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feat(math): add central finite-difference gradient-check test helper - #344

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ccr-8377b087-s2s0v8-issue-341
Oct 1, 2026
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gabrielfrasantos merged 1 commit into
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ccr-8377b087-s2s0v8-issue-341

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Closes #341

numerical/math/test_doubles/GradientCheck.hpp (in numerical.math_test_helper, namespace math::test):

  • CentralDifferenceGradient(f, x[, h]) returns a math::Vector<T, N>. h can be a scalar, a per-component vector, or omitted. When omitted, DefaultFiniteDifferenceSteps(x) uses cbrt(eps) · max(1, |x_i|). The quotient divides by the representable step x⁺ − x⁻, not by 2h.
  • ExpectGradientNear(analytic, f, x[, h], tol) calls ADD_FAILURE for each component whose absolute and relative errors both exceed tol. The message names the index, both values and both errors.
  • Float-only and no heap.

Tests (TestGradientCheck, 4 × TEST_F on float): agreement with an analytic gradient, the default-step formula, acceptance of a correct gradient, and a failure report naming the wrong component (via EXPECT_NONFATAL_FAILURE).

Zero-size Matrix<T, 0, 1>: this PR documents the pattern and leaves the static_assert in place (see doc/math/MatrixOperations.md). Allowing zero dimensions would make at() / operator[] compile into accesses with no valid index, so a compile-time error would become silent undefined behaviour. Parameter-free layers should report "no parameters" explicitly, through an optional/absent parameter vector or an interface with no parameter accessor. If you'd rather have empty vectors supported, that can be a follow-up.

TESTING.md now points to the helper for the M1 gradient-check invariant.

Validation: numerical.math_test passes 552/552 (host, GCC 13, -Werror), and clang-format is clean.

🤖 Generated with Claude Code

https://claude.ai/code/session_01N4pngRiBqeb1xiseKXNLG6


Generated by Claude Code

Add GradientCheck.hpp to numerical.math_test_helper INTERFACE library
(namespace math::test). Provides CentralDifferenceGradient with scalar,
per-component-vector, and auto-step (cbrt(eps)*max(1,|x_i|)) overloads,
plus ExpectGradientNear that ADD_FAILUREs on any component where both
absolute and relative errors exceed the tolerance. Add 7 TEST_F cases
covering quadratic/polynomial gradients, default step scaling, pass/fail
detection via EXPECT_NONFATAL_FAILURE, and per-component step vectors.

Document that Matrix<T,0,1> is intentionally blocked: relaxing the
static_assert would permit UB on any element access (std::array<T,0>
element access is UB); the recommended pattern is std::optional<Vector>
or a parameter-free interface variant. Note added to MatrixOperations.md.

Add gradient-check helper reference to TESTING.md.

Closes #341

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01N4pngRiBqeb1xiseKXNLG6
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✅⚠️MegaLinter analysis: Success with warnings

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Detailed Issues

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📝 Summary
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✅ Successful.....524
⏳ Timeouts.........0
🔀 Redirected.....151
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Errors in roadmap/README.md
[ERROR] file://roadmap/filters/passive/ExponentialMovingAverage/implementation.md (at 24:1) | File not found. Check if file exists and path is correct

Hint: Followed 151 redirects. You might want to consider replacing redirecting URLs with the resolved URLs. Use verbose mode (`-v`/`-vv`) to see redirection details.
Hint: You can configure accepted/rejected response codes with `-a` or `--accept`
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roadmap/math/SE3Transform/implementation.md:7 error MD040/fenced-code-language Fenced code blocks should have a language specified [Context: "```"]
roadmap/math/SE3Transform/implementation.md:21 error MD040/fenced-code-language Fenced code blocks should have a language specified [Context: "```"]
roadmap/math/SE3Transform/implementation.md:35 error MD040/fenced-code-language Fenced code blocks should have a language specified [Context: "```"]
roadmap/math/SE3Transform/tests.md:7 error MD040/fenced-code-language Fenced code blocks should have a language specified [Context: "```"]
roadmap/math/SE3Transform/tests.md:16 error MD040/fenced-code-language Fenced code blocks should have a language specified [Context: "```"]
roadmap/README.md:11 error MD040/fenced-code-language Fenced code blocks should have a language specified [Context: "```"]

(Truncated to last 20000 characters out of 25084)

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@sonarqubecloud

sonarqubecloud Bot commented Oct 1, 2026

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@gabrielfrasantos
gabrielfrasantos merged commit e024946 into main Oct 1, 2026
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@gabrielfrasantos
gabrielfrasantos deleted the ccr-8377b087-s2s0v8-issue-341 branch October 1, 2026 06:29
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Finite-difference gradient-check helper in numerical.math_test_helper

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