gil

Go-like features for Python and Cython. (mirror of https://lab.nexedi.com/kirr/pygolang)

Cython based high performance alternative to Python (re) module for doing basic pattern matching on large data-set..

Explicação do Global Interpreter Lock em Python.

Python concurrency models comparison

A free threading comparison using Python 3.13 and 3.14

Adaptive thread pool for GIL-aware concurrency control in Python

Thread-first true parallelism for Python

Guide on how to download and install this version, check if GIL is disabled, and provide benchmarking code to demonstrate the performance differences.

Python 3.14 free-threading patterns (PEP 703): thread-safe primitives, race condition prevention, migration guide

GIL tracer - monitor and analyze GIL usage with eBPF

Python concurrency: threading vs multiprocessing vs asyncio with benchmarks. GIL explained, producer/consumer, shared memory, futures

Live benchmark of Python 3.14 concurrency: GIL vs free-threading (3.14t, PEP 779) vs subinterpreters (PEP 734). Stdlib-only CRUD API, zero-dependency Node 24 front, one Docker Compose command.

Tokenization benchmark across GPT-2, LLaMA, Qwen2, and Tiktoken with concurrency analysis, serving simulation, and capacity planning. Shows that HuggingFace tokenizers sustain 6.5× more RPS than Tiktoken at 1ms p99 SLO due to GIL behavior differences.

Check if your Python project's dependencies are ready for free-threaded Python (3.13t/3.14t)

Benchmarks de rendimiento con multithreading: Python 3.12 vs 3.14 con y sin GIL

Pre-publish free-threading readiness gate for Python: catch a re-enabled GIL, a missing cp314t wheel, and a stale Free Threading classifier before you ship.

multi-threaded tokenizer benchmark to demonstrate Python 3.14t's free-threading performance improvements

Benchmarking matrix multiplication in Python: single-threaded, multi-threaded, multiprocessing, and NumPy (BLAS)

Współbieżność i wielowątkowość w Pythonie - Projekt z Języków Programowania Wysokiego Poziomu