qPACE: The all-in-one quantitative toolkit powered by Rust - usable from Python, Node.js, and the browser.

• Cross‑language, cross‑platform - high‑performance Rust core with the fully typed API for Python, Node.js (NAPI), and Browser (WebAssembly).

• Extremely fast backtesting engine - millions of bars per second. Export exact trades back to Pine for one‑click visual validation.

• Technical Analysis - more than 30 indicators fully compliant with TradingView results, written in Pine and compiled using our compiler.

• Data layer - resampling/aggregation, zipping/unzipping, reading/writing from CSV/Parquet, and more.

• Cross-ecosystem - interoperable with Pandas, Polars, and more.

• CLI + upcoming UI

Quick Links

• Home
• Documentation
• Examples
• Discord

Installation

Python

pip install qpace

JavaScript

npm install qpace

Quick Example

Python

import qpace as qp

ohlcv = qp.Ohlcv.read_csv("btc.csv")
ctx = qp.Ctx(ohlcv, qp.Sym.BTC_USD())
rsi = qp.ta.rsi(ctx.copy(), ohlcv.close, 14)

Node.js

import * as qp from "qpace/node";

const ohlcv = qp.Ohlcv.readCsv("btc.csv");
const ctx = new qp.Ctx(ohlcv, qp.Sym.BTC_USD());
const rsi = qp.ta.rsi(ctx.copy(), ohlcv.close, 14);

Pine from Python/JavaScript

We designed and developed in-house Pine Script compiler that takes your original Pine Script code and compiles it to efficient rust code that is later exposed to Python, Node.js and Web/WASM with type hints. Easy interface and practically no hustle from your side. Our compiler supports any technical analysis indicator and strategy, while having extreme performance.

• bot automation
• machine learning
• backtesting
• parameter optimization
• and much more

Get started

script.pine

//@version=5
library("MyLibrary")

export custom_ma(series float src, int length) =>
    ta.ema(ta.change(src) * volume, length)

Python:

import qpace as qp
import my_library as pine

ctx = qp.Ctx(ohlcv, qp.Sym.BTC_USD())
custom_ma = pine.script.custom_ma(ctx.copy(), ohlcv.close, 14)
print(custom_ma) # [1.0, 2.0, ...]

Node.js:

import * as qp from "qpace/node";
import * as pine from "my_library"; 

const ctx = new qp.Ctx(ohlcv, qp.Sym.BTC_USD());
const customMa = pine.script.custom_ma(ctx.copy(), ohlcv.close, 14);
console.log(customMa); // [1.0, 2.0, ...]

Suite

qPACE Suite: Free collection of the best indicators and strategies (separate package to qpace).

Python:

pip install qpace_suite

JavaScript:

npm install @qpace/suite

Jdehorty

• Machine Learning: Lorentzian Classification
• WaveTrend 3D
• Nadaraya-Watson: Envelope
• MLExtensions
• KernelFunctions

AlgoAlpha

• Adaptive Schaff Trend Cycle (STC)
• Amazing Oscillator
• Donchian Trend Ranges
• Exponential Trend
• Supertrended RSI
• Triple Smoothed Signals

TA

Built-in TA functions.

import qpace as qp
rsi = qp.ta.rsi(ctx.copy(), src=ohlcv.close, length=14)

import * as qp from "qpace/node";
const rsi = qp.ta.rsi(ctx.copy(), ohlcv.close, 14);

Roadmap

Every TA indicator was compiled using Pine to Python/JavaScript compiler.

Momentum (17)

• Awesome Oscillator AO
• Absolute Price Oscillator APO
• Balance of Power BOP
• Commodity Channel Index CCI
• Coppock Curve
• KST Oscillator KST
• Moving Average Convergence Divergence MACD
• Momentum MOM
• Price Oscillator PO
• Rate of Change ROC
• Relative Strength Index RSI
• Relative Vigor Index RVGI
• Stochastic RSI STOCHRSI
• Trix TRIX
• True Strength Index TSI
• Ultimate Oscillator UO
• Williams %R W%R

Overlap (11)

• Double Exponential MA DEMA
• Exponential MA EMA
• Fibonacci Weighted MA FMWA
• Hull MA HMA
• Linear Weighted MA LWMA
• Relative MA RMA
• Simple MA SMA
• Symmetrically Weighted MA SWMA
• Triple Exponential MA TEMA
• Volume-Weighted MA VWMA
• Weighted MA WMA

Trend (8)

• Advance/Decline Ratio ADR
• Aroon AROON
• Bull/Bear Power BBP
• Chande-Kroll Stop CKS
• Choppiness Index CHOP
• Detrended Price Oscillator DPO
• Supertrend ST
• Vortex Indicator VI

Volatility (7)

• Average True Range ATR
• Bollinger Bands BB
• Bollinger %B %B
• Bollinger Width BBW
• Donchian Channel DC
• Relative Volatility Index RVI
• True Range TR

Volume (6)

• Accumulation/Distribution (Williams) ACCDIST
• Chaikin Money Flow CMF
• Elder’s Force Index EFI
• Ease of Movement EOM
• Money Flow Index MFI
• Volume Oscillator VO

Statistics (1)

• Standard Deviation STD

Utilities & Helpers (11)

• Bars Since
• Change
• Cross
• Cross-Over
• Cross-Under
• Cumulative Sum CUM
• Highest
• Highest Bars
• Lowest
• Lowest Bars
• Rate of Change ROC

Community

Become a part of the qPACE community and connect with like-minded individuals who are passionate about trading, finance, and technology!

Join Discord