Introduction

numlin is a numerical computing library implemented in pure TypeScript. It provides primitives for vector and matrix operations designed for Just-In-Time (JIT) execution environments like Node.js.

Functionality

The library includes support for Universal Broadcasting, Logical Masks, and Numerically Stable Statistics.

Key Characteristics

• Mechanical Sympathy: Kernels utilizing loop unrolling and instruction-level parallelism.
• In-Place Operations: Supports _ suffixed methods (e.g., add_) to reduce heap allocations.
• DType Consistency: Type promotion ensuring mathematical correctness across float64, int32, and uint8.
• Memory Model: Manipulation methods like reshape and flatten share the underlying memory buffer.