3d98592461bbdbfb2e635aa99e5d7601da8ee2dd
2 Commits
| Author | SHA1 | Message | Date | |
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 kingchenc
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0b85142ad1 |
feat: cross-asset / pairwise indicators (5 new) (#109)
* feat(core): add PairwiseBeta cross-asset indicator
Rolling OLS slope of one asset's log-returns on another's. Unlike Beta,
which regresses the raw inputs it is fed, PairwiseBeta differences
consecutive prices into log-returns internally -- the conventional way to
measure cross-asset beta, where a beta on price levels would be dominated
by the shared trend.
Two-series Indicator<Input = (f64, f64)>, exposed in Rust, Python, Node
and WASM, with unit/known-value/streaming tests and a pair fuzz target.
* feat(core): add PairSpreadZScore cross-asset indicator
Standardised log-spread ln(a) - beta*ln(b) of a pair, where beta is a
rolling-OLS hedge ratio and the spread is z-scored over its own look-back.
The canonical mean-reversion / statistical-arbitrage entry signal, with
independent beta_period and z_period windows.
Two-series Indicator<Input = (f64, f64)>, exposed in Rust, Python, Node
and WASM, with sign/known-value/streaming tests and a pair fuzz target.
* feat(core): add LeadLagCrossCorrelation cross-asset indicator
Reports the integer offset k in [-max_lag, max_lag] that maximises
|corr(a[t], b[t+k])|, answering which of two assets leads the other and by
how many bars. A positive lag means a leads b. Fully causal: a's window is
held centred while b's window slides across the buffered history, so every
lag is evaluated only against data already seen.
Struct output { lag, correlation }, exposed in Rust, Python, Node and WASM
with lead-detection/streaming tests and a pair fuzz driver.
* feat(core): add Cointegration (Engle-Granger + ADF) indicator
Rolling pairs-trading screen: an OLS hedge ratio of a on b, the spread
(residual) a - (alpha + beta*b), and an augmented Dickey-Fuller t-statistic
on the spread with configurable lags. A strongly negative statistic flags a
mean-reverting, tradeable spread. Includes a small Gaussian-elimination
solver for the augmented regression.
Struct output { hedge_ratio, spread, adf_stat }, exposed in Rust, Python,
Node and WASM with stationarity/hedge-ratio/streaming tests and a pair fuzz
driver.
* feat(core): add RelativeStrengthAB cross-asset indicator
Comparative relative strength of two assets: the ratio line a/b together
with its moving average and its RSI, the classic asset-vs-asset /
asset-vs-index rotation screen. Composes the existing Sma and Rsi over the
ratio; a zero denominator or non-finite price is skipped.
Struct output { ratio, ratio_ma, ratio_rsi }, exposed in Rust, Python, Node
and WASM with flat/rising-ratio/streaming tests and a pair fuzz driver.
* test(cointegration): cover ADF guard branches
The ADF helper's short-series and degrees-of-freedom guards and the
zero-dispersion (perfect AR) path are unreachable through the public
Cointegration API (period >= 2*adf_lags + 4), so exercise them with direct
unit tests on adf_no_constant. The second linear solve cannot be singular
once the coefficient solve on the same matrix has succeeded, so it now uses
expect() instead of a dead error branch.
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kingchenc
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4e3c41ea80 |
feat(family-15): add 17 risk/performance metrics (#54)
* feat(family-15): add 17 risk/performance metrics Implements Family 15 pragmatically as standard `Indicator`s instead of a separate `wickra-metrics` crate. Input is scalar `f64` per bar — period return, equity sample, or per-trade P&L depending on the metric. Scalar `Indicator<f64>` (14): - SharpeRatio(period, risk_free) - SortinoRatio(period, mar) - CalmarRatio(period) - OmegaRatio(period, threshold) - MaxDrawdown(period) — rolling, peak-to-trough - AverageDrawdown(period) - DrawdownDuration — cumulative, bars under water (u32 output) - PainIndex(period) - ValueAtRisk(period, confidence) - ConditionalValueAtRisk(period, confidence) - ProfitFactor(period) - GainLossRatio(period) - RecoveryFactor — cumulative, net return / max drawdown - KellyCriterion(period) Two-series `Indicator<(f64, f64)>` for (asset, benchmark) returns (3): - TreynorRatio(period, risk_free) - InformationRatio(period) - Alpha(period, risk_free) — Jensen / CAPM Touchpoints: - 17 new files under `crates/wickra-core/src/indicators/`. - `mod.rs` + `lib.rs` re-exports. - Python bindings (`bindings/python/src/lib.rs`, `__init__.py`). - Node bindings (`bindings/node/src/lib.rs`, `index.js`). - WASM bindings (`bindings/wasm/src/lib.rs`). - Fuzz: scalar metrics appended to `indicator_update.rs`; new `indicator_update_pair.rs` fuzz target for `(f64, f64)` indicators. - Python tests: SCALAR + new PAIR parameter lists in `test_new_indicators.py`, reference-value cases in `test_known_values.py`. - Node tests: scalar factories + new pair-factory block in `bindings/node/__tests__/indicators.test.js`. - Benches: 5 Family-15 benches added in `crates/wickra/benches/indicators.rs`. - Docs: README family-table row + counter (71 -> 88), CHANGELOG entry under [Unreleased]. Note: Family 12 (statistik-regression, PR #51) introduces `node_pair_indicator!` and `wasm_pair_indicator!` macros for Pearson / Beta / Spearman. Family 15 needs the same pair-input pattern but Family 12 is not yet in main, so the three pair wrappers below are written by hand in this PR. When PR #51 lands, the trivial merge-conflict is resolved by keeping the macros from Family 12 and re-using them for Treynor / IR / Alpha (drop the three handwritten wrappers). cargo check --workspace --all-features: green. * fix(family-15): satisfy clippy doc_markdown / if_not_else / digit_grouping * fix(family-15): unused TreynorRatio import, duplicate pairFactories, _eq_nan inf handling * fix(family-15): node eq() handles matching infinities for ratio indicators * test(family-15): cover cold paths flagged by codecov patch |