-
Notifications
You must be signed in to change notification settings - Fork 4.5k
/
TensorPrimitives.MultiplyAddEstimate.cs
169 lines (152 loc) · 10.6 KB
/
TensorPrimitives.MultiplyAddEstimate.cs
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
// 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.CompilerServices;
using System.Runtime.Intrinsics;
using System.Runtime.Intrinsics.Arm;
using System.Runtime.Intrinsics.X86;
namespace System.Numerics.Tensors
{
public static partial class TensorPrimitives
{
/// <summary>Computes the element-wise result of <c>(<paramref name="x" /> * <paramref name="y" />) * <paramref name="addend" /></c> for the specified tensors of numbers.</summary>
/// <param name="x">The first tensor, represented as a span.</param>
/// <param name="y">The second tensor, represented as a span.</param>
/// <param name="addend">The third tensor, represented as a span.</param>
/// <param name="destination">The destination tensor, represented as a span.</param>
/// <exception cref="ArgumentException">Length of <paramref name="x" /> must be same as length of <paramref name="y" /> and length of <paramref name="addend" />.</exception>
/// <exception cref="ArgumentException">Destination is too short.</exception>
/// <exception cref="ArgumentException"><paramref name="x"/> and <paramref name="destination"/> reference overlapping memory locations and do not begin at the same location.</exception>
/// <exception cref="ArgumentException"><paramref name="y"/> and <paramref name="destination"/> reference overlapping memory locations and do not begin at the same location.</exception>
/// <exception cref="ArgumentException"><paramref name="addend"/> 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] = (<paramref name="x" />[i] * <paramref name="y" />[i]) + <paramref name="addend" />[i]</c>.
/// </para>
/// <para>
/// If either of the element-wise input values is equal to <see cref="IFloatingPointIeee754{TSelf}.NaN"/>, the resulting element-wise value is also NaN.
/// </para>
/// <para>
/// Behaves the same as either <see cref="MultiplyAdd{T}(ReadOnlySpan{T}, ReadOnlySpan{T}, ReadOnlySpan{T}, Span{T})"/> or
/// <see cref="FusedMultiplyAdd{T}(ReadOnlySpan{T}, ReadOnlySpan{T}, ReadOnlySpan{T}, Span{T})"/> depending on the current machine's capabilities.
/// </para>
/// </remarks>
public static void MultiplyAddEstimate<T>(ReadOnlySpan<T> x, ReadOnlySpan<T> y, ReadOnlySpan<T> addend, Span<T> destination)
where T : INumberBase<T> =>
InvokeSpanSpanSpanIntoSpan<T, MultiplyAddEstimateOperator<T>>(x, y, addend, destination);
/// <summary>Computes the element-wise result of <c>(<paramref name="x" /> * <paramref name="y" />) * <paramref name="addend" /></c> for the specified tensors of numbers.</summary>
/// <param name="x">The first tensor, represented as a span.</param>
/// <param name="y">The second tensor, represented as a span.</param>
/// <param name="addend">The third tensor, represented as a scalar.</param>
/// <param name="destination">The destination tensor, represented as a span.</param>
/// <exception cref="ArgumentException">Length of <paramref name="x" /> must be same as length of <paramref name="y" />.</exception>
/// <exception cref="ArgumentException">Destination is too short.</exception>
/// <exception cref="ArgumentException"><paramref name="x"/> and <paramref name="destination"/> reference overlapping memory locations and do not begin at the same location.</exception>
/// <exception cref="ArgumentException"><paramref name="y"/> 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] = (<paramref name="x" />[i] * <paramref name="y" />[i]) + <paramref name="addend" /></c>.
/// It corresponds to the <c>axpy</c> method defined by <c>BLAS1</c>.
/// </para>
/// <para>
/// If either of the element-wise input values is equal to <see cref="IFloatingPointIeee754{TSelf}.NaN"/>, the resulting element-wise value is also NaN.
/// </para>
/// <para>
/// Behaves the same as either <see cref="MultiplyAdd{T}(ReadOnlySpan{T}, ReadOnlySpan{T}, T, Span{T})"/> or
/// <see cref="FusedMultiplyAdd{T}(ReadOnlySpan{T}, ReadOnlySpan{T}, T, Span{T})"/> depending on the current machine's capabilities.
/// </para>
/// </remarks>
public static void MultiplyAddEstimate<T>(ReadOnlySpan<T> x, ReadOnlySpan<T> y, T addend, Span<T> destination)
where T : INumberBase<T> =>
InvokeSpanSpanScalarIntoSpan<T, MultiplyAddEstimateOperator<T>>(x, y, addend, destination);
/// <summary>Computes the element-wise result of <c>(<paramref name="x" /> * <paramref name="y" />) * <paramref name="addend" /></c> for the specified tensors of numbers.</summary>
/// <param name="x">The first tensor, represented as a span.</param>
/// <param name="y">The second tensor, represented as a scalar.</param>
/// <param name="addend">The third tensor, represented as a span.</param>
/// <param name="destination">The destination tensor, represented as a span.</param>
/// <exception cref="ArgumentException">Length of <paramref name="x" /> must be same as length of <paramref name="addend" />.</exception>
/// <exception cref="ArgumentException">Destination is too short.</exception>
/// <exception cref="ArgumentException"><paramref name="x"/> and <paramref name="destination"/> reference overlapping memory locations and do not begin at the same location.</exception>
/// <exception cref="ArgumentException"><paramref name="addend"/> 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] = (<paramref name="x" />[i] * <paramref name="y" />) + <paramref name="addend" />[i]</c>.
/// </para>
/// <para>
/// If either of the element-wise input values is equal to <see cref="IFloatingPointIeee754{TSelf}.NaN"/>, the resulting element-wise value is also NaN.
/// </para>
/// <para>
/// Behaves the same as either <see cref="MultiplyAdd{T}(ReadOnlySpan{T}, T, ReadOnlySpan{T}, Span{T})"/> or
/// <see cref="FusedMultiplyAdd{T}(ReadOnlySpan{T}, T, ReadOnlySpan{T}, Span{T})"/> depending on the current machine's capabilities.
/// </para>
/// </remarks>
public static void MultiplyAddEstimate<T>(ReadOnlySpan<T> x, T y, ReadOnlySpan<T> addend, Span<T> destination)
where T : INumberBase<T> =>
InvokeSpanScalarSpanIntoSpan<T, MultiplyAddEstimateOperator<T>>(x, y, addend, destination);
/// <summary>(x * y) + z</summary>
private readonly struct MultiplyAddEstimateOperator<T> : ITernaryOperator<T> where T : INumberBase<T>
{
[MethodImpl(MethodImplOptions.AggressiveInlining)]
public static T Invoke(T x, T y, T z)
{
// TODO https://github.com/dotnet/runtime/issues/98053: Use T.MultiplyAddEstimate when it's available.
if (Fma.IsSupported || AdvSimd.IsSupported)
{
if (typeof(T) == typeof(Half))
{
Half result = Half.FusedMultiplyAdd(Unsafe.As<T, Half>(ref x), Unsafe.As<T, Half>(ref y), Unsafe.As<T, Half>(ref z));
return Unsafe.As<Half, T>(ref result);
}
if (typeof(T) == typeof(float))
{
float result = float.FusedMultiplyAdd(Unsafe.As<T, float>(ref x), Unsafe.As<T, float>(ref y), Unsafe.As<T, float>(ref z));
return Unsafe.As<float, T>(ref result);
}
if (typeof(T) == typeof(double))
{
double result = double.FusedMultiplyAdd(Unsafe.As<T, double>(ref x), Unsafe.As<T, double>(ref y), Unsafe.As<T, double>(ref z));
return Unsafe.As<double, T>(ref result);
}
}
return (x * y) + z;
}
[MethodImpl(MethodImplOptions.AggressiveInlining)]
public static Vector128<T> Invoke(Vector128<T> x, Vector128<T> y, Vector128<T> z)
{
if (Fma.IsSupported)
{
if (typeof(T) == typeof(float)) return Fma.MultiplyAdd(x.AsSingle(), y.AsSingle(), z.AsSingle()).As<float, T>();
if (typeof(T) == typeof(double)) return Fma.MultiplyAdd(x.AsDouble(), y.AsDouble(), z.AsDouble()).As<double, T>();
}
if (AdvSimd.IsSupported)
{
if (typeof(T) == typeof(float)) return AdvSimd.FusedMultiplyAdd(z.AsSingle(), x.AsSingle(), y.AsSingle()).As<float, T>();
}
if (AdvSimd.Arm64.IsSupported)
{
if (typeof(T) == typeof(double)) return AdvSimd.Arm64.FusedMultiplyAdd(z.AsDouble(), x.AsDouble(), y.AsDouble()).As<double, T>();
}
return (x * y) + z;
}
[MethodImpl(MethodImplOptions.AggressiveInlining)]
public static Vector256<T> Invoke(Vector256<T> x, Vector256<T> y, Vector256<T> z)
{
if (Fma.IsSupported)
{
if (typeof(T) == typeof(float)) return Fma.MultiplyAdd(x.AsSingle(), y.AsSingle(), z.AsSingle()).As<float, T>();
if (typeof(T) == typeof(double)) return Fma.MultiplyAdd(x.AsDouble(), y.AsDouble(), z.AsDouble()).As<double, T>();
}
return (x * y) + z;
}
[MethodImpl(MethodImplOptions.AggressiveInlining)]
public static Vector512<T> Invoke(Vector512<T> x, Vector512<T> y, Vector512<T> z)
{
if (Avx512F.IsSupported)
{
if (typeof(T) == typeof(float)) return Avx512F.FusedMultiplyAdd(x.AsSingle(), y.AsSingle(), z.AsSingle()).As<float, T>();
if (typeof(T) == typeof(double)) return Avx512F.FusedMultiplyAdd(x.AsDouble(), y.AsDouble(), z.AsDouble()).As<double, T>();
}
return (x * y) + z;
}
}
}
}