Add score

This commit is contained in:
2025-03-01 17:24:16 +07:00
parent e16f0a2e5d
commit bcf9d21b0a
7 changed files with 212 additions and 4 deletions

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@@ -0,0 +1,128 @@
using Managing.Domain.Backtests;
public class BacktestScorer
{
// Updated weights without ProfitEfficiency
private static readonly Dictionary<string, double> Weights = new Dictionary<string, double>
{
{ "SharpeRatio", 0.22 }, // Increased weight
{ "GrowthPercentage", 0.22 }, // Increased weight
{ "MaxDrawdownPc", 0.15 },
{ "WinRate", 0.15 }, // Increased weight
{ "HodlComparison", 0.15 }, // Increased weight
{ "TradeCount", 0.06 },
{ "RecoveryTime", 0.04 },
{ "RiskAdjustedGrowth", 0.01 }
};
public static double CalculateTotalScore(BacktestScoringParams p)
{
try
{
// Detect inactive strategies
if (IsInactiveStrategy(p))
{
return Math.Min(CalculateBaseScore(p) * 0.3, 40);
}
var score = CalculateBaseScore(p);
return double.Clamp(score, 0, 100);
}
catch
{
return 0;
}
}
private static double CalculateBaseScore(BacktestScoringParams p)
{
var componentScores = new Dictionary<string, double>
{
{ "SharpeRatio", CalculateSharpeScore(p.SharpeRatio) },
{ "GrowthPercentage", CalculateGrowthScore(p.GrowthPercentage) },
{ "MaxDrawdownPc", CalculateDrawdownScore(p.MaxDrawdownPc) },
{ "WinRate", CalculateWinRateScore(p.WinRate, p.TradeCount) },
{ "HodlComparison", CalculateHodlComparisonScore(p.GrowthPercentage, p.HodlPercentage) },
{ "TradeCount", CalculateTradeCountScore(p.TradeCount) },
{ "RecoveryTime", CalculateRecoveryScore(p.MaxDrawdownRecoveryTime) },
{ "RiskAdjustedGrowth", CalculateRiskAdjustedGrowthScore(p.GrowthPercentage, p.MaxDrawdownPc) }
};
return componentScores.Sum(kvp => kvp.Value * Weights[kvp.Key]);
}
private static bool IsInactiveStrategy(BacktestScoringParams p)
{
// Detect strategies with no economic value
return (p.GrowthPercentage <= p.HodlPercentage &&
p.TotalPnL <= 0) ||
p.TradeCount < 3;
}
private static double CalculateSharpeScore(double sharpeRatio)
{
return sharpeRatio switch
{
< 0 => 0,
> 3 => 100,
_ => (sharpeRatio / 3) * 100
};
}
private static double CalculateGrowthScore(double growthPercentage)
{
if (growthPercentage < 0)
return Math.Max(0, 50 + (growthPercentage * 2)); // -5% → 40, -25% → 0
return Math.Min(100, (Math.Log(1 + growthPercentage) / Math.Log(1 + 1000)) * 100);
}
private static double CalculateDrawdownScore(double maxDrawdownPc)
{
return maxDrawdownPc switch
{
> 90 => 0,
_ => 100 - Math.Pow(maxDrawdownPc / 90 * 100, 2) / 100
};
}
private static double CalculateWinRateScore(double winRate, int tradeCount)
{
var baseScore = winRate * 100;
var significanceFactor = Math.Min(1, tradeCount / 100.0);
return baseScore * significanceFactor;
}
private static double CalculateHodlComparisonScore(double strategyGrowth, double hodlGrowth)
{
var difference = strategyGrowth - hodlGrowth;
return difference switch
{
> 0 => 100 - (100 / (1 + difference / 5)),
_ => Math.Max(0, 30 + difference * 3)
};
}
private static double CalculateTradeCountScore(int tradeCount)
{
return Math.Min(100, Math.Max(0, (tradeCount - 10) * 0.5));
}
private static double CalculateRecoveryScore(TimeSpan recoveryTime)
{
var days = recoveryTime.TotalDays;
return days switch
{
< 0 => 100,
> 365 => 0,
_ => 100 - (days / 365 * 100)
};
}
private static double CalculateRiskAdjustedGrowthScore(double growth, double drawdown)
{
if (drawdown == 0) return 100;
var ratio = growth / drawdown;
return Math.Min(ratio * 10, 100);
}
}