Tag: profiling

3 entries tagged "profiling" — 2 posts, 1 link.

Posts

Jun 15, 20267 min — Platform & AI

Measure Python Performance Before You Change the Code

A Python performance playbook for choosing data structures, profiling tools, vectorized libraries, JIT experiments, and concurrency changes from evidence instead of taste.

Reader outcome: Provided a performance triage workflow that asks for a measured bottleneck before changing algorithms, data structures, runtime flags, concurrency models, or native libraries.

Oct 3, 20257 min — Platform & AI

The Three-Run Lab: How I Triage Slow PyTorch Training

A repeatable triage routine — the three-run baseline, DataLoader diagnosis, five profiler signatures, and a copy-paste scaffold — for finding where training time actually goes before touching the model.

Reader outcome: Identified and resolved training bottlenecks in under an hour by running the three-run baseline and reading profiler signatures before changing any model code.

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