%global forgeurl https://github.com/rodrigo-arenas/Sklearn-genetic-opt

%global tag %{version}

%forgemeta

%bcond_without tests

# Sphinx-generated HTML documentation is not suitable for packaging; see

# https://bugzilla.redhat.com/show_bug.cgi?id=2006555 for discussion.

#

# We can generate PDF documentation as a substitute.

%bcond_without doc_pdf

%global pypi_name sklearn-genetic-opt

%global orig_name Sklearn-genetic-opt

%global _description %{expand:

scikit-learn models hyperparameters tuning and feature selection, using

evolutionary algorithms. This is meant to be an alternative to popular

methods inside scikit-learn such as Grid Search and Randomized Grid

Search for hyperparameteres tuning, and from RFE, Select From Model for

feature selection. Sklearn-genetic-opt uses evolutionary algorithms

from the DEAP package to choose the set of hyperparameters that

optimizes (max or min) the cross-validation scores, it can be used

for both regression and classification problems.}

Name:           python-%{pypi_name}

Version:        0.10.1

Release:        %autorelease

Summary:        Hyperparameters tuning and feature selection

License:        MIT

URL:            https://github.com/rodrigo-arenas/Sklearn-genetic-opt

Source0:        %{forgesource}

BuildArch:      noarch

# https://fedoraproject.org/wiki/Changes/EncourageI686LeafRemoval

ExcludeArch:    %{ix86}

%description %_description

%package -n python3-%{pypi_name}

Summary:        %{summary}

BuildRequires:  make

BuildRequires:  python3-devel

BuildRequires:  %{py3_dist pandas}

BuildRequires:  %{py3_dist matplotlib}

%if %{with tests}

BuildRequires:  python3dist(pytest)

%endif

%description -n python3-%{pypi_name} %_description

%package doc

Summary:        %{summary}

%if %{with doc_pdf}

BuildRequires:  make

BuildRequires:  python3-sphinx-latex

BuildRequires:  latexmk

BuildRequires:  ImageMagick

BuildRequires:  pandoc

BuildRequires:  %{py3_dist sphinx}

BuildRequires:  %{py3_dist sphinx-rtd-theme}

BuildRequires:  %{py3_dist sphinxcontrib-bibtex}

BuildRequires:  %{py3_dist sphinx-copybutton}

BuildRequires:  %{py3_dist sphinx-gallery}

BuildRequires:  %{py3_dist numpydoc}

BuildRequires:  %{py3_dist nbsphinx}

%endif

%description doc

Documentation for %{name}.

%prep

%autosetup -p1 -n %{orig_name}-%{version}

%generate_buildrequires

# Cannot package “mlflow” or “all” extras due to missing mlflow dependency

%pyproject_buildrequires -x seaborn

%build

%pyproject_wheel

%if %{with doc_pdf}

%make_build -C docs latex SPHINXOPTS='%{?_smp_mflags}'

# convert gif to png and take the first frame

convert docs/_build/latex/progress_bar.gif docs/_build/latex/progress_bar.png

sed -i 's/{progress_bar}.gif/{progress_bar-0}.png/g' docs/_build/latex/sklearngeneticopt.tex

%make_build -C docs/_build/latex LATEXMKOPTS='-quiet'

%endif

%install

%pyproject_install

%pyproject_save_files sklearn_genetic

%check

%if %{with tests}

# test_tensorboard_callback fails due to missing tensorflow dep

# https://github.com/rodrigo-arenas/Sklearn-genetic-opt/issues/134

k="not test_tensorboard_callback"

# Two failing tests in Python3.12, Disable for now.

# TODO: investigate and report failing tests upstream

k="${k} and not test_wrong_scheduler_methods"

k="${k} and not test_wrong_dimension"

# Exclude test_mlflow -- mlflow dependency is missing

%pytest --ignore sklearn_genetic/tests/test_mlflow.py -k "${k}" -v

%endif

%files -n python3-sklearn-genetic-opt -f %{pyproject_files}

%doc README.rst

%files doc

%if %{with doc_pdf}

%doc docs/_build/latex/sklearngeneticopt.pdf

%endif

%changelog

%autochangelog