Numerical Computing Python Packages

stratax

Modern C++20 scientific array library with Python bindings.

colss

colss is a lightweight expression evaluator for NumPy, Pandas, and Polars. It simplifies mathematical expressions while preserving memory efficiency and execution speed.

rmath-py

Drop-in numerical accelerator for Python, powered by Rust. High-performance arrays, linear algebra, and statistics — outside the GIL.

numba-utils

A standard library for production Numba workloads, nopython-callable containers, algorithms, and diagnostics

composite-resolve

Evaluate Python functions at points where they're undefined.

mtrc

Numerical computing framework for finite metric spaces in C++ and Python.

ozaki-jax

FP64-accurate linear algebra on BF16/FP32 hardware (TPU) via the Ozaki scheme, in JAX.

fluxem

Deterministic domain encoders with embedding-space arithmetic (IEEE-754 semantics)

stelling

Static precondition checker for numerical JAX programs: declare a box, get a stamped VERIFIED/REFUTED/UNKNOWN with a runnable witness. Zero required dependencies.

ssblast

First open-source FP8 linear solver for consumer NVIDIA GPUs — 2-3x faster than cuBLAS FP64. pip install ssblast

metric-py

Numerical computing framework for finite metric spaces in C++ and Python.

hiphop

TensorFlow with rhythm — simple, flexible neural networks without the Keras overhead.

weighted-mcc

Python package for calculating weighted Matthews Correlation Coefficient (MCC) and its multiclass extensions (ECC, MPC1, MPC2) with theoretical robustness guarantees.