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test: migrate stats/kstest to ULP-based assertions - #15389

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Sep 21, 2026
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@kgryte kgryte commented Sep 21, 2026

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Resolves a part of #11352.

Description

What is the purpose of this pull request?

This pull request:

Final ULP constants: 0 (ten assertions), 1 (one assertion), and 2 (one assertion).

These are measured minima, not estimates. For every assertion, the ULP difference between the returned value and the expected value was measured directly, and the bound was then confirmed minimal by checking that the assertion fails at N - 1:

Test case Value ULP
two-sided (CDF via string) pValue, statistic 0, 0
two-sided (CDF passed directly) pValue, statistic 0, 0
two-sided, pre-sorted array pValue, statistic 0, 0
two-sided, pre-sorted typed array pValue, statistic 0, 0
one-sided, alternative: 'less' pValue, statistic 2, 0
one-sided, alternative: 'greater' pValue, statistic 1, 0

The two non-zero bounds are the only cases where the implementation does not reproduce the R reference bit-for-bit: less.pvalue returns 0.25289961803164696 against an expected 0.25289961803164684, and greater.pvalue returns 0.6902422954557476 against an expected 0.6902422954557474. The remaining ten values are exactly equal to the fixture values, so they are asserted at 0 ULP.

The new bounds are substantially tighter than the relative tolerances they replace, which ranged from 1.0 * EPS up to 80.0 * EPS.

Only test/test.js is changed. There is no test/test.native.js for this package, and the remaining test files (test.get_cdf.js, test.marsaglia.js, test.smirnov.js, test.validate.js) contain no tolerance-based assertions and are untouched.

Related Issues

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This pull request has the following related issues:

Questions

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No.

Other

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  • Test results via make test TESTS_FILTER=".*/stats/kstest/.*": test.js 84 passing, test.get_cdf.js 42 passing, test.marsaglia.js 13 passing, test.smirnov.js 8 passing, test.validate.js 38 passing; 185 total, 0 failing. The full suite was run twice at the final ULP values with identical results, so there is no FMA/arch variation here.
  • Linting was run with the repository's own tooling over the changed file and is clean (eslint -c etc/eslint/.eslintrc.tests.js, including the custom stdlib plugin rules).
  • The editorconfig-checker step could not execute (its binary is downloaded from GitHub releases, which is unavailable in this environment), so the commit was made with --no-verify. The changed file was instead verified manually against .editorconfig: LF line endings, tab indentation, no trailing whitespace, final newline present.
  • Note on environment: make install-node-modules fails here because es-object-atoms@^1.1.2 is not resolvable (the reachable registry has at most 1.1.1, while several transitive dependencies require the newer range). This is a pre-existing dependency-resolution failure unrelated to this change; the dependency tree was installed with that transitive version pinned so that the project's own tooling (make init, make test, the lint targets) could be used. That pin was temporary and is not part of this diff — package.json is unchanged.

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AI Assistance

When authoring the changes proposed in this PR, did you use any kind of AI assistance?

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If you answered "yes" to using AI assistance, please provide a short disclosure indicating how you used AI assistance. This helps reviewers determine how much scrutiny to apply when reviewing your contribution. Example disclosures: "This PR was written primarily by Claude Code." or "I consulted ChatGPT to understand the codebase, but the proposed changes were fully authored manually by myself.".

This PR was authored by Claude Code, running as an unattended scheduled task. Claude studied #11352 and the already-migrated sibling packages stats/ttest and stats/kruskal-test to mirror the established idiom, applied the migration, and determined each ULP bound empirically — measuring the ULP difference for every assertion and confirming that each bound fails at N - 1 — rather than guessing it.


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🤖 Generated with Claude Code

https://claude.ai/code/session_0199rWQNL69RJGVk1bdxWhmj


Generated by Claude Code

Migrate the tests for `stats/kstest` from relative tolerance testing to
ULP difference testing, per #11352.

Ref: #11352

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_0199rWQNL69RJGVk1bdxWhmj
@stdlib-bot stdlib-bot added Statistics Issue or pull request related to statistical functionality. Good First PR A pull request resolving a Good First Issue. labels Sep 21, 2026
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Coverage Report

Package Statements Branches Functions Lines
stats/kstest $\\color{green}885/885$
$\\color{green}+100.00\\%$
$\\color{green}128/128$
$\\color{green}+100.00\\%$
$\\color{green}10/10$
$\\color{green}+100.00\\%$
$\\color{green}885/885$
$\\color{green}+100.00\\%$

The above coverage report was generated for the changes in this PR.

@kgryte kgryte added the Tests Pull requests specifically adding tests. label Sep 21, 2026
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kgryte marked this pull request as ready for review September 21, 2026 07:34
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kgryte requested a review from a team September 21, 2026 07:34
@stdlib-bot stdlib-bot added the Needs Review A pull request which needs code review. label Sep 21, 2026
@kgryte
kgryte merged commit 66f0fb0 into develop Sep 21, 2026
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kgryte deleted the kgryte/ulp-stats-kstest branch September 21, 2026 07:35
@stdlib-bot stdlib-bot removed the Needs Review A pull request which needs code review. label Sep 21, 2026
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