docs(science): add mathematical basis and clarify numerical guarantees#187
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- define the binary64, factorization, determinant-filter, exact-arithmetic, tolerance, and error contracts - align README, API documentation, examples, and LDLT diagnostics with guarantees over stored values - audit academic references and extend Criterion coverage for determinant error-bound paths Closes #159 Closes #164
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📝 WalkthroughWalkthroughThe PR adds a mathematical-basis document, revises numerical and LDLT documentation, relocates internal symmetry plumbing, expands certified determinant benchmarks, and updates compatibility-aware benchmark comparison behavior. ChangesNumerical contracts and validation
Estimated code review effort: 3 (Moderate) | ~25 minutes Possibly related PRs
Suggested labels: 🚥 Pre-merge checks | ✅ 4 | ❌ 1❌ Failed checks (1 warning)
✅ Passed checks (4 passed)
✨ Finishing Touches📝 Generate docstrings
🧪 Generate unit tests (beta)
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Codecov Report✅ All modified and coverable lines are covered by tests. Additional details and impacted files@@ Coverage Diff @@
## main #187 +/- ##
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Coverage 97.87% 97.87%
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Files 8 8
Lines 4944 4947 +3
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+ Hits 4839 4842 +3
Misses 105 105
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Actionable comments posted: 3
🤖 Prompt for all review comments with AI agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.
Inline comments:
In `@docs/mathematical_basis.md`:
- Line 201: Update the determinant/sign test table row containing
det_direct_with_errbound so the absolute-value notation around estimate does not
create Markdown table separators; escape the pipe characters or replace the
notation with equivalent wording. Then run just markdown-check and just
markdown-fix.
In `@scripts/bench_compare.py`:
- Around line 800-816: Add a focused test covering the baseline_unavailable and
missing_current branch in the comparison flow, asserting that it emits a
CoverageGap with suite="exact", the expected group and bench identifiers,
missing_current=True, and missing_baseline=False. Reuse the existing test
fixtures and setup for policy-driven baseline-unavailable scenarios.
In `@src/ldlt.rs`:
- Around line 27-37: Update the public LDLT documentation near
`factor_symmetric` and `Matrix::ldlt` to distinguish zero-pivot errors: an
uncoupled zero pivot returns `LaError::Singular`, while a zero pivot with
non-zero remaining coupling returns `LaError::NotPositiveSemidefinite`; retain
the existing tolerance-small positive pivot behavior.
🪄 Autofix (Beta)
Fix all unresolved CodeRabbit comments on this PR:
- Push a commit to this branch (recommended)
- Create a new PR with the fixes
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CONTRIBUTING.mdREADME.mdREFERENCES.mdbenches/common/exact.rsbenches/exact.rsbenches/vs_linalg.rsdocs/BENCHMARKING.mddocs/mathematical_basis.mdexamples/exact_det_3x3.rsexamples/exact_sign_3x3.rsexamples/exact_solve_3x3.rsjustfilescripts/bench_compare.pyscripts/tests/test_bench_compare.pysrc/error.rssrc/exact.rssrc/ldlt.rssrc/lib.rssrc/lu.rssrc/matrix.rstests/exact_bench_config.rstests/vs_linalg_inputs.rstypos.toml
💤 Files with no reviewable changes (1)
- src/lib.rs
- State the determinant sign condition without ambiguous Markdown delimiters. - Distinguish singular zero pivots from coupled zero-pivot LDLT rejections. - Align citation and contributor guidance with the positive-definite domain.
Closes #159
Closes #164
Summary by CodeRabbit
Documentation
Bug Fixes
Tests