Files
Radixor/docs/benchmarks/reference/reproducibility.md
Leo Galambos 5e3d3c7c7d feat(python): add native distribution and release infrastructure
- add the Rust-backed Python API with PyStemmer compatibility
- distribute standard compiled models as a separate Python package
- generate model artifacts during builds instead of storing them in Git
- add GitHub release and Pages-backed package index workflows
- add Python tests, benchmarks, documentation, and Gradle integration
- refresh the documentation site, branding, and language benchmarks
2026-08-10 22:34:32 +02:00

97 lines
7.9 KiB
Markdown

# Reproducibility and Raw Data
## Published quality snapshot
- Machine-readable CSV: [stemming-quality.csv](../data/stemming-quality.csv)
- SHA-256 record: [stemming-quality.sha256](../data/stemming-quality.sha256)
- SHA-256: `d34f325da320a2e040b54d8d8b5c216d70448f08cfb8659a423e99882aa1afb5`
- Complete scenarios: 314
- Authoritative language universe: 20 languages
- Language-page scenarios: 314 across 20 benchmark pages
The CSV contains the model ID, independent model version, descriptor SHA-256, raw pair counts, raw over/under numerators and denominators, candidate statistics, and relation metrics. Reserved partition-metric columns remain empty because the gold standard is an overlapping cover. Documentation is regenerated from this file rather than manually transcribed. Publication fails when any row uses a model other than the language's registered default.
## Commands
```bash
./gradlew --no-daemon stemmingQuality \
publishStemmingQualityDocumentation \
verifyStemmingQualityDocumentation
./gradlew --no-daemon benchmarkCorpusReport writeJmhRuntimeClasspath
tools/run-published-accuracy-benchmarks.sh 2026-08-10
tools/run-published-speed-benchmarks.sh 2026-08-10
python3 tools/update-benchmark-documentation.py \
--corpus build/reports/jmh/benchmark-corpora.csv \
--accuracy build/reports/jmh/stemmer-accuracy-2026-08-10.csv \
--speed build/reports/jmh/stemmer-speed-2026-08-10.csv \
--coverage-accuracy build/reports/jmh/english-coverage-accuracy-2026-08-10.csv \
--coverage-speed build/reports/jmh/english-coverage-speed-2026-08-10.csv
./gradlew test
./gradlew prepareMkDocsSource
mkdocs build --strict --config-file build/mkdocs/mkdocs.yml
```
For an immediate local preview, `mkdocs serve` works directly from the repository root. The checked-in
model catalog makes that source tree complete. After changing model metadata or model bytes, refresh it
with `./gradlew publishModelCatalogDocumentation`; verification rejects a stale checked-in catalog.
`stemmingQuality` performs the expensive complete evaluation and is intentionally not attached to `test` or `check`. It prepares JMH third-party dependencies automatically and writes:
- `build/reports/stemming-quality/stemming-quality.csv`
- `build/reports/stemming-quality/stemming-quality.md`
- `build/reports/stemming-quality/metric-correlations-pearson.csv`
- `build/reports/stemming-quality/metric-correlations-spearman.csv`
Audit mode is enabled with `-PstemmingQualityAudit=true`. Language, stemmer, dictionary-mode, output-policy, and ranking filters are documented on the central [stemming-quality page](../../stemming-quality.md). Filtered reports use separate filenames and cannot be accepted as publication sources.
`publishStemmingQualityDocumentation` validates the complete build CSV, copies a versioned documentation snapshot, and replaces only marked generated sections. `verifyStemmingQualityDocumentation` re-renders from the checked-in snapshot and fails on changed values, ordering, missing pages, duplicate keys, arithmetic inconsistencies, policy violations, or stale sections.
The model catalog and rendered site are build outputs under `build/`. They are generated for publication and are never maintained in Git.
For new measurements, record language, stable model ID, model artifact version, descriptor checksum, source dictionary identity/version, core revision, and benchmark configuration. JMH resolves the required default models and optional PoliMorf directly from their individual model JARs; these benchmark-only dependencies are not transitive to ordinary users.
Current model descriptors also record the official repository, dataset, license, attribution,
verification date, transformations, and source-revision status. Exact historical revisions were
not recorded for the legacy UniMorph imports; that limitation is disclosed with
`not-recorded-in-legacy-import` rather than reconstructed. Future imports must record the exact
upstream revision and source-archive checksum. This reproducibility limitation does not replace or
weaken the packaged license and attribution requirements.
Each UniMorph-derived model artifact carries its own notice with the canonical CC BY-SA 3.0 URI,
upstream attribution, transformations, ShareAlike statement, and Leo Galambos contribution notice.
The full CC legal text is not duplicated or presented as a root-project license. PoliMorf retains
its separately packaged BSD-2-Clause license.
For a future full PoliMorf measurement, also record the startup heap separately from benchmark parameters. Complete runtime construction is currently verified with a dedicated 6 GiB maximum heap; this limit is neither a retained-trie measurement nor a setting applied to ordinary JMH runs.
The Pages workflow publishes that staged documentation together with Javadoc, JUnit, PMD, JaCoCo, PIT, representative JMH, SBOM, optional dependency-check output, badge metadata, and retained build history. Its filesystem merge explicitly preserves the `builds/` tree in the separate `gh-pages` publication branch, so documentation regeneration cannot erase durable report URLs.
## Performance benchmark reproduction
The current accuracy, speed, and coverage commands are:
```bash
./gradlew --no-daemon benchmarkCorpusReport writeJmhRuntimeClasspath
tools/run-published-accuracy-benchmarks.sh 2026-08-10
tools/run-published-speed-benchmarks.sh 2026-08-10
```
The speed runner refuses to start unless every CPU uses the `performance` governor, materializes the exact selected benchmark list, rejects quality/Polimorf/gold-standard methods, and requires the Hebrew speed path. It records hardware, JVM, source-state, JAR, classpath, corpus, quality, load, temperature, and governor provenance before running. The accuracy runner evaluates all four exact-root benchmark classes and verifies that every new Snowball 3.1.0 candidate exposes all six accuracy counters. The exact JMH configuration is listed in [Environment and reports](environment.md). Quality and performance reports are separate datasets and are not combined into an undocumented scalar.
## Recorded and unavailable provenance
The performance documentation records its 2026-08-10 environment, JDK, operating system, hardware, base revision, exact dirty patch, untracked-source checksums, executable JMH JAR checksum, and model descriptor checksums. The quality CSV embeds model identity and checksum in every row; run date, core source state, JVM, OS, and hardware are shared provenance on the environment page.
Exact immutable upstream revisions were not recorded for every legacy UniMorph import. That limitation remains explicit in model descriptors and cannot be repaired from filesystem timestamps. Dependency versions reproducible from repository configuration include Apache Lucene 10.5.0, Morfologik 2.1.9, the Ukrainian dictionary artifact 4.9.1, and JMH 1.37.
## Correlation and audit data
Pearson and Spearman files are generated from unrounded metric values in cohorts separated by dictionary mode and output policy. A missing coefficient means too few observations, undefined input, or zero variance. Correlation is descriptive and does not demonstrate that two metrics are scientifically interchangeable.
Audit reports preserve original multilingual forms and identify high-contributing dictionary groups. They are build artifacts rather than checked-in publication data because of their size. No documentation value is manually altered after generation.
## JMH badge compatibility
The quality documentation generator does not invoke JMH, change JMH result formats, or modify badge tooling. Existing JMH result paths and historical badge-compatible inputs remain independent. The repository currently publishes coverage and mutation badge metadata and retains JMH TXT/CSV artifacts as documented in [Environment and reports](environment.md).
See [Model Selection and Loading](../../model-selection-and-loading.md), [Stemmer Models](../../stemmer-models.md), and the generated [model catalog](../../stemmer-model-catalog.md) for current model identities.