| File: System\Numerics\Tensors\netcore\TensorPrimitives.SoftMax.cs | Web Access |
| Project: src\runtime\src\libraries\System.Numerics.Tensors\src\System.Numerics.Tensors.csproj (System.Numerics.Tensors) |
// Licensed to the .NET Foundation under one or more agreements. // The .NET Foundation licenses this file to you under the MIT license. namespace System.Numerics.Tensors { public static partial class TensorPrimitives { /// <summary>Computes the softmax function over the specified non-empty tensor of numbers.</summary> /// <param name="x">The tensor, represented as a span.</param> /// <param name="destination">The destination tensor.</param> /// <exception cref="ArgumentException">Destination is too short.</exception> /// <exception cref="ArgumentException"><paramref name="x" /> must not be empty.</exception> /// <exception cref="ArgumentException"><paramref name="x"/> and <paramref name="destination"/> reference overlapping memory locations and do not begin at the same location.</exception> /// <remarks> /// <para> /// This method effectively computes a sum of <c><typeparamref name="T"/>.Exp(x[i])</c> for all elements in <paramref name="x"/>. /// It then effectively computes <c><paramref name="destination" />[i] = <typeparamref name="T"/>.Exp(<paramref name="x" />[i]) / sum</c>. /// </para> /// <para> /// This method may call into the underlying C runtime or employ instructions specific to the current architecture. Exact results may differ between different /// operating systems or architectures. /// </para> /// </remarks> public static void SoftMax<T>(ReadOnlySpan<T> x, Span<T> destination) where T : IExponentialFunctions<T> { if (x.IsEmpty) { ThrowHelper.ThrowArgument_SpansMustBeNonEmpty(); } if (x.Length > destination.Length) { ThrowHelper.ThrowArgument_DestinationTooShort(); } ValidateInputOutputSpanNonOverlapping(x, destination); InvokeSpanIntoSpan<T, ExpOperator<T>>(x, destination); T expSum = Sum(destination); InvokeSpanScalarIntoSpan<T, DivideOperator<T>>(destination, expSum, destination); } } }