Documentation
Guides, API references, and troubleshooting for the Pyvorin platform.
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performance
intermediate
Making Python ETL Pipelines Faster, Measured
Measured per-transform ETL results: windowed aggregates to 134.62x, merge joins to 0.64x — which transforms accelerate, which do not, and where the seam sits.
8 min read
performance
intermediate
Python Log Processing Performance
Parsing log lines is already fast under CPython — measured 0.86x compiled. The wins live in the aggregation layer behind the parser; here is the measured map.
8 min read
performance
intermediate
Reducing Python CPU Usage Without Rewriting
Profile first, compile what the profile points at: a measured workflow for lower Python CPU usage, the workloads where it works, and a labelled capacity model.
8 min read