Tag: python

All the articles with the tag "python".

• Python 3.14 Free-Threading - True Parallelism Without the GIL

  7 Nov, 2025

  Python 3.14 introduces official support for free-threaded builds and multiple interpreters, enabling true CPU parallelism. This guide demonstrates practical implementation of GIL-free Python with performance benchmarks showing 4x speedup for CPU-bound tasks.

• Fast PDF Text Extraction for Embeddings - Switching from Unstructured to PyMuPDF

  13 Oct, 2025

  Processing 200+ audio equipment PDF manuals for embeddings revealed significant performance bottlenecks. Switching from unstructured to PyMuPDF reduced extraction time from 45 minutes to under 2 minutes.

• Using AWS Pandas Layer (AWS Wrangler) in Serverless Framework

  10 Oct, 2025

  How to use AWS Pandas Layer (AWS Wrangler) in Serverless Framework to reduce lambda deployment size and resolve dependency conflicts.

• UV for Python - Fast Package Management

  5 Oct, 2025

  UV package manager - speed, dependency resolution, and ease. Python next-gen package management.