* feat: broaden CPU and platform coverage across PyPI, nodes, and crates.io Replace static SIMD with runtime CPU-feature dispatch and expand the release wheel matrix so one set of artifacts runs on any target CPU and platform without illegal-instruction crashes. Rust core: - Add multiversion runtime dispatch (crates/ferro_ta_core/src/simd.rs); drop compile-time `wide`. `simd` feature is now default-on and forwarded through the pyo3 crate, and stays compatible with #![forbid(unsafe_code)]. Packaging: - abi3-py310: one cp310-abi3 wheel per platform (covers CPython 3.10+). - CI matrix adds Linux aarch64 + musllinux (x86_64/aarch64) and Windows arm64. Node/Docker + docs: - api/Dockerfile: document baseline+dispatch (no target-cpu pin) and add a fail-fast import check; aarch64 containers now install cleanly. - Rewrite docs/guides/simd.md; fix stale `wide` mention in ADR 0003. - Add ADR 0006 (CPU coverage strategy). Also bundles in-flight release prep already staged in the tree (DTW exception types, SBOM/provenance security, supporting docs). * fix(ci): clear cargo-deny and pip-audit failures; apply dependency bumps cargo-deny (advisories): - Ignore pyo3 RUSTSEC-2026-0176 / RUSTSEC-2026-0177 in deny.toml with a documented rationale: ferro-ta uses neither affected code path (PyList/PyTuple nth iterators; PyCFunction::new_closure). Upstream fix needs pyo3 >=0.29 (large API migration), tracked as a follow-up. pip-audit: - Bump dev lockfile idna 3.18, pytest 9.1.1, urllib3 2.7.0 to clear PYSEC-2026-215, CVE-2025-71176, PYSEC-2026-141/142. Dependency bumps (supersede open dependabot PRs; they auto-close on merge): - cargo: log 0.4.32, serde_json 1.0.150, rayon 1.12.0 - api/requirements.txt: uvicorn>=0.49.0, pydantic>=2.13.4, ferro-ta>=1.1.4 - CI actions: deploy-pages v5, upload-pages-artifact v5, action-gh-release v3 The open `wide` 1.5.0 bump (PR #24) is obsolete — the crate is removed in this branch. * chore: address CodeRabbit review; remove docs/adr section CodeRabbit findings: - CI sbom job: add `attestations: write` so attest-build-provenance can run (it had only contents:write + id-token:write). - simd.rs: vectorize `wma_seed` with lane-local accumulators — it was scalar behind the multiversion wrapper, adding dispatch overhead for no SIMD gain. - CHANGELOG: consolidate the duplicate `### Changed` heading. - python/ferro_ta/__init__.py: also re-export the `FerroTaError` alias. - docs/guides/dtw.md: soften "byte-for-byte" parity to within-tolerance. Remove docs/adr/ at maintainer request and clean up the ADR links in the SIMD and DTW guides. The ADR files remain in commit 9506a30 if ever needed.
ferro_ta_core
ferro_ta_core is the pure Rust indicator engine behind ferro-ta.
It provides allocation-friendly indicator functions over &[f64] slices without any
PyO3, NumPy, or Python runtime dependency, which makes it a good fit for:
- Rust-native technical analysis workloads
- custom services and backtesting engines
- non-Python bindings (WASM, FFI)
Installation
[dependencies]
ferro_ta_core = "1.1.4"
Design
- Pure functions over Rust slices
- No Python or NumPy dependency
- Shared core for the Python package and WASM bindings
- Output shape matches TA-Lib-style full-length series with
NaNwarm-up values where applicable
Modules
| Module | Functions | Highlights |
|---|---|---|
overlap |
20 | SMA, EMA, WMA, DEMA, TEMA, TRIMA, KAMA, T3, BBANDS, MACD, MACDFIX, MACDEXT, SAR, SAREXT, MAMA, MIDPOINT, MIDPRICE, MA, MAVP, Hull MA |
momentum |
26 | RSI, MOM, STOCH, STOCHF, ADX, ADXR, DX, +DI, -DI, +DM, -DM, ROC, WILLR, AROON, CCI, BOP, STOCHRSI, APO, PPO, CMO, TRIX, ULTOSC |
volatility |
3 | ATR, NATR, TRANGE |
volume |
4 | OBV, MFI, AD, ADOSC |
pattern |
61 | All TA-Lib candlestick patterns (CDL2CROWS through CDLXSIDEGAP3METHODS) |
statistic |
9 | STDDEV, VAR, LINEARREG, LINEARREG_SLOPE/INTERCEPT/ANGLE, TSF, BETA, CORREL |
math |
24 | Rolling SUM/MAX/MIN/MAXINDEX/MININDEX, element-wise ADD/SUB/MULT/DIV, 15 transforms (trig, exp, log, sqrt, ceil, floor) |
price_transform |
4 | AVGPRICE, MEDPRICE, TYPPRICE, WCLPRICE |
cycle |
7 | Hilbert Transform: TRENDLINE, DCPERIOD, DCPHASE, PHASOR, SINE, TRENDMODE |
extended |
10 | VWAP, VWMA, Supertrend, Donchian, Keltner, Ichimoku, Pivot Points, Hull MA, Chandelier Exit, Choppiness Index |
streaming |
9 | Stateful bar-by-bar: SMA, EMA, RSI, ATR, BBands, MACD, Stoch, VWAP, Supertrend |
batch |
8 | Vectorized multi-column: batch_sma/ema/rsi/atr/stoch/adx, run_close/hlc_indicators |
backtest |
19 | Signal generators, close-only and OHLCV engines, walk-forward, Monte Carlo, performance metrics |
options |
18 | Black-Scholes/Black-76 pricing, Greeks, implied volatility, IV rank/percentile/zscore, smile metrics, chain analytics |
futures |
14 | Basis, annualized basis, carry, roll (weighted/back-adjusted/ratio), curve analysis, synthetic forward/spot |
portfolio |
10 | Beta, correlation matrix, drawdown, relative strength, spread, ratio, z-score, portfolio volatility |
signals |
4 | Rank values, compose rank, top/bottom N indices |
alerts |
3 | Threshold crossings, cross detection, alert bar collection |
regime |
4 | ADX regime, combined regime, CUSUM breaks, variance breaks |
aggregation |
3 | Tick bars, volume bars, time bars from trade data |
resampling |
2 | Volume bars, OHLCV aggregation by label |
chunked |
4 | Trim overlap, stitch chunks, make chunk ranges, forward fill NaN |
crypto |
3 | Funding cumulative PnL, continuous bar labels, session boundaries |
Example
use ferro_ta_core::overlap;
fn main() {
let close = vec![1.0, 2.0, 3.0, 4.0, 5.0];
let sma = overlap::sma(&close, 3);
assert!(sma[0].is_nan());
assert!(sma[1].is_nan());
assert!((sma[2] - 2.0).abs() < 1e-10);
}
Relationship To ferro-ta
The published Python package (ferro-ta on PyPI) wraps this crate with PyO3 bindings and adds NumPy conversion, pandas/polars wrappers, and higher-level Python tooling. The WASM package (ferro-ta-wasm on npm) also wraps this crate with full feature parity.
If you only need Rust indicator functions, use ferro_ta_core directly.
Development
From the repository root:
cargo build -p ferro_ta_core
cargo test -p ferro_ta_core
cargo bench -p ferro_ta_core --no-run
License
MIT