28212963022
84%

Ran 26 Jun 2026 02:24AM UTC

Jobs 1

Files 33

Run time 1min

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Committed 26 Jun 2026 02:18AM UTC coverage: 82.091% (+2.9%) from 79.186%

Build # 28212963022

Build Type

push

github

Committed by

dmeoli

Commit Message

Render docstring math as LaTeX for the documentation site

Convert the plain-text formulas in the docstrings across the whole library to
reStructuredText math (:math: / .. math::) so Sphinx + MathJax renders them
properly on the documentation site, e.g.:

- activations: sigmoid 1/(1+exp(-x)) -> \frac{1}{1 + e^{-x}}, softmax, etc.
- svm/nn losses: hinge, squared hinge, epsilon-insensitive, MSE, MAE, cross-entropies
- regularizers (L1/L2) and kernels (linear, poly, gaussian, laplacian, sigmoid)
- the box-constrained quadratic program min{ 1/2 x^T Q x + q^T x : 0 <= x <= ub }
  shared by the constrained optimizers, the Lagrangian relaxations and the KKT system
- line-search directions (steepest descent, NCG, Newton system, BFGS/L-BFGS update
  and two-loop recursion) and the proximal bundle master
- initializers (Glorot/He variance) and the bcqp generator helper

Docstrings containing backslashes were made raw strings; no code, signatures,
defaults or parameter semantics were changed.

Coverage Stats

2599 of 3166 relevant lines covered (82.09%)

0.82 hits per line

Coverage Regressions

Lines	Coverage	∆	File
6	75.16	-2.9%	optiml/opti/unconstrained/line_search/quasi_newton.py
2	75.44	-2.15%	optiml/opti/unconstrained/line_search/newton.py
1	78.37	4.19%	optiml/ml/svm/_base.py

Jobs

ID	Job ID	Ran	Files	Coverage
1	28212963022.1	26 Jun 2026 02:24AM UTC	33	82.09	GitHub Action Run

dmeoli / optiml / 28212963022
84%

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Coverage Regressions

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Source Files on build 28212963022

dmeoli / optiml / 28212963022 84%

README BADGES x

Markdown

Textile

RDoc

HTML

Rst

Coverage Regressions

Jobs

Source Files on build 28212963022

dmeoli / optiml / 28212963022
84%

README BADGES
x