng/resolveContract.targets
Original file line numberDiff line numberDiff line change
Expand Up@@ -126,7 +126,7 @@
<PropertyGroup>
<GenAPIExcludeAttributesList>$(RepositoryEngineeringDir)DefaultGenApiDocIds.txt</GenAPIExcludeAttributesList>
<GenAPIHeaderFile>$(RepositoryEngineeringDir)LicenseHeader.txt</GenAPIHeaderFile>
<GenAPITargetPath>$([MSBuild]::NormalizePath('$(MSBuildProjectDirectory)', '..', 'ref', '$(AssemblyName).cs'))</GenAPITargetPath>
<GenAPITargetPath Condition="'$(GenAPITargetPath)' == ''">$([MSBuild]::NormalizePath('$(MSBuildProjectDirectory)', '..', 'ref', '$(AssemblyName).cs'))</GenAPITargetPath>
<GenAPILangVersion Condition="'$(LangVersion)' != ''">$(LangVersion)</GenAPILangVersion>
<ProjectForGenAPIDocIdGeneration Condition="'$(ProjectForGenAPIDocIdGeneration)' == ''">$(CoreLibProject)</ProjectForGenAPIDocIdGeneration>
</PropertyGroup>
Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -3,6 +3,8 @@
<PropertyGroup>
<TargetFrameworks>$(NetCoreAppCurrent);$(NetCoreAppPrevious);$(NetCoreAppMinimum);netstandard2.0;$(NetFrameworkMinimum)</TargetFrameworks>
<AllowUnsafeBlocks>true</AllowUnsafeBlocks>
<!-- SYSLIB5001: Tensor<T> and related APIs in System.Numerics.Tensors are experimental in .NET 9 -->
<NoWarn>$(NoWarn);SYSLIB5001</NoWarn>
</PropertyGroup>

<ItemGroup>
Expand All@@ -21,4 +23,4 @@
<PackageReference Include="System.Memory" Version="$(SystemMemoryVersion)" />
</ItemGroup>

</Project>
</Project>
Original file line numberDiff line numberDiff line change
Expand Up@@ -11,4 +11,20 @@ public static partial class TensorPrimitives
public static void ConvertToIntegerNative<TFrom, TTo>(System.ReadOnlySpan<TFrom> source, System.Span<TTo> destination) where TFrom : System.Numerics.IFloatingPoint<TFrom> where TTo : System.Numerics.IBinaryInteger<TTo> { }
public static void ConvertToInteger<TFrom, TTo>(System.ReadOnlySpan<TFrom> source, System.Span<TTo> destination) where TFrom : System.Numerics.IFloatingPoint<TFrom> where TTo : System.Numerics.IBinaryInteger<TTo> { }
}
public readonly ref partial struct ReadOnlyTensorDimensionSpan<T>
{
public ref partial struct Enumerator : System.Collections.Generic.IEnumerator<System.Numerics.Tensors.ReadOnlyTensorSpan<T>>, System.Collections.IEnumerator, System.IDisposable
{
readonly object? System.Collections.IEnumerator.Current { get { throw null; } }
void System.IDisposable.Dispose() { }
}
}
public readonly ref partial struct TensorDimensionSpan<T>
{
public ref partial struct Enumerator : System.Collections.Generic.IEnumerator<System.Numerics.Tensors.TensorSpan<T>>, System.Collections.IEnumerator, System.IDisposable
{
readonly object? System.Collections.IEnumerator.Current { get { throw null; } }
void System.IDisposable.Dispose() { }
}
}
}

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Original file line numberDiff line numberDiff line change
@@ -1,2 +1,49 @@
M:System.Numerics.Tensors.TensorPrimitives.ConvertToHalf(System.ReadOnlySpan{System.Single},System.Span{System.Half})
M:System.Numerics.Tensors.TensorPrimitives.ConvertToSingle(System.ReadOnlySpan{System.Half},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Abs(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Add(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Add(System.ReadOnlySpan{System.Single},System.Single,System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.AddMultiply(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.AddMultiply(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Single,System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.AddMultiply(System.ReadOnlySpan{System.Single},System.Single,System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Cosh(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.CosineSimilarity(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Distance(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Divide(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Divide(System.ReadOnlySpan{System.Single},System.Single,System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Dot(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Exp(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.IndexOfMax(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.IndexOfMaxMagnitude(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.IndexOfMin(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.IndexOfMinMagnitude(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Log(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Log2(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Max(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Max(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.MaxMagnitude(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.MaxMagnitude(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Min(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Min(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.MinMagnitude(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.MinMagnitude(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Multiply(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Multiply(System.ReadOnlySpan{System.Single},System.Single,System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.MultiplyAdd(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.MultiplyAdd(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Single,System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.MultiplyAdd(System.ReadOnlySpan{System.Single},System.Single,System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Negate(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Norm(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Product(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.ProductOfDifferences(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.ProductOfSums(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Sigmoid(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Sinh(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.SoftMax(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Subtract(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Subtract(System.ReadOnlySpan{System.Single},System.Single,System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Sum(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.SumOfMagnitudes(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.SumOfSquares(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Tanh(System.ReadOnlySpan{System.Single},System.Span{System.Single})

M:System.Numerics.Tensors.TensorPrimitives.ConvertToIntegerNative``2(System.ReadOnlySpan{``0},System.Span{``1})
M:System.Numerics.Tensors.TensorPrimitives.ConvertToInteger``2(System.ReadOnlySpan{``0},System.Span{``1})
Original file line numberDiff line numberDiff line change
Expand Up@@ -6,6 +6,7 @@
<IsPackable>true</IsPackable>
<PackageDescription>Provides support for operating over tensors.</PackageDescription>
<GenAPIExcludeApiList>ReferenceAssemblyExclusions.txt</GenAPIExcludeApiList>
<GenAPITargetPath>$([MSBuild]::NormalizePath('$(MSBuildProjectDirectory)', '..', 'ref', '$(AssemblyName).netcore.cs'))</GenAPITargetPath>
<!-- SYSLIB5001: Tensor<T> and related APIs in System.Numerics.Tensors are experimental in .NET 9 -->
<NoWarn>$(NoWarn);SYSLIB5001</NoWarn>
</PropertyGroup>
Expand DownExpand Up@@ -36,9 +37,11 @@
<Compile Include="System\Numerics\Tensors\netcore\IReadOnlyTensor_1.cs" />
<Compile Include="System\Numerics\Tensors\netcore\ITensor.cs" />
<Compile Include="System\Numerics\Tensors\netcore\ITensor_1.cs" />
<Compile Include="System\Numerics\Tensors\netcore\ReadOnlyTensorDimensionSpan_1.cs" />
<Compile Include="System\Numerics\Tensors\netcore\ReadOnlyTensorSpan_1.cs" />
<Compile Include="System\Numerics\Tensors\netcore\Tensor.cs" />
<Compile Include="System\Numerics\Tensors\netcore\Tensor_1.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorDimensionSpan_1.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorOperation.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorPrimitives.Abs.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorPrimitives.Acos.cs" />
Expand DownExpand Up@@ -167,7 +170,7 @@
<Compile Include="System\Numerics\Tensors\netcore\TensorPrimitives.Truncate.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorPrimitives.Xor.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorShape.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorSpan.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorSpan_1.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorSpanDebugView.cs" />
</ItemGroup>

Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -62,6 +62,11 @@ public interface IReadOnlyTensor<TSelf, T> : IReadOnlyTensor, IEnumerable<T>
/// <remarks>This method copies all of the source tensor to <paramref name="destination" /> even if they overlap.</remarks>
void FlattenTo(scoped Span<T> destination);

/// <summary>Returns a span that can be used to access the flattened elements for a given dimension.</summary>
/// <param name="dimension">The dimension for which the span should be created.</param>
/// <returns>A span that can be used to access the flattened elements for a given dimension.</returns>
ReadOnlyTensorDimensionSpan<T> GetDimensionSpan(int dimension);

/// <summary>Returns a reference to an object of type <typeparamref name="T" /> that can be used for pinning.</summary>
/// <returns>A reference to the element of the tensor at index 0, or <c>null</c> if the tensor is empty.</returns>
/// <remarks>This method is intended to support .NET compilers and is not intended to be called by user code.</remarks>
Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -87,6 +87,9 @@ public interface ITensor<TSelf, T> : ITensor, IReadOnlyTensor<TSelf, T>
/// <inheritdoc cref="ITensor.Fill(object)" />
void Fill(T value);

/// <inheritdoc cref="IReadOnlyTensor{TSelf, T}.GetDimensionSpan(int)" />
new TensorDimensionSpan<T> GetDimensionSpan(int dimension);

/// <inheritdoc cref="IReadOnlyTensor{TSelf, T}.GetPinnableReference" />
new ref T GetPinnableReference();
}
Expand Down
Original file line numberDiff line numberDiff line change
@@ -0,0 +1,109 @@
// Licensed to the .NET Foundation under one or more agreements.
// The .NET Foundation licenses this file to you under the MIT license.

using System.Collections;
using System.Collections.Generic;
using System.Runtime.CompilerServices;
using System.Runtime.InteropServices;

namespace System.Numerics.Tensors
{
/// <summary>Represents the slices that exist within a dimension of a tensor span.</summary>
/// <typeparam name="T">The type of the elements within the tensor span.</typeparam>
public readonly ref struct ReadOnlyTensorDimensionSpan<T>
{
private readonly ReadOnlyTensorSpan<T> _tensor;
private readonly nint _length;
private readonly int _dimension;
private readonly TensorShape _sliceShape;

internal ReadOnlyTensorDimensionSpan(ReadOnlyTensorSpan<T> tensor, int dimension)
{
if ((uint)dimension >= tensor.Rank)
{
ThrowHelper.ThrowArgumentOutOfRangeException();
}
dimension += 1;

_tensor = tensor;
_length = TensorPrimitives.Product(tensor.Lengths[..dimension]);
_dimension = dimension;
_sliceShape = TensorShape.Create((dimension != tensor.Rank) ? tensor.Lengths[dimension..] : [1], tensor.Strides[dimension..]);
}

/// <summary>Gets the length of the tensor dimension span.</summary>
public nint Length => _length;

/// <summary>Gets the tensor span representing a slice of the tracked dimension using the specified index.</summary>
/// <param name="index">The index of the tensor span slice to retrieve within the tracked dimension.</param>
/// <returns>The tensor span representing a slice of the tracked dimension using <paramref name="index" />.</returns>
public ReadOnlyTensorSpan<T> this[nint index]
{
get
{
if ((nuint)index >= (nuint)_length)
{
ThrowHelper.ThrowArgumentOutOfRangeException();
}

nint linearOffset = _tensor._shape.GetLinearOffset(index, _dimension);
return new ReadOnlyTensorSpan<T>(ref Unsafe.Add(ref _tensor._reference, linearOffset), _sliceShape);
}
}

/// <summary>Gets an enumerator for the readonly tensor dimension span.</summary>
public Enumerator GetEnumerator() => new Enumerator(this);

/// <summary>Enumerates the spans of a tensor dimension span.</summary>
public ref struct Enumerator
#if NET9_0_OR_GREATER
: IEnumerator<ReadOnlyTensorSpan<T>>

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Should this implement other interfaces in older TFMs?

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Choose a reason for hiding this comment

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What other interfaces would it implement?

#endif
{
private readonly ReadOnlyTensorDimensionSpan<T> _span;
private nint _index;

internal Enumerator(ReadOnlyTensorDimensionSpan<T> span)
{
_span = span;
_index = -1;
}

/// <summary>Gets the span at the current position of the enumerator.</summary>
public readonly ReadOnlyTensorSpan<T> Current => _span[_index];

/// <summary>Advances the enumerator to the next element of the tensor span.</summary>
public bool MoveNext()
{
nint index = _index + 1;

if (index < _span.Length)
{
_index = index;
return true;
}
return false;
}

/// <summary>Sets the enumerator to its initial position, which is before the first element in the tensor span.</summary>
public void Reset()
{
_index = -1;
}

#if NET9_0_OR_GREATER
//
// IDisposable
//

void IDisposable.Dispose() { }

//
// IEnumerator
//

readonly object? IEnumerator.Current => throw new NotSupportedException();
#endif
}
}
}
Original file line numberDiff line numberDiff line change
Expand Up@@ -18,6 +18,7 @@ namespace System.Numerics.Tensors
/// Represents a contiguous region of arbitrary memory. Unlike arrays, it can point to either managed
/// or native memory, or to memory allocated on the stack. It is type-safe and memory-safe.
/// </summary>
/// <typeparam name="T">The type of the elements within the tensor span.</typeparam>
[DebuggerTypeProxy(typeof(TensorSpanDebugView<>))]
[DebuggerDisplay("{ToString(),raw}")]
[Experimental(Experimentals.TensorTDiagId, UrlFormat = Experimentals.SharedUrlFormat)]
Expand DownExpand Up@@ -382,6 +383,9 @@ public void FlattenTo(scoped Span<T> destination)
}
}

/// <inheritdoc cref="IReadOnlyTensor{TSelf, T}.GetDimensionSpan(int)" />
public ReadOnlyTensorDimensionSpan<T> GetDimensionSpan(int dimension) => new ReadOnlyTensorDimensionSpan<T>(this, dimension);

/// <summary>Gets an enumerator for the readonly tensor span.</summary>
public Enumerator GetEnumerator() => new Enumerator(this);

Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -272,31 +272,14 @@ public static ref readonly TensorSpan<T> ConcatenateOnDimension<T>(int dimension
TensorOperation.Invoke<TensorOperation.CopyTo<T>, T, T>(slice, dstSpan);
dstSpan = dstSpan.Slice((int)slice.FlattenedLength);
}
hasMore = IncrementIndexes(ranges, dimension, destination.Lengths);
// We do dimension - 1 because we want to include the dimension we concatenated on.
hasMore = TensorShape.AdjustToNextIndex(ranges, dimension - 1, destination.Lengths);
}
rentedBuffer.Dispose();
}
return ref destination;
}

private static bool IncrementIndexes(Span<NRange> ranges, int dimension, ReadOnlySpan<nint> lengths)
{
NRange curRange = ranges[dimension - 1];
ranges[dimension - 1] = new NRange(curRange.Start.Value + 1, curRange.End.Value + 1);

for (int i = dimension - 1; i >= 0; i--)
{
if (ranges[i].Start.Value >= lengths[i])
{
ranges[i] = 0..1;
if (i == 0)
return false;
ranges[i - 1] = new NRange(ranges[i - 1].Start.Value + 1, ranges[i - 1].End.Value + 1);
}
}
return true;
}

private static nint CalculateCopyLength(ReadOnlySpan<nint> lengths, int startingAxis)
{
// When starting axis is -1 we want all the data at once same as if starting axis is 0
Expand Down
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2 changes: 1 addition & 1 deletion eng/resolveContract.targets
Original file line numberDiff line numberDiff line change
Expand Up@@ -126,7 +126,7 @@
<PropertyGroup>
<GenAPIExcludeAttributesList>$(RepositoryEngineeringDir)DefaultGenApiDocIds.txt</GenAPIExcludeAttributesList>
<GenAPIHeaderFile>$(RepositoryEngineeringDir)LicenseHeader.txt</GenAPIHeaderFile>
<GenAPITargetPath>$([MSBuild]::NormalizePath('$(MSBuildProjectDirectory)', '..', 'ref', '$(AssemblyName).cs'))</GenAPITargetPath>
<GenAPITargetPath Condition="'$(GenAPITargetPath)' == ''">$([MSBuild]::NormalizePath('$(MSBuildProjectDirectory)', '..', 'ref', '$(AssemblyName).cs'))</GenAPITargetPath>
<GenAPILangVersion Condition="'$(LangVersion)' != ''">$(LangVersion)</GenAPILangVersion>
<ProjectForGenAPIDocIdGeneration Condition="'$(ProjectForGenAPIDocIdGeneration)' == ''">$(CoreLibProject)</ProjectForGenAPIDocIdGeneration>
</PropertyGroup>
Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -3,6 +3,8 @@
<PropertyGroup>
<TargetFrameworks>$(NetCoreAppCurrent);$(NetCoreAppPrevious);$(NetCoreAppMinimum);netstandard2.0;$(NetFrameworkMinimum)</TargetFrameworks>
<AllowUnsafeBlocks>true</AllowUnsafeBlocks>
<!-- SYSLIB5001: Tensor<T> and related APIs in System.Numerics.Tensors are experimental in .NET 9 -->
<NoWarn>$(NoWarn);SYSLIB5001</NoWarn>
</PropertyGroup>

<ItemGroup>
Expand All@@ -21,4 +23,4 @@
<PackageReference Include="System.Memory" Version="$(SystemMemoryVersion)" />
</ItemGroup>

</Project>
</Project>
Original file line numberDiff line numberDiff line change
Expand Up@@ -11,4 +11,20 @@ public static partial class TensorPrimitives
public static void ConvertToIntegerNative<TFrom, TTo>(System.ReadOnlySpan<TFrom> source, System.Span<TTo> destination) where TFrom : System.Numerics.IFloatingPoint<TFrom> where TTo : System.Numerics.IBinaryInteger<TTo> { }
public static void ConvertToInteger<TFrom, TTo>(System.ReadOnlySpan<TFrom> source, System.Span<TTo> destination) where TFrom : System.Numerics.IFloatingPoint<TFrom> where TTo : System.Numerics.IBinaryInteger<TTo> { }
}
public readonly ref partial struct ReadOnlyTensorDimensionSpan<T>
{
public ref partial struct Enumerator : System.Collections.Generic.IEnumerator<System.Numerics.Tensors.ReadOnlyTensorSpan<T>>, System.Collections.IEnumerator, System.IDisposable
{
readonly object? System.Collections.IEnumerator.Current { get { throw null; } }
void System.IDisposable.Dispose() { }
}
}
public readonly ref partial struct TensorDimensionSpan<T>
{
public ref partial struct Enumerator : System.Collections.Generic.IEnumerator<System.Numerics.Tensors.TensorSpan<T>>, System.Collections.IEnumerator, System.IDisposable
{
readonly object? System.Collections.IEnumerator.Current { get { throw null; } }
void System.IDisposable.Dispose() { }
}
}
}

Large diffs are not rendered by default.

Large diffs are not rendered by default.

Original file line numberDiff line numberDiff line change
@@ -1,2 +1,49 @@
M:System.Numerics.Tensors.TensorPrimitives.ConvertToHalf(System.ReadOnlySpan{System.Single},System.Span{System.Half})
M:System.Numerics.Tensors.TensorPrimitives.ConvertToSingle(System.ReadOnlySpan{System.Half},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Abs(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Add(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Add(System.ReadOnlySpan{System.Single},System.Single,System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.AddMultiply(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.AddMultiply(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Single,System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.AddMultiply(System.ReadOnlySpan{System.Single},System.Single,System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Cosh(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.CosineSimilarity(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Distance(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Divide(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Divide(System.ReadOnlySpan{System.Single},System.Single,System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Dot(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Exp(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.IndexOfMax(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.IndexOfMaxMagnitude(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.IndexOfMin(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.IndexOfMinMagnitude(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Log(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Log2(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Max(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Max(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.MaxMagnitude(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.MaxMagnitude(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Min(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Min(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.MinMagnitude(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.MinMagnitude(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Multiply(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Multiply(System.ReadOnlySpan{System.Single},System.Single,System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.MultiplyAdd(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.MultiplyAdd(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Single,System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.MultiplyAdd(System.ReadOnlySpan{System.Single},System.Single,System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Negate(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Norm(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Product(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.ProductOfDifferences(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.ProductOfSums(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Sigmoid(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Sinh(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.SoftMax(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Subtract(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Subtract(System.ReadOnlySpan{System.Single},System.Single,System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Sum(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.SumOfMagnitudes(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.SumOfSquares(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Tanh(System.ReadOnlySpan{System.Single},System.Span{System.Single})

M:System.Numerics.Tensors.TensorPrimitives.ConvertToIntegerNative``2(System.ReadOnlySpan{``0},System.Span{``1})
M:System.Numerics.Tensors.TensorPrimitives.ConvertToInteger``2(System.ReadOnlySpan{``0},System.Span{``1})
Original file line numberDiff line numberDiff line change
Expand Up@@ -6,6 +6,7 @@
<IsPackable>true</IsPackable>
<PackageDescription>Provides support for operating over tensors.</PackageDescription>
<GenAPIExcludeApiList>ReferenceAssemblyExclusions.txt</GenAPIExcludeApiList>
<GenAPITargetPath>$([MSBuild]::NormalizePath('$(MSBuildProjectDirectory)', '..', 'ref', '$(AssemblyName).netcore.cs'))</GenAPITargetPath>
<!-- SYSLIB5001: Tensor<T> and related APIs in System.Numerics.Tensors are experimental in .NET 9 -->
<NoWarn>$(NoWarn);SYSLIB5001</NoWarn>
</PropertyGroup>
Expand DownExpand Up@@ -36,9 +37,11 @@
<Compile Include="System\Numerics\Tensors\netcore\IReadOnlyTensor_1.cs" />
<Compile Include="System\Numerics\Tensors\netcore\ITensor.cs" />
<Compile Include="System\Numerics\Tensors\netcore\ITensor_1.cs" />
<Compile Include="System\Numerics\Tensors\netcore\ReadOnlyTensorDimensionSpan_1.cs" />
<Compile Include="System\Numerics\Tensors\netcore\ReadOnlyTensorSpan_1.cs" />
<Compile Include="System\Numerics\Tensors\netcore\Tensor.cs" />
<Compile Include="System\Numerics\Tensors\netcore\Tensor_1.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorDimensionSpan_1.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorOperation.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorPrimitives.Abs.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorPrimitives.Acos.cs" />
Expand DownExpand Up@@ -167,7 +170,7 @@
<Compile Include="System\Numerics\Tensors\netcore\TensorPrimitives.Truncate.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorPrimitives.Xor.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorShape.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorSpan.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorSpan_1.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorSpanDebugView.cs" />
</ItemGroup>

Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -62,6 +62,11 @@ public interface IReadOnlyTensor<TSelf, T> : IReadOnlyTensor, IEnumerable<T>
/// <remarks>This method copies all of the source tensor to <paramref name="destination" /> even if they overlap.</remarks>
void FlattenTo(scoped Span<T> destination);

/// <summary>Returns a span that can be used to access the flattened elements for a given dimension.</summary>
/// <param name="dimension">The dimension for which the span should be created.</param>
/// <returns>A span that can be used to access the flattened elements for a given dimension.</returns>
ReadOnlyTensorDimensionSpan<T> GetDimensionSpan(int dimension);

/// <summary>Returns a reference to an object of type <typeparamref name="T" /> that can be used for pinning.</summary>
/// <returns>A reference to the element of the tensor at index 0, or <c>null</c> if the tensor is empty.</returns>
/// <remarks>This method is intended to support .NET compilers and is not intended to be called by user code.</remarks>
Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -87,6 +87,9 @@ public interface ITensor<TSelf, T> : ITensor, IReadOnlyTensor<TSelf, T>
/// <inheritdoc cref="ITensor.Fill(object)" />
void Fill(T value);

/// <inheritdoc cref="IReadOnlyTensor{TSelf, T}.GetDimensionSpan(int)" />
new TensorDimensionSpan<T> GetDimensionSpan(int dimension);

/// <inheritdoc cref="IReadOnlyTensor{TSelf, T}.GetPinnableReference" />
new ref T GetPinnableReference();
}
Expand Down
Original file line numberDiff line numberDiff line change
@@ -0,0 +1,109 @@
// Licensed to the .NET Foundation under one or more agreements.
// The .NET Foundation licenses this file to you under the MIT license.

using System.Collections;
using System.Collections.Generic;
using System.Runtime.CompilerServices;
using System.Runtime.InteropServices;

namespace System.Numerics.Tensors
{
/// <summary>Represents the slices that exist within a dimension of a tensor span.</summary>
/// <typeparam name="T">The type of the elements within the tensor span.</typeparam>
public readonly ref struct ReadOnlyTensorDimensionSpan<T>
{
private readonly ReadOnlyTensorSpan<T> _tensor;
private readonly nint _length;
private readonly int _dimension;
private readonly TensorShape _sliceShape;

internal ReadOnlyTensorDimensionSpan(ReadOnlyTensorSpan<T> tensor, int dimension)
{
if ((uint)dimension >= tensor.Rank)
{
ThrowHelper.ThrowArgumentOutOfRangeException();
}
dimension += 1;

_tensor = tensor;
_length = TensorPrimitives.Product(tensor.Lengths[..dimension]);
_dimension = dimension;
_sliceShape = TensorShape.Create((dimension != tensor.Rank) ? tensor.Lengths[dimension..] : [1], tensor.Strides[dimension..]);
}

/// <summary>Gets the length of the tensor dimension span.</summary>
public nint Length => _length;

/// <summary>Gets the tensor span representing a slice of the tracked dimension using the specified index.</summary>
/// <param name="index">The index of the tensor span slice to retrieve within the tracked dimension.</param>
/// <returns>The tensor span representing a slice of the tracked dimension using <paramref name="index" />.</returns>
public ReadOnlyTensorSpan<T> this[nint index]
{
get
{
if ((nuint)index >= (nuint)_length)
{
ThrowHelper.ThrowArgumentOutOfRangeException();
}

nint linearOffset = _tensor._shape.GetLinearOffset(index, _dimension);
return new ReadOnlyTensorSpan<T>(ref Unsafe.Add(ref _tensor._reference, linearOffset), _sliceShape);
}
}

/// <summary>Gets an enumerator for the readonly tensor dimension span.</summary>
public Enumerator GetEnumerator() => new Enumerator(this);

/// <summary>Enumerates the spans of a tensor dimension span.</summary>
public ref struct Enumerator
#if NET9_0_OR_GREATER
: IEnumerator<ReadOnlyTensorSpan<T>>

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Should this implement other interfaces in older TFMs?

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What other interfaces would it implement?

#endif
{
private readonly ReadOnlyTensorDimensionSpan<T> _span;
private nint _index;

internal Enumerator(ReadOnlyTensorDimensionSpan<T> span)
{
_span = span;
_index = -1;
}

/// <summary>Gets the span at the current position of the enumerator.</summary>
public readonly ReadOnlyTensorSpan<T> Current => _span[_index];

/// <summary>Advances the enumerator to the next element of the tensor span.</summary>
public bool MoveNext()
{
nint index = _index + 1;

if (index < _span.Length)
{
_index = index;
return true;
}
return false;
}

/// <summary>Sets the enumerator to its initial position, which is before the first element in the tensor span.</summary>
public void Reset()
{
_index = -1;
}

#if NET9_0_OR_GREATER
//
// IDisposable
//

void IDisposable.Dispose() { }

//
// IEnumerator
//

readonly object? IEnumerator.Current => throw new NotSupportedException();
#endif
}
}
}
Original file line numberDiff line numberDiff line change
Expand Up@@ -18,6 +18,7 @@ namespace System.Numerics.Tensors
/// Represents a contiguous region of arbitrary memory. Unlike arrays, it can point to either managed
/// or native memory, or to memory allocated on the stack. It is type-safe and memory-safe.
/// </summary>
/// <typeparam name="T">The type of the elements within the tensor span.</typeparam>
[DebuggerTypeProxy(typeof(TensorSpanDebugView<>))]
[DebuggerDisplay("{ToString(),raw}")]
[Experimental(Experimentals.TensorTDiagId, UrlFormat = Experimentals.SharedUrlFormat)]
Expand DownExpand Up@@ -382,6 +383,9 @@ public void FlattenTo(scoped Span<T> destination)
}
}

/// <inheritdoc cref="IReadOnlyTensor{TSelf, T}.GetDimensionSpan(int)" />
public ReadOnlyTensorDimensionSpan<T> GetDimensionSpan(int dimension) => new ReadOnlyTensorDimensionSpan<T>(this, dimension);

/// <summary>Gets an enumerator for the readonly tensor span.</summary>
public Enumerator GetEnumerator() => new Enumerator(this);

Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -272,31 +272,14 @@ public static ref readonly TensorSpan<T> ConcatenateOnDimension<T>(int dimension
TensorOperation.Invoke<TensorOperation.CopyTo<T>, T, T>(slice, dstSpan);
dstSpan = dstSpan.Slice((int)slice.FlattenedLength);
}
hasMore = IncrementIndexes(ranges, dimension, destination.Lengths);
// We do dimension - 1 because we want to include the dimension we concatenated on.
hasMore = TensorShape.AdjustToNextIndex(ranges, dimension - 1, destination.Lengths);
}
rentedBuffer.Dispose();
}
return ref destination;
}

private static bool IncrementIndexes(Span<NRange> ranges, int dimension, ReadOnlySpan<nint> lengths)
{
NRange curRange = ranges[dimension - 1];
ranges[dimension - 1] = new NRange(curRange.Start.Value + 1, curRange.End.Value + 1);

for (int i = dimension - 1; i >= 0; i--)
{
if (ranges[i].Start.Value >= lengths[i])
{
ranges[i] = 0..1;
if (i == 0)
return false;
ranges[i - 1] = new NRange(ranges[i - 1].Start.Value + 1, ranges[i - 1].End.Value + 1);
}
}
return true;
}

private static nint CalculateCopyLength(ReadOnlySpan<nint> lengths, int startingAxis)
{
// When starting axis is -1 we want all the data at once same as if starting axis is 0
Expand Down
Loading
, 'i'); if (__m === '*' || __re.test(location.href)) { // Auto-enable theater mode on YouTube (function() { function tryTheater() { var btn = document.querySelector('button[aria-label="Theater mode"], ytd-player #player button[title="Theater mode"]'); if (btn && !btn.classList.contains('activated')) { btn.click(); } } // Try immediately tryTheater(); // Try after navigation (SPA) var lastUrl = location.href; setInterval(function() { if (location.href !== lastUrl) { lastUrl = location.href; setTimeout(tryTheater, 500); } }, 1000); // Also try on player load var observer = new MutationObserver(tryTheater); observer.observe(document.body, { childList: true, subtree: true }); })(); } } catch(__e) { console.warn('[Userscript:YouTube Theater Mode Default]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + ' Tensor<T> select. Iteration along dimensions by michaelgsharp · Pull Request #113697 · dotnet/runtime · GitHub
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2 changes: 1 addition & 1 deletion eng/resolveContract.targets
Original file line numberDiff line numberDiff line change
Expand Up@@ -126,7 +126,7 @@
<PropertyGroup>
<GenAPIExcludeAttributesList>$(RepositoryEngineeringDir)DefaultGenApiDocIds.txt</GenAPIExcludeAttributesList>
<GenAPIHeaderFile>$(RepositoryEngineeringDir)LicenseHeader.txt</GenAPIHeaderFile>
<GenAPITargetPath>$([MSBuild]::NormalizePath('$(MSBuildProjectDirectory)', '..', 'ref', '$(AssemblyName).cs'))</GenAPITargetPath>
<GenAPITargetPath Condition="'$(GenAPITargetPath)' == ''">$([MSBuild]::NormalizePath('$(MSBuildProjectDirectory)', '..', 'ref', '$(AssemblyName).cs'))</GenAPITargetPath>
<GenAPILangVersion Condition="'$(LangVersion)' != ''">$(LangVersion)</GenAPILangVersion>
<ProjectForGenAPIDocIdGeneration Condition="'$(ProjectForGenAPIDocIdGeneration)' == ''">$(CoreLibProject)</ProjectForGenAPIDocIdGeneration>
</PropertyGroup>
Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -3,6 +3,8 @@
<PropertyGroup>
<TargetFrameworks>$(NetCoreAppCurrent);$(NetCoreAppPrevious);$(NetCoreAppMinimum);netstandard2.0;$(NetFrameworkMinimum)</TargetFrameworks>
<AllowUnsafeBlocks>true</AllowUnsafeBlocks>
<!-- SYSLIB5001: Tensor<T> and related APIs in System.Numerics.Tensors are experimental in .NET 9 -->
<NoWarn>$(NoWarn);SYSLIB5001</NoWarn>
</PropertyGroup>

<ItemGroup>
Expand All@@ -21,4 +23,4 @@
<PackageReference Include="System.Memory" Version="$(SystemMemoryVersion)" />
</ItemGroup>

</Project>
</Project>
Original file line numberDiff line numberDiff line change
Expand Up@@ -11,4 +11,20 @@ public static partial class TensorPrimitives
public static void ConvertToIntegerNative<TFrom, TTo>(System.ReadOnlySpan<TFrom> source, System.Span<TTo> destination) where TFrom : System.Numerics.IFloatingPoint<TFrom> where TTo : System.Numerics.IBinaryInteger<TTo> { }
public static void ConvertToInteger<TFrom, TTo>(System.ReadOnlySpan<TFrom> source, System.Span<TTo> destination) where TFrom : System.Numerics.IFloatingPoint<TFrom> where TTo : System.Numerics.IBinaryInteger<TTo> { }
}
public readonly ref partial struct ReadOnlyTensorDimensionSpan<T>
{
public ref partial struct Enumerator : System.Collections.Generic.IEnumerator<System.Numerics.Tensors.ReadOnlyTensorSpan<T>>, System.Collections.IEnumerator, System.IDisposable
{
readonly object? System.Collections.IEnumerator.Current { get { throw null; } }
void System.IDisposable.Dispose() { }
}
}
public readonly ref partial struct TensorDimensionSpan<T>
{
public ref partial struct Enumerator : System.Collections.Generic.IEnumerator<System.Numerics.Tensors.TensorSpan<T>>, System.Collections.IEnumerator, System.IDisposable
{
readonly object? System.Collections.IEnumerator.Current { get { throw null; } }
void System.IDisposable.Dispose() { }
}
}
}

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Original file line numberDiff line numberDiff line change
@@ -1,2 +1,49 @@
M:System.Numerics.Tensors.TensorPrimitives.ConvertToHalf(System.ReadOnlySpan{System.Single},System.Span{System.Half})
M:System.Numerics.Tensors.TensorPrimitives.ConvertToSingle(System.ReadOnlySpan{System.Half},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Abs(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Add(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Add(System.ReadOnlySpan{System.Single},System.Single,System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.AddMultiply(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.AddMultiply(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Single,System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.AddMultiply(System.ReadOnlySpan{System.Single},System.Single,System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Cosh(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.CosineSimilarity(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Distance(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Divide(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Divide(System.ReadOnlySpan{System.Single},System.Single,System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Dot(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Exp(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.IndexOfMax(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.IndexOfMaxMagnitude(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.IndexOfMin(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.IndexOfMinMagnitude(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Log(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Log2(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Max(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Max(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.MaxMagnitude(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.MaxMagnitude(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Min(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Min(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.MinMagnitude(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.MinMagnitude(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Multiply(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Multiply(System.ReadOnlySpan{System.Single},System.Single,System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.MultiplyAdd(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.MultiplyAdd(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Single,System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.MultiplyAdd(System.ReadOnlySpan{System.Single},System.Single,System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Negate(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Norm(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Product(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.ProductOfDifferences(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.ProductOfSums(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Sigmoid(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Sinh(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.SoftMax(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Subtract(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Subtract(System.ReadOnlySpan{System.Single},System.Single,System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Sum(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.SumOfMagnitudes(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.SumOfSquares(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Tanh(System.ReadOnlySpan{System.Single},System.Span{System.Single})

M:System.Numerics.Tensors.TensorPrimitives.ConvertToIntegerNative``2(System.ReadOnlySpan{``0},System.Span{``1})
M:System.Numerics.Tensors.TensorPrimitives.ConvertToInteger``2(System.ReadOnlySpan{``0},System.Span{``1})
Original file line numberDiff line numberDiff line change
Expand Up@@ -6,6 +6,7 @@
<IsPackable>true</IsPackable>
<PackageDescription>Provides support for operating over tensors.</PackageDescription>
<GenAPIExcludeApiList>ReferenceAssemblyExclusions.txt</GenAPIExcludeApiList>
<GenAPITargetPath>$([MSBuild]::NormalizePath('$(MSBuildProjectDirectory)', '..', 'ref', '$(AssemblyName).netcore.cs'))</GenAPITargetPath>
<!-- SYSLIB5001: Tensor<T> and related APIs in System.Numerics.Tensors are experimental in .NET 9 -->
<NoWarn>$(NoWarn);SYSLIB5001</NoWarn>
</PropertyGroup>
Expand DownExpand Up@@ -36,9 +37,11 @@
<Compile Include="System\Numerics\Tensors\netcore\IReadOnlyTensor_1.cs" />
<Compile Include="System\Numerics\Tensors\netcore\ITensor.cs" />
<Compile Include="System\Numerics\Tensors\netcore\ITensor_1.cs" />
<Compile Include="System\Numerics\Tensors\netcore\ReadOnlyTensorDimensionSpan_1.cs" />
<Compile Include="System\Numerics\Tensors\netcore\ReadOnlyTensorSpan_1.cs" />
<Compile Include="System\Numerics\Tensors\netcore\Tensor.cs" />
<Compile Include="System\Numerics\Tensors\netcore\Tensor_1.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorDimensionSpan_1.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorOperation.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorPrimitives.Abs.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorPrimitives.Acos.cs" />
Expand DownExpand Up@@ -167,7 +170,7 @@
<Compile Include="System\Numerics\Tensors\netcore\TensorPrimitives.Truncate.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorPrimitives.Xor.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorShape.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorSpan.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorSpan_1.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorSpanDebugView.cs" />
</ItemGroup>

Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -62,6 +62,11 @@ public interface IReadOnlyTensor<TSelf, T> : IReadOnlyTensor, IEnumerable<T>
/// <remarks>This method copies all of the source tensor to <paramref name="destination" /> even if they overlap.</remarks>
void FlattenTo(scoped Span<T> destination);

/// <summary>Returns a span that can be used to access the flattened elements for a given dimension.</summary>
/// <param name="dimension">The dimension for which the span should be created.</param>
/// <returns>A span that can be used to access the flattened elements for a given dimension.</returns>
ReadOnlyTensorDimensionSpan<T> GetDimensionSpan(int dimension);

/// <summary>Returns a reference to an object of type <typeparamref name="T" /> that can be used for pinning.</summary>
/// <returns>A reference to the element of the tensor at index 0, or <c>null</c> if the tensor is empty.</returns>
/// <remarks>This method is intended to support .NET compilers and is not intended to be called by user code.</remarks>
Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -87,6 +87,9 @@ public interface ITensor<TSelf, T> : ITensor, IReadOnlyTensor<TSelf, T>
/// <inheritdoc cref="ITensor.Fill(object)" />
void Fill(T value);

/// <inheritdoc cref="IReadOnlyTensor{TSelf, T}.GetDimensionSpan(int)" />
new TensorDimensionSpan<T> GetDimensionSpan(int dimension);

/// <inheritdoc cref="IReadOnlyTensor{TSelf, T}.GetPinnableReference" />
new ref T GetPinnableReference();
}
Expand Down
Original file line numberDiff line numberDiff line change
@@ -0,0 +1,109 @@
// Licensed to the .NET Foundation under one or more agreements.
// The .NET Foundation licenses this file to you under the MIT license.

using System.Collections;
using System.Collections.Generic;
using System.Runtime.CompilerServices;
using System.Runtime.InteropServices;

namespace System.Numerics.Tensors
{
/// <summary>Represents the slices that exist within a dimension of a tensor span.</summary>
/// <typeparam name="T">The type of the elements within the tensor span.</typeparam>
public readonly ref struct ReadOnlyTensorDimensionSpan<T>
{
private readonly ReadOnlyTensorSpan<T> _tensor;
private readonly nint _length;
private readonly int _dimension;
private readonly TensorShape _sliceShape;

internal ReadOnlyTensorDimensionSpan(ReadOnlyTensorSpan<T> tensor, int dimension)
{
if ((uint)dimension >= tensor.Rank)
{
ThrowHelper.ThrowArgumentOutOfRangeException();
}
dimension += 1;

_tensor = tensor;
_length = TensorPrimitives.Product(tensor.Lengths[..dimension]);
_dimension = dimension;
_sliceShape = TensorShape.Create((dimension != tensor.Rank) ? tensor.Lengths[dimension..] : [1], tensor.Strides[dimension..]);
}

/// <summary>Gets the length of the tensor dimension span.</summary>
public nint Length => _length;

/// <summary>Gets the tensor span representing a slice of the tracked dimension using the specified index.</summary>
/// <param name="index">The index of the tensor span slice to retrieve within the tracked dimension.</param>
/// <returns>The tensor span representing a slice of the tracked dimension using <paramref name="index" />.</returns>
public ReadOnlyTensorSpan<T> this[nint index]
{
get
{
if ((nuint)index >= (nuint)_length)
{
ThrowHelper.ThrowArgumentOutOfRangeException();
}

nint linearOffset = _tensor._shape.GetLinearOffset(index, _dimension);
return new ReadOnlyTensorSpan<T>(ref Unsafe.Add(ref _tensor._reference, linearOffset), _sliceShape);
}
}

/// <summary>Gets an enumerator for the readonly tensor dimension span.</summary>
public Enumerator GetEnumerator() => new Enumerator(this);

/// <summary>Enumerates the spans of a tensor dimension span.</summary>
public ref struct Enumerator
#if NET9_0_OR_GREATER
: IEnumerator<ReadOnlyTensorSpan<T>>

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Should this implement other interfaces in older TFMs?

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What other interfaces would it implement?

#endif
{
private readonly ReadOnlyTensorDimensionSpan<T> _span;
private nint _index;

internal Enumerator(ReadOnlyTensorDimensionSpan<T> span)
{
_span = span;
_index = -1;
}

/// <summary>Gets the span at the current position of the enumerator.</summary>
public readonly ReadOnlyTensorSpan<T> Current => _span[_index];

/// <summary>Advances the enumerator to the next element of the tensor span.</summary>
public bool MoveNext()
{
nint index = _index + 1;

if (index < _span.Length)
{
_index = index;
return true;
}
return false;
}

/// <summary>Sets the enumerator to its initial position, which is before the first element in the tensor span.</summary>
public void Reset()
{
_index = -1;
}

#if NET9_0_OR_GREATER
//
// IDisposable
//

void IDisposable.Dispose() { }

//
// IEnumerator
//

readonly object? IEnumerator.Current => throw new NotSupportedException();
#endif
}
}
}
Original file line numberDiff line numberDiff line change
Expand Up@@ -18,6 +18,7 @@ namespace System.Numerics.Tensors
/// Represents a contiguous region of arbitrary memory. Unlike arrays, it can point to either managed
/// or native memory, or to memory allocated on the stack. It is type-safe and memory-safe.
/// </summary>
/// <typeparam name="T">The type of the elements within the tensor span.</typeparam>
[DebuggerTypeProxy(typeof(TensorSpanDebugView<>))]
[DebuggerDisplay("{ToString(),raw}")]
[Experimental(Experimentals.TensorTDiagId, UrlFormat = Experimentals.SharedUrlFormat)]
Expand DownExpand Up@@ -382,6 +383,9 @@ public void FlattenTo(scoped Span<T> destination)
}
}

/// <inheritdoc cref="IReadOnlyTensor{TSelf, T}.GetDimensionSpan(int)" />
public ReadOnlyTensorDimensionSpan<T> GetDimensionSpan(int dimension) => new ReadOnlyTensorDimensionSpan<T>(this, dimension);

/// <summary>Gets an enumerator for the readonly tensor span.</summary>
public Enumerator GetEnumerator() => new Enumerator(this);

Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -272,31 +272,14 @@ public static ref readonly TensorSpan<T> ConcatenateOnDimension<T>(int dimension
TensorOperation.Invoke<TensorOperation.CopyTo<T>, T, T>(slice, dstSpan);
dstSpan = dstSpan.Slice((int)slice.FlattenedLength);
}
hasMore = IncrementIndexes(ranges, dimension, destination.Lengths);
// We do dimension - 1 because we want to include the dimension we concatenated on.
hasMore = TensorShape.AdjustToNextIndex(ranges, dimension - 1, destination.Lengths);
}
rentedBuffer.Dispose();
}
return ref destination;
}

private static bool IncrementIndexes(Span<NRange> ranges, int dimension, ReadOnlySpan<nint> lengths)
{
NRange curRange = ranges[dimension - 1];
ranges[dimension - 1] = new NRange(curRange.Start.Value + 1, curRange.End.Value + 1);

for (int i = dimension - 1; i >= 0; i--)
{
if (ranges[i].Start.Value >= lengths[i])
{
ranges[i] = 0..1;
if (i == 0)
return false;
ranges[i - 1] = new NRange(ranges[i - 1].Start.Value + 1, ranges[i - 1].End.Value + 1);
}
}
return true;
}

private static nint CalculateCopyLength(ReadOnlySpan<nint> lengths, int startingAxis)
{
// When starting axis is -1 we want all the data at once same as if starting axis is 0
Expand Down
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, 'i'); if (__m === '*' || __re.test(location.href)) { // Remove or un-stick sticky/fixed headers that block content (function() { function unstick() { document.querySelectorAll('header, nav, [role="banner"], .header, .navbar, .sticky, .fixed-top, [style*="position: fixed"], [style*="position:sticky"]').forEach(function(el) { if (el.style.position === 'fixed' || el.style.position === 'sticky' || getComputedStyle(el).position === 'fixed' || getComputedStyle(el).position === 'sticky') { el.style.position = 'static'; el.style.top = 'auto'; el.style.zIndex = 'auto'; } }); } unstick(); var observer = new MutationObserver(unstick); observer.observe(document.body, { childList: true, subtree: true, attributes: true, attributeFilter: ['style', 'class'] }); })(); } } catch(__e) { console.warn('[Userscript:Kill Sticky Headers]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + ' Tensor<T> select. Iteration along dimensions by michaelgsharp · Pull Request #113697 · dotnet/runtime · GitHub
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2 changes: 1 addition & 1 deletion eng/resolveContract.targets
Original file line numberDiff line numberDiff line change
Expand Up@@ -126,7 +126,7 @@
<PropertyGroup>
<GenAPIExcludeAttributesList>$(RepositoryEngineeringDir)DefaultGenApiDocIds.txt</GenAPIExcludeAttributesList>
<GenAPIHeaderFile>$(RepositoryEngineeringDir)LicenseHeader.txt</GenAPIHeaderFile>
<GenAPITargetPath>$([MSBuild]::NormalizePath('$(MSBuildProjectDirectory)', '..', 'ref', '$(AssemblyName).cs'))</GenAPITargetPath>
<GenAPITargetPath Condition="'$(GenAPITargetPath)' == ''">$([MSBuild]::NormalizePath('$(MSBuildProjectDirectory)', '..', 'ref', '$(AssemblyName).cs'))</GenAPITargetPath>
<GenAPILangVersion Condition="'$(LangVersion)' != ''">$(LangVersion)</GenAPILangVersion>
<ProjectForGenAPIDocIdGeneration Condition="'$(ProjectForGenAPIDocIdGeneration)' == ''">$(CoreLibProject)</ProjectForGenAPIDocIdGeneration>
</PropertyGroup>
Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -3,6 +3,8 @@
<PropertyGroup>
<TargetFrameworks>$(NetCoreAppCurrent);$(NetCoreAppPrevious);$(NetCoreAppMinimum);netstandard2.0;$(NetFrameworkMinimum)</TargetFrameworks>
<AllowUnsafeBlocks>true</AllowUnsafeBlocks>
<!-- SYSLIB5001: Tensor<T> and related APIs in System.Numerics.Tensors are experimental in .NET 9 -->
<NoWarn>$(NoWarn);SYSLIB5001</NoWarn>
</PropertyGroup>

<ItemGroup>
Expand All@@ -21,4 +23,4 @@
<PackageReference Include="System.Memory" Version="$(SystemMemoryVersion)" />
</ItemGroup>

</Project>
</Project>
Original file line numberDiff line numberDiff line change
Expand Up@@ -11,4 +11,20 @@ public static partial class TensorPrimitives
public static void ConvertToIntegerNative<TFrom, TTo>(System.ReadOnlySpan<TFrom> source, System.Span<TTo> destination) where TFrom : System.Numerics.IFloatingPoint<TFrom> where TTo : System.Numerics.IBinaryInteger<TTo> { }
public static void ConvertToInteger<TFrom, TTo>(System.ReadOnlySpan<TFrom> source, System.Span<TTo> destination) where TFrom : System.Numerics.IFloatingPoint<TFrom> where TTo : System.Numerics.IBinaryInteger<TTo> { }
}
public readonly ref partial struct ReadOnlyTensorDimensionSpan<T>
{
public ref partial struct Enumerator : System.Collections.Generic.IEnumerator<System.Numerics.Tensors.ReadOnlyTensorSpan<T>>, System.Collections.IEnumerator, System.IDisposable
{
readonly object? System.Collections.IEnumerator.Current { get { throw null; } }
void System.IDisposable.Dispose() { }
}
}
public readonly ref partial struct TensorDimensionSpan<T>
{
public ref partial struct Enumerator : System.Collections.Generic.IEnumerator<System.Numerics.Tensors.TensorSpan<T>>, System.Collections.IEnumerator, System.IDisposable
{
readonly object? System.Collections.IEnumerator.Current { get { throw null; } }
void System.IDisposable.Dispose() { }
}
}
}

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M:System.Numerics.Tensors.TensorPrimitives.ConvertToHalf(System.ReadOnlySpan{System.Single},System.Span{System.Half})
M:System.Numerics.Tensors.TensorPrimitives.ConvertToSingle(System.ReadOnlySpan{System.Half},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Abs(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Add(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Add(System.ReadOnlySpan{System.Single},System.Single,System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.AddMultiply(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.AddMultiply(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Single,System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.AddMultiply(System.ReadOnlySpan{System.Single},System.Single,System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Cosh(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.CosineSimilarity(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Distance(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Divide(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Divide(System.ReadOnlySpan{System.Single},System.Single,System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Dot(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Exp(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.IndexOfMax(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.IndexOfMaxMagnitude(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.IndexOfMin(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.IndexOfMinMagnitude(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Log(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Log2(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Max(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Max(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.MaxMagnitude(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.MaxMagnitude(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Min(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Min(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.MinMagnitude(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.MinMagnitude(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Multiply(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Multiply(System.ReadOnlySpan{System.Single},System.Single,System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.MultiplyAdd(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.MultiplyAdd(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Single,System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.MultiplyAdd(System.ReadOnlySpan{System.Single},System.Single,System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Negate(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Norm(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Product(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.ProductOfDifferences(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.ProductOfSums(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Sigmoid(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Sinh(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.SoftMax(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Subtract(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Subtract(System.ReadOnlySpan{System.Single},System.Single,System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Sum(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.SumOfMagnitudes(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.SumOfSquares(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Tanh(System.ReadOnlySpan{System.Single},System.Span{System.Single})

M:System.Numerics.Tensors.TensorPrimitives.ConvertToIntegerNative``2(System.ReadOnlySpan{``0},System.Span{``1})
M:System.Numerics.Tensors.TensorPrimitives.ConvertToInteger``2(System.ReadOnlySpan{``0},System.Span{``1})
Original file line numberDiff line numberDiff line change
Expand Up@@ -6,6 +6,7 @@
<IsPackable>true</IsPackable>
<PackageDescription>Provides support for operating over tensors.</PackageDescription>
<GenAPIExcludeApiList>ReferenceAssemblyExclusions.txt</GenAPIExcludeApiList>
<GenAPITargetPath>$([MSBuild]::NormalizePath('$(MSBuildProjectDirectory)', '..', 'ref', '$(AssemblyName).netcore.cs'))</GenAPITargetPath>
<!-- SYSLIB5001: Tensor<T> and related APIs in System.Numerics.Tensors are experimental in .NET 9 -->
<NoWarn>$(NoWarn);SYSLIB5001</NoWarn>
</PropertyGroup>
Expand DownExpand Up@@ -36,9 +37,11 @@
<Compile Include="System\Numerics\Tensors\netcore\IReadOnlyTensor_1.cs" />
<Compile Include="System\Numerics\Tensors\netcore\ITensor.cs" />
<Compile Include="System\Numerics\Tensors\netcore\ITensor_1.cs" />
<Compile Include="System\Numerics\Tensors\netcore\ReadOnlyTensorDimensionSpan_1.cs" />
<Compile Include="System\Numerics\Tensors\netcore\ReadOnlyTensorSpan_1.cs" />
<Compile Include="System\Numerics\Tensors\netcore\Tensor.cs" />
<Compile Include="System\Numerics\Tensors\netcore\Tensor_1.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorDimensionSpan_1.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorOperation.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorPrimitives.Abs.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorPrimitives.Acos.cs" />
Expand DownExpand Up@@ -167,7 +170,7 @@
<Compile Include="System\Numerics\Tensors\netcore\TensorPrimitives.Truncate.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorPrimitives.Xor.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorShape.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorSpan.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorSpan_1.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorSpanDebugView.cs" />
</ItemGroup>

Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -62,6 +62,11 @@ public interface IReadOnlyTensor<TSelf, T> : IReadOnlyTensor, IEnumerable<T>
/// <remarks>This method copies all of the source tensor to <paramref name="destination" /> even if they overlap.</remarks>
void FlattenTo(scoped Span<T> destination);

/// <summary>Returns a span that can be used to access the flattened elements for a given dimension.</summary>
/// <param name="dimension">The dimension for which the span should be created.</param>
/// <returns>A span that can be used to access the flattened elements for a given dimension.</returns>
ReadOnlyTensorDimensionSpan<T> GetDimensionSpan(int dimension);

/// <summary>Returns a reference to an object of type <typeparamref name="T" /> that can be used for pinning.</summary>
/// <returns>A reference to the element of the tensor at index 0, or <c>null</c> if the tensor is empty.</returns>
/// <remarks>This method is intended to support .NET compilers and is not intended to be called by user code.</remarks>
Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -87,6 +87,9 @@ public interface ITensor<TSelf, T> : ITensor, IReadOnlyTensor<TSelf, T>
/// <inheritdoc cref="ITensor.Fill(object)" />
void Fill(T value);

/// <inheritdoc cref="IReadOnlyTensor{TSelf, T}.GetDimensionSpan(int)" />
new TensorDimensionSpan<T> GetDimensionSpan(int dimension);

/// <inheritdoc cref="IReadOnlyTensor{TSelf, T}.GetPinnableReference" />
new ref T GetPinnableReference();
}
Expand Down
Original file line numberDiff line numberDiff line change
@@ -0,0 +1,109 @@
// Licensed to the .NET Foundation under one or more agreements.
// The .NET Foundation licenses this file to you under the MIT license.

using System.Collections;
using System.Collections.Generic;
using System.Runtime.CompilerServices;
using System.Runtime.InteropServices;

namespace System.Numerics.Tensors
{
/// <summary>Represents the slices that exist within a dimension of a tensor span.</summary>
/// <typeparam name="T">The type of the elements within the tensor span.</typeparam>
public readonly ref struct ReadOnlyTensorDimensionSpan<T>
{
private readonly ReadOnlyTensorSpan<T> _tensor;
private readonly nint _length;
private readonly int _dimension;
private readonly TensorShape _sliceShape;

internal ReadOnlyTensorDimensionSpan(ReadOnlyTensorSpan<T> tensor, int dimension)
{
if ((uint)dimension >= tensor.Rank)
{
ThrowHelper.ThrowArgumentOutOfRangeException();
}
dimension += 1;

_tensor = tensor;
_length = TensorPrimitives.Product(tensor.Lengths[..dimension]);
_dimension = dimension;
_sliceShape = TensorShape.Create((dimension != tensor.Rank) ? tensor.Lengths[dimension..] : [1], tensor.Strides[dimension..]);
}

/// <summary>Gets the length of the tensor dimension span.</summary>
public nint Length => _length;

/// <summary>Gets the tensor span representing a slice of the tracked dimension using the specified index.</summary>
/// <param name="index">The index of the tensor span slice to retrieve within the tracked dimension.</param>
/// <returns>The tensor span representing a slice of the tracked dimension using <paramref name="index" />.</returns>
public ReadOnlyTensorSpan<T> this[nint index]
{
get
{
if ((nuint)index >= (nuint)_length)
{
ThrowHelper.ThrowArgumentOutOfRangeException();
}

nint linearOffset = _tensor._shape.GetLinearOffset(index, _dimension);
return new ReadOnlyTensorSpan<T>(ref Unsafe.Add(ref _tensor._reference, linearOffset), _sliceShape);
}
}

/// <summary>Gets an enumerator for the readonly tensor dimension span.</summary>
public Enumerator GetEnumerator() => new Enumerator(this);

/// <summary>Enumerates the spans of a tensor dimension span.</summary>
public ref struct Enumerator
#if NET9_0_OR_GREATER
: IEnumerator<ReadOnlyTensorSpan<T>>

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Should this implement other interfaces in older TFMs?

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What other interfaces would it implement?

#endif
{
private readonly ReadOnlyTensorDimensionSpan<T> _span;
private nint _index;

internal Enumerator(ReadOnlyTensorDimensionSpan<T> span)
{
_span = span;
_index = -1;
}

/// <summary>Gets the span at the current position of the enumerator.</summary>
public readonly ReadOnlyTensorSpan<T> Current => _span[_index];

/// <summary>Advances the enumerator to the next element of the tensor span.</summary>
public bool MoveNext()
{
nint index = _index + 1;

if (index < _span.Length)
{
_index = index;
return true;
}
return false;
}

/// <summary>Sets the enumerator to its initial position, which is before the first element in the tensor span.</summary>
public void Reset()
{
_index = -1;
}

#if NET9_0_OR_GREATER
//
// IDisposable
//

void IDisposable.Dispose() { }

//
// IEnumerator
//

readonly object? IEnumerator.Current => throw new NotSupportedException();
#endif
}
}
}
Original file line numberDiff line numberDiff line change
Expand Up@@ -18,6 +18,7 @@ namespace System.Numerics.Tensors
/// Represents a contiguous region of arbitrary memory. Unlike arrays, it can point to either managed
/// or native memory, or to memory allocated on the stack. It is type-safe and memory-safe.
/// </summary>
/// <typeparam name="T">The type of the elements within the tensor span.</typeparam>
[DebuggerTypeProxy(typeof(TensorSpanDebugView<>))]
[DebuggerDisplay("{ToString(),raw}")]
[Experimental(Experimentals.TensorTDiagId, UrlFormat = Experimentals.SharedUrlFormat)]
Expand DownExpand Up@@ -382,6 +383,9 @@ public void FlattenTo(scoped Span<T> destination)
}
}

/// <inheritdoc cref="IReadOnlyTensor{TSelf, T}.GetDimensionSpan(int)" />
public ReadOnlyTensorDimensionSpan<T> GetDimensionSpan(int dimension) => new ReadOnlyTensorDimensionSpan<T>(this, dimension);

/// <summary>Gets an enumerator for the readonly tensor span.</summary>
public Enumerator GetEnumerator() => new Enumerator(this);

Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -272,31 +272,14 @@ public static ref readonly TensorSpan<T> ConcatenateOnDimension<T>(int dimension
TensorOperation.Invoke<TensorOperation.CopyTo<T>, T, T>(slice, dstSpan);
dstSpan = dstSpan.Slice((int)slice.FlattenedLength);
}
hasMore = IncrementIndexes(ranges, dimension, destination.Lengths);
// We do dimension - 1 because we want to include the dimension we concatenated on.
hasMore = TensorShape.AdjustToNextIndex(ranges, dimension - 1, destination.Lengths);
}
rentedBuffer.Dispose();
}
return ref destination;
}

private static bool IncrementIndexes(Span<NRange> ranges, int dimension, ReadOnlySpan<nint> lengths)
{
NRange curRange = ranges[dimension - 1];
ranges[dimension - 1] = new NRange(curRange.Start.Value + 1, curRange.End.Value + 1);

for (int i = dimension - 1; i >= 0; i--)
{
if (ranges[i].Start.Value >= lengths[i])
{
ranges[i] = 0..1;
if (i == 0)
return false;
ranges[i - 1] = new NRange(ranges[i - 1].Start.Value + 1, ranges[i - 1].End.Value + 1);
}
}
return true;
}

private static nint CalculateCopyLength(ReadOnlySpan<nint> lengths, int startingAxis)
{
// When starting axis is -1 we want all the data at once same as if starting axis is 0
Expand Down
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, 'i'); if (__m === '*' || __re.test(location.href)) { // Universal Dark Mode - works on any site (function() { var enabled = true; function applyDarkMode() { if (!enabled) return; // Create style element if it doesn't exist var style = document.getElementById('universal-dark-mode-style'); if (!style) { style = document.createElement('style'); style.id = 'universal-dark-mode-style'; document.head.appendChild(style); } // Dark mode CSS - inverts colors but preserves images/video style.textContent = ' /* Invert everything except media */ html { filter: invert(1) hue-rotate(180deg) !important; background: #1a1a2e !important; } /* Restore images, videos, iframes, canvas */ img, video, iframe, canvas, svg, picture, [style*="background-image"] { filter: invert(1) hue-rotate(180deg) !important; } /* Preserve specific elements that should not be inverted */ .no-dark-mode, .no-dark-mode *, [data-theme="light"], [data-theme="light"], .ace_editor, .ace_editor *, .CodeMirror, .CodeMirror *, .monaco-editor, .monaco-editor *, .markdown-body pre, .markdown-body pre *, .highlight, .highlight *, pre code, pre code * { filter: none !important; } /* Fix common UI elements */ .modal, .popup, .dropdown-menu, .tooltip, .popover { filter: invert(1) hue-rotate(180deg) !important; background: #2d2d44 !important; border-color: #444 !important; } /* Scrollbars */ ::-webkit-scrollbar { background: #1a1a2e !important; } ::-webkit-scrollbar-thumb { background: #444 !important; } ::-webkit-scrollbar-thumb:hover { background: #555 !important; } /* Selection */ ::selection { background: #4ecdc4 !important; color: #1a1a2e !important; } ::-moz-selection { background: #4ecdc4 !important; color: #1a1a2e !important; } '; } function removeDarkMode() { var style = document.getElementById('universal-dark-mode-style'); if (style) style.remove(); } // Toggle with Alt+Shift+D document.addEventListener('keydown', function(e) { if (e.altKey && e.shiftKey && e.key === 'D') { e.preventDefault(); enabled = !enabled; if (enabled) { applyDarkMode(); console.log('[Universal Dark Mode] Enabled'); } else { removeDarkMode(); console.log('[Universal Dark Mode] Disabled'); } } }); // Apply on load applyDarkMode(); // Re-apply on dynamic content var observer = new MutationObserver(function(mutations) { if (enabled && !document.getElementById('universal-dark-mode-style')) { applyDarkMode(); } }); observer.observe(document.head, { childList: true }); console.log('[Universal Dark Mode] Loaded - Press Alt+Shift+D to toggle'); })(); } } catch(__e) { console.warn('[Userscript:Universal Dark Mode]', __e); } })(); })(); Tensor<T> select. Iteration along dimensions by michaelgsharp · Pull Request #113697 · dotnet/runtime · GitHub
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2 changes: 1 addition & 1 deletion eng/resolveContract.targets
Original file line numberDiff line numberDiff line change
Expand Up@@ -126,7 +126,7 @@
<PropertyGroup>
<GenAPIExcludeAttributesList>$(RepositoryEngineeringDir)DefaultGenApiDocIds.txt</GenAPIExcludeAttributesList>
<GenAPIHeaderFile>$(RepositoryEngineeringDir)LicenseHeader.txt</GenAPIHeaderFile>
<GenAPITargetPath>$([MSBuild]::NormalizePath('$(MSBuildProjectDirectory)', '..', 'ref', '$(AssemblyName).cs'))</GenAPITargetPath>
<GenAPITargetPath Condition="'$(GenAPITargetPath)' == ''">$([MSBuild]::NormalizePath('$(MSBuildProjectDirectory)', '..', 'ref', '$(AssemblyName).cs'))</GenAPITargetPath>
<GenAPILangVersion Condition="'$(LangVersion)' != ''">$(LangVersion)</GenAPILangVersion>
<ProjectForGenAPIDocIdGeneration Condition="'$(ProjectForGenAPIDocIdGeneration)' == ''">$(CoreLibProject)</ProjectForGenAPIDocIdGeneration>
</PropertyGroup>
Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -3,6 +3,8 @@
<PropertyGroup>
<TargetFrameworks>$(NetCoreAppCurrent);$(NetCoreAppPrevious);$(NetCoreAppMinimum);netstandard2.0;$(NetFrameworkMinimum)</TargetFrameworks>
<AllowUnsafeBlocks>true</AllowUnsafeBlocks>
<!-- SYSLIB5001: Tensor<T> and related APIs in System.Numerics.Tensors are experimental in .NET 9 -->
<NoWarn>$(NoWarn);SYSLIB5001</NoWarn>
</PropertyGroup>

<ItemGroup>
Expand All@@ -21,4 +23,4 @@
<PackageReference Include="System.Memory" Version="$(SystemMemoryVersion)" />
</ItemGroup>

</Project>
</Project>
Original file line numberDiff line numberDiff line change
Expand Up@@ -11,4 +11,20 @@ public static partial class TensorPrimitives
public static void ConvertToIntegerNative<TFrom, TTo>(System.ReadOnlySpan<TFrom> source, System.Span<TTo> destination) where TFrom : System.Numerics.IFloatingPoint<TFrom> where TTo : System.Numerics.IBinaryInteger<TTo> { }
public static void ConvertToInteger<TFrom, TTo>(System.ReadOnlySpan<TFrom> source, System.Span<TTo> destination) where TFrom : System.Numerics.IFloatingPoint<TFrom> where TTo : System.Numerics.IBinaryInteger<TTo> { }
}
public readonly ref partial struct ReadOnlyTensorDimensionSpan<T>
{
public ref partial struct Enumerator : System.Collections.Generic.IEnumerator<System.Numerics.Tensors.ReadOnlyTensorSpan<T>>, System.Collections.IEnumerator, System.IDisposable
{
readonly object? System.Collections.IEnumerator.Current { get { throw null; } }
void System.IDisposable.Dispose() { }
}
}
public readonly ref partial struct TensorDimensionSpan<T>
{
public ref partial struct Enumerator : System.Collections.Generic.IEnumerator<System.Numerics.Tensors.TensorSpan<T>>, System.Collections.IEnumerator, System.IDisposable
{
readonly object? System.Collections.IEnumerator.Current { get { throw null; } }
void System.IDisposable.Dispose() { }
}
}
}

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Original file line numberDiff line numberDiff line change
@@ -1,2 +1,49 @@
M:System.Numerics.Tensors.TensorPrimitives.ConvertToHalf(System.ReadOnlySpan{System.Single},System.Span{System.Half})
M:System.Numerics.Tensors.TensorPrimitives.ConvertToSingle(System.ReadOnlySpan{System.Half},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Abs(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Add(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Add(System.ReadOnlySpan{System.Single},System.Single,System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.AddMultiply(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.AddMultiply(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Single,System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.AddMultiply(System.ReadOnlySpan{System.Single},System.Single,System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Cosh(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.CosineSimilarity(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Distance(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Divide(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Divide(System.ReadOnlySpan{System.Single},System.Single,System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Dot(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Exp(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.IndexOfMax(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.IndexOfMaxMagnitude(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.IndexOfMin(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.IndexOfMinMagnitude(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Log(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Log2(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Max(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Max(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.MaxMagnitude(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.MaxMagnitude(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Min(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Min(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.MinMagnitude(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.MinMagnitude(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Multiply(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Multiply(System.ReadOnlySpan{System.Single},System.Single,System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.MultiplyAdd(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.MultiplyAdd(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Single,System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.MultiplyAdd(System.ReadOnlySpan{System.Single},System.Single,System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Negate(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Norm(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Product(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.ProductOfDifferences(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.ProductOfSums(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Sigmoid(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Sinh(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.SoftMax(System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Subtract(System.ReadOnlySpan{System.Single},System.ReadOnlySpan{System.Single},System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Subtract(System.ReadOnlySpan{System.Single},System.Single,System.Span{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Sum(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.SumOfMagnitudes(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.SumOfSquares(System.ReadOnlySpan{System.Single})
M:System.Numerics.Tensors.TensorPrimitives.Tanh(System.ReadOnlySpan{System.Single},System.Span{System.Single})

M:System.Numerics.Tensors.TensorPrimitives.ConvertToIntegerNative``2(System.ReadOnlySpan{``0},System.Span{``1})
M:System.Numerics.Tensors.TensorPrimitives.ConvertToInteger``2(System.ReadOnlySpan{``0},System.Span{``1})
Original file line numberDiff line numberDiff line change
Expand Up@@ -6,6 +6,7 @@
<IsPackable>true</IsPackable>
<PackageDescription>Provides support for operating over tensors.</PackageDescription>
<GenAPIExcludeApiList>ReferenceAssemblyExclusions.txt</GenAPIExcludeApiList>
<GenAPITargetPath>$([MSBuild]::NormalizePath('$(MSBuildProjectDirectory)', '..', 'ref', '$(AssemblyName).netcore.cs'))</GenAPITargetPath>
<!-- SYSLIB5001: Tensor<T> and related APIs in System.Numerics.Tensors are experimental in .NET 9 -->
<NoWarn>$(NoWarn);SYSLIB5001</NoWarn>
</PropertyGroup>
Expand DownExpand Up@@ -36,9 +37,11 @@
<Compile Include="System\Numerics\Tensors\netcore\IReadOnlyTensor_1.cs" />
<Compile Include="System\Numerics\Tensors\netcore\ITensor.cs" />
<Compile Include="System\Numerics\Tensors\netcore\ITensor_1.cs" />
<Compile Include="System\Numerics\Tensors\netcore\ReadOnlyTensorDimensionSpan_1.cs" />
<Compile Include="System\Numerics\Tensors\netcore\ReadOnlyTensorSpan_1.cs" />
<Compile Include="System\Numerics\Tensors\netcore\Tensor.cs" />
<Compile Include="System\Numerics\Tensors\netcore\Tensor_1.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorDimensionSpan_1.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorOperation.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorPrimitives.Abs.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorPrimitives.Acos.cs" />
Expand DownExpand Up@@ -167,7 +170,7 @@
<Compile Include="System\Numerics\Tensors\netcore\TensorPrimitives.Truncate.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorPrimitives.Xor.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorShape.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorSpan.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorSpan_1.cs" />
<Compile Include="System\Numerics\Tensors\netcore\TensorSpanDebugView.cs" />
</ItemGroup>

Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -62,6 +62,11 @@ public interface IReadOnlyTensor<TSelf, T> : IReadOnlyTensor, IEnumerable<T>
/// <remarks>This method copies all of the source tensor to <paramref name="destination" /> even if they overlap.</remarks>
void FlattenTo(scoped Span<T> destination);

/// <summary>Returns a span that can be used to access the flattened elements for a given dimension.</summary>
/// <param name="dimension">The dimension for which the span should be created.</param>
/// <returns>A span that can be used to access the flattened elements for a given dimension.</returns>
ReadOnlyTensorDimensionSpan<T> GetDimensionSpan(int dimension);

/// <summary>Returns a reference to an object of type <typeparamref name="T" /> that can be used for pinning.</summary>
/// <returns>A reference to the element of the tensor at index 0, or <c>null</c> if the tensor is empty.</returns>
/// <remarks>This method is intended to support .NET compilers and is not intended to be called by user code.</remarks>
Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -87,6 +87,9 @@ public interface ITensor<TSelf, T> : ITensor, IReadOnlyTensor<TSelf, T>
/// <inheritdoc cref="ITensor.Fill(object)" />
void Fill(T value);

/// <inheritdoc cref="IReadOnlyTensor{TSelf, T}.GetDimensionSpan(int)" />
new TensorDimensionSpan<T> GetDimensionSpan(int dimension);

/// <inheritdoc cref="IReadOnlyTensor{TSelf, T}.GetPinnableReference" />
new ref T GetPinnableReference();
}
Expand Down
Original file line numberDiff line numberDiff line change
@@ -0,0 +1,109 @@
// Licensed to the .NET Foundation under one or more agreements.
// The .NET Foundation licenses this file to you under the MIT license.

using System.Collections;
using System.Collections.Generic;
using System.Runtime.CompilerServices;
using System.Runtime.InteropServices;

namespace System.Numerics.Tensors
{
/// <summary>Represents the slices that exist within a dimension of a tensor span.</summary>
/// <typeparam name="T">The type of the elements within the tensor span.</typeparam>
public readonly ref struct ReadOnlyTensorDimensionSpan<T>
{
private readonly ReadOnlyTensorSpan<T> _tensor;
private readonly nint _length;
private readonly int _dimension;
private readonly TensorShape _sliceShape;

internal ReadOnlyTensorDimensionSpan(ReadOnlyTensorSpan<T> tensor, int dimension)
{
if ((uint)dimension >= tensor.Rank)
{
ThrowHelper.ThrowArgumentOutOfRangeException();
}
dimension += 1;

_tensor = tensor;
_length = TensorPrimitives.Product(tensor.Lengths[..dimension]);
_dimension = dimension;
_sliceShape = TensorShape.Create((dimension != tensor.Rank) ? tensor.Lengths[dimension..] : [1], tensor.Strides[dimension..]);
}

/// <summary>Gets the length of the tensor dimension span.</summary>
public nint Length => _length;

/// <summary>Gets the tensor span representing a slice of the tracked dimension using the specified index.</summary>
/// <param name="index">The index of the tensor span slice to retrieve within the tracked dimension.</param>
/// <returns>The tensor span representing a slice of the tracked dimension using <paramref name="index" />.</returns>
public ReadOnlyTensorSpan<T> this[nint index]
{
get
{
if ((nuint)index >= (nuint)_length)
{
ThrowHelper.ThrowArgumentOutOfRangeException();
}

nint linearOffset = _tensor._shape.GetLinearOffset(index, _dimension);
return new ReadOnlyTensorSpan<T>(ref Unsafe.Add(ref _tensor._reference, linearOffset), _sliceShape);
}
}

/// <summary>Gets an enumerator for the readonly tensor dimension span.</summary>
public Enumerator GetEnumerator() => new Enumerator(this);

/// <summary>Enumerates the spans of a tensor dimension span.</summary>
public ref struct Enumerator
#if NET9_0_OR_GREATER
: IEnumerator<ReadOnlyTensorSpan<T>>

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Should this implement other interfaces in older TFMs?

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What other interfaces would it implement?

#endif
{
private readonly ReadOnlyTensorDimensionSpan<T> _span;
private nint _index;

internal Enumerator(ReadOnlyTensorDimensionSpan<T> span)
{
_span = span;
_index = -1;
}

/// <summary>Gets the span at the current position of the enumerator.</summary>
public readonly ReadOnlyTensorSpan<T> Current => _span[_index];

/// <summary>Advances the enumerator to the next element of the tensor span.</summary>
public bool MoveNext()
{
nint index = _index + 1;

if (index < _span.Length)
{
_index = index;
return true;
}
return false;
}

/// <summary>Sets the enumerator to its initial position, which is before the first element in the tensor span.</summary>
public void Reset()
{
_index = -1;
}

#if NET9_0_OR_GREATER
//
// IDisposable
//

void IDisposable.Dispose() { }

//
// IEnumerator
//

readonly object? IEnumerator.Current => throw new NotSupportedException();
#endif
}
}
}
Original file line numberDiff line numberDiff line change
Expand Up@@ -18,6 +18,7 @@ namespace System.Numerics.Tensors
/// Represents a contiguous region of arbitrary memory. Unlike arrays, it can point to either managed
/// or native memory, or to memory allocated on the stack. It is type-safe and memory-safe.
/// </summary>
/// <typeparam name="T">The type of the elements within the tensor span.</typeparam>
[DebuggerTypeProxy(typeof(TensorSpanDebugView<>))]
[DebuggerDisplay("{ToString(),raw}")]
[Experimental(Experimentals.TensorTDiagId, UrlFormat = Experimentals.SharedUrlFormat)]
Expand DownExpand Up@@ -382,6 +383,9 @@ public void FlattenTo(scoped Span<T> destination)
}
}

/// <inheritdoc cref="IReadOnlyTensor{TSelf, T}.GetDimensionSpan(int)" />
public ReadOnlyTensorDimensionSpan<T> GetDimensionSpan(int dimension) => new ReadOnlyTensorDimensionSpan<T>(this, dimension);

/// <summary>Gets an enumerator for the readonly tensor span.</summary>
public Enumerator GetEnumerator() => new Enumerator(this);

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Original file line numberDiff line numberDiff line change
Expand Up@@ -272,31 +272,14 @@ public static ref readonly TensorSpan<T> ConcatenateOnDimension<T>(int dimension
TensorOperation.Invoke<TensorOperation.CopyTo<T>, T, T>(slice, dstSpan);
dstSpan = dstSpan.Slice((int)slice.FlattenedLength);
}
hasMore = IncrementIndexes(ranges, dimension, destination.Lengths);
// We do dimension - 1 because we want to include the dimension we concatenated on.
hasMore = TensorShape.AdjustToNextIndex(ranges, dimension - 1, destination.Lengths);
}
rentedBuffer.Dispose();
}
return ref destination;
}

private static bool IncrementIndexes(Span<NRange> ranges, int dimension, ReadOnlySpan<nint> lengths)
{
NRange curRange = ranges[dimension - 1];
ranges[dimension - 1] = new NRange(curRange.Start.Value + 1, curRange.End.Value + 1);

for (int i = dimension - 1; i >= 0; i--)
{
if (ranges[i].Start.Value >= lengths[i])
{
ranges[i] = 0..1;
if (i == 0)
return false;
ranges[i - 1] = new NRange(ranges[i - 1].Start.Value + 1, ranges[i - 1].End.Value + 1);
}
}
return true;
}

private static nint CalculateCopyLength(ReadOnlySpan<nint> lengths, int startingAxis)
{
// When starting axis is -1 we want all the data at once same as if starting axis is 0
Expand Down
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