Files
wickra/bindings/python/python/wickra/__init__.py
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kingchenc 80850c81f7 Add B10 Ehlers / Cycle deepening (10 indicators) (#199)
Deepens the **Ehlers / Cycle (DSP)** family (B10) with ten indicators (452 -> 462):

- **HighpassFilter**, **Reflex**, **Trendflex**, **CorrelationTrendIndicator**, **AdaptiveRsi**, **UniversalOscillator** — scalar (f64) Ehlers filters/oscillators.
- **AdaptiveCci** — efficiency-ratio-adaptive CCI on typical price (Candle input).
- **BandpassFilter**, **EvenBetterSinewave**, **AutocorrelationPeriodogram** — multi-arg scalar (hand-written bindings; the wasm variadic scalar macro covers wasm).

Verified locally: 3755 core lib + 420 doc tests, clippy clean, 537 node tests, 881 pytest, counter 462.
2026-06-07 04:25:16 +02:00

1009 lines
18 KiB
Python

"""Wickra: streaming-first technical indicators.
Every indicator is available both in streaming mode (call ``update(value)`` per
new data point) and batch mode (call ``batch(numpy_array)`` over a full series).
Warmup positions in batch output are returned as ``NaN`` so the shape always
matches the input.
Example::
import numpy as np
import wickra as ta
prices = np.linspace(100, 200, 1000)
rsi = ta.RSI(14)
values = rsi.batch(prices) # numpy array, NaN during warmup
# Or streaming:
rsi = ta.RSI(14)
for p in prices:
v = rsi.update(p) # None during warmup, then float
"""
from __future__ import annotations
from ._wickra import (
__version__,
AUTOCORRPGRAM,
EVENBETTERSINE,
BANDPASS,
ADAPTIVECCI,
UNIVERSALOSC,
ADAPTIVERSI,
CTI,
TRENDFLEX,
REFLEX,
HIGHPASS,
SAMPLEENT,
SHANNONENT,
ROLLINGMINMAX,
JARQUEBERA,
TimeBasedStop,
ProjectionOscillator,
VolatilityCone,
VolatilityRatio,
BipowerVariation,
VolatilityOfVolatility,
Garch11,
EwmaVolatility,
PpoHistogram,
MacdHistogram,
TsfOscillator,
Qstick,
GatorOscillator,
KasePermissionStochastic,
WAVE_PM,
POLARIZED_FRACTAL_EFFICIENCY,
TREND_STRENGTH_INDEX,
TTM_TREND,
QQE,
IMI,
ElderRay,
DerivativeOscillator,
RMI,
StochasticCCI,
DynamicMomentumIndex,
RSX,
FisherRSI,
DisparityIndex,
HoltWinters,
GD,
AdaptiveLaguerre,
MedianMA,
EHMA,
GMA,
SWMA,
Expectancy,
WinRate,
RegimeLabel,
JumpIndicator,
TrendLabel,
HighLowRange,
WickRatio,
BodySizePct,
CloseVsOpen,
RollingQuantile,
RollingPercentileRank,
RollingIqr,
RealizedVolatility,
LogReturn,
TSF,
LINEARREG_INTERCEPT,
ROCR100,
ROCR,
ROCP,
AVGPRICE,
MIDPOINT,
MIDPRICE,
DX,
MINUS_DI,
PLUS_DI,
# Trend
SMA,
EMA,
WMA,
DEMA,
TEMA,
HMA,
KAMA,
SMMA,
TRIMA,
ZLEMA,
T3,
VWMA,
ALMA,
McGinleyDynamic,
FRAMA,
VIDYA,
JMA,
Alligator,
EVWMA,
# Momentum
RSI,
AnchoredRSI,
MACD,
MACDFIX,
MACDEXT,
Stochastic,
CCI,
ROC,
WilliamsR,
ADX,
ADXR,
PLUS_DM,
MINUS_DM,
MFI,
TRIX,
AwesomeOscillator,
Aroon,
MOM,
CMO,
TSI,
PMO,
TII,
KST,
StochRSI,
UltimateOscillator,
RVI,
PGO,
KST,
SMI,
LaguerreRSI,
ConnorsRSI,
Inertia,
APO,
AwesomeOscillatorHistogram,
CFO,
ZeroLagMACD,
ElderImpulse,
STC,
PPO,
DPO,
Coppock,
AroonOscillator,
Vortex,
RWI,
WaveTrend,
MassIndex,
AcceleratorOscillator,
BalanceOfPower,
ChoppinessIndex,
VerticalHorizontalFilter,
# Volatility
BollingerBands,
ATR,
Keltner,
Donchian,
PSAR,
SAREXT,
NATR,
StdDev,
UlcerIndex,
HistoricalVolatility,
BollingerBandwidth,
PercentB,
# Trailing Stops
ModifiedMaStop,
Nrtr,
AtrRatchet,
ElderSafeZone,
SuperTrend,
ChandelierExit,
ChandeKrollStop,
AtrTrailingStop,
HiLoActivator,
VoltyStop,
YoyoExit,
DonchianStop,
PercentageTrailingStop,
StepTrailingStop,
RenkoTrailingStop,
KaseDevStop,
TrueRange,
ChaikinVolatility,
RVIVolatility,
ParkinsonVolatility,
GarmanKlassVolatility,
RogersSatchellVolatility,
YangZhangVolatility,
# Volume
VolumeWeightedMacd,
BetterVolume,
IntradayIntensity,
TradeVolumeIndex,
TwiggsMoneyFlow,
Wad,
VolumeRsi,
OBV,
VWAP,
RollingVWAP,
ADL,
VolumePriceTrend,
ChaikinMoneyFlow,
ChaikinOscillator,
ForceIndex,
KVO,
VolumeOscillator,
NVI,
PVI,
WilliamsAD,
AnchoredVWAP,
DemandIndex,
TSV,
VZO,
MarketFacilitationIndex,
EaseOfMovement,
# Statistics
KendallTau,
SpreadBollingerBands,
KalmanHedgeRatio,
GrangerCausality,
VarianceRatio,
BetaNeutralSpread,
DistanceSsd,
SpreadHurst,
OuHalfLife,
RollingCovariance,
RollingCorrelation,
TypicalPrice,
MedianPrice,
WeightedClose,
LinearRegression,
LinRegSlope,
ZScore,
LinRegAngle,
Variance,
CoefficientOfVariation,
Skewness,
Kurtosis,
StandardError,
DetrendedStdDev,
RSquared,
Autocorrelation,
MedianAbsoluteDeviation,
HurstExponent,
PearsonCorrelation,
Beta,
PairwiseBeta,
SpreadAr1Coefficient,
PairSpreadZScore,
LeadLagCrossCorrelation,
Cointegration,
RelativeStrengthAB,
SpearmanCorrelation,
# Ehlers / Cycle
SuperSmoother,
FisherTransform,
InverseFisherTransform,
Decycler,
DecyclerOscillator,
RoofingFilter,
CenterOfGravity,
CyberneticCycle,
InstantaneousTrendline,
EhlersStochastic,
EmpiricalModeDecomposition,
HilbertDominantCycle,
HT_DCPHASE,
HT_PHASOR,
HT_TRENDMODE,
AdaptiveCycle,
SineWave,
MAMA,
FAMA,
# Bands & Channels
ProjectionBands,
MedianChannel,
BomarBands,
QuartileBands,
MaEnvelope,
AccelerationBands,
StarcBands,
AtrBands,
HurstChannel,
LinRegChannel,
StandardErrorBands,
DoubleBollinger,
TtmSqueeze,
FractalChaosBands,
VwapStdDevBands,
# Pivots & S/R
ClassicPivots,
FibonacciPivots,
Camarilla,
WoodiePivots,
DemarkPivots,
WilliamsFractals,
ZigZag,
# DeMark
TDSetup,
TDSequential,
TDDeMarker,
TDREI,
TDPressure,
TDCombo,
TDCountdown,
TDLines,
TDRangeProjection,
TDDifferential,
TDOpen,
TDRiskLevel,
# Ichimoku & alternative charts
Ichimoku,
HeikinAshi,
# Market Profile
ValueArea,
VolumeProfile,
TpoProfile,
InitialBalance,
OpeningRange,
# Alt-Chart Bars
RenkoBars,
KagiBars,
PointAndFigureBars,
# Candlestick patterns
Doji,
Hammer,
InvertedHammer,
HangingMan,
ShootingStar,
Engulfing,
Harami,
MorningEveningStar,
ThreeSoldiersOrCrows,
PiercingDarkCloud,
Marubozu,
Tweezer,
SpinningTop,
ThreeInside,
ThreeOutside,
TwoCrows,
UpsideGapTwoCrows,
IdenticalThreeCrows,
ThreeLineStrike,
ThreeStarsInSouth,
AbandonedBaby,
AdvanceBlock,
BeltHold,
Breakaway,
Counterattack,
DojiStar,
DragonflyDoji,
GravestoneDoji,
LongLeggedDoji,
RickshawMan,
EveningDojiStar,
MorningDojiStar,
GapSideBySideWhite,
HighWave,
Hikkake,
HikkakeModified,
HomingPigeon,
OnNeck,
InNeck,
Thrusting,
SeparatingLines,
Kicking,
KickingByLength,
LadderBottom,
MatHold,
MatchingLow,
LongLine,
ShortLine,
RisingThreeMethods,
FallingThreeMethods,
UpsideGapThreeMethods,
DownsideGapThreeMethods,
StalledPattern,
StickSandwich,
Takuri,
ClosingMarubozu,
OpeningMarubozu,
TasukiGap,
UniqueThreeRiver,
ConcealingBabySwallow,
# Chart patterns
CupAndHandle,
RectangleRange,
FlagPennant,
Wedge,
Triangle,
HeadAndShoulders,
TripleTopBottom,
DoubleTopBottom,
# Harmonic patterns
ThreeDrives,
Cypher,
Shark,
Crab,
Bat,
Butterfly,
Gartley,
Abcd,
# Fibonacci
FibTimeZones,
FibChannel,
FibArcs,
FibFan,
FibConfluence,
GoldenPocket,
AutoFib,
FibProjection,
FibExtension,
FibRetracement,
# Microstructure: order book
OrderFlowImbalance,
OrderBookImbalanceTop1,
OrderBookImbalanceTopN,
OrderBookImbalanceFull,
Microprice,
QuotedSpread,
DepthSlope,
# Microstructure: trade flow
RollMeasure,
AmihudIlliquidity,
Vpin,
SignedVolume,
CumulativeVolumeDelta,
TradeImbalance,
# Microstructure: price impact
EffectiveSpread,
RealizedSpread,
KylesLambda,
# Microstructure: footprint
Footprint,
# Derivatives
FundingRate,
FundingRateMean,
FundingRateZScore,
FundingBasis,
OpenInterestDelta,
OIPriceDivergence,
OIWeighted,
LongShortRatio,
TakerBuySellRatio,
LiquidationFeatures,
TermStructureBasis,
CalendarSpread,
# Market Breadth
TickIndex,
AbsoluteBreadthIndex,
CumulativeVolumeIndex,
BullishPercentIndex,
UpDownVolumeRatio,
PercentAboveMa,
HighLowIndex,
NewHighsNewLows,
BreadthThrust,
Trin,
McClellanSummationIndex,
McClellanOscillator,
AdVolumeLine,
AdvanceDeclineRatio,
AdvanceDecline,
# Risk / Performance
SharpeRatio,
SortinoRatio,
CalmarRatio,
OmegaRatio,
MaxDrawdown,
AverageDrawdown,
DrawdownDuration,
PainIndex,
ValueAtRisk,
ConditionalValueAtRisk,
ProfitFactor,
GainLossRatio,
RecoveryFactor,
KellyCriterion,
TreynorRatio,
InformationRatio,
Alpha,
# Seasonality & Session
SessionVwap,
SessionHighLow,
SessionRange,
AverageDailyRange,
OvernightGap,
OvernightIntradayReturn,
TurnOfMonth,
SeasonalZScore,
TimeOfDayReturnProfile,
DayOfWeekProfile,
IntradayVolatilityProfile,
VolumeByTimeProfile,
)
__all__ = [
"AUTOCORRPGRAM",
"EVENBETTERSINE",
"BANDPASS",
"ADAPTIVECCI",
"UNIVERSALOSC",
"ADAPTIVERSI",
"CTI",
"TRENDFLEX",
"REFLEX",
"HIGHPASS",
"SAMPLEENT",
"SHANNONENT",
"ROLLINGMINMAX",
"JARQUEBERA",
"TimeBasedStop",
"ProjectionOscillator",
"VolatilityCone",
"VolatilityRatio",
"BipowerVariation",
"VolatilityOfVolatility",
"Garch11",
"EwmaVolatility",
"PpoHistogram",
"MacdHistogram",
"TsfOscillator",
"Qstick",
"GatorOscillator",
"KasePermissionStochastic",
"WAVE_PM",
"POLARIZED_FRACTAL_EFFICIENCY",
"TREND_STRENGTH_INDEX",
"TTM_TREND",
"QQE",
"IMI",
"ElderRay",
"DerivativeOscillator",
"RMI",
"StochasticCCI",
"DynamicMomentumIndex",
"RSX",
"FisherRSI",
"DisparityIndex",
"HoltWinters",
"GD",
"AdaptiveLaguerre",
"MedianMA",
"EHMA",
"GMA",
"SWMA",
"Expectancy",
"WinRate",
"RegimeLabel",
"JumpIndicator",
"TrendLabel",
"HighLowRange",
"WickRatio",
"BodySizePct",
"CloseVsOpen",
"RollingQuantile",
"RollingPercentileRank",
"RollingIqr",
"RealizedVolatility",
"LogReturn",
"TSF",
"LINEARREG_INTERCEPT",
"ROCR100",
"ROCR",
"ROCP",
"AVGPRICE",
"MIDPOINT",
"MIDPRICE",
"DX",
"MINUS_DI",
"PLUS_DI",
"__version__",
# Trend
"SMA",
"EMA",
"WMA",
"DEMA",
"TEMA",
"HMA",
"KAMA",
"SMMA",
"TRIMA",
"ZLEMA",
"T3",
"VWMA",
"ALMA",
"McGinleyDynamic",
"FRAMA",
"VIDYA",
"JMA",
"Alligator",
"EVWMA",
# Momentum
"RSI",
"AnchoredRSI",
"MACD",
"MACDFIX",
"MACDEXT",
"Stochastic",
"CCI",
"ROC",
"WilliamsR",
"ADX",
"ADXR",
"PLUS_DM",
"MINUS_DM",
"MFI",
"TRIX",
"AwesomeOscillator",
"Aroon",
"MOM",
"CMO",
"TSI",
"PMO",
"TII",
"KST",
"StochRSI",
"UltimateOscillator",
"RVI",
"PGO",
"KST",
"SMI",
"LaguerreRSI",
"ConnorsRSI",
"Inertia",
"APO",
"AwesomeOscillatorHistogram",
"CFO",
"ZeroLagMACD",
"ElderImpulse",
"STC",
"PPO",
"DPO",
"Coppock",
"AroonOscillator",
"Vortex",
"RWI",
"WaveTrend",
"MassIndex",
"AcceleratorOscillator",
"BalanceOfPower",
"ChoppinessIndex",
"VerticalHorizontalFilter",
# Volatility
"BollingerBands",
"ATR",
"Keltner",
"Donchian",
"PSAR",
"SAREXT",
"NATR",
"StdDev",
"UlcerIndex",
"HistoricalVolatility",
"BollingerBandwidth",
"PercentB",
# Trailing Stops
"ModifiedMaStop",
"Nrtr",
"AtrRatchet",
"ElderSafeZone",
"SuperTrend",
"ChandelierExit",
"ChandeKrollStop",
"AtrTrailingStop",
"HiLoActivator",
"VoltyStop",
"YoyoExit",
"DonchianStop",
"PercentageTrailingStop",
"StepTrailingStop",
"RenkoTrailingStop",
"KaseDevStop",
"TrueRange",
"ChaikinVolatility",
"RVIVolatility",
"ParkinsonVolatility",
"GarmanKlassVolatility",
"RogersSatchellVolatility",
"YangZhangVolatility",
# Volume
"VolumeWeightedMacd",
"BetterVolume",
"IntradayIntensity",
"TradeVolumeIndex",
"TwiggsMoneyFlow",
"Wad",
"VolumeRsi",
"OBV",
"VWAP",
"RollingVWAP",
"ADL",
"VolumePriceTrend",
"ChaikinMoneyFlow",
"ChaikinOscillator",
"ForceIndex",
"KVO",
"VolumeOscillator",
"NVI",
"PVI",
"WilliamsAD",
"AnchoredVWAP",
"DemandIndex",
"TSV",
"VZO",
"MarketFacilitationIndex",
"EaseOfMovement",
# Statistics
"KendallTau",
"SpreadBollingerBands",
"KalmanHedgeRatio",
"GrangerCausality",
"VarianceRatio",
"BetaNeutralSpread",
"DistanceSsd",
"SpreadHurst",
"OuHalfLife",
"RollingCovariance",
"RollingCorrelation",
"TypicalPrice",
"MedianPrice",
"WeightedClose",
"LinearRegression",
"LinRegSlope",
"ZScore",
"LinRegAngle",
"Variance",
"CoefficientOfVariation",
"Skewness",
"Kurtosis",
"StandardError",
"DetrendedStdDev",
"RSquared",
"Autocorrelation",
"MedianAbsoluteDeviation",
"HurstExponent",
"PearsonCorrelation",
"Beta",
"PairwiseBeta",
"SpreadAr1Coefficient",
"PairSpreadZScore",
"LeadLagCrossCorrelation",
"Cointegration",
"RelativeStrengthAB",
"SpearmanCorrelation",
# Ehlers / Cycle
"SuperSmoother",
"FisherTransform",
"InverseFisherTransform",
"Decycler",
"DecyclerOscillator",
"RoofingFilter",
"CenterOfGravity",
"CyberneticCycle",
"InstantaneousTrendline",
"EhlersStochastic",
"EmpiricalModeDecomposition",
"HilbertDominantCycle",
"HT_DCPHASE",
"HT_PHASOR",
"HT_TRENDMODE",
"AdaptiveCycle",
"SineWave",
"MAMA",
"FAMA",
# Bands & Channels
"ProjectionBands",
"MedianChannel",
"BomarBands",
"QuartileBands",
"MaEnvelope",
"AccelerationBands",
"StarcBands",
"AtrBands",
"HurstChannel",
"LinRegChannel",
"StandardErrorBands",
"DoubleBollinger",
"TtmSqueeze",
"FractalChaosBands",
"VwapStdDevBands",
# Pivots & S/R
"ClassicPivots",
"FibonacciPivots",
"Camarilla",
"WoodiePivots",
"DemarkPivots",
"WilliamsFractals",
"ZigZag",
# DeMark
"TDSetup",
"TDSequential",
"TDDeMarker",
"TDREI",
"TDPressure",
"TDCombo",
"TDCountdown",
"TDLines",
"TDRangeProjection",
"TDDifferential",
"TDOpen",
"TDRiskLevel",
# Ichimoku & alternative charts
"Ichimoku",
"HeikinAshi",
# Market Profile
"ValueArea",
"VolumeProfile",
"TpoProfile",
"InitialBalance",
"OpeningRange",
# Alt-Chart Bars
"RenkoBars",
"KagiBars",
"PointAndFigureBars",
# Candlestick patterns
"Doji",
"Hammer",
"InvertedHammer",
"HangingMan",
"ShootingStar",
"Engulfing",
"Harami",
"MorningEveningStar",
"ThreeSoldiersOrCrows",
"PiercingDarkCloud",
"Marubozu",
"Tweezer",
"SpinningTop",
"ThreeInside",
"ThreeOutside",
"TwoCrows",
"UpsideGapTwoCrows",
"IdenticalThreeCrows",
"ThreeLineStrike",
"ThreeStarsInSouth",
"AbandonedBaby",
"AdvanceBlock",
"BeltHold",
"Breakaway",
"Counterattack",
"DojiStar",
"DragonflyDoji",
"GravestoneDoji",
"LongLeggedDoji",
"RickshawMan",
"EveningDojiStar",
"MorningDojiStar",
"GapSideBySideWhite",
"HighWave",
"Hikkake",
"HikkakeModified",
"HomingPigeon",
"OnNeck",
"InNeck",
"Thrusting",
"SeparatingLines",
"Kicking",
"KickingByLength",
"LadderBottom",
"MatHold",
"MatchingLow",
"LongLine",
"ShortLine",
"RisingThreeMethods",
"FallingThreeMethods",
"UpsideGapThreeMethods",
"DownsideGapThreeMethods",
"StalledPattern",
"StickSandwich",
"Takuri",
"ClosingMarubozu",
"OpeningMarubozu",
"TasukiGap",
"UniqueThreeRiver",
"ConcealingBabySwallow",
# Chart patterns
"CupAndHandle",
"RectangleRange",
"FlagPennant",
"Wedge",
"Triangle",
"HeadAndShoulders",
"TripleTopBottom",
"DoubleTopBottom",
# Harmonic patterns
"ThreeDrives",
"Cypher",
"Shark",
"Crab",
"Bat",
"Butterfly",
"Gartley",
"Abcd",
# Fibonacci
"FibTimeZones",
"FibChannel",
"FibArcs",
"FibFan",
"FibConfluence",
"GoldenPocket",
"AutoFib",
"FibProjection",
"FibExtension",
"FibRetracement",
# Microstructure: order book
"OrderFlowImbalance",
"OrderBookImbalanceTop1",
"OrderBookImbalanceTopN",
"OrderBookImbalanceFull",
"Microprice",
"QuotedSpread",
"DepthSlope",
# Microstructure: trade flow
"RollMeasure",
"AmihudIlliquidity",
"Vpin",
"SignedVolume",
"CumulativeVolumeDelta",
"TradeImbalance",
# Microstructure: price impact
"EffectiveSpread",
"RealizedSpread",
"KylesLambda",
# Microstructure: footprint
"Footprint",
# Derivatives
"FundingRate",
"FundingRateMean",
"FundingRateZScore",
"FundingBasis",
"OpenInterestDelta",
"OIPriceDivergence",
"OIWeighted",
"LongShortRatio",
"TakerBuySellRatio",
"LiquidationFeatures",
"TermStructureBasis",
"CalendarSpread",
# Market Breadth
"TickIndex",
"AbsoluteBreadthIndex",
"CumulativeVolumeIndex",
"BullishPercentIndex",
"UpDownVolumeRatio",
"PercentAboveMa",
"HighLowIndex",
"NewHighsNewLows",
"BreadthThrust",
"Trin",
"McClellanSummationIndex",
"McClellanOscillator",
"AdVolumeLine",
"AdvanceDeclineRatio",
"AdvanceDecline",
# Risk / Performance
"SharpeRatio",
"SortinoRatio",
"CalmarRatio",
"OmegaRatio",
"MaxDrawdown",
"AverageDrawdown",
"DrawdownDuration",
"PainIndex",
"ValueAtRisk",
"ConditionalValueAtRisk",
"ProfitFactor",
"GainLossRatio",
"RecoveryFactor",
"KellyCriterion",
"TreynorRatio",
"InformationRatio",
"Alpha",
# Seasonality & Session
"SessionVwap",
"SessionHighLow",
"SessionRange",
"AverageDailyRange",
"OvernightGap",
"OvernightIntradayReturn",
"TurnOfMonth",
"SeasonalZScore",
"TimeOfDayReturnProfile",
"DayOfWeekProfile",
"IntradayVolatilityProfile",
"VolumeByTimeProfile",
]