Optimisation du code

Mesurer le temps d'exécution

• timeit — Mesurer le temps d'exécution de fragments de code — Documentation Python 3.10.4

Cython

• Using C libraries — Cython 0.29.28 documentation

Multiprocessing, multithreading, etc.

• OpenMP and Python
• multiprocessing — Parallélisme par processus — Documentation Python 3.10.4

GPU

• GPU Accelerated Computing with Python

Task Queue

Celery

• Celery - Distributed Task Queue — Celery 5.2.6 documentation
• Celery difference between concurrency, workers and autoscaling
• Celery: what is the reason to have acks_late=true without setting task_reject_on_worker_lost=true

RQ

• RQ: Documentation Overview

Clusters

• Premiers pas avec Spark — sparkouille
• Prefect - The New Standard in Dataflow Automation: Use a flexible Python framework to easily combine tasks into workflows, then deploy, schedule, and monitor their execution through the Prefect UI or API.

Entrées/Sorties asynchrones

Coroutines et tâches (asyncio)

Ressources

• Coroutines et tâches — Documentation Python 3
• Concurrency and async / await - FastAPI

Divers

• verrou global de l'interpréteur — Documentation Python
• AsyncIO, Threading, and Multiprocessing in Python
• UsingSlots - Python Wiki