mirror of
https://github.com/mihakralj/QuanTAlib.git
synced 2026-08-15 00:58:04 +00:00
830 lines
31 KiB
C#
830 lines
31 KiB
C#
using System.Runtime.CompilerServices;
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using System.Runtime.InteropServices;
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using System.Runtime.Intrinsics;
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using System.Runtime.Intrinsics.Arm;
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using System.Runtime.Intrinsics.X86;
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namespace QuanTAlib;
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/// <summary>
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/// WMA: Weighted Moving Average
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/// </summary>
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/// <remarks>
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/// <para>WMA applies linear weighting to data points, giving more weight to recent values.
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/// Uses dual running sums for O(1) complexity per update.</para>
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/// <para>Calculation:
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/// WMA = (n*P_n + (n-1)*P_(n-1) + ... + 1*P_1) / (n*(n+1)/2)</para>
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///
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/// O(1) update:
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/// S_new = S - oldest + newest
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/// W_new = W - S_old + n*newest
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///
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/// IsHot:
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/// Becomes true when the buffer is full (period samples processed).
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/// </remarks>
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[SkipLocalsInit]
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public sealed class Wma : AbstractBase
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{
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private readonly int _period;
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private readonly double _divisor;
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private readonly RingBuffer _buffer;
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private readonly ITValuePublisher? _source;
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private readonly TValuePublishedHandler? _handler;
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[StructLayout(LayoutKind.Auto)]
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private record struct State(double Sum, double WSum, double LastInput, double LastValidValue, int TickCount, bool HasSeenValidData);
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private State _state;
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private State _pState;
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/// <summary>
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/// Default value to use for LastValidValue when no valid data has been seen yet.
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/// Defaults to double.NaN to avoid silently introducing zeros.
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/// </summary>
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public double DefaultLastValidValue { get; set; } = double.NaN;
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private const int ResyncInterval = 10000;
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private static readonly Vector512<long> V512Idx1 = Vector512.Create(0L, 0, 1, 2, 3, 4, 5, 6);
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private static readonly Vector512<long> V512Idx2 = Vector512.Create(0L, 0, 0, 1, 2, 3, 4, 5);
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private static readonly Vector512<long> V512Idx4 = Vector512.Create(0L, 0, 0, 0, 0, 1, 2, 3);
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private static readonly Vector512<double> V512Mask1 = Vector512.Create(0.0, 1, 1, 1, 1, 1, 1, 1);
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private static readonly Vector512<double> V512Mask2 = Vector512.Create(0.0, 0, 1, 1, 1, 1, 1, 1);
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private static readonly Vector512<double> V512Mask4 = Vector512.Create(0.0, 0, 0, 0, 1, 1, 1, 1);
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public Wma(int period)
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{
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if (period <= 0) throw new ArgumentException("Period must be greater than 0", nameof(period));
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_period = period;
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_divisor = (double)period * (period + 1) * 0.5;
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_buffer = new RingBuffer(period);
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Name = $"Wma({period})";
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WarmupPeriod = period;
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}
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public Wma(ITValuePublisher source, int period) : this(period)
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{
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_source = source;
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_handler = Handle;
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source.Pub += _handler;
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}
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protected override void Dispose(bool disposing)
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{
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if (_source != null && _handler != null)
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{
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_source.Pub -= _handler;
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}
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base.Dispose(disposing);
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}
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public override bool IsHot => _buffer.IsFull;
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public bool IsNew { get; private set; }
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[MethodImpl(MethodImplOptions.AggressiveInlining)]
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private double GetValidValue(double input)
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{
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if (double.IsFinite(input))
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{
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_state.LastValidValue = input;
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_state.HasSeenValidData = true;
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return input;
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}
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return _state.HasSeenValidData ? _state.LastValidValue : DefaultLastValidValue;
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}
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[MethodImpl(MethodImplOptions.AggressiveInlining)]
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private void UpdateState(double val)
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{
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if (_buffer.IsFull)
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{
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double oldSum = _state.Sum;
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double oldest = _buffer.Oldest;
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_state.Sum = Math.FusedMultiplyAdd(-1.0, oldest, _state.Sum + val);
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_state.WSum = Math.FusedMultiplyAdd(-1.0, oldSum, _state.WSum + _period * val);
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}
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else
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{
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int count = _buffer.Count + 1;
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_state.Sum += val;
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_state.WSum = Math.FusedMultiplyAdd(count, val, _state.WSum);
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}
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_buffer.Add(val);
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_state.TickCount++;
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bool isNaN = double.IsNaN(_state.Sum) || double.IsNaN(_state.WSum);
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bool needResync = _buffer.IsFull && _state.TickCount >= ResyncInterval;
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if (needResync || (isNaN && double.IsFinite(val)))
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{
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_state.TickCount = 0;
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double recalcSum = 0;
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double recalcWsum = 0;
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int weight = 1;
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foreach (double item in _buffer)
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{
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recalcSum += item;
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recalcWsum = Math.FusedMultiplyAdd(weight, item, recalcWsum);
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weight++;
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}
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_state.Sum = recalcSum;
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_state.WSum = recalcWsum;
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}
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}
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[MethodImpl(MethodImplOptions.AggressiveInlining)]
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public override TValue Update(TValue input, bool isNew = true)
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{
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IsNew = isNew;
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if (isNew)
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{
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double val = GetValidValue(input.Value);
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UpdateState(val);
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_state.LastInput = val;
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_pState = _state;
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}
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else
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{
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// Defensive check: isNew must be true for the first update
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if (_buffer.Count == 0)
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{
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throw new InvalidOperationException(
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"Cannot call Update with isNew=false when buffer is empty. " +
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"The first update must have isNew=true to initialize state.");
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}
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_state = _pState;
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double val = GetValidValue(input.Value);
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int weight = _buffer.IsFull ? _period : _buffer.Count;
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_state.Sum = Math.FusedMultiplyAdd(-1.0, _state.LastInput, _state.Sum + val);
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_state.WSum = Math.FusedMultiplyAdd(weight, val - _state.LastInput, _state.WSum);
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_buffer.UpdateNewest(val);
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}
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double currentDivisor = _buffer.IsFull ? _divisor : (double)_buffer.Count * (_buffer.Count + 1) * 0.5;
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Last = new TValue(input.Time, _state.WSum / currentDivisor);
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PubEvent(Last, isNew);
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return Last;
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}
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public override TSeries Update(TSeries source)
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{
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if (source.Count == 0) return [];
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int len = source.Count;
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var t = new List<long>(len);
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var v = new List<double>(len);
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CollectionsMarshal.SetCount(t, len);
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CollectionsMarshal.SetCount(v, len);
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var tSpan = CollectionsMarshal.AsSpan(t);
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var vSpan = CollectionsMarshal.AsSpan(v);
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Batch(source.Values, vSpan, _period);
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source.Times.CopyTo(tSpan);
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Prime(source.Values);
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Last = new TValue(tSpan[len - 1], vSpan[len - 1]);
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return new TSeries(t, v);
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}
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private void Handle(object? sender, in TValueEventArgs e) => Update(e.Value, e.IsNew);
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public override void Prime(ReadOnlySpan<double> source, TimeSpan? step = null)
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{
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if (source.Length == 0) return;
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int len = source.Length;
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int windowSize = Math.Min(len, _period);
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int startIndex = len - windowSize;
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// Seed LastValidValue
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_state.LastValidValue = DefaultLastValidValue;
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_state.HasSeenValidData = false;
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if (startIndex > 0)
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{
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for (int i = startIndex - 1; i >= 0; i--)
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{
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if (double.IsFinite(source[i]))
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{
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_state.LastValidValue = source[i];
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_state.HasSeenValidData = true;
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break;
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}
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}
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}
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// Reset state
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_buffer.Clear();
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_state.Sum = 0;
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_state.WSum = 0;
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_state.TickCount = 0;
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// Process window
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for (int i = startIndex; i < len; i++)
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{
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double val = GetValidValue(source[i]);
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UpdateState(val);
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_state.LastInput = val;
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}
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// Calculate Last
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double currentDivisor = _buffer.IsFull ? _divisor : (double)_buffer.Count * (_buffer.Count + 1) * 0.5;
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Last = new TValue(DateTime.MinValue, _state.WSum / currentDivisor);
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_pState = _state;
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}
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public override void Reset()
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{
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_buffer.Clear();
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_state = default;
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_pState = default;
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Last = default;
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}
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public static TSeries Batch(TSeries source, int period)
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{
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var wma = new Wma(period);
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return wma.Update(source);
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}
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[MethodImpl(MethodImplOptions.AggressiveInlining)]
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public static void Batch(ReadOnlySpan<double> source, Span<double> output, int period)
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{
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if (source.Length != output.Length)
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throw new ArgumentException("Source and output must have the same length", nameof(output));
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if (period <= 0)
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throw new ArgumentException("Period must be greater than 0", nameof(period));
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int len = source.Length;
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if (len == 0) return;
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const int simdThreshold = 256;
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if (Avx512F.IsSupported && len >= simdThreshold && !source.ContainsNonFinite())
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{
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CalculateAvx512Core(source, output, period);
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return;
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}
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if (Avx2.IsSupported && len >= simdThreshold && !source.ContainsNonFinite())
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{
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CalculateSimdCore(source, output, period);
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return;
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}
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if (AdvSimd.Arm64.IsSupported && len >= simdThreshold && !source.ContainsNonFinite())
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{
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CalculateNeonCore(source, output, period);
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return;
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}
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CalculateScalarCore(source, output, period);
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}
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[MethodImpl(MethodImplOptions.AggressiveInlining)]
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private static void CalculateScalarCore(ReadOnlySpan<double> source, Span<double> output, int period)
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{
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int len = source.Length;
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double divisor = (double)period * (period + 1) * 0.5;
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double sum = 0;
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double wsum = 0;
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double lastValid = double.NaN;
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Span<double> buffer = period <= 512 ? stackalloc double[period] : new double[period];
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int bufferIdx = 0;
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int i = 0;
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int warmupEnd = Math.Min(period, len);
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for (; i < warmupEnd; i++)
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{
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double val = source[i];
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if (double.IsFinite(val))
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lastValid = val;
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else
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val = lastValid;
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sum += val;
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wsum = Math.FusedMultiplyAdd(i + 1, val, wsum);
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buffer[i] = val;
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double currentDivisor = (double)(i + 1) * (i + 2) * 0.5;
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output[i] = wsum / currentDivisor;
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}
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int tickCount = 0;
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for (; i < len; i++)
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{
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double val = source[i];
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if (double.IsFinite(val))
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lastValid = val;
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else
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val = lastValid;
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double oldSum = sum;
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double oldest = buffer[bufferIdx];
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sum = Math.FusedMultiplyAdd(-1.0, oldest, sum + val);
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wsum = Math.FusedMultiplyAdd(-1.0, oldSum, wsum + period * val);
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buffer[bufferIdx] = val;
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bufferIdx++;
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if (bufferIdx >= period)
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bufferIdx = 0;
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output[i] = wsum / divisor;
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tickCount++;
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bool isNaN = double.IsNaN(sum) || double.IsNaN(wsum);
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if (tickCount >= ResyncInterval || (isNaN && double.IsFinite(val)))
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{
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tickCount = 0;
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double recalcSum = 0;
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double recalcWsum = 0;
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for (int k = 0; k < period; k++)
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{
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int idx = bufferIdx + k;
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if (idx >= period) idx -= period;
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double v = buffer[idx];
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recalcSum += v;
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recalcWsum = Math.FusedMultiplyAdd(k + 1, v, recalcWsum);
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}
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sum = recalcSum;
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wsum = recalcWsum;
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}
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}
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}
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[MethodImpl(MethodImplOptions.AggressiveOptimization)]
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private static void CalculateAvx512Core(ReadOnlySpan<double> source, Span<double> output, int period)
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{
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int len = source.Length;
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const int vectorWidth = 8;
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ref double srcRef = ref MemoryMarshal.GetReference(source);
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ref double outRef = ref MemoryMarshal.GetReference(output);
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double divisor = (double)period * (period + 1) * 0.5;
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double invDivisor = 1.0 / divisor;
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int warmupEnd = Math.Min(period, len);
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double sum = 0;
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double wsum = 0;
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for (int i = 0; i < warmupEnd; i++)
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{
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double val = Unsafe.Add(ref srcRef, i);
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sum += val;
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wsum += (i + 1) * val;
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double currentDivisor = (double)(i + 1) * (i + 2) * 0.5;
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Unsafe.Add(ref outRef, i) = wsum / currentDivisor;
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}
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if (len <= period)
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return;
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var vInvDivisor = Vector512.Create(invDivisor);
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var vPeriod = Vector512.Create((double)period);
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int simdEnd = period + (len - period) / vectorWidth * vectorWidth;
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var vSumState = Vector512.Create(sum);
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var vWsumState = Vector512.Create(wsum);
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int idx = period;
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while (idx < simdEnd)
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{
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int nextSync = Math.Min(simdEnd, idx + ResyncInterval);
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for (; idx < nextSync; idx += vectorWidth)
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{
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var vNew = Vector512.LoadUnsafe(ref Unsafe.Add(ref srcRef, idx));
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var vOld = Vector512.LoadUnsafe(ref Unsafe.Add(ref srcRef, idx - period));
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var vDeltaS = Avx512F.Subtract(vNew, vOld);
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// Prefix sum of DeltaS
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var vShiftS1 = Avx512F.Multiply(Avx512F.PermuteVar8x64(vDeltaS, V512Idx1), V512Mask1);
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var vPs1 = Avx512F.Add(vDeltaS, vShiftS1);
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var vShiftS2 = Avx512F.Multiply(Avx512F.PermuteVar8x64(vPs1, V512Idx2), V512Mask2);
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var vPs2 = Avx512F.Add(vPs1, vShiftS2);
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var vShiftS4 = Avx512F.Multiply(Avx512F.PermuteVar8x64(vPs2, V512Idx4), V512Mask4);
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var vPs4 = Avx512F.Add(vPs2, vShiftS4);
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var vSums = Avx512F.Add(vSumState, vPs4);
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// Calculate Wsum update
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var vSumsShifted = Avx512F.Subtract(vSums, vDeltaS);
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var vU = Avx512F.FusedMultiplySubtract(vPeriod, vNew, vSumsShifted);
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// Prefix sum of vU
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var vShiftW1 = Avx512F.Multiply(Avx512F.PermuteVar8x64(vU, V512Idx1), V512Mask1);
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var vPw1 = Avx512F.Add(vU, vShiftW1);
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var vShiftW2 = Avx512F.Multiply(Avx512F.PermuteVar8x64(vPw1, V512Idx2), V512Mask2);
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var vPw2 = Avx512F.Add(vPw1, vShiftW2);
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var vShiftW4 = Avx512F.Multiply(Avx512F.PermuteVar8x64(vPw2, V512Idx4), V512Mask4);
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var vPw4 = Avx512F.Add(vPw2, vShiftW4);
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var vWsums = Avx512F.Add(vWsumState, vPw4);
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var vResult = Avx512F.Multiply(vWsums, vInvDivisor);
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vResult.StoreUnsafe(ref Unsafe.Add(ref outRef, idx));
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// Update state for next iteration
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vSumState = Vector512.Create(vSums.GetElement(7));
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vWsumState = Vector512.Create(vWsums.GetElement(7));
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}
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if (idx < len)
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{
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int lastIdx = idx - 1;
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double recalcSum = 0;
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double recalcWsum = 0;
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for (int k = 0; k < period; k++)
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{
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double val = Unsafe.Add(ref srcRef, lastIdx - k);
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recalcSum += val;
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recalcWsum += (period - k) * val;
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}
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sum = recalcSum;
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wsum = recalcWsum;
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vSumState = Vector512.Create(sum);
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vWsumState = Vector512.Create(wsum);
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}
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}
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sum = vSumState.GetElement(0);
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wsum = vWsumState.GetElement(0);
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for (; idx < len; idx++)
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{
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double val = Unsafe.Add(ref srcRef, idx);
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double oldSum = sum;
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double oldest = Unsafe.Add(ref srcRef, idx - period);
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sum = sum - oldest + val;
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wsum = wsum - oldSum + period * val;
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Unsafe.Add(ref outRef, idx) = wsum * invDivisor;
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}
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}
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[MethodImpl(MethodImplOptions.AggressiveOptimization)]
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private static void CalculateSimdCore(ReadOnlySpan<double> source, Span<double> output, int period)
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{
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int len = source.Length;
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const int vectorWidth = 4;
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ref double srcRef = ref MemoryMarshal.GetReference(source);
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ref double outRef = ref MemoryMarshal.GetReference(output);
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double divisor = (double)period * (period + 1) * 0.5;
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double invDivisor = 1.0 / divisor;
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int warmupEnd = Math.Min(period, len);
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double sum = 0;
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double wsum = 0;
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for (int i = 0; i < warmupEnd; i++)
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{
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double val = Unsafe.Add(ref srcRef, i);
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sum += val;
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wsum += (i + 1) * val;
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double currentDivisor = (double)(i + 1) * (i + 2) * 0.5;
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Unsafe.Add(ref outRef, i) = wsum / currentDivisor;
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}
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if (len <= period)
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return;
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var vInvDivisor = Vector256.Create(invDivisor);
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var vPeriod = Vector256.Create((double)period);
|
|
var vZero = Vector256<double>.Zero;
|
|
int simdEnd = period + ((len - period) / vectorWidth) * vectorWidth;
|
|
|
|
var vSumState = Vector256.Create(sum);
|
|
var vWsumState = Vector256.Create(wsum);
|
|
|
|
int idx = period;
|
|
while (idx < simdEnd)
|
|
{
|
|
int nextSync = Math.Min(simdEnd, idx + ResyncInterval);
|
|
|
|
int unrolledSync = nextSync - (2 * vectorWidth);
|
|
for (; idx <= unrolledSync; idx += 2 * vectorWidth)
|
|
{
|
|
var vNew1 = Vector256.LoadUnsafe(ref Unsafe.Add(ref srcRef, idx));
|
|
var vOld1 = Vector256.LoadUnsafe(ref Unsafe.Add(ref srcRef, idx - period));
|
|
var vNew2 = Vector256.LoadUnsafe(ref Unsafe.Add(ref srcRef, idx + vectorWidth));
|
|
var vOld2 = Vector256.LoadUnsafe(ref Unsafe.Add(ref srcRef, idx + vectorWidth - period));
|
|
|
|
var vDeltaS1 = Avx.Subtract(vNew1, vOld1);
|
|
var vDeltaS2 = Avx.Subtract(vNew2, vOld2);
|
|
|
|
var vShiftS11 = Avx2.Permute4x64(vDeltaS1.AsUInt64(), 0b_10_01_00_00).AsDouble(); // skipcq: CS-R1131
|
|
vShiftS11 = Avx.Blend(vZero, vShiftS11, 0b_1110);
|
|
var vPsDeltaS1 = Avx.Add(vDeltaS1, vShiftS11);
|
|
var vShiftS21 = Avx2.Permute4x64(vPsDeltaS1.AsUInt64(), 0b_01_00_00_00).AsDouble(); // skipcq: CS-R1131
|
|
vShiftS21 = Avx.Blend(vZero, vShiftS21, 0b_1100);
|
|
vPsDeltaS1 = Avx.Add(vPsDeltaS1, vShiftS21);
|
|
|
|
var vShiftS12 = Avx2.Permute4x64(vDeltaS2.AsUInt64(), 0b_10_01_00_00).AsDouble(); // skipcq: CS-R1131
|
|
vShiftS12 = Avx.Blend(vZero, vShiftS12, 0b_1110);
|
|
var vPsDeltaS2 = Avx.Add(vDeltaS2, vShiftS12);
|
|
var vShiftS22 = Avx2.Permute4x64(vPsDeltaS2.AsUInt64(), 0b_01_00_00_00).AsDouble(); // skipcq: CS-R1131
|
|
vShiftS22 = Avx.Blend(vZero, vShiftS22, 0b_1100);
|
|
vPsDeltaS2 = Avx.Add(vPsDeltaS2, vShiftS22);
|
|
|
|
var vSums1 = Avx.Add(vSumState, vPsDeltaS1);
|
|
var vLastS1 = Avx2.Permute4x64(vSums1.AsUInt64(), 0b_11_11_11_11).AsDouble(); // skipcq: CS-R1131
|
|
var vSums2 = Avx.Add(vLastS1, vPsDeltaS2);
|
|
|
|
var vSumsShifted1 = Avx.Subtract(vSums1, vDeltaS1);
|
|
var vSumsShifted2 = Avx.Subtract(vSums2, vDeltaS2);
|
|
|
|
Vector256<double> vU1, vU2;
|
|
if (Fma.IsSupported)
|
|
{
|
|
vU1 = Fma.MultiplySubtract(vPeriod, vNew1, vSumsShifted1);
|
|
vU2 = Fma.MultiplySubtract(vPeriod, vNew2, vSumsShifted2);
|
|
}
|
|
else
|
|
{
|
|
var vTerm1 = Avx.Multiply(vPeriod, vNew1);
|
|
var vTerm2 = Avx.Multiply(vPeriod, vNew2);
|
|
vU1 = Avx.Subtract(vTerm1, vSumsShifted1);
|
|
vU2 = Avx.Subtract(vTerm2, vSumsShifted2);
|
|
}
|
|
|
|
var vShiftW11 = Avx2.Permute4x64(vU1.AsUInt64(), 0b_10_01_00_00).AsDouble(); // skipcq: CS-R1131
|
|
vShiftW11 = Avx.Blend(vZero, vShiftW11, 0b_1110);
|
|
var vPw11 = Avx.Add(vU1, vShiftW11);
|
|
var vShiftW21 = Avx2.Permute4x64(vPw11.AsUInt64(), 0b_01_00_00_00).AsDouble(); // skipcq: CS-R1131
|
|
vShiftW21 = Avx.Blend(vZero, vShiftW21, 0b_1100);
|
|
var vPw21 = Avx.Add(vPw11, vShiftW21);
|
|
|
|
var vShiftW12 = Avx2.Permute4x64(vU2.AsUInt64(), 0b_10_01_00_00).AsDouble(); // skipcq: CS-R1131
|
|
vShiftW12 = Avx.Blend(vZero, vShiftW12, 0b_1110);
|
|
var vPw12 = Avx.Add(vU2, vShiftW12);
|
|
var vShiftW22 = Avx2.Permute4x64(vPw12.AsUInt64(), 0b_01_00_00_00).AsDouble(); // skipcq: CS-R1131
|
|
vShiftW22 = Avx.Blend(vZero, vShiftW22, 0b_1100);
|
|
var vPw22 = Avx.Add(vPw12, vShiftW22);
|
|
|
|
var vWsums1 = Avx.Add(vWsumState, vPw21);
|
|
var vLastW1 = Avx2.Permute4x64(vWsums1.AsUInt64(), 0b_11_11_11_11).AsDouble(); // skipcq: CS-R1131
|
|
var vWsums2 = Avx.Add(vLastW1, vPw22);
|
|
|
|
Vector256<double> vResult1, vResult2;
|
|
if (Fma.IsSupported)
|
|
{
|
|
vResult1 = Fma.MultiplyAdd(vWsums1, vInvDivisor, vZero);
|
|
vResult2 = Fma.MultiplyAdd(vWsums2, vInvDivisor, vZero);
|
|
}
|
|
else
|
|
{
|
|
vResult1 = Avx.Multiply(vWsums1, vInvDivisor);
|
|
vResult2 = Avx.Multiply(vWsums2, vInvDivisor);
|
|
}
|
|
vResult1.StoreUnsafe(ref Unsafe.Add(ref outRef, idx));
|
|
vResult2.StoreUnsafe(ref Unsafe.Add(ref outRef, idx + vectorWidth));
|
|
|
|
vSumState = Avx2.Permute4x64(vSums2.AsUInt64(), 0b_11_11_11_11).AsDouble(); // skipcq: CS-R1131
|
|
vWsumState = Avx2.Permute4x64(vWsums2.AsUInt64(), 0b_11_11_11_11).AsDouble(); // skipcq: CS-R1131
|
|
}
|
|
|
|
for (; idx < nextSync; idx += vectorWidth)
|
|
{
|
|
var vNew = Vector256.LoadUnsafe(ref Unsafe.Add(ref srcRef, idx));
|
|
var vOld = Vector256.LoadUnsafe(ref Unsafe.Add(ref srcRef, idx - period));
|
|
|
|
var vDeltaS = Avx.Subtract(vNew, vOld);
|
|
|
|
var vShiftS1 = Avx2.Permute4x64(vDeltaS.AsUInt64(), 0b_10_01_00_00).AsDouble(); // skipcq: CS-R1131
|
|
vShiftS1 = Avx.Blend(vZero, vShiftS1, 0b_1110);
|
|
var vPs1 = Avx.Add(vDeltaS, vShiftS1);
|
|
|
|
var vShiftS2 = Avx2.Permute4x64(vPs1.AsUInt64(), 0b_01_00_00_00).AsDouble(); // skipcq: CS-R1131
|
|
vShiftS2 = Avx.Blend(vZero, vShiftS2, 0b_1100);
|
|
var vPs2 = Avx.Add(vPs1, vShiftS2);
|
|
|
|
var vSums = Avx.Add(vSumState, vPs2);
|
|
|
|
var vSumsShifted = Avx.Subtract(vSums, vDeltaS);
|
|
Vector256<double> vU;
|
|
if (Fma.IsSupported)
|
|
{
|
|
vU = Fma.MultiplySubtract(vPeriod, vNew, vSumsShifted);
|
|
}
|
|
else
|
|
{
|
|
var vTerm1 = Avx.Multiply(vPeriod, vNew);
|
|
vU = Avx.Subtract(vTerm1, vSumsShifted);
|
|
}
|
|
|
|
var vShiftW1 = Avx2.Permute4x64(vU.AsUInt64(), 0b_10_01_00_00).AsDouble(); // skipcq: CS-R1131
|
|
vShiftW1 = Avx.Blend(vZero, vShiftW1, 0b_1110);
|
|
var vPw1 = Avx.Add(vU, vShiftW1);
|
|
|
|
var vShiftW2 = Avx2.Permute4x64(vPw1.AsUInt64(), 0b_01_00_00_00).AsDouble(); // skipcq: CS-R1131
|
|
vShiftW2 = Avx.Blend(vZero, vShiftW2, 0b_1100);
|
|
var vPw2 = Avx.Add(vPw1, vShiftW2);
|
|
|
|
var vWsums = Avx.Add(vWsumState, vPw2);
|
|
|
|
Vector256<double> vResult = Fma.IsSupported
|
|
? Fma.MultiplyAdd(vWsums, vInvDivisor, vZero)
|
|
: Avx.Multiply(vWsums, vInvDivisor);
|
|
vResult.StoreUnsafe(ref Unsafe.Add(ref outRef, idx));
|
|
|
|
vSumState = Avx2.Permute4x64(vSums.AsUInt64(), 0b_11_11_11_11).AsDouble(); // skipcq: CS-R1131
|
|
vWsumState = Avx2.Permute4x64(vWsums.AsUInt64(), 0b_11_11_11_11).AsDouble(); // skipcq: CS-R1131
|
|
}
|
|
|
|
if (idx < len)
|
|
{
|
|
int lastIdx = idx - 1;
|
|
double recalcSum = 0;
|
|
double recalcWsum = 0;
|
|
for (int k = 0; k < period; k++)
|
|
{
|
|
double val = Unsafe.Add(ref srcRef, lastIdx - k);
|
|
recalcSum += val;
|
|
recalcWsum += (period - k) * val;
|
|
}
|
|
sum = recalcSum;
|
|
wsum = recalcWsum;
|
|
|
|
vSumState = Vector256.Create(sum);
|
|
vWsumState = Vector256.Create(wsum);
|
|
}
|
|
}
|
|
|
|
sum = vSumState.GetElement(0);
|
|
wsum = vWsumState.GetElement(0);
|
|
|
|
for (; idx < len; idx++)
|
|
{
|
|
double val = Unsafe.Add(ref srcRef, idx);
|
|
double oldSum = sum;
|
|
double oldest = Unsafe.Add(ref srcRef, idx - period);
|
|
sum = Math.FusedMultiplyAdd(-1.0, oldest, sum + val);
|
|
wsum = Math.FusedMultiplyAdd(-1.0, oldSum, wsum + period * val);
|
|
Unsafe.Add(ref outRef, idx) = wsum * invDivisor;
|
|
}
|
|
}
|
|
|
|
[MethodImpl(MethodImplOptions.AggressiveOptimization)]
|
|
private static void CalculateNeonCore(ReadOnlySpan<double> source, Span<double> output, int period)
|
|
{
|
|
int len = source.Length;
|
|
const int vectorWidth = 2;
|
|
|
|
ref double srcRef = ref MemoryMarshal.GetReference(source);
|
|
ref double outRef = ref MemoryMarshal.GetReference(output);
|
|
|
|
double divisor = (double)period * (period + 1) * 0.5;
|
|
double invDivisor = 1.0 / divisor;
|
|
|
|
int warmupEnd = Math.Min(period, len);
|
|
double sum = 0;
|
|
double wsum = 0;
|
|
for (int i = 0; i < warmupEnd; i++)
|
|
{
|
|
double val = Unsafe.Add(ref srcRef, i);
|
|
sum += val;
|
|
wsum += (i + 1) * val;
|
|
double currentDivisor = (double)(i + 1) * (i + 2) * 0.5;
|
|
Unsafe.Add(ref outRef, i) = wsum / currentDivisor;
|
|
}
|
|
|
|
if (len <= period)
|
|
return;
|
|
|
|
var vInvDivisor = Vector128.Create(invDivisor);
|
|
int simdEnd = period + ((len - period) / vectorWidth) * vectorWidth;
|
|
|
|
double sumState = sum;
|
|
double wsumState = wsum;
|
|
|
|
int idx = period;
|
|
while (idx < simdEnd)
|
|
{
|
|
int nextSync = Math.Min(simdEnd, idx + ResyncInterval);
|
|
|
|
// Unrolled loop: process 4 elements (2 vectors) at a time
|
|
int unrolledSync = nextSync - (2 * vectorWidth);
|
|
for (; idx <= unrolledSync; idx += 2 * vectorWidth)
|
|
{
|
|
var vNew1 = Vector128.LoadUnsafe(ref Unsafe.Add(ref srcRef, idx));
|
|
var vOld1 = Vector128.LoadUnsafe(ref Unsafe.Add(ref srcRef, idx - period));
|
|
var vNew2 = Vector128.LoadUnsafe(ref Unsafe.Add(ref srcRef, idx + vectorWidth));
|
|
var vOld2 = Vector128.LoadUnsafe(ref Unsafe.Add(ref srcRef, idx + vectorWidth - period));
|
|
|
|
var vDeltaS1 = AdvSimd.Arm64.Subtract(vNew1, vOld1);
|
|
var vDeltaS2 = AdvSimd.Arm64.Subtract(vNew2, vOld2);
|
|
|
|
// Prefix sum for first vector: [d0, d0+d1]
|
|
double d10 = vDeltaS1.GetElement(0);
|
|
double d11 = vDeltaS1.GetElement(1);
|
|
double ps10 = sumState + d10;
|
|
double ps11 = ps10 + d11;
|
|
|
|
// Prefix sum for second vector
|
|
double d20 = vDeltaS2.GetElement(0);
|
|
double d21 = vDeltaS2.GetElement(1);
|
|
double ps20 = ps11 + d20;
|
|
double ps21 = ps20 + d21;
|
|
|
|
// Calculate Wsum update: W_new = W_old - S_prev + n*new
|
|
// For element i: u_i = period * new_i - S_(i-1)
|
|
double u10 = Math.FusedMultiplyAdd(period, vNew1.GetElement(0), -sumState);
|
|
double u11 = Math.FusedMultiplyAdd(period, vNew1.GetElement(1), -ps10);
|
|
double u20 = Math.FusedMultiplyAdd(period, vNew2.GetElement(0), -ps11);
|
|
double u21 = Math.FusedMultiplyAdd(period, vNew2.GetElement(1), -ps20);
|
|
|
|
// Prefix sum of U values
|
|
double pw10 = wsumState + u10;
|
|
double pw11 = pw10 + u11;
|
|
double pw20 = pw11 + u20;
|
|
double pw21 = pw20 + u21;
|
|
|
|
var vWsums1 = Vector128.Create(pw10, pw11);
|
|
var vWsums2 = Vector128.Create(pw20, pw21);
|
|
|
|
var vResult1 = AdvSimd.Arm64.Multiply(vWsums1, vInvDivisor);
|
|
var vResult2 = AdvSimd.Arm64.Multiply(vWsums2, vInvDivisor);
|
|
|
|
vResult1.StoreUnsafe(ref Unsafe.Add(ref outRef, idx));
|
|
vResult2.StoreUnsafe(ref Unsafe.Add(ref outRef, idx + vectorWidth));
|
|
|
|
sumState = ps21;
|
|
wsumState = pw21;
|
|
}
|
|
|
|
// Process remaining pairs
|
|
for (; idx < nextSync; idx += vectorWidth)
|
|
{
|
|
var vNew = Vector128.LoadUnsafe(ref Unsafe.Add(ref srcRef, idx));
|
|
var vOld = Vector128.LoadUnsafe(ref Unsafe.Add(ref srcRef, idx - period));
|
|
|
|
var vDeltaS = AdvSimd.Arm64.Subtract(vNew, vOld);
|
|
|
|
double d0 = vDeltaS.GetElement(0);
|
|
double d1 = vDeltaS.GetElement(1);
|
|
double ps0 = sumState + d0;
|
|
double ps1 = ps0 + d1;
|
|
|
|
double u0 = Math.FusedMultiplyAdd(period, vNew.GetElement(0), -sumState);
|
|
double u1 = Math.FusedMultiplyAdd(period, vNew.GetElement(1), -ps0);
|
|
|
|
double pw0 = wsumState + u0;
|
|
double pw1 = pw0 + u1;
|
|
|
|
var vWsums = Vector128.Create(pw0, pw1);
|
|
var vResult = AdvSimd.Arm64.Multiply(vWsums, vInvDivisor);
|
|
|
|
vResult.StoreUnsafe(ref Unsafe.Add(ref outRef, idx));
|
|
|
|
sumState = ps1;
|
|
wsumState = pw1;
|
|
}
|
|
|
|
// Resync to prevent floating-point drift
|
|
if (idx < len)
|
|
{
|
|
int lastIdx = idx - 1;
|
|
double recalcSum = 0;
|
|
double recalcWsum = 0;
|
|
for (int k = 0; k < period; k++)
|
|
{
|
|
double val = Unsafe.Add(ref srcRef, lastIdx - k);
|
|
recalcSum += val;
|
|
recalcWsum = Math.FusedMultiplyAdd(period - k, val, recalcWsum);
|
|
}
|
|
sumState = recalcSum;
|
|
wsumState = recalcWsum;
|
|
}
|
|
}
|
|
|
|
sum = sumState;
|
|
wsum = wsumState;
|
|
|
|
// Scalar tail
|
|
for (; idx < len; idx++)
|
|
{
|
|
double val = Unsafe.Add(ref srcRef, idx);
|
|
double oldSum = sum;
|
|
double oldest = Unsafe.Add(ref srcRef, idx - period);
|
|
sum = Math.FusedMultiplyAdd(-1.0, oldest, sum + val);
|
|
wsum = Math.FusedMultiplyAdd(-1.0, oldSum, wsum + period * val);
|
|
Unsafe.Add(ref outRef, idx) = wsum * invDivisor;
|
|
}
|
|
}
|
|
}
|