diff --git a/CHANGELOG.md b/CHANGELOG.md
index 855a9313..49d5266b 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -20,6 +20,15 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
- **Funding Basis** — the perpetual's relative premium to spot,
`(markPrice − indexPrice) / indexPrice`.
- **Open-Interest Delta** — the tick-over-tick change in open interest.
+- **Derivatives family — open interest, flow & liquidations (part 2).** More
+ indicators over the same `DerivativesTick` feed:
+ - **OI / Price Divergence** — relative open-interest change minus relative
+ price change over a window, the positioning-vs-price gap.
+ - **OI-Weighted Price** — the cumulative mark price weighted by open interest.
+ - **Long/Short Ratio** — aggregate long size over short size.
+ - **Taker Buy/Sell Ratio** — taker buy volume over taker sell volume.
+ - **Liquidation Features** — a multi-output breakdown of long/short
+ liquidation notional into net, total and a bounded imbalance.
## [0.4.3] - 2026-06-01
diff --git a/README.md b/README.md
index aa34f5a3..d3299afb 100644
--- a/README.md
+++ b/README.md
@@ -1,5 +1,5 @@
-
+
[](https://github.com/wickra-lib/wickra/actions/workflows/ci.yml)
@@ -47,7 +47,7 @@ Full documentation lives at **[docs.wickra.org](https://docs.wickra.org)**:
[Node](https://docs.wickra.org/Quickstart-Node),
[WASM](https://docs.wickra.org/Quickstart-WASM).
- **Indicators** — a per-indicator deep dive (formula, parameters, warmup) for
- every one of the 237 indicators; start at the
+ every one of the 242 indicators; start at the
[indicators overview](https://docs.wickra.org/Indicators-Overview).
- **Reference** — [warmup periods](https://docs.wickra.org/Warmup-Periods),
[streaming vs batch](https://docs.wickra.org/Streaming-vs-Batch),
@@ -135,7 +135,7 @@ python -m benchmarks.compare_libraries
## Indicators
-237 streaming-first indicators across eighteen families. Every one passes the
+242 streaming-first indicators across eighteen families. Every one passes the
`batch == streaming` equivalence test, reference-value tests, and reset
semantics tests. Each has a per-indicator deep dive (formula, parameters,
warmup) at [docs.wickra.org](https://docs.wickra.org/Indicators-Overview).
@@ -157,7 +157,7 @@ warmup) at [docs.wickra.org](https://docs.wickra.org/Indicators-Overview).
| Ichimoku & Charts | Ichimoku Kinko Hyo (Tenkan, Kijun, Senkou A/B, Chikou), Heikin-Ashi |
| Candlestick Patterns | Doji, Hammer, Inverted Hammer, Hanging Man, Shooting Star, Engulfing, Harami, Morning/Evening Star, Three White Soldiers/Black Crows, Piercing Line/Dark Cloud Cover, Marubozu, Tweezer, Spinning Top, Three Inside Up/Down, Three Outside Up/Down |
| Microstructure | Order-Book Imbalance (Top-1 / Top-N / Full), Microprice, Quoted Spread, Depth Slope, Signed Volume, Cumulative Volume Delta, Trade Imbalance, Effective Spread, Realized Spread, Kyle's Lambda, Footprint |
-| Derivatives | Funding Rate, Funding Rate Mean, Funding Rate Z-Score, Funding Basis, Open-Interest Delta |
+| Derivatives | Funding Rate, Funding Rate Mean, Funding Rate Z-Score, Funding Basis, Open-Interest Delta, OI / Price Divergence, OI-Weighted Price, Long/Short Ratio, Taker Buy/Sell Ratio, Liquidation Features |
| Market Profile | Value Area (POC / VAH / VAL), Initial Balance, Opening Range |
| Risk / Performance | Sharpe Ratio, Sortino Ratio, Calmar Ratio, Omega Ratio, Max Drawdown, Average Drawdown, Drawdown Duration, Pain Index, Value at Risk, Conditional Value at Risk (CVaR), Profit Factor, Gain/Loss Ratio, Recovery Factor, Kelly Criterion, Treynor Ratio, Information Ratio, Alpha (Jensen) |
@@ -238,7 +238,7 @@ A Python live-trading example using the public `websockets` package lives at
```
wickra/
├── crates/
-│ ├── wickra-core/ core engine + all 237 indicators
+│ ├── wickra-core/ core engine + all 242 indicators
│ ├── wickra/ top-level facade crate (publishes on crates.io) + benches/
│ └── wickra-data/ CSV reader, tick aggregator, live exchange feeds
├── bindings/
diff --git a/bindings/node/__tests__/indicators.test.js b/bindings/node/__tests__/indicators.test.js
index 4cd0012b..e16d9de9 100644
--- a/bindings/node/__tests__/indicators.test.js
+++ b/bindings/node/__tests__/indicators.test.js
@@ -1136,3 +1136,42 @@ test('derivatives reject bad input', () => {
assert.throws(() => new wickra.FundingRateZScore(0));
assert.throws(() => new wickra.FundingBasis().update(100, 0));
});
+
+test('OI / flow / liquidation indicators reference values', () => {
+ // OI +10% while price flat -> divergence +0.1.
+ const div = new wickra.OIPriceDivergence(1);
+ assert.equal(div.update(1000, 100), null); // warming up
+ assert.ok(Math.abs(div.update(1100, 100) - 0.1) < 1e-12);
+ // OI-weighted: (100·10 + 110·30) / 40 = 107.5.
+ const oiw = new wickra.OIWeighted();
+ assert.equal(oiw.update(100, 10), 100);
+ assert.ok(Math.abs(oiw.update(110, 30) - 107.5) < 1e-12);
+ // Long/short ratio.
+ assert.ok(Math.abs(new wickra.LongShortRatio().update(600, 400) - 1.5) < 1e-12);
+ assert.equal(new wickra.LongShortRatio().update(600, 0), 0);
+ // Taker buy/sell ratio.
+ assert.ok(Math.abs(new wickra.TakerBuySellRatio().update(60, 40) - 1.5) < 1e-12);
+ assert.equal(new wickra.TakerBuySellRatio().update(60, 0), 0);
+ // Liquidation features object.
+ const liq = new wickra.LiquidationFeatures().update(30, 10);
+ assert.equal(liq.net, 20);
+ assert.equal(liq.total, 40);
+ assert.equal(liq.imbalance, 0.5);
+});
+
+test('liquidation features batch is flat n*5', () => {
+ const longLiq = [10, 0, 30];
+ const shortLiq = [5, 20, 0];
+ const batch = new wickra.LiquidationFeatures().batch(longLiq, shortLiq);
+ assert.equal(batch.length, 15);
+ // Row 0: long 10, short 5, net 5, total 15.
+ assert.equal(batch[0], 10);
+ assert.equal(batch[1], 5);
+ assert.equal(batch[2], 5);
+ assert.equal(batch[3], 15);
+});
+
+test('OI flow rejects bad input', () => {
+ assert.throws(() => new wickra.OIPriceDivergence(0));
+ assert.throws(() => new wickra.OIWeighted().update(0, 100));
+});
diff --git a/bindings/node/index.d.ts b/bindings/node/index.d.ts
index 0a6869c8..5ca64cad 100644
--- a/bindings/node/index.d.ts
+++ b/bindings/node/index.d.ts
@@ -292,6 +292,14 @@ export interface FootprintLevelValue {
bidVol: number
askVol: number
}
+/** The liquidation feature vector for one tick. */
+export interface LiquidationFeaturesValue {
+ long: number
+ short: number
+ net: number
+ total: number
+ imbalance: number
+}
export type SmaNode = SMA
export declare class SMA {
constructor(period: number)
@@ -2364,6 +2372,51 @@ export declare class OpenInterestDelta {
isReady(): boolean
warmupPeriod(): number
}
+export type OIPriceDivergenceNode = OIPriceDivergence
+export declare class OIPriceDivergence {
+ constructor(window: number)
+ update(openInterest: number, markPrice: number): number | null
+ batch(openInterest: Array, markPrice: Array): Array
+ reset(): void
+ isReady(): boolean
+ warmupPeriod(): number
+}
+export type OIWeightedNode = OIWeighted
+export declare class OIWeighted {
+ constructor()
+ update(markPrice: number, openInterest: number): number | null
+ batch(markPrice: Array, openInterest: Array): Array
+ reset(): void
+ isReady(): boolean
+ warmupPeriod(): number
+}
+export type LongShortRatioNode = LongShortRatio
+export declare class LongShortRatio {
+ constructor()
+ update(longSize: number, shortSize: number): number | null
+ batch(longSize: Array, shortSize: Array): Array
+ reset(): void
+ isReady(): boolean
+ warmupPeriod(): number
+}
+export type TakerBuySellRatioNode = TakerBuySellRatio
+export declare class TakerBuySellRatio {
+ constructor()
+ update(takerBuyVolume: number, takerSellVolume: number): number | null
+ batch(takerBuyVolume: Array, takerSellVolume: Array): Array
+ reset(): void
+ isReady(): boolean
+ warmupPeriod(): number
+}
+export type LiquidationFeaturesNode = LiquidationFeatures
+export declare class LiquidationFeatures {
+ constructor()
+ update(longLiquidation: number, shortLiquidation: number): LiquidationFeaturesValue | null
+ batch(longLiquidation: Array, shortLiquidation: Array): Array
+ reset(): void
+ isReady(): boolean
+ warmupPeriod(): number
+}
export type SharpeRatioNode = SharpeRatio
export declare class SharpeRatio {
constructor(period: number, riskFree: number)
diff --git a/bindings/node/index.js b/bindings/node/index.js
index f79e5578..05a97f88 100644
--- a/bindings/node/index.js
+++ b/bindings/node/index.js
@@ -310,7 +310,7 @@ if (!nativeBinding) {
throw new Error(`Failed to load native binding`)
}
-const { version, SMA, EMA, WMA, RSI, DEMA, TEMA, HMA, ROC, TRIX, SMMA, TRIMA, ZLEMA, MOM, CMO, DPO, StdDev, UlcerIndex, VerticalHorizontalFilter, ZScore, McGinleyDynamic, FRAMA, SuperSmoother, FisherTransform, Decycler, CenterOfGravity, CyberneticCycle, InstantaneousTrendline, EhlersStochastic, RVIVolatility, Variance, CoefficientOfVariation, Skewness, Kurtosis, StandardError, DetrendedStdDev, RSquared, MedianAbsoluteDeviation, Autocorrelation, HurstExponent, PearsonCorrelation, Beta, PairwiseBeta, SpearmanCorrelation, PairSpreadZScore, LeadLagCrossCorrelation, Cointegration, RelativeStrengthAB, MACD, BollingerBands, ATR, Stochastic, OBV, ADX, ADXR, CCI, WilliamsR, MFI, PSAR, Keltner, Donchian, VWAP, RollingVWAP, AwesomeOscillator, Aroon, Inertia, ConnorsRSI, LaguerreRSI, SMI, KST, PGO, RVI, AwesomeOscillatorHistogram, STC, ElderImpulse, ZeroLagMACD, CFO, APO, KAMA, EVWMA, Alligator, JMA, VIDYA, ALMA, T3, TSI, PMO, TII, ADL, VolumePriceTrend, ChaikinMoneyFlow, ChaikinOscillator, ForceIndex, NVI, PVI, VolumeOscillator, KVO, WilliamsAD, AnchoredVWAP, DemandIndex, TSV, VZO, MarketFacilitationIndex, EaseOfMovement, SuperTrend, ChandelierExit, ChandeKrollStop, AtrTrailingStop, HiLoActivator, VoltyStop, YoyoExit, DonchianStop, PercentageTrailingStop, StepTrailingStop, RenkoTrailingStop, TypicalPrice, MedianPrice, WeightedClose, LinearRegression, LinRegSlope, AcceleratorOscillator, BalanceOfPower, ChoppinessIndex, TrueRange, ChaikinVolatility, YangZhangVolatility, RogersSatchellVolatility, GarmanKlassVolatility, ParkinsonVolatility, LinRegAngle, BollingerBandwidth, PercentB, NATR, HistoricalVolatility, AroonOscillator, WaveTrend, RWI, Vortex, MassIndex, StochRSI, UltimateOscillator, PPO, Coppock, VWMA, MaEnvelope, AccelerationBands, StarcBands, AtrBands, HurstChannel, LinRegChannel, StandardErrorBands, DoubleBollinger, TtmSqueeze, FractalChaosBands, VwapStdDevBands, ClassicPivots, FibonacciPivots, Camarilla, WoodiePivots, DemarkPivots, WilliamsFractals, ZigZag, TDSetup, TDSequential, TDDeMarker, TDREI, TDPressure, TDCombo, TDCountdown, TDLines, TDRangeProjection, TDDifferential, TDOpen, TDRiskLevel, InverseFisherTransform, DecyclerOscillator, RoofingFilter, EmpiricalModeDecomposition, HilbertDominantCycle, AdaptiveCycle, SineWave, MAMA, FAMA, Ichimoku, HeikinAshi, ValueArea, InitialBalance, OpeningRange, Doji, Hammer, InvertedHammer, HangingMan, ShootingStar, Engulfing, Harami, MorningEveningStar, ThreeSoldiersOrCrows, PiercingDarkCloud, Marubozu, Tweezer, SpinningTop, ThreeInside, ThreeOutside, OrderBookImbalanceTop1, OrderBookImbalanceFull, Microprice, QuotedSpread, DepthSlope, OrderBookImbalanceTopN, SignedVolume, CumulativeVolumeDelta, TradeImbalance, EffectiveSpread, RealizedSpread, KylesLambda, Footprint, FundingRate, FundingRateMean, FundingRateZScore, FundingBasis, OpenInterestDelta, SharpeRatio, SortinoRatio, CalmarRatio, OmegaRatio, MaxDrawdown, AverageDrawdown, DrawdownDuration, PainIndex, ValueAtRisk, ConditionalValueAtRisk, ProfitFactor, GainLossRatio, RecoveryFactor, KellyCriterion, TreynorRatio, InformationRatio, Alpha } = nativeBinding
+const { version, SMA, EMA, WMA, RSI, DEMA, TEMA, HMA, ROC, TRIX, SMMA, TRIMA, ZLEMA, MOM, CMO, DPO, StdDev, UlcerIndex, VerticalHorizontalFilter, ZScore, McGinleyDynamic, FRAMA, SuperSmoother, FisherTransform, Decycler, CenterOfGravity, CyberneticCycle, InstantaneousTrendline, EhlersStochastic, RVIVolatility, Variance, CoefficientOfVariation, Skewness, Kurtosis, StandardError, DetrendedStdDev, RSquared, MedianAbsoluteDeviation, Autocorrelation, HurstExponent, PearsonCorrelation, Beta, PairwiseBeta, SpearmanCorrelation, PairSpreadZScore, LeadLagCrossCorrelation, Cointegration, RelativeStrengthAB, MACD, BollingerBands, ATR, Stochastic, OBV, ADX, ADXR, CCI, WilliamsR, MFI, PSAR, Keltner, Donchian, VWAP, RollingVWAP, AwesomeOscillator, Aroon, Inertia, ConnorsRSI, LaguerreRSI, SMI, KST, PGO, RVI, AwesomeOscillatorHistogram, STC, ElderImpulse, ZeroLagMACD, CFO, APO, KAMA, EVWMA, Alligator, JMA, VIDYA, ALMA, T3, TSI, PMO, TII, ADL, VolumePriceTrend, ChaikinMoneyFlow, ChaikinOscillator, ForceIndex, NVI, PVI, VolumeOscillator, KVO, WilliamsAD, AnchoredVWAP, DemandIndex, TSV, VZO, MarketFacilitationIndex, EaseOfMovement, SuperTrend, ChandelierExit, ChandeKrollStop, AtrTrailingStop, HiLoActivator, VoltyStop, YoyoExit, DonchianStop, PercentageTrailingStop, StepTrailingStop, RenkoTrailingStop, TypicalPrice, MedianPrice, WeightedClose, LinearRegression, LinRegSlope, AcceleratorOscillator, BalanceOfPower, ChoppinessIndex, TrueRange, ChaikinVolatility, YangZhangVolatility, RogersSatchellVolatility, GarmanKlassVolatility, ParkinsonVolatility, LinRegAngle, BollingerBandwidth, PercentB, NATR, HistoricalVolatility, AroonOscillator, WaveTrend, RWI, Vortex, MassIndex, StochRSI, UltimateOscillator, PPO, Coppock, VWMA, MaEnvelope, AccelerationBands, StarcBands, AtrBands, HurstChannel, LinRegChannel, StandardErrorBands, DoubleBollinger, TtmSqueeze, FractalChaosBands, VwapStdDevBands, ClassicPivots, FibonacciPivots, Camarilla, WoodiePivots, DemarkPivots, WilliamsFractals, ZigZag, TDSetup, TDSequential, TDDeMarker, TDREI, TDPressure, TDCombo, TDCountdown, TDLines, TDRangeProjection, TDDifferential, TDOpen, TDRiskLevel, InverseFisherTransform, DecyclerOscillator, RoofingFilter, EmpiricalModeDecomposition, HilbertDominantCycle, AdaptiveCycle, SineWave, MAMA, FAMA, Ichimoku, HeikinAshi, ValueArea, InitialBalance, OpeningRange, Doji, Hammer, InvertedHammer, HangingMan, ShootingStar, Engulfing, Harami, MorningEveningStar, ThreeSoldiersOrCrows, PiercingDarkCloud, Marubozu, Tweezer, SpinningTop, ThreeInside, ThreeOutside, OrderBookImbalanceTop1, OrderBookImbalanceFull, Microprice, QuotedSpread, DepthSlope, OrderBookImbalanceTopN, SignedVolume, CumulativeVolumeDelta, TradeImbalance, EffectiveSpread, RealizedSpread, KylesLambda, Footprint, FundingRate, FundingRateMean, FundingRateZScore, FundingBasis, OpenInterestDelta, OIPriceDivergence, OIWeighted, LongShortRatio, TakerBuySellRatio, LiquidationFeatures, SharpeRatio, SortinoRatio, CalmarRatio, OmegaRatio, MaxDrawdown, AverageDrawdown, DrawdownDuration, PainIndex, ValueAtRisk, ConditionalValueAtRisk, ProfitFactor, GainLossRatio, RecoveryFactor, KellyCriterion, TreynorRatio, InformationRatio, Alpha } = nativeBinding
module.exports.version = version
module.exports.SMA = SMA
@@ -533,6 +533,11 @@ module.exports.FundingRateMean = FundingRateMean
module.exports.FundingRateZScore = FundingRateZScore
module.exports.FundingBasis = FundingBasis
module.exports.OpenInterestDelta = OpenInterestDelta
+module.exports.OIPriceDivergence = OIPriceDivergence
+module.exports.OIWeighted = OIWeighted
+module.exports.LongShortRatio = LongShortRatio
+module.exports.TakerBuySellRatio = TakerBuySellRatio
+module.exports.LiquidationFeatures = LiquidationFeatures
module.exports.SharpeRatio = SharpeRatio
module.exports.SortinoRatio = SortinoRatio
module.exports.CalmarRatio = CalmarRatio
diff --git a/bindings/node/src/lib.rs b/bindings/node/src/lib.rs
index 1c5eb4b6..98dc070f 100644
--- a/bindings/node/src/lib.rs
+++ b/bindings/node/src/lib.rs
@@ -9413,6 +9413,70 @@ fn deriv_oi(open_interest: f64) -> napi::Result {
.map_err(map_err)
}
+fn deriv_oi_mark(open_interest: f64, mark_price: f64) -> napi::Result {
+ wc::DerivativesTick::new(
+ 0.0,
+ mark_price,
+ 1.0,
+ 1.0,
+ open_interest,
+ 0.0,
+ 0.0,
+ 0.0,
+ 0.0,
+ 0.0,
+ 0.0,
+ 0,
+ )
+ .map_err(map_err)
+}
+
+fn deriv_long_short(long_size: f64, short_size: f64) -> napi::Result {
+ wc::DerivativesTick::new(
+ 0.0, 1.0, 1.0, 1.0, 0.0, long_size, short_size, 0.0, 0.0, 0.0, 0.0, 0,
+ )
+ .map_err(map_err)
+}
+
+fn deriv_taker(taker_buy_volume: f64, taker_sell_volume: f64) -> napi::Result {
+ wc::DerivativesTick::new(
+ 0.0,
+ 1.0,
+ 1.0,
+ 1.0,
+ 0.0,
+ 0.0,
+ 0.0,
+ taker_buy_volume,
+ taker_sell_volume,
+ 0.0,
+ 0.0,
+ 0,
+ )
+ .map_err(map_err)
+}
+
+fn deriv_liquidation(
+ long_liquidation: f64,
+ short_liquidation: f64,
+) -> napi::Result {
+ wc::DerivativesTick::new(
+ 0.0,
+ 1.0,
+ 1.0,
+ 1.0,
+ 0.0,
+ 0.0,
+ 0.0,
+ 0.0,
+ 0.0,
+ long_liquidation,
+ short_liquidation,
+ 0,
+ )
+ .map_err(map_err)
+}
+
#[napi(js_name = "FundingRate")]
pub struct FundingRateNode {
inner: wc::FundingRate,
@@ -9635,6 +9699,322 @@ impl OpenInterestDeltaNode {
}
}
+#[napi(js_name = "OIPriceDivergence")]
+pub struct OIPriceDivergenceNode {
+ inner: wc::OIPriceDivergence,
+}
+
+#[napi]
+impl OIPriceDivergenceNode {
+ #[napi(constructor)]
+ pub fn new(window: u32) -> napi::Result {
+ Ok(Self {
+ inner: wc::OIPriceDivergence::new(window as usize).map_err(map_err)?,
+ })
+ }
+ #[napi]
+ pub fn update(&mut self, open_interest: f64, mark_price: f64) -> napi::Result> {
+ Ok(self.inner.update(deriv_oi_mark(open_interest, mark_price)?))
+ }
+ #[napi]
+ pub fn batch(
+ &mut self,
+ open_interest: Vec,
+ mark_price: Vec,
+ ) -> napi::Result> {
+ if open_interest.len() != mark_price.len() {
+ return Err(NapiError::from_reason(
+ "open_interest and mark_price must be equal length".to_string(),
+ ));
+ }
+ let mut out = Vec::with_capacity(open_interest.len());
+ for i in 0..open_interest.len() {
+ out.push(
+ self.inner
+ .update(deriv_oi_mark(open_interest[i], mark_price[i])?)
+ .unwrap_or(f64::NAN),
+ );
+ }
+ Ok(out)
+ }
+ #[napi]
+ pub fn reset(&mut self) {
+ self.inner.reset();
+ }
+ #[napi(js_name = "isReady")]
+ pub fn is_ready(&self) -> bool {
+ self.inner.is_ready()
+ }
+ #[napi(js_name = "warmupPeriod")]
+ pub fn warmup_period(&self) -> u32 {
+ self.inner.warmup_period() as u32
+ }
+}
+
+#[napi(js_name = "OIWeighted")]
+pub struct OIWeightedNode {
+ inner: wc::OIWeighted,
+}
+
+impl Default for OIWeightedNode {
+ fn default() -> Self {
+ Self::new()
+ }
+}
+
+#[napi]
+impl OIWeightedNode {
+ #[napi(constructor)]
+ pub fn new() -> Self {
+ Self {
+ inner: wc::OIWeighted::new(),
+ }
+ }
+ #[napi]
+ pub fn update(&mut self, mark_price: f64, open_interest: f64) -> napi::Result> {
+ Ok(self.inner.update(deriv_oi_mark(open_interest, mark_price)?))
+ }
+ #[napi]
+ pub fn batch(
+ &mut self,
+ mark_price: Vec,
+ open_interest: Vec,
+ ) -> napi::Result> {
+ if mark_price.len() != open_interest.len() {
+ return Err(NapiError::from_reason(
+ "mark_price and open_interest must be equal length".to_string(),
+ ));
+ }
+ let mut out = Vec::with_capacity(mark_price.len());
+ for i in 0..mark_price.len() {
+ out.push(
+ self.inner
+ .update(deriv_oi_mark(open_interest[i], mark_price[i])?)
+ .unwrap_or(f64::NAN),
+ );
+ }
+ Ok(out)
+ }
+ #[napi]
+ pub fn reset(&mut self) {
+ self.inner.reset();
+ }
+ #[napi(js_name = "isReady")]
+ pub fn is_ready(&self) -> bool {
+ self.inner.is_ready()
+ }
+ #[napi(js_name = "warmupPeriod")]
+ pub fn warmup_period(&self) -> u32 {
+ self.inner.warmup_period() as u32
+ }
+}
+
+#[napi(js_name = "LongShortRatio")]
+pub struct LongShortRatioNode {
+ inner: wc::LongShortRatio,
+}
+
+impl Default for LongShortRatioNode {
+ fn default() -> Self {
+ Self::new()
+ }
+}
+
+#[napi]
+impl LongShortRatioNode {
+ #[napi(constructor)]
+ pub fn new() -> Self {
+ Self {
+ inner: wc::LongShortRatio::new(),
+ }
+ }
+ #[napi]
+ pub fn update(&mut self, long_size: f64, short_size: f64) -> napi::Result> {
+ Ok(self.inner.update(deriv_long_short(long_size, short_size)?))
+ }
+ #[napi]
+ pub fn batch(&mut self, long_size: Vec, short_size: Vec) -> napi::Result> {
+ if long_size.len() != short_size.len() {
+ return Err(NapiError::from_reason(
+ "long_size and short_size must be equal length".to_string(),
+ ));
+ }
+ let mut out = Vec::with_capacity(long_size.len());
+ for i in 0..long_size.len() {
+ out.push(
+ self.inner
+ .update(deriv_long_short(long_size[i], short_size[i])?)
+ .unwrap_or(f64::NAN),
+ );
+ }
+ Ok(out)
+ }
+ #[napi]
+ pub fn reset(&mut self) {
+ self.inner.reset();
+ }
+ #[napi(js_name = "isReady")]
+ pub fn is_ready(&self) -> bool {
+ self.inner.is_ready()
+ }
+ #[napi(js_name = "warmupPeriod")]
+ pub fn warmup_period(&self) -> u32 {
+ self.inner.warmup_period() as u32
+ }
+}
+
+#[napi(js_name = "TakerBuySellRatio")]
+pub struct TakerBuySellRatioNode {
+ inner: wc::TakerBuySellRatio,
+}
+
+impl Default for TakerBuySellRatioNode {
+ fn default() -> Self {
+ Self::new()
+ }
+}
+
+#[napi]
+impl TakerBuySellRatioNode {
+ #[napi(constructor)]
+ pub fn new() -> Self {
+ Self {
+ inner: wc::TakerBuySellRatio::new(),
+ }
+ }
+ #[napi]
+ pub fn update(
+ &mut self,
+ taker_buy_volume: f64,
+ taker_sell_volume: f64,
+ ) -> napi::Result> {
+ Ok(self
+ .inner
+ .update(deriv_taker(taker_buy_volume, taker_sell_volume)?))
+ }
+ #[napi]
+ pub fn batch(
+ &mut self,
+ taker_buy_volume: Vec,
+ taker_sell_volume: Vec,
+ ) -> napi::Result> {
+ if taker_buy_volume.len() != taker_sell_volume.len() {
+ return Err(NapiError::from_reason(
+ "taker_buy_volume and taker_sell_volume must be equal length".to_string(),
+ ));
+ }
+ let mut out = Vec::with_capacity(taker_buy_volume.len());
+ for i in 0..taker_buy_volume.len() {
+ out.push(
+ self.inner
+ .update(deriv_taker(taker_buy_volume[i], taker_sell_volume[i])?)
+ .unwrap_or(f64::NAN),
+ );
+ }
+ Ok(out)
+ }
+ #[napi]
+ pub fn reset(&mut self) {
+ self.inner.reset();
+ }
+ #[napi(js_name = "isReady")]
+ pub fn is_ready(&self) -> bool {
+ self.inner.is_ready()
+ }
+ #[napi(js_name = "warmupPeriod")]
+ pub fn warmup_period(&self) -> u32 {
+ self.inner.warmup_period() as u32
+ }
+}
+
+/// The liquidation feature vector for one tick.
+#[napi(object)]
+pub struct LiquidationFeaturesValue {
+ pub long: f64,
+ pub short: f64,
+ pub net: f64,
+ pub total: f64,
+ pub imbalance: f64,
+}
+
+#[napi(js_name = "LiquidationFeatures")]
+pub struct LiquidationFeaturesNode {
+ inner: wc::LiquidationFeatures,
+}
+
+impl Default for LiquidationFeaturesNode {
+ fn default() -> Self {
+ Self::new()
+ }
+}
+
+#[napi]
+impl LiquidationFeaturesNode {
+ #[napi(constructor)]
+ pub fn new() -> Self {
+ Self {
+ inner: wc::LiquidationFeatures::new(),
+ }
+ }
+ #[napi]
+ pub fn update(
+ &mut self,
+ long_liquidation: f64,
+ short_liquidation: f64,
+ ) -> napi::Result> {
+ Ok(self
+ .inner
+ .update(deriv_liquidation(long_liquidation, short_liquidation)?)
+ .map(|o| LiquidationFeaturesValue {
+ long: o.long,
+ short: o.short,
+ net: o.net,
+ total: o.total,
+ imbalance: o.imbalance,
+ }))
+ }
+ #[napi]
+ pub fn batch(
+ &mut self,
+ long_liquidation: Vec,
+ short_liquidation: Vec,
+ ) -> napi::Result> {
+ if long_liquidation.len() != short_liquidation.len() {
+ return Err(NapiError::from_reason(
+ "long_liquidation and short_liquidation must be equal length".to_string(),
+ ));
+ }
+ let mut out = Vec::with_capacity(long_liquidation.len() * 5);
+ for i in 0..long_liquidation.len() {
+ let o = self
+ .inner
+ .update(deriv_liquidation(
+ long_liquidation[i],
+ short_liquidation[i],
+ )?)
+ .expect("liquidation features emit on every tick");
+ out.push(o.long);
+ out.push(o.short);
+ out.push(o.net);
+ out.push(o.total);
+ out.push(o.imbalance);
+ }
+ Ok(out)
+ }
+ #[napi]
+ pub fn reset(&mut self) {
+ self.inner.reset();
+ }
+ #[napi(js_name = "isReady")]
+ pub fn is_ready(&self) -> bool {
+ self.inner.is_ready()
+ }
+ #[napi(js_name = "warmupPeriod")]
+ pub fn warmup_period(&self) -> u32 {
+ self.inner.warmup_period() as u32
+ }
+}
+
// ============================== Family 15: Risk / Performance ==============================
// Risk metrics with fallible `new` (most need `period >= 2`), so each wrapper
diff --git a/bindings/python/python/wickra/__init__.py b/bindings/python/python/wickra/__init__.py
index ad022311..68d6e0fd 100644
--- a/bindings/python/python/wickra/__init__.py
+++ b/bindings/python/python/wickra/__init__.py
@@ -263,6 +263,11 @@ from ._wickra import (
FundingRateZScore,
FundingBasis,
OpenInterestDelta,
+ OIPriceDivergence,
+ OIWeighted,
+ LongShortRatio,
+ TakerBuySellRatio,
+ LiquidationFeatures,
# Risk / Performance
SharpeRatio,
SortinoRatio,
@@ -523,6 +528,11 @@ __all__ = [
"FundingRateZScore",
"FundingBasis",
"OpenInterestDelta",
+ "OIPriceDivergence",
+ "OIWeighted",
+ "LongShortRatio",
+ "TakerBuySellRatio",
+ "LiquidationFeatures",
# Risk / Performance
"SharpeRatio",
"SortinoRatio",
diff --git a/bindings/python/src/lib.rs b/bindings/python/src/lib.rs
index f738b489..11f634e4 100644
--- a/bindings/python/src/lib.rs
+++ b/bindings/python/src/lib.rs
@@ -12244,6 +12244,70 @@ fn deriv_oi(open_interest: f64) -> PyResult {
.map_err(map_err)
}
+fn deriv_oi_mark(open_interest: f64, mark_price: f64) -> PyResult {
+ wc::DerivativesTick::new(
+ 0.0,
+ mark_price,
+ 1.0,
+ 1.0,
+ open_interest,
+ 0.0,
+ 0.0,
+ 0.0,
+ 0.0,
+ 0.0,
+ 0.0,
+ 0,
+ )
+ .map_err(map_err)
+}
+
+fn deriv_long_short(long_size: f64, short_size: f64) -> PyResult {
+ wc::DerivativesTick::new(
+ 0.0, 1.0, 1.0, 1.0, 0.0, long_size, short_size, 0.0, 0.0, 0.0, 0.0, 0,
+ )
+ .map_err(map_err)
+}
+
+fn deriv_taker(taker_buy_volume: f64, taker_sell_volume: f64) -> PyResult {
+ wc::DerivativesTick::new(
+ 0.0,
+ 1.0,
+ 1.0,
+ 1.0,
+ 0.0,
+ 0.0,
+ 0.0,
+ taker_buy_volume,
+ taker_sell_volume,
+ 0.0,
+ 0.0,
+ 0,
+ )
+ .map_err(map_err)
+}
+
+fn deriv_liquidation(
+ long_liquidation: f64,
+ short_liquidation: f64,
+) -> PyResult {
+ wc::DerivativesTick::new(
+ 0.0,
+ 1.0,
+ 1.0,
+ 1.0,
+ 0.0,
+ 0.0,
+ 0.0,
+ 0.0,
+ 0.0,
+ long_liquidation,
+ short_liquidation,
+ 0,
+ )
+ .map_err(map_err)
+}
+
// FundingRate takes no parameters; streaming `update(funding_rate)`, `batch`
// over one funding-rate array.
#[pyclass(name = "FundingRate", module = "wickra._wickra", skip_from_py_object)]
@@ -12482,6 +12546,312 @@ impl PyOpenInterestDelta {
}
}
+// OIPriceDivergence carries a `window` parameter; streaming
+// `update(open_interest, mark_price)`.
+#[pyclass(
+ name = "OIPriceDivergence",
+ module = "wickra._wickra",
+ skip_from_py_object
+)]
+#[derive(Clone)]
+struct PyOIPriceDivergence {
+ inner: wc::OIPriceDivergence,
+}
+
+#[pymethods]
+impl PyOIPriceDivergence {
+ #[new]
+ fn new(window: usize) -> PyResult {
+ Ok(Self {
+ inner: wc::OIPriceDivergence::new(window).map_err(map_err)?,
+ })
+ }
+ fn update(&mut self, open_interest: f64, mark_price: f64) -> PyResult> {
+ Ok(self.inner.update(deriv_oi_mark(open_interest, mark_price)?))
+ }
+ fn batch<'py>(
+ &mut self,
+ py: Python<'py>,
+ open_interest: Vec,
+ mark_price: Vec,
+ ) -> PyResult>> {
+ if open_interest.len() != mark_price.len() {
+ return Err(PyValueError::new_err(
+ "open_interest and mark_price must be equal length",
+ ));
+ }
+ let mut out = Vec::with_capacity(open_interest.len());
+ for i in 0..open_interest.len() {
+ out.push(
+ self.inner
+ .update(deriv_oi_mark(open_interest[i], mark_price[i])?)
+ .unwrap_or(f64::NAN),
+ );
+ }
+ Ok(out.into_pyarray(py))
+ }
+ fn reset(&mut self) {
+ self.inner.reset();
+ }
+ fn is_ready(&self) -> bool {
+ self.inner.is_ready()
+ }
+ fn warmup_period(&self) -> usize {
+ self.inner.warmup_period()
+ }
+ fn __repr__(&self) -> String {
+ format!("OIPriceDivergence(window={})", self.inner.window())
+ }
+}
+
+// OIWeighted takes no parameters; streaming `update(mark_price, open_interest)`.
+#[pyclass(name = "OIWeighted", module = "wickra._wickra", skip_from_py_object)]
+#[derive(Clone)]
+struct PyOIWeighted {
+ inner: wc::OIWeighted,
+}
+
+#[pymethods]
+impl PyOIWeighted {
+ #[new]
+ fn new() -> Self {
+ Self {
+ inner: wc::OIWeighted::new(),
+ }
+ }
+ fn update(&mut self, mark_price: f64, open_interest: f64) -> PyResult> {
+ Ok(self.inner.update(deriv_oi_mark(open_interest, mark_price)?))
+ }
+ fn batch<'py>(
+ &mut self,
+ py: Python<'py>,
+ mark_price: Vec,
+ open_interest: Vec,
+ ) -> PyResult>> {
+ if mark_price.len() != open_interest.len() {
+ return Err(PyValueError::new_err(
+ "mark_price and open_interest must be equal length",
+ ));
+ }
+ let mut out = Vec::with_capacity(mark_price.len());
+ for i in 0..mark_price.len() {
+ out.push(
+ self.inner
+ .update(deriv_oi_mark(open_interest[i], mark_price[i])?)
+ .unwrap_or(f64::NAN),
+ );
+ }
+ Ok(out.into_pyarray(py))
+ }
+ fn reset(&mut self) {
+ self.inner.reset();
+ }
+ fn is_ready(&self) -> bool {
+ self.inner.is_ready()
+ }
+ fn warmup_period(&self) -> usize {
+ self.inner.warmup_period()
+ }
+ fn __repr__(&self) -> String {
+ "OIWeighted()".to_string()
+ }
+}
+
+// LongShortRatio takes no parameters; streaming `update(long_size, short_size)`.
+#[pyclass(
+ name = "LongShortRatio",
+ module = "wickra._wickra",
+ skip_from_py_object
+)]
+#[derive(Clone)]
+struct PyLongShortRatio {
+ inner: wc::LongShortRatio,
+}
+
+#[pymethods]
+impl PyLongShortRatio {
+ #[new]
+ fn new() -> Self {
+ Self {
+ inner: wc::LongShortRatio::new(),
+ }
+ }
+ fn update(&mut self, long_size: f64, short_size: f64) -> PyResult> {
+ Ok(self.inner.update(deriv_long_short(long_size, short_size)?))
+ }
+ fn batch<'py>(
+ &mut self,
+ py: Python<'py>,
+ long_size: Vec,
+ short_size: Vec,
+ ) -> PyResult>> {
+ if long_size.len() != short_size.len() {
+ return Err(PyValueError::new_err(
+ "long_size and short_size must be equal length",
+ ));
+ }
+ let mut out = Vec::with_capacity(long_size.len());
+ for i in 0..long_size.len() {
+ out.push(
+ self.inner
+ .update(deriv_long_short(long_size[i], short_size[i])?)
+ .unwrap_or(f64::NAN),
+ );
+ }
+ Ok(out.into_pyarray(py))
+ }
+ fn reset(&mut self) {
+ self.inner.reset();
+ }
+ fn is_ready(&self) -> bool {
+ self.inner.is_ready()
+ }
+ fn warmup_period(&self) -> usize {
+ self.inner.warmup_period()
+ }
+ fn __repr__(&self) -> String {
+ "LongShortRatio()".to_string()
+ }
+}
+
+// TakerBuySellRatio takes no parameters; streaming
+// `update(taker_buy_volume, taker_sell_volume)`.
+#[pyclass(
+ name = "TakerBuySellRatio",
+ module = "wickra._wickra",
+ skip_from_py_object
+)]
+#[derive(Clone)]
+struct PyTakerBuySellRatio {
+ inner: wc::TakerBuySellRatio,
+}
+
+#[pymethods]
+impl PyTakerBuySellRatio {
+ #[new]
+ fn new() -> Self {
+ Self {
+ inner: wc::TakerBuySellRatio::new(),
+ }
+ }
+ fn update(&mut self, taker_buy_volume: f64, taker_sell_volume: f64) -> PyResult> {
+ Ok(self
+ .inner
+ .update(deriv_taker(taker_buy_volume, taker_sell_volume)?))
+ }
+ fn batch<'py>(
+ &mut self,
+ py: Python<'py>,
+ taker_buy_volume: Vec,
+ taker_sell_volume: Vec,
+ ) -> PyResult>> {
+ if taker_buy_volume.len() != taker_sell_volume.len() {
+ return Err(PyValueError::new_err(
+ "taker_buy_volume and taker_sell_volume must be equal length",
+ ));
+ }
+ let mut out = Vec::with_capacity(taker_buy_volume.len());
+ for i in 0..taker_buy_volume.len() {
+ out.push(
+ self.inner
+ .update(deriv_taker(taker_buy_volume[i], taker_sell_volume[i])?)
+ .unwrap_or(f64::NAN),
+ );
+ }
+ Ok(out.into_pyarray(py))
+ }
+ fn reset(&mut self) {
+ self.inner.reset();
+ }
+ fn is_ready(&self) -> bool {
+ self.inner.is_ready()
+ }
+ fn warmup_period(&self) -> usize {
+ self.inner.warmup_period()
+ }
+ fn __repr__(&self) -> String {
+ "TakerBuySellRatio()".to_string()
+ }
+}
+
+// LiquidationFeatures is a multi-output indicator: streaming
+// `update(long_liquidation, short_liquidation)` returns a 5-tuple
+// `(long, short, net, total, imbalance)`; `batch` returns an `(n, 5)` array.
+#[pyclass(
+ name = "LiquidationFeatures",
+ module = "wickra._wickra",
+ skip_from_py_object
+)]
+#[derive(Clone)]
+struct PyLiquidationFeatures {
+ inner: wc::LiquidationFeatures,
+}
+
+#[pymethods]
+impl PyLiquidationFeatures {
+ #[new]
+ fn new() -> Self {
+ Self {
+ inner: wc::LiquidationFeatures::new(),
+ }
+ }
+ /// Returns `(long, short, net, total, imbalance)` or None during warmup.
+ #[allow(clippy::type_complexity)]
+ fn update(
+ &mut self,
+ long_liquidation: f64,
+ short_liquidation: f64,
+ ) -> PyResult> {
+ Ok(self
+ .inner
+ .update(deriv_liquidation(long_liquidation, short_liquidation)?)
+ .map(|o| (o.long, o.short, o.net, o.total, o.imbalance)))
+ }
+ fn batch<'py>(
+ &mut self,
+ py: Python<'py>,
+ long_liquidation: Vec,
+ short_liquidation: Vec,
+ ) -> PyResult>> {
+ if long_liquidation.len() != short_liquidation.len() {
+ return Err(PyValueError::new_err(
+ "long_liquidation and short_liquidation must be equal length",
+ ));
+ }
+ let rows = long_liquidation.len();
+ let mut data = Vec::with_capacity(rows * 5);
+ for i in 0..rows {
+ let out = self
+ .inner
+ .update(deriv_liquidation(
+ long_liquidation[i],
+ short_liquidation[i],
+ )?)
+ .expect("liquidation features emit on every tick");
+ data.push(out.long);
+ data.push(out.short);
+ data.push(out.net);
+ data.push(out.total);
+ data.push(out.imbalance);
+ }
+ Ok(numpy::ndarray::Array2::from_shape_vec((rows, 5), data)
+ .expect("shape consistent")
+ .into_pyarray(py))
+ }
+ fn reset(&mut self) {
+ self.inner.reset();
+ }
+ fn is_ready(&self) -> bool {
+ self.inner.is_ready()
+ }
+ fn warmup_period(&self) -> usize {
+ self.inner.warmup_period()
+ }
+ fn __repr__(&self) -> String {
+ "LiquidationFeatures()".to_string()
+ }
+}
+
// ============================== Family 15: Risk / Performance ==============================
#[pyclass(name = "SharpeRatio", module = "wickra._wickra", skip_from_py_object)]
@@ -13610,6 +13980,11 @@ fn _wickra(_py: Python<'_>, m: &Bound<'_, PyModule>) -> PyResult<()> {
m.add_class::()?;
m.add_class::()?;
m.add_class::()?;
+ m.add_class::()?;
+ m.add_class::()?;
+ m.add_class::()?;
+ m.add_class::()?;
+ m.add_class::()?;
// Family 15: Risk / Performance metrics.
m.add_class::()?;
m.add_class::()?;
diff --git a/bindings/python/tests/test_input_validation.py b/bindings/python/tests/test_input_validation.py
index 7e372e58..3ed99b96 100644
--- a/bindings/python/tests/test_input_validation.py
+++ b/bindings/python/tests/test_input_validation.py
@@ -258,3 +258,13 @@ def test_funding_basis_non_positive_index_raises():
def test_funding_rate_non_finite_raises():
with pytest.raises(ValueError):
ta.FundingRate().update(float("nan"))
+
+
+def test_oi_price_divergence_zero_window_raises():
+ with pytest.raises(ValueError):
+ ta.OIPriceDivergence(0)
+
+
+def test_oi_weighted_non_positive_mark_raises():
+ with pytest.raises(ValueError):
+ ta.OIWeighted().update(0.0, 100.0)
diff --git a/bindings/python/tests/test_known_values.py b/bindings/python/tests/test_known_values.py
index 098e81a5..d350f17d 100644
--- a/bindings/python/tests/test_known_values.py
+++ b/bindings/python/tests/test_known_values.py
@@ -979,3 +979,37 @@ def test_open_interest_delta_reference_value():
assert oid.update(1000.0) is None # seeds the previous OI
assert oid.update(1250.0) == pytest.approx(250.0)
assert oid.update(1100.0) == pytest.approx(-150.0)
+
+
+def test_oi_price_divergence_reference_value():
+ div = ta.OIPriceDivergence(1)
+ assert div.update(1000.0, 100.0) is None # warming up
+ # OI +10% while price flat -> divergence +0.1.
+ assert div.update(1100.0, 100.0) == pytest.approx(0.1)
+
+
+def test_oi_weighted_reference_value():
+ oiw = ta.OIWeighted()
+ assert oiw.update(100.0, 10.0) == pytest.approx(100.0)
+ # (100·10 + 110·30) / 40 = 107.5.
+ assert oiw.update(110.0, 30.0) == pytest.approx(107.5)
+
+
+def test_long_short_ratio_reference_value():
+ # 600 longs vs 400 shorts -> 1.5.
+ assert ta.LongShortRatio().update(600.0, 400.0) == pytest.approx(1.5)
+ # No short side -> 0.0.
+ assert ta.LongShortRatio().update(600.0, 0.0) == pytest.approx(0.0)
+
+
+def test_taker_buy_sell_ratio_reference_value():
+ # 60 taker buys vs 40 taker sells -> 1.5.
+ assert ta.TakerBuySellRatio().update(60.0, 40.0) == pytest.approx(1.5)
+ # No taker sell volume -> 0.0.
+ assert ta.TakerBuySellRatio().update(60.0, 0.0) == pytest.approx(0.0)
+
+
+def test_liquidation_features_reference_value():
+ # 30 long vs 10 short: (long, short, net, total, imbalance).
+ out = ta.LiquidationFeatures().update(30.0, 10.0)
+ assert out == pytest.approx((30.0, 10.0, 20.0, 40.0, 0.5))
diff --git a/bindings/python/tests/test_new_indicators.py b/bindings/python/tests/test_new_indicators.py
index 1d02290c..07146951 100644
--- a/bindings/python/tests/test_new_indicators.py
+++ b/bindings/python/tests/test_new_indicators.py
@@ -1994,3 +1994,56 @@ def test_open_interest_delta_streaming_equals_batch():
streamed = np.array([streamer.update(oi[i]) for i in range(n)], dtype=np.float64)
assert batch.shape == (n,)
assert _eq_nan(batch, streamed)
+
+
+def test_oi_flow_indicators_streaming_equals_batch():
+ n = 40
+ oi = np.array([1000.0 + 50.0 * math.sin(i * 0.2) for i in range(n)], dtype=np.float64)
+ mark = np.array([100.0 + math.cos(i * 0.3) for i in range(n)], dtype=np.float64)
+ long_sz = np.array([500.0 + 20.0 * math.sin(i * 0.25) for i in range(n)], dtype=np.float64)
+ short_sz = np.array([400.0 + 20.0 * math.cos(i * 0.25) for i in range(n)], dtype=np.float64)
+
+ # OIPriceDivergence carries a window; update(open_interest, mark_price).
+ batch = ta.OIPriceDivergence(5).batch(oi, mark)
+ streamer = ta.OIPriceDivergence(5)
+ streamed = np.array(
+ [streamer.update(oi[i], mark[i]) for i in range(n)], dtype=np.float64
+ )
+ assert batch.shape == (n,)
+ assert _eq_nan(batch, streamed)
+
+ # OIWeighted; update(mark_price, open_interest).
+ batch = ta.OIWeighted().batch(mark, oi)
+ streamer = ta.OIWeighted()
+ streamed = np.array(
+ [streamer.update(mark[i], oi[i]) for i in range(n)], dtype=np.float64
+ )
+ assert _eq_nan(batch, streamed)
+
+ # LongShortRatio; update(long_size, short_size).
+ batch = ta.LongShortRatio().batch(long_sz, short_sz)
+ streamer = ta.LongShortRatio()
+ streamed = np.array(
+ [streamer.update(long_sz[i], short_sz[i]) for i in range(n)], dtype=np.float64
+ )
+ assert _eq_nan(batch, streamed)
+
+ # TakerBuySellRatio; update(taker_buy_volume, taker_sell_volume).
+ batch = ta.TakerBuySellRatio().batch(long_sz, short_sz)
+ streamer = ta.TakerBuySellRatio()
+ streamed = np.array(
+ [streamer.update(long_sz[i], short_sz[i]) for i in range(n)], dtype=np.float64
+ )
+ assert _eq_nan(batch, streamed)
+
+
+def test_liquidation_features_streaming_equals_batch():
+ n = 30
+ long_liq = np.array([abs(50.0 * math.sin(i * 0.4)) for i in range(n)], dtype=np.float64)
+ short_liq = np.array([abs(40.0 * math.cos(i * 0.3)) for i in range(n)], dtype=np.float64)
+ batch = ta.LiquidationFeatures().batch(long_liq, short_liq)
+ streamer = ta.LiquidationFeatures()
+ assert batch.shape == (n, 5)
+ for i in range(n):
+ row = streamer.update(long_liq[i], short_liq[i])
+ assert tuple(batch[i]) == pytest.approx(row)
diff --git a/bindings/wasm/src/lib.rs b/bindings/wasm/src/lib.rs
index ed2d4c00..eb3f69fa 100644
--- a/bindings/wasm/src/lib.rs
+++ b/bindings/wasm/src/lib.rs
@@ -6972,6 +6972,262 @@ impl WasmOpenInterestDelta {
}
}
+fn deriv_oi_mark(open_interest: f64, mark_price: f64) -> Result {
+ wc::DerivativesTick::new(
+ 0.0,
+ mark_price,
+ 1.0,
+ 1.0,
+ open_interest,
+ 0.0,
+ 0.0,
+ 0.0,
+ 0.0,
+ 0.0,
+ 0.0,
+ 0,
+ )
+ .map_err(map_err)
+}
+
+fn deriv_long_short(long_size: f64, short_size: f64) -> Result {
+ wc::DerivativesTick::new(
+ 0.0, 1.0, 1.0, 1.0, 0.0, long_size, short_size, 0.0, 0.0, 0.0, 0.0, 0,
+ )
+ .map_err(map_err)
+}
+
+fn deriv_taker(
+ taker_buy_volume: f64,
+ taker_sell_volume: f64,
+) -> Result {
+ wc::DerivativesTick::new(
+ 0.0,
+ 1.0,
+ 1.0,
+ 1.0,
+ 0.0,
+ 0.0,
+ 0.0,
+ taker_buy_volume,
+ taker_sell_volume,
+ 0.0,
+ 0.0,
+ 0,
+ )
+ .map_err(map_err)
+}
+
+fn deriv_liquidation(
+ long_liquidation: f64,
+ short_liquidation: f64,
+) -> Result {
+ wc::DerivativesTick::new(
+ 0.0,
+ 1.0,
+ 1.0,
+ 1.0,
+ 0.0,
+ 0.0,
+ 0.0,
+ 0.0,
+ 0.0,
+ long_liquidation,
+ short_liquidation,
+ 0,
+ )
+ .map_err(map_err)
+}
+
+#[wasm_bindgen(js_name = OIPriceDivergence)]
+pub struct WasmOIPriceDivergence {
+ inner: wc::OIPriceDivergence,
+}
+
+#[wasm_bindgen(js_class = OIPriceDivergence)]
+impl WasmOIPriceDivergence {
+ #[wasm_bindgen(constructor)]
+ pub fn new(window: usize) -> Result {
+ Ok(Self {
+ inner: wc::OIPriceDivergence::new(window).map_err(map_err)?,
+ })
+ }
+ pub fn update(&mut self, open_interest: f64, mark_price: f64) -> Result, JsError> {
+ Ok(self.inner.update(deriv_oi_mark(open_interest, mark_price)?))
+ }
+ pub fn reset(&mut self) {
+ self.inner.reset();
+ }
+ #[wasm_bindgen(js_name = isReady)]
+ pub fn is_ready(&self) -> bool {
+ self.inner.is_ready()
+ }
+ #[wasm_bindgen(js_name = warmupPeriod)]
+ pub fn warmup_period(&self) -> usize {
+ self.inner.warmup_period()
+ }
+}
+
+#[wasm_bindgen(js_name = OIWeighted)]
+pub struct WasmOIWeighted {
+ inner: wc::OIWeighted,
+}
+
+impl Default for WasmOIWeighted {
+ fn default() -> Self {
+ Self::new()
+ }
+}
+
+#[wasm_bindgen(js_class = OIWeighted)]
+impl WasmOIWeighted {
+ #[wasm_bindgen(constructor)]
+ pub fn new() -> WasmOIWeighted {
+ Self {
+ inner: wc::OIWeighted::new(),
+ }
+ }
+ pub fn update(&mut self, mark_price: f64, open_interest: f64) -> Result , JsError> {
+ Ok(self.inner.update(deriv_oi_mark(open_interest, mark_price)?))
+ }
+ pub fn reset(&mut self) {
+ self.inner.reset();
+ }
+ #[wasm_bindgen(js_name = isReady)]
+ pub fn is_ready(&self) -> bool {
+ self.inner.is_ready()
+ }
+ #[wasm_bindgen(js_name = warmupPeriod)]
+ pub fn warmup_period(&self) -> usize {
+ self.inner.warmup_period()
+ }
+}
+
+#[wasm_bindgen(js_name = LongShortRatio)]
+pub struct WasmLongShortRatio {
+ inner: wc::LongShortRatio,
+}
+
+impl Default for WasmLongShortRatio {
+ fn default() -> Self {
+ Self::new()
+ }
+}
+
+#[wasm_bindgen(js_class = LongShortRatio)]
+impl WasmLongShortRatio {
+ #[wasm_bindgen(constructor)]
+ pub fn new() -> WasmLongShortRatio {
+ Self {
+ inner: wc::LongShortRatio::new(),
+ }
+ }
+ pub fn update(&mut self, long_size: f64, short_size: f64) -> Result , JsError> {
+ Ok(self.inner.update(deriv_long_short(long_size, short_size)?))
+ }
+ pub fn reset(&mut self) {
+ self.inner.reset();
+ }
+ #[wasm_bindgen(js_name = isReady)]
+ pub fn is_ready(&self) -> bool {
+ self.inner.is_ready()
+ }
+ #[wasm_bindgen(js_name = warmupPeriod)]
+ pub fn warmup_period(&self) -> usize {
+ self.inner.warmup_period()
+ }
+}
+
+#[wasm_bindgen(js_name = TakerBuySellRatio)]
+pub struct WasmTakerBuySellRatio {
+ inner: wc::TakerBuySellRatio,
+}
+
+impl Default for WasmTakerBuySellRatio {
+ fn default() -> Self {
+ Self::new()
+ }
+}
+
+#[wasm_bindgen(js_class = TakerBuySellRatio)]
+impl WasmTakerBuySellRatio {
+ #[wasm_bindgen(constructor)]
+ pub fn new() -> WasmTakerBuySellRatio {
+ Self {
+ inner: wc::TakerBuySellRatio::new(),
+ }
+ }
+ pub fn update(
+ &mut self,
+ taker_buy_volume: f64,
+ taker_sell_volume: f64,
+ ) -> Result , JsError> {
+ Ok(self
+ .inner
+ .update(deriv_taker(taker_buy_volume, taker_sell_volume)?))
+ }
+ pub fn reset(&mut self) {
+ self.inner.reset();
+ }
+ #[wasm_bindgen(js_name = isReady)]
+ pub fn is_ready(&self) -> bool {
+ self.inner.is_ready()
+ }
+ #[wasm_bindgen(js_name = warmupPeriod)]
+ pub fn warmup_period(&self) -> usize {
+ self.inner.warmup_period()
+ }
+}
+
+#[wasm_bindgen(js_name = LiquidationFeatures)]
+pub struct WasmLiquidationFeatures {
+ inner: wc::LiquidationFeatures,
+}
+
+impl Default for WasmLiquidationFeatures {
+ fn default() -> Self {
+ Self::new()
+ }
+}
+
+#[wasm_bindgen(js_class = LiquidationFeatures)]
+impl WasmLiquidationFeatures {
+ #[wasm_bindgen(constructor)]
+ pub fn new() -> WasmLiquidationFeatures {
+ Self {
+ inner: wc::LiquidationFeatures::new(),
+ }
+ }
+ pub fn update(
+ &mut self,
+ long_liquidation: f64,
+ short_liquidation: f64,
+ ) -> Result {
+ let out = self
+ .inner
+ .update(deriv_liquidation(long_liquidation, short_liquidation)?)
+ .expect("liquidation features emit on every tick");
+ let obj = Object::new();
+ Reflect::set(&obj, &"long".into(), &out.long.into()).ok();
+ Reflect::set(&obj, &"short".into(), &out.short.into()).ok();
+ Reflect::set(&obj, &"net".into(), &out.net.into()).ok();
+ Reflect::set(&obj, &"total".into(), &out.total.into()).ok();
+ Reflect::set(&obj, &"imbalance".into(), &out.imbalance.into()).ok();
+ Ok(obj.into())
+ }
+ pub fn reset(&mut self) {
+ self.inner.reset();
+ }
+ #[wasm_bindgen(js_name = isReady)]
+ pub fn is_ready(&self) -> bool {
+ self.inner.is_ready()
+ }
+ #[wasm_bindgen(js_name = warmupPeriod)]
+ pub fn warmup_period(&self) -> usize {
+ self.inner.warmup_period()
+ }
+}
+
#[cfg(test)]
mod tests {
use super::*;
diff --git a/crates/wickra-core/src/indicators/liquidation_features.rs b/crates/wickra-core/src/indicators/liquidation_features.rs
new file mode 100644
index 00000000..24d10d0b
--- /dev/null
+++ b/crates/wickra-core/src/indicators/liquidation_features.rs
@@ -0,0 +1,179 @@
+//! Liquidation Features — per-tick long/short liquidation breakdown.
+
+use crate::derivatives::DerivativesTick;
+use crate::traits::Indicator;
+
+/// The liquidation feature vector emitted by [`LiquidationFeatures`] for one
+/// tick.
+#[derive(Debug, Clone, Copy, PartialEq, Default)]
+pub struct LiquidationFeaturesOutput {
+ /// Long-side liquidation notional on this tick.
+ pub long: f64,
+ /// Short-side liquidation notional on this tick.
+ pub short: f64,
+ /// Net liquidation `long − short` (positive = longs being liquidated).
+ pub net: f64,
+ /// Total liquidation `long + short`.
+ pub total: f64,
+ /// Liquidation imbalance `(long − short) / (long + short)`, in `[−1, +1]`;
+ /// `0.0` when there is no liquidation.
+ pub imbalance: f64,
+}
+
+/// Liquidation Features — decomposes the long- and short-side liquidation
+/// notional carried by each tick into a small feature vector.
+///
+/// ```text
+/// net = longLiquidation − shortLiquidation
+/// total = longLiquidation + shortLiquidation
+/// imbalance = net / total (0 when total == 0)
+/// ```
+///
+/// Liquidation cascades are a perpetual-market-specific tail risk: a wave of
+/// long liquidations forces market sells that beget more liquidations. Splitting
+/// the flow into net, total and a bounded imbalance turns the raw venue feed
+/// into model-ready features — `total` sizes the stress, `imbalance` (and its
+/// sign) says which side is being flushed. A positive imbalance means longs are
+/// being liquidated (downside cascade), a negative one shorts (upside squeeze).
+///
+/// `Input = DerivativesTick`, `Output = LiquidationFeaturesOutput`. Stateless;
+/// ready after the first tick.
+///
+/// # Example
+///
+/// ```
+/// use wickra_core::{DerivativesTick, Indicator, LiquidationFeatures};
+///
+/// fn tick(long_liq: f64, short_liq: f64) -> DerivativesTick {
+/// DerivativesTick::new(
+/// 0.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, long_liq, short_liq, 0,
+/// )
+/// .unwrap()
+/// }
+///
+/// let mut liq = LiquidationFeatures::new();
+/// // 30 long vs 10 short liquidated: net 20, total 40, imbalance 0.5.
+/// let out = liq.update(tick(30.0, 10.0)).unwrap();
+/// assert_eq!(out.net, 20.0);
+/// assert_eq!(out.total, 40.0);
+/// assert_eq!(out.imbalance, 0.5);
+/// ```
+#[derive(Debug, Clone, Default)]
+pub struct LiquidationFeatures {
+ has_emitted: bool,
+}
+
+impl LiquidationFeatures {
+ /// Construct a new liquidation-features indicator.
+ #[must_use]
+ pub const fn new() -> Self {
+ Self { has_emitted: false }
+ }
+}
+
+impl Indicator for LiquidationFeatures {
+ type Input = DerivativesTick;
+ type Output = LiquidationFeaturesOutput;
+
+ fn update(&mut self, tick: DerivativesTick) -> Option {
+ self.has_emitted = true;
+ let long = tick.long_liquidation;
+ let short = tick.short_liquidation;
+ let net = long - short;
+ let total = long + short;
+ let imbalance = if total == 0.0 { 0.0 } else { net / total };
+ Some(LiquidationFeaturesOutput {
+ long,
+ short,
+ net,
+ total,
+ imbalance,
+ })
+ }
+
+ fn reset(&mut self) {
+ self.has_emitted = false;
+ }
+
+ fn warmup_period(&self) -> usize {
+ 1
+ }
+
+ fn is_ready(&self) -> bool {
+ self.has_emitted
+ }
+
+ fn name(&self) -> &'static str {
+ "LiquidationFeatures"
+ }
+}
+
+#[cfg(test)]
+mod tests {
+ use super::*;
+ use crate::traits::BatchExt;
+
+ fn tick(long_liq: f64, short_liq: f64) -> DerivativesTick {
+ DerivativesTick::new_unchecked(
+ 0.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, long_liq, short_liq, 0,
+ )
+ }
+
+ #[test]
+ fn accessors_and_metadata() {
+ let liq = LiquidationFeatures::new();
+ assert_eq!(liq.name(), "LiquidationFeatures");
+ assert_eq!(liq.warmup_period(), 1);
+ assert!(!liq.is_ready());
+ }
+
+ #[test]
+ fn decomposes_liquidations() {
+ let mut liq = LiquidationFeatures::new();
+ let out = liq.update(tick(30.0, 10.0)).unwrap();
+ assert_eq!(out.long, 30.0);
+ assert_eq!(out.short, 10.0);
+ assert_eq!(out.net, 20.0);
+ assert_eq!(out.total, 40.0);
+ assert_eq!(out.imbalance, 0.5);
+ assert!(liq.is_ready());
+ }
+
+ #[test]
+ fn short_cascade_is_negative_imbalance() {
+ let mut liq = LiquidationFeatures::new();
+ let out = liq.update(tick(0.0, 50.0)).unwrap();
+ assert_eq!(out.net, -50.0);
+ assert_eq!(out.imbalance, -1.0);
+ }
+
+ #[test]
+ fn no_liquidation_is_zero_imbalance() {
+ let mut liq = LiquidationFeatures::new();
+ let out = liq.update(tick(0.0, 0.0)).unwrap();
+ assert_eq!(out.total, 0.0);
+ assert_eq!(out.imbalance, 0.0);
+ }
+
+ #[test]
+ fn batch_equals_streaming() {
+ let ticks: Vec = (0..20)
+ .map(|i| tick(f64::from(i % 5) * 10.0, f64::from(i % 3) * 10.0))
+ .collect();
+ let mut a = LiquidationFeatures::new();
+ let mut b = LiquidationFeatures::new();
+ assert_eq!(
+ a.batch(&ticks),
+ ticks.iter().map(|x| b.update(*x)).collect::>()
+ );
+ }
+
+ #[test]
+ fn reset_clears_state() {
+ let mut liq = LiquidationFeatures::new();
+ liq.update(tick(30.0, 10.0));
+ assert!(liq.is_ready());
+ liq.reset();
+ assert!(!liq.is_ready());
+ }
+}
diff --git a/crates/wickra-core/src/indicators/long_short_ratio.rs b/crates/wickra-core/src/indicators/long_short_ratio.rs
new file mode 100644
index 00000000..01367859
--- /dev/null
+++ b/crates/wickra-core/src/indicators/long_short_ratio.rs
@@ -0,0 +1,138 @@
+//! Long/Short Ratio — aggregate long size relative to short size.
+
+use crate::derivatives::DerivativesTick;
+use crate::traits::Indicator;
+
+/// Long/Short Ratio — the aggregate long size divided by the aggregate short
+/// size carried by each tick.
+///
+/// ```text
+/// longShortRatio = longSize / shortSize
+/// ```
+///
+/// Exchanges publish the long/short account (or position) ratio as a crowd
+/// positioning gauge: a ratio above `1` means longs outweigh shorts, below `1`
+/// the reverse. Extremes are a contrarian signal — an overwhelmingly long crowd
+/// is fuel for a long squeeze. When the short side is zero the ratio is
+/// undefined and the indicator reports `0.0`.
+///
+/// `Input = DerivativesTick`, `Output = f64`. Stateless; ready after the first
+/// tick.
+///
+/// # Example
+///
+/// ```
+/// use wickra_core::{DerivativesTick, Indicator, LongShortRatio};
+///
+/// fn tick(long: f64, short: f64) -> DerivativesTick {
+/// DerivativesTick::new(0.0, 100.0, 100.0, 100.0, 0.0, long, short, 0.0, 0.0, 0.0, 0.0, 0)
+/// .unwrap()
+/// }
+///
+/// let mut lsr = LongShortRatio::new();
+/// // 600 longs vs 400 shorts -> 1.5.
+/// assert_eq!(lsr.update(tick(600.0, 400.0)), Some(1.5));
+/// ```
+#[derive(Debug, Clone, Default)]
+pub struct LongShortRatio {
+ has_emitted: bool,
+}
+
+impl LongShortRatio {
+ /// Construct a new long/short ratio indicator.
+ #[must_use]
+ pub const fn new() -> Self {
+ Self { has_emitted: false }
+ }
+}
+
+impl Indicator for LongShortRatio {
+ type Input = DerivativesTick;
+ type Output = f64;
+
+ fn update(&mut self, tick: DerivativesTick) -> Option {
+ self.has_emitted = true;
+ if tick.short_size == 0.0 {
+ // No short side to divide by: the ratio is undefined.
+ return Some(0.0);
+ }
+ Some(tick.long_size / tick.short_size)
+ }
+
+ fn reset(&mut self) {
+ self.has_emitted = false;
+ }
+
+ fn warmup_period(&self) -> usize {
+ 1
+ }
+
+ fn is_ready(&self) -> bool {
+ self.has_emitted
+ }
+
+ fn name(&self) -> &'static str {
+ "LongShortRatio"
+ }
+}
+
+#[cfg(test)]
+mod tests {
+ use super::*;
+ use crate::traits::BatchExt;
+
+ fn tick(long: f64, short: f64) -> DerivativesTick {
+ DerivativesTick::new_unchecked(
+ 0.0, 100.0, 100.0, 100.0, 0.0, long, short, 0.0, 0.0, 0.0, 0.0, 0,
+ )
+ }
+
+ #[test]
+ fn accessors_and_metadata() {
+ let lsr = LongShortRatio::new();
+ assert_eq!(lsr.name(), "LongShortRatio");
+ assert_eq!(lsr.warmup_period(), 1);
+ assert!(!lsr.is_ready());
+ }
+
+ #[test]
+ fn divides_long_by_short() {
+ let mut lsr = LongShortRatio::new();
+ assert_eq!(lsr.update(tick(600.0, 400.0)), Some(1.5));
+ assert_eq!(lsr.update(tick(400.0, 800.0)), Some(0.5));
+ assert!(lsr.is_ready());
+ }
+
+ #[test]
+ fn zero_short_is_zero() {
+ let mut lsr = LongShortRatio::new();
+ assert_eq!(lsr.update(tick(600.0, 0.0)), Some(0.0));
+ }
+
+ #[test]
+ fn batch_equals_streaming() {
+ let ticks: Vec = (0..20)
+ .map(|i| {
+ tick(
+ 500.0 + f64::from(i % 5) * 10.0,
+ 400.0 + f64::from(i % 3) * 10.0,
+ )
+ })
+ .collect();
+ let mut a = LongShortRatio::new();
+ let mut b = LongShortRatio::new();
+ assert_eq!(
+ a.batch(&ticks),
+ ticks.iter().map(|x| b.update(*x)).collect::>()
+ );
+ }
+
+ #[test]
+ fn reset_clears_state() {
+ let mut lsr = LongShortRatio::new();
+ lsr.update(tick(600.0, 400.0));
+ assert!(lsr.is_ready());
+ lsr.reset();
+ assert!(!lsr.is_ready());
+ }
+}
diff --git a/crates/wickra-core/src/indicators/mod.rs b/crates/wickra-core/src/indicators/mod.rs
index 820a414b..b975b9d7 100644
--- a/crates/wickra-core/src/indicators/mod.rs
+++ b/crates/wickra-core/src/indicators/mod.rs
@@ -114,6 +114,8 @@ mod linreg;
mod linreg_angle;
mod linreg_channel;
mod linreg_slope;
+mod liquidation_features;
+mod long_short_ratio;
mod ma_envelope;
mod macd;
mod mama;
@@ -135,6 +137,8 @@ mod ob_imbalance_top1;
mod ob_imbalance_topn;
mod obv;
mod oi_delta;
+mod oi_price_divergence;
+mod oi_weighted;
mod omega_ratio;
mod opening_range;
mod pain_index;
@@ -186,6 +190,7 @@ mod stochastic;
mod super_smoother;
mod super_trend;
mod t3;
+mod taker_buy_sell_ratio;
mod td_combo;
mod td_countdown;
mod td_demarker;
@@ -351,6 +356,8 @@ pub use linreg::LinearRegression;
pub use linreg_angle::LinRegAngle;
pub use linreg_channel::{LinRegChannel, LinRegChannelOutput};
pub use linreg_slope::LinRegSlope;
+pub use liquidation_features::{LiquidationFeatures, LiquidationFeaturesOutput};
+pub use long_short_ratio::LongShortRatio;
pub use ma_envelope::{MaEnvelope, MaEnvelopeOutput};
pub use macd::{MacdIndicator, MacdOutput};
pub use mama::{Mama, MamaOutput};
@@ -372,6 +379,8 @@ pub use ob_imbalance_top1::OrderBookImbalanceTop1;
pub use ob_imbalance_topn::OrderBookImbalanceTopN;
pub use obv::Obv;
pub use oi_delta::OpenInterestDelta;
+pub use oi_price_divergence::OIPriceDivergence;
+pub use oi_weighted::OIWeighted;
pub use omega_ratio::OmegaRatio;
pub use opening_range::{OpeningRange, OpeningRangeOutput};
pub use pain_index::PainIndex;
@@ -423,6 +432,7 @@ pub use stochastic::{Stochastic, StochasticOutput};
pub use super_smoother::SuperSmoother;
pub use super_trend::{SuperTrend, SuperTrendOutput};
pub use t3::T3;
+pub use taker_buy_sell_ratio::TakerBuySellRatio;
pub use td_combo::TdCombo;
pub use td_countdown::TdCountdown;
pub use td_demarker::TdDeMarker;
@@ -769,6 +779,11 @@ pub const FAMILIES: &[(&str, &[&str])] = &[
"FundingRateZScore",
"FundingBasis",
"OpenInterestDelta",
+ "OIPriceDivergence",
+ "OIWeighted",
+ "LongShortRatio",
+ "TakerBuySellRatio",
+ "LiquidationFeatures",
],
),
(
@@ -825,6 +840,6 @@ mod family_tests {
// the actual indicator count is the early-warning signal that an
// indicator was added without being assigned a family.
let total: usize = FAMILIES.iter().map(|(_, ns)| ns.len()).sum();
- assert_eq!(total, 232, "FAMILIES total drifted from indicator count");
+ assert_eq!(total, 237, "FAMILIES total drifted from indicator count");
}
}
diff --git a/crates/wickra-core/src/indicators/oi_price_divergence.rs b/crates/wickra-core/src/indicators/oi_price_divergence.rs
new file mode 100644
index 00000000..08e0d47d
--- /dev/null
+++ b/crates/wickra-core/src/indicators/oi_price_divergence.rs
@@ -0,0 +1,193 @@
+//! Open-Interest / Price Divergence — relative OI change minus relative price
+//! change over a window.
+
+use std::collections::VecDeque;
+
+use crate::derivatives::DerivativesTick;
+use crate::error::{Error, Result};
+use crate::traits::Indicator;
+
+/// Open-Interest / Price Divergence — the gap between how fast open interest and
+/// the mark price have moved over the trailing window of `window` ticks.
+///
+/// ```text
+/// oiChange = (openInterestₜ − openInterestₜ₋ₙ) / openInterestₜ₋ₙ
+/// priceChange = (markPriceₜ − markPriceₜ₋ₙ) / markPriceₜ₋ₙ
+/// divergence = oiChange − priceChange (n = window)
+/// ```
+///
+/// Reading the two together is a classic positioning signal: open interest
+/// rising while price falls (a positive divergence) marks fresh shorts piling
+/// in; open interest falling while price rises marks a short squeeze / unwind.
+/// A value near zero means OI and price moved in step. If the reference open
+/// interest is zero, the OI term contributes zero (no base to grow from).
+///
+/// The indicator warms up for `window + 1` ticks — `update` returns `None` until
+/// the window spans a full `window`-tick lookback — then emits the divergence,
+/// maintained in O(1) per tick via a ring buffer.
+///
+/// `Input = DerivativesTick`, `Output = f64`.
+///
+/// # Example
+///
+/// ```
+/// use wickra_core::{DerivativesTick, Indicator, OIPriceDivergence};
+///
+/// fn tick(oi: f64, mark: f64) -> DerivativesTick {
+/// DerivativesTick::new(0.0, mark, mark, mark, oi, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0)
+/// .unwrap()
+/// }
+///
+/// let mut div = OIPriceDivergence::new(1).unwrap();
+/// assert_eq!(div.update(tick(1_000.0, 100.0)), None);
+/// // OI +10% while price flat -> divergence +0.1.
+/// assert!((div.update(tick(1_100.0, 100.0)).unwrap() - 0.1).abs() < 1e-12);
+/// ```
+#[derive(Debug, Clone)]
+pub struct OIPriceDivergence {
+ window: usize,
+ history: VecDeque<(f64, f64)>,
+}
+
+impl OIPriceDivergence {
+ /// Construct an OI / price divergence over a window of `window` ticks.
+ ///
+ /// # Errors
+ ///
+ /// Returns [`Error::PeriodZero`] if `window` is zero.
+ pub fn new(window: usize) -> Result {
+ if window == 0 {
+ return Err(Error::PeriodZero);
+ }
+ Ok(Self {
+ window,
+ history: VecDeque::with_capacity(window + 1),
+ })
+ }
+
+ /// The configured window length, in ticks.
+ #[must_use]
+ pub fn window(&self) -> usize {
+ self.window
+ }
+}
+
+impl Indicator for OIPriceDivergence {
+ type Input = DerivativesTick;
+ type Output = f64;
+
+ fn update(&mut self, tick: DerivativesTick) -> Option {
+ self.history
+ .push_back((tick.open_interest, tick.mark_price));
+ if self.history.len() > self.window + 1 {
+ self.history.pop_front();
+ }
+ if self.history.len() < self.window + 1 {
+ return None;
+ }
+ let (old_oi, old_mark) = *self.history.front().expect("len == window + 1");
+ let (cur_oi, cur_mark) = *self.history.back().expect("len == window + 1");
+ // Open interest can legitimately be zero; with no base there is no
+ // relative change to report from it.
+ let oi_change = if old_oi == 0.0 {
+ 0.0
+ } else {
+ (cur_oi - old_oi) / old_oi
+ };
+ // The mark price is finite and positive by `DerivativesTick`
+ // construction, so the denominator is always well-defined.
+ let price_change = (cur_mark - old_mark) / old_mark;
+ Some(oi_change - price_change)
+ }
+
+ fn reset(&mut self) {
+ self.history.clear();
+ }
+
+ fn warmup_period(&self) -> usize {
+ self.window + 1
+ }
+
+ fn is_ready(&self) -> bool {
+ self.history.len() == self.window + 1
+ }
+
+ fn name(&self) -> &'static str {
+ "OIPriceDivergence"
+ }
+}
+
+#[cfg(test)]
+mod tests {
+ use super::*;
+ use crate::traits::BatchExt;
+
+ fn tick(oi: f64, mark: f64) -> DerivativesTick {
+ DerivativesTick::new_unchecked(0.0, mark, mark, mark, oi, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0)
+ }
+
+ #[test]
+ fn rejects_zero_window() {
+ assert!(matches!(OIPriceDivergence::new(0), Err(Error::PeriodZero)));
+ }
+
+ #[test]
+ fn accessors_and_metadata() {
+ let div = OIPriceDivergence::new(5).unwrap();
+ assert_eq!(div.name(), "OIPriceDivergence");
+ assert_eq!(div.warmup_period(), 6);
+ assert_eq!(div.window(), 5);
+ assert!(!div.is_ready());
+ }
+
+ #[test]
+ fn oi_up_price_flat_is_positive() {
+ let mut div = OIPriceDivergence::new(1).unwrap();
+ assert_eq!(div.update(tick(1_000.0, 100.0)), None);
+ let out = div.update(tick(1_100.0, 100.0)).unwrap();
+ assert!((out - 0.1).abs() < 1e-12);
+ assert!(div.is_ready());
+ }
+
+ #[test]
+ fn oi_flat_price_up_is_negative() {
+ let mut div = OIPriceDivergence::new(1).unwrap();
+ div.update(tick(1_000.0, 100.0));
+ // OI flat, price +10% -> divergence -0.1.
+ let out = div.update(tick(1_000.0, 110.0)).unwrap();
+ assert!((out + 0.1).abs() < 1e-12);
+ }
+
+ #[test]
+ fn zero_reference_oi_drops_oi_term() {
+ let mut div = OIPriceDivergence::new(1).unwrap();
+ div.update(tick(0.0, 100.0));
+ // Reference OI is zero -> only the price term contributes: -(110-100)/100.
+ let out = div.update(tick(500.0, 110.0)).unwrap();
+ assert!((out + 0.1).abs() < 1e-12);
+ }
+
+ #[test]
+ fn batch_equals_streaming() {
+ let ticks: Vec = (0..30)
+ .map(|i| tick(1_000.0 + f64::from(i % 7) * 10.0, 100.0 + f64::from(i % 5)))
+ .collect();
+ let mut a = OIPriceDivergence::new(4).unwrap();
+ let mut b = OIPriceDivergence::new(4).unwrap();
+ assert_eq!(
+ a.batch(&ticks),
+ ticks.iter().map(|x| b.update(*x)).collect::>()
+ );
+ }
+
+ #[test]
+ fn reset_clears_state() {
+ let mut div = OIPriceDivergence::new(1).unwrap();
+ div.update(tick(1_000.0, 100.0));
+ div.update(tick(1_100.0, 100.0));
+ assert!(div.is_ready());
+ div.reset();
+ assert!(!div.is_ready());
+ assert_eq!(div.update(tick(1_000.0, 100.0)), None);
+ }
+}
diff --git a/crates/wickra-core/src/indicators/oi_weighted.rs b/crates/wickra-core/src/indicators/oi_weighted.rs
new file mode 100644
index 00000000..635f59bf
--- /dev/null
+++ b/crates/wickra-core/src/indicators/oi_weighted.rs
@@ -0,0 +1,151 @@
+//! Open-Interest-Weighted Price — cumulative mark price weighted by open
+//! interest.
+
+use crate::derivatives::DerivativesTick;
+use crate::traits::Indicator;
+
+/// Open-Interest-Weighted Price — the running mean mark price, weighting each
+/// tick by its open interest.
+///
+/// ```text
+/// oiWeighted = Σ(markPrice · openInterest) / Σ openInterest
+/// ```
+///
+/// Where a plain mean treats every tick equally, the OI-weighted price pulls
+/// toward the levels at which the most contracts were actually outstanding — the
+/// price the bulk of open positioning sits around, a fair-value anchor for
+/// liquidations and mean-reversion. The accumulation runs from construction;
+/// call [`reset`] at each session boundary to re-anchor. Until any open interest
+/// has accrued the indicator returns the current mark price.
+///
+/// `Input = DerivativesTick`, `Output = f64`. Ready after the first tick.
+///
+/// [`reset`]: crate::Indicator::reset
+///
+/// # Example
+///
+/// ```
+/// use wickra_core::{DerivativesTick, Indicator, OIWeighted};
+///
+/// fn tick(mark: f64, oi: f64) -> DerivativesTick {
+/// DerivativesTick::new(0.0, mark, mark, mark, oi, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0)
+/// .unwrap()
+/// }
+///
+/// let mut oiw = OIWeighted::new();
+/// assert_eq!(oiw.update(tick(100.0, 10.0)), Some(100.0));
+/// // (100·10 + 110·30) / (10 + 30) = 4300 / 40 = 107.5.
+/// assert_eq!(oiw.update(tick(110.0, 30.0)), Some(107.5));
+/// ```
+#[derive(Debug, Clone, Default)]
+pub struct OIWeighted {
+ sum_weighted: f64,
+ sum_oi: f64,
+ has_emitted: bool,
+}
+
+impl OIWeighted {
+ /// Construct a new OI-weighted price indicator.
+ #[must_use]
+ pub const fn new() -> Self {
+ Self {
+ sum_weighted: 0.0,
+ sum_oi: 0.0,
+ has_emitted: false,
+ }
+ }
+}
+
+impl Indicator for OIWeighted {
+ type Input = DerivativesTick;
+ type Output = f64;
+
+ fn update(&mut self, tick: DerivativesTick) -> Option {
+ self.has_emitted = true;
+ self.sum_weighted += tick.mark_price * tick.open_interest;
+ self.sum_oi += tick.open_interest;
+ if self.sum_oi == 0.0 {
+ // No open interest has accrued yet: fall back to the mark price.
+ return Some(tick.mark_price);
+ }
+ Some(self.sum_weighted / self.sum_oi)
+ }
+
+ fn reset(&mut self) {
+ self.sum_weighted = 0.0;
+ self.sum_oi = 0.0;
+ self.has_emitted = false;
+ }
+
+ fn warmup_period(&self) -> usize {
+ 1
+ }
+
+ fn is_ready(&self) -> bool {
+ self.has_emitted
+ }
+
+ fn name(&self) -> &'static str {
+ "OIWeighted"
+ }
+}
+
+#[cfg(test)]
+mod tests {
+ use super::*;
+ use crate::traits::BatchExt;
+
+ fn tick(mark: f64, oi: f64) -> DerivativesTick {
+ DerivativesTick::new_unchecked(0.0, mark, mark, mark, oi, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0)
+ }
+
+ #[test]
+ fn accessors_and_metadata() {
+ let oiw = OIWeighted::new();
+ assert_eq!(oiw.name(), "OIWeighted");
+ assert_eq!(oiw.warmup_period(), 1);
+ assert!(!oiw.is_ready());
+ }
+
+ #[test]
+ fn weights_by_open_interest() {
+ let mut oiw = OIWeighted::new();
+ assert_eq!(oiw.update(tick(100.0, 10.0)), Some(100.0));
+ // (100·10 + 110·30) / 40 = 107.5.
+ assert_eq!(oiw.update(tick(110.0, 30.0)), Some(107.5));
+ assert!(oiw.is_ready());
+ }
+
+ #[test]
+ fn zero_open_interest_falls_back_to_mark() {
+ let mut oiw = OIWeighted::new();
+ assert_eq!(oiw.update(tick(123.0, 0.0)), Some(123.0));
+ // Still no OI on the second zero-OI tick.
+ assert_eq!(oiw.update(tick(125.0, 0.0)), Some(125.0));
+ }
+
+ #[test]
+ fn batch_equals_streaming() {
+ let ticks: Vec = (0..20)
+ .map(|i| tick(100.0 + f64::from(i % 5), 1.0 + f64::from(i % 4)))
+ .collect();
+ let mut a = OIWeighted::new();
+ let mut b = OIWeighted::new();
+ assert_eq!(
+ a.batch(&ticks),
+ ticks.iter().map(|x| b.update(*x)).collect::>()
+ );
+ }
+
+ #[test]
+ fn reset_re_anchors() {
+ let mut oiw = OIWeighted::new();
+ oiw.update(tick(100.0, 10.0));
+ oiw.update(tick(110.0, 30.0));
+ assert!(oiw.is_ready());
+ oiw.reset();
+ assert!(!oiw.is_ready());
+ // After reset the accumulation starts again from the next tick.
+ assert_eq!(oiw.update(tick(200.0, 5.0)), Some(200.0));
+ }
+}
diff --git a/crates/wickra-core/src/indicators/taker_buy_sell_ratio.rs b/crates/wickra-core/src/indicators/taker_buy_sell_ratio.rs
new file mode 100644
index 00000000..5df80105
--- /dev/null
+++ b/crates/wickra-core/src/indicators/taker_buy_sell_ratio.rs
@@ -0,0 +1,137 @@
+//! Taker Buy/Sell Ratio — aggressive buy volume relative to aggressive sell
+//! volume.
+
+use crate::derivatives::DerivativesTick;
+use crate::traits::Indicator;
+
+/// Taker Buy/Sell Ratio — the taker (market-order) buy volume divided by the
+/// taker sell volume carried by each tick.
+///
+/// ```text
+/// takerBuySellRatio = takerBuyVolume / takerSellVolume
+/// ```
+///
+/// Taker volume is the volume that crossed the spread — the aggressive flow that
+/// moves price. A ratio above `1` means buyers are lifting offers faster than
+/// sellers are hitting bids (net aggressive buying); below `1` the reverse. It
+/// is the perpetual-feed analogue of [trade imbalance], read straight off the
+/// venue's taker-volume fields. When taker sell volume is zero the ratio is
+/// undefined and the indicator reports `0.0`.
+///
+/// `Input = DerivativesTick`, `Output = f64`. Stateless; ready after the first
+/// tick.
+///
+/// [trade imbalance]: crate::TradeImbalance
+///
+/// # Example
+///
+/// ```
+/// use wickra_core::{DerivativesTick, Indicator, TakerBuySellRatio};
+///
+/// fn tick(buy: f64, sell: f64) -> DerivativesTick {
+/// DerivativesTick::new(0.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, buy, sell, 0.0, 0.0, 0)
+/// .unwrap()
+/// }
+///
+/// let mut tbs = TakerBuySellRatio::new();
+/// // 60 taker buys vs 40 taker sells -> 1.5.
+/// assert_eq!(tbs.update(tick(60.0, 40.0)), Some(1.5));
+/// ```
+#[derive(Debug, Clone, Default)]
+pub struct TakerBuySellRatio {
+ has_emitted: bool,
+}
+
+impl TakerBuySellRatio {
+ /// Construct a new taker buy/sell ratio indicator.
+ #[must_use]
+ pub const fn new() -> Self {
+ Self { has_emitted: false }
+ }
+}
+
+impl Indicator for TakerBuySellRatio {
+ type Input = DerivativesTick;
+ type Output = f64;
+
+ fn update(&mut self, tick: DerivativesTick) -> Option {
+ self.has_emitted = true;
+ if tick.taker_sell_volume == 0.0 {
+ // No taker sell volume to divide by: the ratio is undefined.
+ return Some(0.0);
+ }
+ Some(tick.taker_buy_volume / tick.taker_sell_volume)
+ }
+
+ fn reset(&mut self) {
+ self.has_emitted = false;
+ }
+
+ fn warmup_period(&self) -> usize {
+ 1
+ }
+
+ fn is_ready(&self) -> bool {
+ self.has_emitted
+ }
+
+ fn name(&self) -> &'static str {
+ "TakerBuySellRatio"
+ }
+}
+
+#[cfg(test)]
+mod tests {
+ use super::*;
+ use crate::traits::BatchExt;
+
+ fn tick(buy: f64, sell: f64) -> DerivativesTick {
+ DerivativesTick::new_unchecked(
+ 0.0, 100.0, 100.0, 100.0, 0.0, 0.0, 0.0, buy, sell, 0.0, 0.0, 0,
+ )
+ }
+
+ #[test]
+ fn accessors_and_metadata() {
+ let tbs = TakerBuySellRatio::new();
+ assert_eq!(tbs.name(), "TakerBuySellRatio");
+ assert_eq!(tbs.warmup_period(), 1);
+ assert!(!tbs.is_ready());
+ }
+
+ #[test]
+ fn divides_buy_by_sell() {
+ let mut tbs = TakerBuySellRatio::new();
+ assert_eq!(tbs.update(tick(60.0, 40.0)), Some(1.5));
+ assert_eq!(tbs.update(tick(20.0, 80.0)), Some(0.25));
+ assert!(tbs.is_ready());
+ }
+
+ #[test]
+ fn zero_sell_is_zero() {
+ let mut tbs = TakerBuySellRatio::new();
+ assert_eq!(tbs.update(tick(60.0, 0.0)), Some(0.0));
+ }
+
+ #[test]
+ fn batch_equals_streaming() {
+ let ticks: Vec = (0..20)
+ .map(|i| tick(50.0 + f64::from(i % 5) * 5.0, 40.0 + f64::from(i % 3) * 5.0))
+ .collect();
+ let mut a = TakerBuySellRatio::new();
+ let mut b = TakerBuySellRatio::new();
+ assert_eq!(
+ a.batch(&ticks),
+ ticks.iter().map(|x| b.update(*x)).collect::>()
+ );
+ }
+
+ #[test]
+ fn reset_clears_state() {
+ let mut tbs = TakerBuySellRatio::new();
+ tbs.update(tick(60.0, 40.0));
+ assert!(tbs.is_ready());
+ tbs.reset();
+ assert!(!tbs.is_ready());
+ }
+}
diff --git a/crates/wickra-core/src/lib.rs b/crates/wickra-core/src/lib.rs
index 65d62e1c..c861e49f 100644
--- a/crates/wickra-core/src/lib.rs
+++ b/crates/wickra-core/src/lib.rs
@@ -69,25 +69,27 @@ pub use indicators::{
InitialBalance, InitialBalanceOutput, InstantaneousTrendline, InverseFisherTransform,
InvertedHammer, Jma, Kama, KellyCriterion, Keltner, KeltnerOutput, Kst, KstOutput, Kurtosis,
Kvo, KylesLambda, LaguerreRsi, LeadLagCrossCorrelation, LeadLagCrossCorrelationOutput,
- LinRegAngle, LinRegChannel, LinRegChannelOutput, LinRegSlope, LinearRegression, MaEnvelope,
- MaEnvelopeOutput, MacdIndicator, MacdOutput, Mama, MamaOutput, MarketFacilitationIndex,
- Marubozu, MassIndex, MaxDrawdown, McGinleyDynamic, MedianAbsoluteDeviation, MedianPrice, Mfi,
- Microprice, Mom, MorningEveningStar, Natr, Nvi, Obv, OmegaRatio, OpenInterestDelta,
- OpeningRange, OpeningRangeOutput, OrderBookImbalanceFull, OrderBookImbalanceTop1,
- OrderBookImbalanceTopN, PainIndex, PairSpreadZScore, PairwiseBeta, ParkinsonVolatility,
- PearsonCorrelation, PercentB, PercentageTrailingStop, Pgo, PiercingDarkCloud, Pmo, Ppo,
- ProfitFactor, Psar, Pvi, QuotedSpread, RSquared, RealizedSpread, RecoveryFactor,
- RelativeStrengthAB, RelativeStrengthOutput, RenkoTrailingStop, Roc, RogersSatchellVolatility,
- RollingVwap, RoofingFilter, Rsi, Rvi, RviVolatility, Rwi, RwiOutput, SharpeRatio, ShootingStar,
- SignedVolume, SineWave, Skewness, Sma, Smi, Smma, SortinoRatio, SpearmanCorrelation,
- SpinningTop, StandardError, StandardErrorBands, StandardErrorBandsOutput, StarcBands,
- StarcBandsOutput, Stc, StdDev, StepTrailingStop, StochRsi, Stochastic, StochasticOutput,
- SuperSmoother, SuperTrend, SuperTrendOutput, TdCombo, TdCountdown, TdDeMarker, TdDifferential,
- TdLines, TdLinesOutput, TdOpen, TdPressure, TdRangeProjection, TdRangeProjectionOutput, TdRei,
- TdRiskLevel, TdRiskLevelOutput, TdSequential, TdSequentialOutput, TdSetup, Tema, ThreeInside,
- ThreeOutside, ThreeSoldiersOrCrows, Tii, TradeImbalance, TreynorRatio, Trima, Trix, TrueRange,
- Tsi, Tsv, TtmSqueeze, TtmSqueezeOutput, Tweezer, TypicalPrice, UlcerIndex, UltimateOscillator,
- ValueArea, ValueAreaOutput, ValueAtRisk, Variance, VerticalHorizontalFilter, Vidya, VoltyStop,
+ LinRegAngle, LinRegChannel, LinRegChannelOutput, LinRegSlope, LinearRegression,
+ LiquidationFeatures, LiquidationFeaturesOutput, LongShortRatio, MaEnvelope, MaEnvelopeOutput,
+ MacdIndicator, MacdOutput, Mama, MamaOutput, MarketFacilitationIndex, Marubozu, MassIndex,
+ MaxDrawdown, McGinleyDynamic, MedianAbsoluteDeviation, MedianPrice, Mfi, Microprice, Mom,
+ MorningEveningStar, Natr, Nvi, OIPriceDivergence, OIWeighted, Obv, OmegaRatio,
+ OpenInterestDelta, OpeningRange, OpeningRangeOutput, OrderBookImbalanceFull,
+ OrderBookImbalanceTop1, OrderBookImbalanceTopN, PainIndex, PairSpreadZScore, PairwiseBeta,
+ ParkinsonVolatility, PearsonCorrelation, PercentB, PercentageTrailingStop, Pgo,
+ PiercingDarkCloud, Pmo, Ppo, ProfitFactor, Psar, Pvi, QuotedSpread, RSquared, RealizedSpread,
+ RecoveryFactor, RelativeStrengthAB, RelativeStrengthOutput, RenkoTrailingStop, Roc,
+ RogersSatchellVolatility, RollingVwap, RoofingFilter, Rsi, Rvi, RviVolatility, Rwi, RwiOutput,
+ SharpeRatio, ShootingStar, SignedVolume, SineWave, Skewness, Sma, Smi, Smma, SortinoRatio,
+ SpearmanCorrelation, SpinningTop, StandardError, StandardErrorBands, StandardErrorBandsOutput,
+ StarcBands, StarcBandsOutput, Stc, StdDev, StepTrailingStop, StochRsi, Stochastic,
+ StochasticOutput, SuperSmoother, SuperTrend, SuperTrendOutput, TakerBuySellRatio, TdCombo,
+ TdCountdown, TdDeMarker, TdDifferential, TdLines, TdLinesOutput, TdOpen, TdPressure,
+ TdRangeProjection, TdRangeProjectionOutput, TdRei, TdRiskLevel, TdRiskLevelOutput,
+ TdSequential, TdSequentialOutput, TdSetup, Tema, ThreeInside, ThreeOutside,
+ ThreeSoldiersOrCrows, Tii, TradeImbalance, TreynorRatio, Trima, Trix, TrueRange, Tsi, Tsv,
+ TtmSqueeze, TtmSqueezeOutput, Tweezer, TypicalPrice, UlcerIndex, UltimateOscillator, ValueArea,
+ ValueAreaOutput, ValueAtRisk, Variance, VerticalHorizontalFilter, Vidya, VoltyStop,
VolumeOscillator, VolumePriceTrend, Vortex, VortexOutput, Vwap, VwapStdDevBands,
VwapStdDevBandsOutput, Vwma, Vzo, WaveTrend, WaveTrendOutput, WeightedClose, WilliamsFractals,
WilliamsFractalsOutput, WilliamsR, Wma, WoodiePivots, WoodiePivotsOutput, YangZhangVolatility,
diff --git a/fuzz/fuzz_targets/indicator_update_derivatives.rs b/fuzz/fuzz_targets/indicator_update_derivatives.rs
index 5271feb4..ed4a86dc 100644
--- a/fuzz/fuzz_targets/indicator_update_derivatives.rs
+++ b/fuzz/fuzz_targets/indicator_update_derivatives.rs
@@ -12,7 +12,8 @@
use libfuzzer_sys::fuzz_target;
use wickra_core::{
BatchExt, DerivativesTick, FundingBasis, FundingRate, FundingRateMean, FundingRateZScore,
- Indicator, OpenInterestDelta,
+ Indicator, LiquidationFeatures, LongShortRatio, OIPriceDivergence, OIWeighted,
+ OpenInterestDelta, TakerBuySellRatio,
};
#[inline(never)]
@@ -46,4 +47,15 @@ fuzz_target!(|data: &[u8]| {
drive(|| FundingRateZScore::new(5).unwrap(), &ticks);
drive(FundingBasis::new, &ticks);
drive(OpenInterestDelta::new, &ticks);
+ drive(|| OIPriceDivergence::new(5).unwrap(), &ticks);
+ drive(OIWeighted::new, &ticks);
+ drive(LongShortRatio::new, &ticks);
+ drive(TakerBuySellRatio::new, &ticks);
+
+ // LiquidationFeatures emits a struct, not an f64, so drive it directly.
+ let mut liq = LiquidationFeatures::new();
+ for &tick in &ticks {
+ let _ = liq.update(tick);
+ }
+ let _ = LiquidationFeatures::new().batch(&ticks);
});