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Update SVG badges and missing indicators report
- Updated class count in classes.svg from 938 to 1078. - Adjusted comments percentage in comments.svg from 33.06 to 33.02. - Revised average cyclomatic complexity in complexity.svg from 2.19 to 2.12. - Increased source files count in files.svg from 1099 to 1275. - Updated lines of code in loc.svg from 114549 to 129859. - Increased methods count in methods.svg from 12035 to 14066. - Updated public types count in public-api.svg from 1086 to 1225. - Revised missing indicators report with updated counts and categories, reflecting recent implementations and planned additions.
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using System.Buffers;
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using System.Runtime.CompilerServices;
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using System.Runtime.InteropServices;
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namespace QuanTAlib;
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/// <summary>
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/// HARMEAN: Harmonic Mean over a rolling window
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/// </summary>
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/// <remarks>
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/// Harmonic Mean is the reciprocal of the arithmetic mean of reciprocals:
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/// HM = n / Σ(1/xᵢ). It penalizes extreme values more strongly than the
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/// arithmetic or geometric mean, making it useful for averaging rates,
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/// ratios, and price/earnings multiples.
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///
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/// The running sum of reciprocals enables O(1) updates: add 1/new, subtract 1/old.
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/// Kahan-Babuška summation prevents floating-point drift in the reciprocal accumulator.
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/// Periodic resync (every 1000 ticks) guards against long-running drift.
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///
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/// Non-positive values are replaced with the last valid positive value, since
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/// 1/x is undefined for x = 0 and negative reciprocals break the mean.
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/// For price series (always positive), this substitution is rarely triggered.
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///
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/// Key Features:
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/// - O(1) time complexity per update via running sum of reciprocals
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/// - Kahan-Babuška compensated summation for numerical stability
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/// - Periodic resync every 1000 ticks to limit FP drift
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/// - NaN/Infinity/non-positive substitution with last valid value
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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 Harmean : AbstractBase
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{
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private readonly int _period;
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private readonly RingBuffer _buffer;
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private readonly TValuePublishedHandler _handler;
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private readonly ITValuePublisher? _source;
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private bool _disposed;
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[StructLayout(LayoutKind.Auto)]
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private record struct State
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{
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public double SumReciprocal;
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public double C; // Kahan primary compensation
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public double Cc; // Kahan secondary compensation (Babuška)
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public double LastValidValue;
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public int TickCount;
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}
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private State _s;
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private State _ps;
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private const int ResyncInterval = 1000;
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public Harmean(int period)
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{
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if (period <= 0)
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{
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throw new ArgumentException("Period must be greater than 0", nameof(period));
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}
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_period = period;
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_buffer = new RingBuffer(period);
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Name = $"Harmean({period})";
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WarmupPeriod = period;
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_handler = Handle;
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}
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public Harmean(ITValuePublisher source, int period) : this(period)
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{
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_source = source;
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source.Pub += _handler;
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}
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public Harmean(TSeries source, int period) : this(period)
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{
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_source = source;
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source.Pub += _handler;
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Prime(source.Values);
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if (source.Count > 0)
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{
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Last = new TValue(source.LastTime, Last.Value);
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}
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_ps = _s;
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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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/////////////////////////////////////////////////////////////////////////////////////////////////
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// Mode B: Streaming (Stateful)
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/////////////////////////////////////////////////////////////////////////////////////////////////
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public override bool IsHot => _buffer.IsFull;
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/////////////////////////////////////////////////////////////////////////////////////////////////
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// Kahan-Babuška Core Operations (reciprocal domain)
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/////////////////////////////////////////////////////////////////////////////////////////////////
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[MethodImpl(MethodImplOptions.AggressiveInlining)]
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private void KahanAdd(double x)
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{
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double y = x - _s.C;
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double t = _s.SumReciprocal + y;
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_s.C = (t - _s.SumReciprocal) - y;
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_s.SumReciprocal = t;
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double z = _s.C - _s.Cc;
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double tt = _s.SumReciprocal + z;
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_s.Cc = (tt - _s.SumReciprocal) - z;
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_s.SumReciprocal = tt;
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}
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[MethodImpl(MethodImplOptions.AggressiveInlining)]
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private void KahanSubtract(double x)
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{
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KahanAdd(-x);
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}
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[MethodImpl(MethodImplOptions.AggressiveInlining)]
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private void RecalculateSumReciprocal()
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{
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_s.SumReciprocal = 0;
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_s.C = 0;
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_s.Cc = 0;
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var span = _buffer.GetSpan();
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for (int i = 0; i < span.Length; i++)
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{
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KahanAdd(1.0 / span[i]);
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}
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}
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/////////////////////////////////////////////////////////////////////////////////////////////////
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// Mode C: Priming (The Bridge)
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/////////////////////////////////////////////////////////////////////////////////////////////////
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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)
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{
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return;
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}
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_buffer.Clear();
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_s = default;
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_ps = default;
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int warmupLength = Math.Min(source.Length, WarmupPeriod);
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int startIndex = source.Length - warmupLength;
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// Seed LastValidValue from prior context
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_s.LastValidValue = double.NaN;
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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]) && source[i] > 0)
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{
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_s.LastValidValue = source[i];
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break;
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}
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}
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if (double.IsNaN(_s.LastValidValue))
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{
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for (int i = startIndex; i < source.Length; i++)
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{
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if (double.IsFinite(source[i]) && source[i] > 0)
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{
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_s.LastValidValue = source[i];
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break;
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}
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}
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}
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for (int i = startIndex; i < source.Length; i++)
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{
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double val = GetValidValue(source[i]);
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_buffer.Add(val);
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KahanAdd(1.0 / val);
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}
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double result = (_buffer.Count > 0 && _s.SumReciprocal > 1e-300)
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? _buffer.Count / _s.SumReciprocal
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: double.NaN;
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Last = new TValue(DateTime.MinValue, result);
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_ps = _s;
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}
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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) && input > 0)
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{
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_s.LastValidValue = input;
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return input;
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}
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return _s.LastValidValue;
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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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if (isNew)
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{
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_ps = _s;
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double val = GetValidValue(input.Value);
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double reciprocal = 1.0 / val;
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if (_buffer.Count == _buffer.Capacity)
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{
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KahanSubtract(1.0 / _buffer.Oldest);
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}
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_buffer.Add(val);
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KahanAdd(reciprocal);
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_s.TickCount++;
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if (_buffer.IsFull && _s.TickCount >= ResyncInterval)
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{
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_s.TickCount = 0;
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RecalculateSumReciprocal();
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}
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}
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else
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{
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_s = _ps;
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_buffer.Snapshot();
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_buffer.Restore();
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double val = GetValidValue(input.Value);
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if (_buffer.Count > 0)
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{
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_buffer.UpdateNewest(val);
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RecalculateSumReciprocal();
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}
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else
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{
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_buffer.Add(val);
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KahanAdd(1.0 / val);
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}
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}
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double result = (_buffer.Count > 0 && _s.SumReciprocal > 1e-300)
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? _buffer.Count / _s.SumReciprocal
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: double.NaN;
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Last = new TValue(input.Time, result);
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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)
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{
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return [];
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}
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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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/////////////////////////////////////////////////////////////////////////////////////////////////
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// Mode A: Batch (Stateless)
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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 h = new Harmean(period);
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return h.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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{
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throw new ArgumentException("Source and output must have the same length", nameof(output));
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}
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if (period <= 0)
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{
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throw new ArgumentException("Period must be greater than 0", nameof(period));
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}
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int len = source.Length;
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if (len == 0)
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{
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return;
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}
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// Use simple sliding-window reciprocal sum for batch
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double sumReciprocal = 0;
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double lastValid = double.NaN;
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int count = 0;
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// Seed lastValid
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for (int k = 0; k < len; k++)
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{
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if (double.IsFinite(source[k]) && source[k] > 0)
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{
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lastValid = source[k];
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break;
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}
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}
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const int StackallocThreshold = 256;
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double[]? rented = null;
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scoped Span<double> ring;
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if (period <= StackallocThreshold)
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{
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ring = stackalloc double[period];
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}
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else
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{
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rented = ArrayPool<double>.Shared.Rent(period);
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ring = rented.AsSpan(0, period);
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}
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try
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{
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int head = 0;
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ring.Fill(0);
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for (int i = 0; i < len; i++)
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{
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double val = source[i];
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if (double.IsFinite(val) && val > 0)
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{
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lastValid = val;
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}
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else
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{
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val = lastValid;
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}
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double reciprocal = 1.0 / val;
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if (count == period)
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{
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sumReciprocal -= ring[head];
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}
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else
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{
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count++;
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}
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ring[head] = reciprocal;
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sumReciprocal += reciprocal;
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head = (head + 1) % period;
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output[i] = (sumReciprocal > 1e-300) ? count / sumReciprocal : double.NaN;
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}
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}
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finally
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{
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if (rented != null)
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{
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ArrayPool<double>.Shared.Return(rented);
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}
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}
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}
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public static (TSeries Results, Harmean Indicator) Calculate(TSeries source, int period)
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{
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var h = new Harmean(period);
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TSeries results = h.Update(source);
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return (results, h);
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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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_s = default;
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_ps = default;
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Last = default;
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}
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protected override void Dispose(bool disposing)
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{
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if (!_disposed)
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{
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if (disposing && _source != null)
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{
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_source.Pub -= _handler;
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}
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_disposed = true;
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}
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base.Dispose(disposing);
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}
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}
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