Files
wickra/bindings/python
kingchenc 371d338a8b Release 0.1.1: fix Node publish + bump everything
v0.1.0 reached crates.io, PyPI, and the wickra-wasm npm package, but
the wickra Node binding never published because the workflow called
`napi create-npm-dirs` (plural). The actual napi CLI command is
`create-npm-dir` (singular, per target).

Changes that make the next tag's release actually finish:

- workflow: replace the broken step with a loop that runs
  `napi create-npm-dir -t <triple>` for each of our four build targets.

- workflow: every registry publish step now treats "version already
  uploaded" as success. That makes re-runs (and partial-failure
  recoveries) safe instead of failing the whole job.

- bindings/node/package.json: trim the napi.triples list to the four
  platforms we actually build (linux-x64-gnu, darwin-x64, darwin-arm64,
  win32-x64-msvc). The previous defaults+9-extras configuration would
  have made napi prepublish expect platform packages we never produced.

- bindings/node/index.js: switch from local-only binary lookup to the
  proper napi loader that tries the local `.node` file first and falls
  back to the per-platform npm subpackage that's installed as an
  optional dependency in production.

- Versions across all four published packages bumped to 0.1.1 so the
  Node binding can publish for the first time alongside refreshed
  cargo/pypi/wasm artefacts.
2026-05-21 21:06:42 +02:00
..

Wickra — Python bindings

Streaming-first technical indicators powered by a Rust core.

pip install wickra

Quick start

import numpy as np
import wickra as ta

# Batch — TA-Lib-style usage
prices = np.linspace(100, 200, 1000)
rsi = ta.RSI(14).batch(prices)            # NumPy array; NaN during warmup

# Streaming — feed ticks one at a time
rsi = ta.RSI(14)
for price in live_prices:
    v = rsi.update(price)                 # O(1) per tick
    if v is not None and v > 70:
        ...

What's included

25 streaming-first indicators across four families. Every one passes a batch == streaming equivalence test and reference-value tests:

  • Trend — SMA, EMA, WMA, DEMA, TEMA, HMA, KAMA
  • Momentum — RSI (Wilder), MACD, Stochastic, CCI, ROC, WilliamsR, ADX, MFI, TRIX, AwesomeOscillator, Aroon
  • Volatility — BollingerBands, ATR, Keltner, Donchian, PSAR
  • Volume — OBV, VWAP

Why streaming-first matters

Classic TA libraries are batch-only: every live tick triggers a full recomputation over the entire history. Wickra updates indicator state in O(1) per tick. On a 5K-bar history the streaming RSI gap is ~17× over the nearest peer with a streaming API and 100×+ over batch-only libraries.

Full project

See https://github.com/kingchenc/wickra for benchmarks, the Rust core, Node.js and WebAssembly bindings, examples, and CI.

License

Licensed under the PolyForm Noncommercial License 1.0.0. Personal, research, educational, and non-profit use are all permitted. Commercial sale requires a separate license — contact via the GitHub repo.