Documentation

Alerting and Webhooks

pyvorin-native 1.0.9 has no webhook delivery. This page shows the verified alerting surfaces it does have and how to wire them into cron and CI.

Apache Airflow Integration

How to put Pyvorin-native compute inside an Airflow DAG: compile before the run, execute through the CLI, and keep a measured speedup on record in CI.

Caching Compiled Artifacts in CI

Skip the compile step on every repeated CI build: the verified pyvorin-native 1.0.9 cache locations, cache keys that actually hit, and the trap in cache clear.

Custom Benchmark Suites

Turn pyvorin bench --json into a repeatable suite: capture raw_times_ms, p95 and stddev per function, aggregate across a directory, and gate regressions in CI.

Measuring Pyvorin Adoption

Metered credits do not exist in pyvorin-native, so they cannot measure adoption. Five verified metrics can: coverage, deltas, cache, fallback, correctness.

Prefect Integration

A Prefect flow running Pyvorin-native code needs no plugin: compile the step ahead of time, launch it from a task, and keep the measurement.

Testing Pyvorin Edge Pipelines

The testing pyramid for edge pipelines: unit tests, property tests, integration runs, coverage gates and mutation testing.

18 min read