Better Math in JavaScript?

Asad Karimov

mylinx.cc/asad

As a software engineer working on data visualization and scientific computing projects, I've often found JavaScript's native math capabilities lacking. The hunt for robust standard library led me to stdlib-js.

The promise of stdlib-js

The stdlib project caught my eye with its impressive set of features:

  • Comprehensive mathematical functions

  • Focus on numerical precision

  • Cross-platform consistency

  • Extended functionality beyond native Math

Benchmarking Reality

I ran benchmarks comparing stdlib-js against native JavaScript Math operations across 100,000 rows of data. The results were surprising:

The Good

Basic operations showed modest improvements:

  • sqrt: 6.23% faster

  • round: 3.02% faster

  • floor: 2.02% faster

The Not So Good

Complex operations took a significant hit:

  • exp: 189.85% slower

  • log10: 59.37% slower

  • trig functions: 25-33% slower

Precision Trade-off

The precision differences were minimal, with a maximum difference of 4.441e-16. Most operations whoed identical results between stdlib-js and native Math.

When to Use stdlib-js

  • Basic mathematical operations

  • Projects requiring guaranteed cross-platform behavior

  • Cases where consistent results matter more than raw speed

Looking Forward

There's potential for improvement - converting stdlib-js to WebAssembly could boost performance by running close to native speed, particularly for those complex operations currently showing significant slowdown. But until that happens, the choice between stdlin-js and native Math requires careful consideration of your specific needs.

Bottom Line

stdlib-js is a solid library taht delviers on its promise of consistency and extended functionality. However, the performance trade-offs mean it's not always the best choice. For my projects, I'll be using native approach and maybe in the future will try to compile stdlib-js to WASM to test if its really faster.

Have you tried stdlib-js in your projects? I'd be curious to hear about your experiences with mathematical computations in JavaScript.

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