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269 lines
7.2 KiB
C#
269 lines
7.2 KiB
C#
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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/// DPO: Detrended Price Oscillator
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/// </summary>
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/// <remarks>
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/// Removes the trend component from price by subtracting a displaced SMA,
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/// isolating short-term cycles:
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/// <c>DPO = price − SMA[displacement]</c>
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/// where <c>displacement = floor(period / 2) + 1</c>.
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///
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/// Uses O(1) streaming via RingBuffer running sum for SMA and a second
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/// RingBuffer to store SMA history for the displacement lookback.
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///
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/// References:
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/// William Blau, "Momentum, Direction, and Divergence", 1995
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/// PineScript reference: dpo.pine
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/// </remarks>
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[SkipLocalsInit]
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public sealed class Dpo : AbstractBase
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{
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private readonly int _period;
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private readonly int _displacement;
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private readonly RingBuffer _smaBuffer;
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private readonly RingBuffer _smaHistory;
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[StructLayout(LayoutKind.Auto)]
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private record struct State(
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int Count,
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double LastValid);
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private State _state;
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private State _p_state;
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/// <summary>
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/// Creates DPO with specified period.
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/// </summary>
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/// <param name="period">Lookback period for SMA calculation (must be > 0)</param>
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public Dpo(int period = 20)
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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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_displacement = (period / 2) + 1;
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_smaBuffer = new RingBuffer(period);
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_smaHistory = new RingBuffer(_displacement + 1);
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Name = $"Dpo({period})";
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WarmupPeriod = period + _displacement;
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}
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/// <summary>
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/// Creates DPO with specified source and period.
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/// </summary>
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public Dpo(ITValuePublisher source, int period = 20) : this(period)
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{
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source.Pub += Handle;
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}
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[MethodImpl(MethodImplOptions.AggressiveInlining)]
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private void Handle(object? sender, in TValueEventArgs e) => Update(e.Value, e.IsNew);
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/// <summary>
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/// True if the indicator has enough data for valid results.
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/// </summary>
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public override bool IsHot => _state.Count >= WarmupPeriod;
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/// <summary>
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/// Period of the indicator.
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/// </summary>
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public int Period => _period;
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/// <summary>
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/// Displacement of the SMA lookback.
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/// </summary>
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public int Displacement => _displacement;
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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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double value = input.Value;
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if (!double.IsFinite(value))
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{
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value = double.IsFinite(_state.LastValid) ? _state.LastValid : 0.0;
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}
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else
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{
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_state.LastValid = value;
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}
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if (isNew)
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{
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_p_state = _state;
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_smaBuffer.Snapshot();
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_smaHistory.Snapshot();
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_smaBuffer.Add(value);
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_state.Count++;
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if (_smaBuffer.IsFull)
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{
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double sma = _smaBuffer.Sum / _period;
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_smaHistory.Add(sma);
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}
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}
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else
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{
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_state = _p_state;
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_smaBuffer.Restore();
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_smaHistory.Restore();
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// skipcq:CS-R1140 - Mirror isNew=true path: Restore undoes the Add, so re-Add the corrected value
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_smaBuffer.Add(value);
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_state.Count++;
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if (_smaBuffer.IsFull)
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{
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double sma = _smaBuffer.Sum / _period;
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_smaHistory.Add(sma);
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}
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}
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double result;
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if (_smaHistory.IsFull)
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{
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double displacedSma = _smaHistory.Oldest;
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result = value - displacedSma;
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}
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else
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{
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result = 0.0;
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}
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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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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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for (int i = 0; i < len; i++)
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{
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Update(new TValue(source.Times[i], source.Values[i]), isNew: true);
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}
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return new TSeries(t, v);
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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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for (int i = 0; i < source.Length; i++)
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{
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Update(new TValue(DateTime.UtcNow, source[i]), isNew: true);
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}
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}
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public override void Reset()
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{
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_smaBuffer.Clear();
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_smaHistory.Clear();
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_state = default;
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_p_state = default;
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Last = default;
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}
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/// <summary>
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/// Calculates DPO for entire series.
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/// </summary>
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public static TSeries Batch(TSeries source, int period = 20)
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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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return new TSeries(t, v);
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}
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/// <summary>
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/// Batch DPO calculation with O(1) streaming SMA and displacement.
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/// </summary>
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[MethodImpl(MethodImplOptions.AggressiveInlining)]
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public static void Batch(ReadOnlySpan<double> source, Span<double> output, int period = 20)
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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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int displacement = (period / 2) + 1;
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var smaBuffer = new RingBuffer(period);
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var smaHistory = new RingBuffer(displacement + 1);
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double lastValid = 0.0;
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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))
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{
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val = lastValid;
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}
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else
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{
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lastValid = val;
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}
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smaBuffer.Add(val);
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if (smaBuffer.IsFull)
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{
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double sma = smaBuffer.Sum / period;
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smaHistory.Add(sma);
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}
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if (smaHistory.IsFull)
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{
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output[i] = val - smaHistory.Oldest;
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}
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else
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{
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output[i] = 0.0;
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}
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}
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}
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/// <summary>
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/// Creates DPO indicator and calculates results for the source series.
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/// </summary>
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public static (TSeries Results, Dpo Indicator) Calculate(TSeries source, int period = 20)
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{
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var indicator = new Dpo(period);
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TSeries results = indicator.Update(source);
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return (results, indicator);
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}
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}
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