| File: System\Numerics\Tensors\netcore\TensorPrimitives.Sigmoid.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. using System.Runtime.Intrinsics; namespace System.Numerics.Tensors { public static partial class TensorPrimitives { /// <summary>Computes the element-wise sigmoid function on 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 <c><paramref name="destination" />[i] = 1f / (1f + <typeparamref name="T"/>.Exp(-<paramref name="x" />[i]))</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 Sigmoid<T>(ReadOnlySpan<T> x, Span<T> destination) where T : IExponentialFunctions<T> { if (x.IsEmpty) { ThrowHelper.ThrowArgument_SpansMustBeNonEmpty(); } if (typeof(T) == typeof(Half) && TryUnaryInvokeHalfAsInt16<T, SigmoidOperator<float>>(x, destination)) { return; } InvokeSpanIntoSpan<T, SigmoidOperator<T>>(x, destination); } /// <summary>1 / (1 + T.Exp(-x))</summary> internal readonly struct SigmoidOperator<T> : IUnaryOperator<T, T> where T : IExponentialFunctions<T> { public static bool Vectorizable => ExpOperator<T>.Vectorizable; public static T Invoke(T x) => T.One / (T.One + T.Exp(-x)); public static Vector128<T> Invoke(Vector128<T> x) => Vector128.Create(T.One) / (Vector128.Create(T.One) + ExpOperator<T>.Invoke(-x)); public static Vector256<T> Invoke(Vector256<T> x) => Vector256.Create(T.One) / (Vector256.Create(T.One) + ExpOperator<T>.Invoke(-x)); public static Vector512<T> Invoke(Vector512<T> x) => Vector512.Create(T.One) / (Vector512.Create(T.One) + ExpOperator<T>.Invoke(-x)); } } }