style patterns

This commit is contained in:
Miha Kralj
2026-01-25 16:01:45 -08:00
parent 2836f253c4
commit e59665c8f0
399 changed files with 6892 additions and 1323 deletions
+281 -27
View File
@@ -39,11 +39,15 @@ public static class ErrorHelpers
Span<double> output)
{
if (actual.Length != predicted.Length || actual.Length != output.Length)
{
throw new ArgumentException(SpanLengthMismatchMessage, nameof(output));
}
int len = actual.Length;
if (len == 0)
{
return;
}
double lastValidActual = FindFirstValidValue(actual);
double lastValidPredicted = FindFirstValidValue(predicted);
@@ -53,7 +57,9 @@ public static class ErrorHelpers
{
int processedCount = ComputeSignedErrorsSimdWithNaNDetection(actual, predicted, output, ref lastValidActual, ref lastValidPredicted);
if (processedCount == len)
{
return; // All processed via SIMD
}
// Continue with scalar for remaining elements (NaN was detected)
ComputeSignedErrorsScalar(actual.Slice(processedCount), predicted.Slice(processedCount), output.Slice(processedCount), lastValidActual, lastValidPredicted);
return;
@@ -74,11 +80,15 @@ public static class ErrorHelpers
Span<double> output)
{
if (actual.Length != predicted.Length || actual.Length != output.Length)
{
throw new ArgumentException(SpanLengthMismatchMessage, nameof(output));
}
int len = actual.Length;
if (len == 0)
{
return;
}
double lastValidActual = FindFirstValidValue(actual);
double lastValidPredicted = FindFirstValidValue(predicted);
@@ -88,7 +98,9 @@ public static class ErrorHelpers
{
int processedCount = ComputeAbsoluteErrorsSimdWithNaNDetection(actual, predicted, output, ref lastValidActual, ref lastValidPredicted);
if (processedCount == len)
{
return; // All processed via SIMD
}
// Continue with scalar for remaining elements (NaN was detected)
ComputeAbsoluteErrorsScalar(actual.Slice(processedCount), predicted.Slice(processedCount), output.Slice(processedCount), lastValidActual, lastValidPredicted);
return;
@@ -109,11 +121,15 @@ public static class ErrorHelpers
Span<double> output)
{
if (actual.Length != predicted.Length || actual.Length != output.Length)
{
throw new ArgumentException(SpanLengthMismatchMessage, nameof(output));
}
int len = actual.Length;
if (len == 0)
{
return;
}
double lastValidActual = FindFirstValidValue(actual);
double lastValidPredicted = FindFirstValidValue(predicted);
@@ -123,7 +139,9 @@ public static class ErrorHelpers
{
int processedCount = ComputeSquaredErrorsSimdWithNaNDetection(actual, predicted, output, ref lastValidActual, ref lastValidPredicted);
if (processedCount == len)
{
return; // All processed via SIMD
}
// Continue with scalar for remaining elements (NaN was detected)
ComputeSquaredErrorsScalar(actual.Slice(processedCount), predicted.Slice(processedCount), output.Slice(processedCount), lastValidActual, lastValidPredicted);
return;
@@ -145,11 +163,15 @@ public static class ErrorHelpers
Span<double> output)
{
if (actual.Length != predicted.Length || actual.Length != weights.Length || actual.Length != output.Length)
{
throw new ArgumentException("All spans must have the same length", nameof(output));
}
int len = actual.Length;
if (len == 0)
{
return;
}
double lastValidActual = FindFirstValidValue(actual);
double lastValidPredicted = FindFirstValidValue(predicted);
@@ -165,9 +187,32 @@ public static class ErrorHelpers
double pred = predicted[i];
double wgt = weights[i];
if (double.IsFinite(act)) currentValidActual = act; else act = currentValidActual;
if (double.IsFinite(pred)) currentValidPredicted = pred; else pred = currentValidPredicted;
if (double.IsFinite(wgt)) currentValidWeight = wgt; else wgt = currentValidWeight;
if (double.IsFinite(act))
{
currentValidActual = act;
}
else
{
act = currentValidActual;
}
if (double.IsFinite(pred))
{
currentValidPredicted = pred;
}
else
{
pred = currentValidPredicted;
}
if (double.IsFinite(wgt))
{
currentValidWeight = wgt;
}
else
{
wgt = currentValidWeight;
}
double diff = act - pred;
output[i] = wgt * diff * diff;
@@ -186,11 +231,15 @@ public static class ErrorHelpers
double epsilon = 1e-10)
{
if (actual.Length != predicted.Length || actual.Length != output.Length)
{
throw new ArgumentException(SpanLengthMismatchMessage, nameof(output));
}
int len = actual.Length;
if (len == 0)
{
return;
}
double lastValidActual = FindFirstValidValue(actual);
double lastValidPredicted = FindFirstValidValue(predicted);
@@ -227,11 +276,15 @@ public static class ErrorHelpers
double epsilon = 1e-10)
{
if (actual.Length != predicted.Length || actual.Length != output.Length)
{
throw new ArgumentException(SpanLengthMismatchMessage, nameof(output));
}
int len = actual.Length;
if (len == 0)
{
return;
}
double lastValidActual = FindFirstValidValue(actual);
double lastValidPredicted = FindFirstValidValue(predicted);
@@ -244,8 +297,23 @@ public static class ErrorHelpers
double act = actual[i];
double pred = predicted[i];
if (double.IsFinite(act)) currentValidActual = act; else act = currentValidActual;
if (double.IsFinite(pred)) currentValidPredicted = pred; else pred = currentValidPredicted;
if (double.IsFinite(act))
{
currentValidActual = act;
}
else
{
act = currentValidActual;
}
if (double.IsFinite(pred))
{
currentValidPredicted = pred;
}
else
{
pred = currentValidPredicted;
}
double denominator = (Math.Abs(act) + Math.Abs(pred)) / 2.0;
output[i] = denominator < epsilon
@@ -265,11 +333,15 @@ public static class ErrorHelpers
Span<double> output)
{
if (actual.Length != predicted.Length || actual.Length != output.Length)
{
throw new ArgumentException(SpanLengthMismatchMessage, nameof(output));
}
int len = actual.Length;
if (len == 0)
{
return;
}
double lastValidActual = FindFirstValidValue(actual);
double lastValidPredicted = FindFirstValidValue(predicted);
@@ -282,8 +354,23 @@ public static class ErrorHelpers
double act = actual[i];
double pred = predicted[i];
if (double.IsFinite(act)) currentValidActual = act; else act = currentValidActual;
if (double.IsFinite(pred)) currentValidPredicted = pred; else pred = currentValidPredicted;
if (double.IsFinite(act))
{
currentValidActual = act;
}
else
{
act = currentValidActual;
}
if (double.IsFinite(pred))
{
currentValidPredicted = pred;
}
else
{
pred = currentValidPredicted;
}
double diff = act - pred;
// log(cosh(x)) ≈ |x| - log(2) for large |x|, numerically stable
@@ -303,11 +390,15 @@ public static class ErrorHelpers
double delta = 1.0)
{
if (actual.Length != predicted.Length || actual.Length != output.Length)
{
throw new ArgumentException(SpanLengthMismatchMessage, nameof(output));
}
int len = actual.Length;
if (len == 0)
{
return;
}
double lastValidActual = FindFirstValidValue(actual);
double lastValidPredicted = FindFirstValidValue(predicted);
@@ -321,8 +412,23 @@ public static class ErrorHelpers
double act = actual[i];
double pred = predicted[i];
if (double.IsFinite(act)) currentValidActual = act; else act = currentValidActual;
if (double.IsFinite(pred)) currentValidPredicted = pred; else pred = currentValidPredicted;
if (double.IsFinite(act))
{
currentValidActual = act;
}
else
{
act = currentValidActual;
}
if (double.IsFinite(pred))
{
currentValidPredicted = pred;
}
else
{
pred = currentValidPredicted;
}
double diff = act - pred;
double ratio = diff / delta;
@@ -345,11 +451,15 @@ public static class ErrorHelpers
double c = 4.685)
{
if (actual.Length != predicted.Length || actual.Length != output.Length)
{
throw new ArgumentException(SpanLengthMismatchMessage, nameof(output));
}
int len = actual.Length;
if (len == 0)
{
return;
}
double lastValidActual = FindFirstValidValue(actual);
double lastValidPredicted = FindFirstValidValue(predicted);
@@ -363,8 +473,23 @@ public static class ErrorHelpers
double act = actual[i];
double pred = predicted[i];
if (double.IsFinite(act)) currentValidActual = act; else act = currentValidActual;
if (double.IsFinite(pred)) currentValidPredicted = pred; else pred = currentValidPredicted;
if (double.IsFinite(act))
{
currentValidActual = act;
}
else
{
act = currentValidActual;
}
if (double.IsFinite(pred))
{
currentValidPredicted = pred;
}
else
{
pred = currentValidPredicted;
}
double diff = act - pred;
double absDiff = Math.Abs(diff);
@@ -396,11 +521,15 @@ public static class ErrorHelpers
double delta = 1.0)
{
if (actual.Length != predicted.Length || actual.Length != output.Length)
{
throw new ArgumentException(SpanLengthMismatchMessage, nameof(output));
}
int len = actual.Length;
if (len == 0)
{
return;
}
double lastValidActual = FindFirstValidValue(actual);
double lastValidPredicted = FindFirstValidValue(predicted);
@@ -414,8 +543,23 @@ public static class ErrorHelpers
double act = actual[i];
double pred = predicted[i];
if (double.IsFinite(act)) currentValidActual = act; else act = currentValidActual;
if (double.IsFinite(pred)) currentValidPredicted = pred; else pred = currentValidPredicted;
if (double.IsFinite(act))
{
currentValidActual = act;
}
else
{
act = currentValidActual;
}
if (double.IsFinite(pred))
{
currentValidPredicted = pred;
}
else
{
pred = currentValidPredicted;
}
double diff = act - pred;
double absDiff = Math.Abs(diff);
@@ -438,13 +582,20 @@ public static class ErrorHelpers
int resyncInterval = 1000)
{
if (errors.Length != output.Length)
{
throw new ArgumentException("Spans must have the same length", nameof(output));
}
if (period <= 0)
{
throw new ArgumentException("Period must be greater than 0", nameof(period));
}
int len = errors.Length;
if (len == 0)
{
return;
}
double[]? rented = null;
@@ -477,7 +628,10 @@ public static class ErrorHelpers
buffer[bufferIndex] = error;
bufferIndex++;
if (bufferIndex >= period) bufferIndex = 0;
if (bufferIndex >= period)
{
bufferIndex = 0;
}
output[i] = sum / period;
@@ -486,7 +640,11 @@ public static class ErrorHelpers
{
tickCount = 0;
double recalcSum = 0;
for (int k = 0; k < period; k++) recalcSum += buffer[k];
for (int k = 0; k < period; k++)
{
recalcSum += buffer[k];
}
sum = recalcSum;
}
}
@@ -511,13 +669,20 @@ public static class ErrorHelpers
int resyncInterval = 1000)
{
if (squaredErrors.Length != output.Length)
{
throw new ArgumentException("Spans must have the same length", nameof(output));
}
if (period <= 0)
{
throw new ArgumentException("Period must be greater than 0", nameof(period));
}
int len = squaredErrors.Length;
if (len == 0)
{
return;
}
double[]? rented = null;
@@ -550,7 +715,10 @@ public static class ErrorHelpers
buffer[bufferIndex] = sqError;
bufferIndex++;
if (bufferIndex >= period) bufferIndex = 0;
if (bufferIndex >= period)
{
bufferIndex = 0;
}
output[i] = Math.Sqrt(sum / period);
@@ -559,7 +727,11 @@ public static class ErrorHelpers
{
tickCount = 0;
double recalcSum = 0;
for (int k = 0; k < period; k++) recalcSum += buffer[k];
for (int k = 0; k < period; k++)
{
recalcSum += buffer[k];
}
sum = recalcSum;
}
}
@@ -586,13 +758,20 @@ public static class ErrorHelpers
int resyncInterval = 1000)
{
if (weightedSquaredErrors.Length != output.Length || weightedSquaredErrors.Length != weights.Length)
{
throw new ArgumentException("Spans must have the same length", nameof(output));
}
if (period <= 0)
{
throw new ArgumentException("Period must be greater than 0", nameof(period));
}
int len = weightedSquaredErrors.Length;
if (len == 0)
{
return;
}
double[]? rentedErrors = null;
double[]? rentedWeights = null;
@@ -637,7 +816,10 @@ public static class ErrorHelpers
weightBuffer[bufferIndex] = wgt;
bufferIndex++;
if (bufferIndex >= period) bufferIndex = 0;
if (bufferIndex >= period)
{
bufferIndex = 0;
}
output[i] = sumWeights > 1e-10 ? Math.Sqrt(sumErrors / sumWeights) : 0.0;
@@ -686,11 +868,15 @@ public static class ErrorHelpers
Span<double> predictedOut)
{
if (actual.Length != predicted.Length || actual.Length != actualOut.Length || actual.Length != predictedOut.Length)
{
throw new ArgumentException(SpanLengthMismatchMessage, nameof(predictedOut));
}
int len = actual.Length;
if (len == 0)
{
return;
}
double lastValidActual = FindFirstValidValue(actual);
double lastValidPredicted = FindFirstValidValue(predicted);
@@ -700,8 +886,23 @@ public static class ErrorHelpers
double act = actual[i];
double pred = predicted[i];
if (double.IsFinite(act)) lastValidActual = act; else act = lastValidActual;
if (double.IsFinite(pred)) lastValidPredicted = pred; else pred = lastValidPredicted;
if (double.IsFinite(act))
{
lastValidActual = act;
}
else
{
act = lastValidActual;
}
if (double.IsFinite(pred))
{
lastValidPredicted = pred;
}
else
{
pred = lastValidPredicted;
}
actualOut[i] = act;
predictedOut[i] = pred;
@@ -717,7 +918,9 @@ public static class ErrorHelpers
for (int i = 0; i < span.Length; i++)
{
if (double.IsFinite(span[i]))
{
return span[i];
}
}
return 0.0;
}
@@ -751,14 +954,18 @@ public static class ErrorHelpers
// MoveMask returns a bitmask; all-ones means all finite (mask == 0b1111 for 4 doubles)
int mask = Avx.MoveMask(combined);
if (mask != 0b1111)
{
return false;
}
}
// Scalar tail
for (int i = vectorEnd; i < len; i++)
{
if (!double.IsFinite(actual[i]) || !double.IsFinite(predicted[i]))
{
return false;
}
}
return true;
}
@@ -767,7 +974,9 @@ public static class ErrorHelpers
for (int i = 0; i < len; i++)
{
if (!double.IsFinite(actual[i]) || !double.IsFinite(predicted[i]))
{
return false;
}
}
return true;
}
@@ -890,8 +1099,23 @@ public static class ErrorHelpers
double act = actual[i];
double pred = predicted[i];
if (double.IsFinite(act)) currentValidActual = act; else act = currentValidActual;
if (double.IsFinite(pred)) currentValidPredicted = pred; else pred = currentValidPredicted;
if (double.IsFinite(act))
{
currentValidActual = act;
}
else
{
act = currentValidActual;
}
if (double.IsFinite(pred))
{
currentValidPredicted = pred;
}
else
{
pred = currentValidPredicted;
}
output[i] = act - pred;
}
@@ -1099,8 +1323,23 @@ public static class ErrorHelpers
double act = actual[i];
double pred = predicted[i];
if (double.IsFinite(act)) currentValidActual = act; else act = currentValidActual;
if (double.IsFinite(pred)) currentValidPredicted = pred; else pred = currentValidPredicted;
if (double.IsFinite(act))
{
currentValidActual = act;
}
else
{
act = currentValidActual;
}
if (double.IsFinite(pred))
{
currentValidPredicted = pred;
}
else
{
pred = currentValidPredicted;
}
output[i] = Math.Abs(act - pred);
}
@@ -1156,8 +1395,23 @@ public static class ErrorHelpers
double act = actual[i];
double pred = predicted[i];
if (double.IsFinite(act)) currentValidActual = act; else act = currentValidActual;
if (double.IsFinite(pred)) currentValidPredicted = pred; else pred = currentValidPredicted;
if (double.IsFinite(act))
{
currentValidActual = act;
}
else
{
act = currentValidActual;
}
if (double.IsFinite(pred))
{
currentValidPredicted = pred;
}
else
{
pred = currentValidPredicted;
}
double diff = act - pred;
output[i] = diff * diff;
@@ -1181,4 +1435,4 @@ public static class ErrorHelpers
}
#endregion
}
}