Files
QuanTAlib/lib/volatility/massi/Massi.Validation.Tests.cs
T
Miha Kralj 951842acca Add validation tests for various volume and momentum indicators
- Introduced Massi validation tests to ensure mathematical properties hold for the Mass Index indicator.
- Added Va validation tests for Volume Accumulation, checking for finite outputs and correct accumulation behavior.
- Implemented Vf validation tests for Volume Force, verifying outputs for rising and falling prices, and ensuring batch and streaming results match.
- Created Vo validation tests for Volume Oscillator, confirming behavior with constant, increasing, and decreasing volumes.
- Developed Vroc validation tests for Volume Rate of Change, validating outputs for constant volume and changes in volume.
- Updated project file to include new momentum indicators (MACD and RSI) in the compilation.
2026-02-12 19:43:09 -08:00

209 lines
6.7 KiB
C#

// Massi: Mathematical property validation tests
// Mass Index by Donald Dorsey. While Ooples has GetMassIndex(), the implementation
// differences (EMA compensation, continuous vs discrete sum) make direct comparison
// unreliable. Validation uses mathematical property testing instead.
namespace QuanTAlib.Tests;
using Xunit;
public class MassiValidationTests
{
private const int DefaultEmaLength = 9;
private const int DefaultSumLength = 25;
private const int TestDataLength = 500;
[Fact]
public void Massi_Output_IsFiniteForGbmData()
{
var bars = new GBM(sigma: 0.5, seed: 123).Fetch(TestDataLength, DateTime.UtcNow.Ticks, TimeSpan.FromMinutes(1));
var massi = new Massi(DefaultEmaLength, DefaultSumLength);
for (int i = 0; i < bars.Count; i++)
{
var result = massi.Update(bars[i], isNew: true);
Assert.True(double.IsFinite(result.Value),
$"Massi output must be finite at bar {i}, got {result.Value}");
}
}
[Fact]
public void Massi_Output_IsPositive_AfterWarmup()
{
var bars = new GBM(sigma: 0.5, seed: 123).Fetch(TestDataLength, DateTime.UtcNow.Ticks, TimeSpan.FromMinutes(1));
var massi = new Massi(DefaultEmaLength, DefaultSumLength);
for (int i = 0; i < bars.Count; i++)
{
var result = massi.Update(bars[i], isNew: true);
if (massi.IsHot)
{
Assert.True(result.Value > 0,
$"Massi output must be positive after warmup at bar {i}, got {result.Value}");
}
}
}
[Fact]
public void Massi_ConstantRange_ConvergesToSumLength()
{
// When High-Low is constant, EMA1 = EMA2 after convergence,
// so ratio = 1.0. Sum of 25 ratios = 25.0.
var massi = new Massi(DefaultEmaLength, DefaultSumLength);
for (int i = 0; i < 300; i++)
{
var bar = new TBar(
DateTime.UtcNow.AddMinutes(i),
101, 101, 99, 100, 1000); // constant range = 2
massi.Update(bar, isNew: true);
}
// After convergence: ratio ≈ 1.0, sum ≈ 25.0
Assert.Equal(DefaultSumLength, massi.Last.Value, tolerance: 0.5);
}
[Fact]
public void Massi_Ratio_ConvergesToOne_ForConstantRange()
{
var massi = new Massi(DefaultEmaLength, DefaultSumLength);
for (int i = 0; i < 300; i++)
{
var bar = new TBar(
DateTime.UtcNow.AddMinutes(i),
102, 102, 98, 100, 1000);
massi.Update(bar, isNew: true);
}
// EMA1/EMA2 should converge to 1.0 for constant range
Assert.Equal(1.0, massi.Ratio, precision: 3);
}
[Fact]
public void Massi_Ema1_GreaterThanZero_ForPositiveRange()
{
var bars = new GBM(sigma: 0.5, seed: 123).Fetch(TestDataLength, DateTime.UtcNow.Ticks, TimeSpan.FromMinutes(1));
var massi = new Massi(DefaultEmaLength, DefaultSumLength);
for (int i = 0; i < bars.Count; i++)
{
massi.Update(bars[i], isNew: true);
if (massi.IsHot)
{
Assert.True(massi.Ema1 > 0,
$"EMA1 must be > 0 at bar {i}, got {massi.Ema1}");
}
}
}
[Fact]
public void Massi_Ema2_GreaterThanZero_ForPositiveRange()
{
var bars = new GBM(sigma: 0.5, seed: 123).Fetch(TestDataLength, DateTime.UtcNow.Ticks, TimeSpan.FromMinutes(1));
var massi = new Massi(DefaultEmaLength, DefaultSumLength);
for (int i = 0; i < bars.Count; i++)
{
massi.Update(bars[i], isNew: true);
if (massi.IsHot)
{
Assert.True(massi.Ema2 > 0,
$"EMA2 must be > 0 at bar {i}, got {massi.Ema2}");
}
}
}
[Fact]
public void Massi_BatchTBarSeries_MatchesStreaming()
{
var bars = new GBM(sigma: 0.5, seed: 123).Fetch(TestDataLength, DateTime.UtcNow.Ticks, TimeSpan.FromMinutes(1));
// Batch
var batchResults = Massi.Batch(bars, DefaultEmaLength, DefaultSumLength);
// Streaming
var streamMassi = new Massi(DefaultEmaLength, DefaultSumLength);
var streamResults = new double[bars.Count];
for (int i = 0; i < bars.Count; i++)
{
var result = streamMassi.Update(bars[i], isNew: true);
streamResults[i] = result.Value;
}
Assert.Equal(batchResults.Count, bars.Count);
for (int i = 0; i < bars.Count; i++)
{
Assert.Equal(batchResults.Values[i], streamResults[i], precision: 10);
}
}
[Fact]
public void Massi_WideningRange_IncreasesValue()
{
var massi = new Massi(DefaultEmaLength, DefaultSumLength);
// Start with constant narrow range
for (int i = 0; i < 100; i++)
{
var bar = new TBar(
DateTime.UtcNow.AddMinutes(i),
100.5, 100.5, 99.5, 100, 1000); // range = 1
massi.Update(bar, isNew: true);
}
double narrowValue = massi.Last.Value;
// Abruptly widen the range
for (int i = 100; i < 150; i++)
{
var bar = new TBar(
DateTime.UtcNow.AddMinutes(i),
110, 110, 90, 100, 1000); // range = 20
massi.Update(bar, isNew: true);
}
double wideValue = massi.Last.Value;
// Widening range causes EMA1 to react faster than EMA2,
// so ratio > 1 and MASSI increases
Assert.True(wideValue > narrowValue,
$"Widening range should increase MASSI: narrow={narrowValue}, wide={wideValue}");
}
[Fact]
public void Massi_DifferentParameters_ProduceDifferentResults()
{
var bars = new GBM(sigma: 0.5, seed: 123).Fetch(200, DateTime.UtcNow.Ticks, TimeSpan.FromMinutes(1));
var massi1 = new Massi(9, 25);
var massi2 = new Massi(5, 10);
for (int i = 0; i < bars.Count; i++)
{
massi1.Update(bars[i], isNew: true);
massi2.Update(bars[i], isNew: true);
}
Assert.NotEqual(massi1.Last.Value, massi2.Last.Value);
}
[Fact]
public void Massi_BarCorrection_IsNewFalse_RestoresState()
{
var bars = new GBM(sigma: 0.5, seed: 123).Fetch(50, DateTime.UtcNow.Ticks, TimeSpan.FromMinutes(1));
var massi = new Massi(DefaultEmaLength, DefaultSumLength);
for (int i = 0; i < 40; i++)
{
massi.Update(bars[i], isNew: true);
}
massi.Update(bars[40], isNew: true);
double afterNew = massi.Last.Value;
massi.Update(bars[40], isNew: false);
double afterCorrection = massi.Last.Value;
Assert.Equal(afterNew, afterCorrection, precision: 10);
}
}