mirror of
https://github.com/mihakralj/QuanTAlib.git
synced 2026-08-12 15:48:05 +00:00
Co-authored-by: Claude Opus 4.5 <noreply@anthropic.com> Co-authored-by: aider (openrouter/anthropic/claude-sonnet-4) <aider@aider.chat> Co-authored-by: Warp <agent@warp.dev>
252 lines
7.8 KiB
C#
252 lines
7.8 KiB
C#
using System.Runtime.CompilerServices;
|
||
using System.Runtime.InteropServices;
|
||
|
||
namespace QuanTAlib;
|
||
|
||
/// <summary>
|
||
/// ATRP: Average True Range Percent
|
||
/// </summary>
|
||
/// <remarks>
|
||
/// ATRP normalizes ATR as a percentage of the closing price, enabling volatility
|
||
/// comparison across different assets regardless of their price levels.
|
||
///
|
||
/// Calculation:
|
||
/// 1. True Range (TR) = Max(High - Low, |High - PrevClose|, |Low - PrevClose|)
|
||
/// - For the first bar, TR = High - Low
|
||
/// 2. ATR = RMA(TR, Period) with warmup compensation
|
||
/// 3. ATRP = (ATR / Close) × 100
|
||
///
|
||
/// Key characteristics:
|
||
/// - Normalized volatility allows cross-asset comparison
|
||
/// - Higher ATRP indicates higher relative volatility
|
||
/// - Typical values range from 0 to 10+ depending on asset class
|
||
///
|
||
/// Sources:
|
||
/// Derived from ATR by J. Welles Wilder, expressed as percentage.
|
||
/// </remarks>
|
||
[SkipLocalsInit]
|
||
public sealed class Atrp : AbstractBase
|
||
{
|
||
private readonly double _alpha;
|
||
private readonly double _decay;
|
||
|
||
private const double ConvergenceThreshold = 1e-10;
|
||
|
||
[StructLayout(LayoutKind.Auto)]
|
||
private record struct State(
|
||
double RawRma,
|
||
double E,
|
||
double PrevClose,
|
||
double LastValidHigh,
|
||
double LastValidLow,
|
||
double LastValidClose,
|
||
bool IsInitialized);
|
||
|
||
private State _state;
|
||
private State _p_state;
|
||
|
||
/// <summary>
|
||
/// Creates ATRP with specified period.
|
||
/// </summary>
|
||
/// <param name="period">Period for ATR calculation (must be > 0)</param>
|
||
public Atrp(int period)
|
||
{
|
||
if (period <= 0)
|
||
throw new ArgumentException("Period must be greater than 0", nameof(period));
|
||
|
||
_alpha = 1.0 / period;
|
||
_decay = 1.0 - _alpha;
|
||
|
||
Name = $"Atrp({period})";
|
||
// Warmup based on RMA convergence: ln(0.05) / ln(1 - alpha)
|
||
WarmupPeriod = (int)Math.Ceiling(Math.Log(0.05) / Math.Log(_decay));
|
||
_state = new State(0, 1.0, double.NaN, double.NaN, double.NaN, double.NaN, false);
|
||
_p_state = _state;
|
||
}
|
||
|
||
/// <summary>
|
||
/// Creates ATRP with specified source and period.
|
||
/// </summary>
|
||
/// <param name="source">Source to subscribe to</param>
|
||
/// <param name="period">Period for ATRP calculation</param>
|
||
public Atrp(ITValuePublisher source, int period) : this(period)
|
||
{
|
||
source.Pub += Handle;
|
||
}
|
||
|
||
/// <summary>
|
||
/// Creates ATRP from a TBarSeries.
|
||
/// </summary>
|
||
/// <param name="source">Bar series source</param>
|
||
/// <param name="period">Period for ATRP calculation</param>
|
||
public Atrp(TBarSeries source, int period) : this(period)
|
||
{
|
||
var result = Update(source);
|
||
if (result.Count > 0)
|
||
{
|
||
Last = result.Last;
|
||
}
|
||
}
|
||
|
||
private void Handle(object? sender, in TValueEventArgs e) => Update(e.Value, e.IsNew);
|
||
|
||
/// <summary>
|
||
/// True if the ATRP has warmed up and is providing valid results.
|
||
/// </summary>
|
||
public override bool IsHot => _state.E <= 0.05;
|
||
|
||
/// <summary>
|
||
/// Initializes the indicator state using the provided history.
|
||
/// Note: ATRP needs OHLCV data. This Prime method expects pre-calculated TR values.
|
||
/// </summary>
|
||
public override void Prime(ReadOnlySpan<double> source, TimeSpan? step = null)
|
||
{
|
||
for (int i = 0; i < source.Length; i++)
|
||
{
|
||
double tr = source[i];
|
||
_state.RawRma = Math.FusedMultiplyAdd(_state.RawRma, _decay, _alpha * tr);
|
||
_state.E *= _decay;
|
||
}
|
||
|
||
if (source.Length > 0)
|
||
{
|
||
double atr = _state.E > ConvergenceThreshold ? _state.RawRma / (1.0 - _state.E) : _state.RawRma;
|
||
// Without close price, we can't calculate ATRP percentage
|
||
Last = new TValue(DateTime.UtcNow, atr);
|
||
}
|
||
_p_state = _state;
|
||
}
|
||
|
||
/// <summary>
|
||
/// Resets the ATRP state.
|
||
/// </summary>
|
||
[MethodImpl(MethodImplOptions.AggressiveInlining)]
|
||
public override void Reset()
|
||
{
|
||
_state = new State(0, 1.0, double.NaN, double.NaN, double.NaN, double.NaN, false);
|
||
_p_state = _state;
|
||
Last = default;
|
||
}
|
||
|
||
/// <summary>
|
||
/// Updates ATRP with a new bar.
|
||
/// </summary>
|
||
[MethodImpl(MethodImplOptions.AggressiveInlining)]
|
||
public TValue Update(TBar input, bool isNew = true)
|
||
{
|
||
if (isNew)
|
||
_p_state = _state;
|
||
else
|
||
_state = _p_state;
|
||
|
||
// Get valid values with last-value substitution
|
||
double high = input.High;
|
||
double low = input.Low;
|
||
double close = input.Close;
|
||
|
||
if (double.IsFinite(high)) _state.LastValidHigh = high; else high = _state.LastValidHigh;
|
||
if (double.IsFinite(low)) _state.LastValidLow = low; else low = _state.LastValidLow;
|
||
if (double.IsFinite(close)) _state.LastValidClose = close; else close = _state.LastValidClose;
|
||
|
||
// Handle case where no valid values yet
|
||
if (double.IsNaN(close))
|
||
{
|
||
Last = new TValue(input.Time, double.NaN);
|
||
PubEvent(Last, isNew);
|
||
return Last;
|
||
}
|
||
|
||
// Calculate True Range
|
||
double tr;
|
||
if (!_state.IsInitialized || double.IsNaN(_state.PrevClose))
|
||
{
|
||
// First bar: TR = High - Low
|
||
tr = high - low;
|
||
}
|
||
else
|
||
{
|
||
double hl = high - low;
|
||
double hpc = Math.Abs(high - _state.PrevClose);
|
||
double lpc = Math.Abs(low - _state.PrevClose);
|
||
tr = Math.Max(hl, Math.Max(hpc, lpc));
|
||
}
|
||
|
||
// Calculate ATR using RMA with warmup compensation
|
||
_state.RawRma = Math.FusedMultiplyAdd(_state.RawRma, _decay, _alpha * tr);
|
||
_state.E *= _decay;
|
||
|
||
double atr = _state.E > ConvergenceThreshold ? _state.RawRma / (1.0 - _state.E) : _state.RawRma;
|
||
|
||
// Calculate ATRP: (ATR / Close) * 100
|
||
double atrp = close != 0.0 ? (atr / close) * 100.0 : double.NaN;
|
||
|
||
// Update state
|
||
if (isNew)
|
||
{
|
||
_state.PrevClose = close;
|
||
_state.IsInitialized = true;
|
||
}
|
||
|
||
TValue result = new(input.Time, atrp);
|
||
Last = result;
|
||
PubEvent(Last, isNew);
|
||
return result;
|
||
}
|
||
|
||
/// <summary>
|
||
/// Updates ATRP with a TValue input.
|
||
/// </summary>
|
||
/// <exception cref="NotSupportedException">
|
||
/// ATRP requires OHLC bar data to calculate the percentage (ATR/Close * 100).
|
||
/// Use Update(TBar) instead.
|
||
/// </exception>
|
||
public override TValue Update(TValue input, bool isNew = true)
|
||
{
|
||
throw new NotSupportedException(
|
||
"ATRP requires OHLC bar data to calculate the percentage (ATR/Close * 100). " +
|
||
"Use Update(TBar) instead.");
|
||
}
|
||
|
||
/// <summary>
|
||
/// Updates ATRP from a TBarSeries.
|
||
/// </summary>
|
||
public TSeries Update(TBarSeries source)
|
||
{
|
||
if (source.Count == 0) return [];
|
||
|
||
var t = new List<long>(source.Count);
|
||
var v = new List<double>(source.Count);
|
||
|
||
for (int i = 0; i < source.Count; i++)
|
||
{
|
||
TValue result = Update(source[i], true);
|
||
t.Add(result.Time);
|
||
v.Add(result.Value);
|
||
}
|
||
|
||
return new TSeries(t, v);
|
||
}
|
||
|
||
/// <summary>
|
||
/// Updates ATRP from a TSeries.
|
||
/// </summary>
|
||
/// <exception cref="NotSupportedException">
|
||
/// ATRP requires OHLC bar data to calculate the percentage (ATR/Close * 100).
|
||
/// Use Update(TBarSeries) instead.
|
||
/// </exception>
|
||
public override TSeries Update(TSeries source)
|
||
{
|
||
throw new NotSupportedException(
|
||
"ATRP requires OHLC bar data to calculate the percentage (ATR/Close * 100). " +
|
||
"Use Update(TBarSeries) instead.");
|
||
}
|
||
|
||
/// <summary>
|
||
/// Calculates ATRP for the entire series using a new instance.
|
||
/// </summary>
|
||
public static TSeries Batch(TBarSeries source, int period)
|
||
{
|
||
var atrp = new Atrp(period);
|
||
return atrp.Update(source);
|
||
}
|
||
} |