Compiling Black with mypyc (via) Richard Si is a Black contributor who recently obtained a 2x performance boost by compiling Black using the mypyc tool from the mypy project, which uses Python type annotations to generate a compiled C version of the Python logic. He wrote up this fantastic three-part series describing in detail how he achieved this, including plenty of tips on Python profiling and clever optimization tricks.
Recent articles
- Claude Opus 4.5, and why evaluating new LLMs is increasingly difficult - 24th November 2025
- sqlite-utils 4.0a1 has several (minor) backwards incompatible changes - 24th November 2025
- Olmo 3 is a fully open LLM - 22nd November 2025