mirror of
https://github.com/mihakralj/QuanTAlib.git
synced 2026-08-17 18:18:04 +00:00
Class optimization
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+22
-8
@@ -1,4 +1,4 @@
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using System;
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using System.Runtime.CompilerServices;
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namespace QuanTAlib;
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/// <summary>
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@@ -30,13 +30,16 @@ namespace QuanTAlib;
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/// Note: More stable than MAPE when actual values are close to zero
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/// </remarks>
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public class Smape : AbstractBase
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[SkipLocalsInit]
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public sealed class Smape : AbstractBase
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{
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private readonly CircularBuffer _actualBuffer;
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private readonly CircularBuffer _predictedBuffer;
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private const double Epsilon = 1e-10;
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/// <param name="period">The number of points over which to calculate the SMAPE.</param>
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/// <exception cref="ArgumentOutOfRangeException">Thrown when period is less than 1.</exception>
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[MethodImpl(MethodImplOptions.AggressiveInlining)]
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public Smape(int period)
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{
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if (period < 1)
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@@ -52,12 +55,14 @@ public class Smape : AbstractBase
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/// <param name="source">The data source object that publishes updates.</param>
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/// <param name="period">The number of points over which to calculate the SMAPE.</param>
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[MethodImpl(MethodImplOptions.AggressiveInlining)]
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public Smape(object source, int period) : this(period)
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{
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var pubEvent = source.GetType().GetEvent("Pub");
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pubEvent?.AddEventHandler(source, new ValueSignal(Sub));
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}
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[MethodImpl(MethodImplOptions.AggressiveInlining)]
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public override void Init()
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{
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base.Init();
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@@ -65,6 +70,7 @@ public class Smape : AbstractBase
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_predictedBuffer.Clear();
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}
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[MethodImpl(MethodImplOptions.AggressiveInlining)]
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protected override void ManageState(bool isNew)
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{
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if (isNew)
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@@ -74,6 +80,14 @@ public class Smape : AbstractBase
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}
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}
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[MethodImpl(MethodImplOptions.AggressiveInlining | MethodImplOptions.AggressiveOptimization)]
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private static double CalculateSymmetricError(double actual, double predicted)
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{
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double denominator = Math.Abs(actual) + Math.Abs(predicted);
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return denominator > Epsilon ? Math.Abs(actual - predicted) / denominator : 0;
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}
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[MethodImpl(MethodImplOptions.AggressiveInlining | MethodImplOptions.AggressiveOptimization)]
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protected override double Calculation()
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{
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ManageState(Input.IsNew);
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@@ -88,18 +102,18 @@ public class Smape : AbstractBase
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double smape = 0;
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if (_actualBuffer.Count > 0)
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{
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var actualValues = _actualBuffer.GetSpan().ToArray();
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var predictedValues = _predictedBuffer.GetSpan().ToArray();
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ReadOnlySpan<double> actualValues = _actualBuffer.GetSpan();
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ReadOnlySpan<double> predictedValues = _predictedBuffer.GetSpan();
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double sumSymmetricAbsolutePercentageError = 0;
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int validCount = 0;
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for (int i = 0; i < _actualBuffer.Count; i++)
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for (int i = 0; i < actualValues.Length; i++)
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{
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double denominator = Math.Abs(actualValues[i]) + Math.Abs(predictedValues[i]);
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if (denominator != 0)
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double error = CalculateSymmetricError(actualValues[i], predictedValues[i]);
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if (error > 0)
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{
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sumSymmetricAbsolutePercentageError += Math.Abs(actualValues[i] - predictedValues[i]) / denominator;
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sumSymmetricAbsolutePercentageError += error;
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validCount++;
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}
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}
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