%global __brp_check_rpaths %{nil} %global packname fairness %global packver 1.2.2 %global rlibdir /usr/local/lib/R/library Name: R-CRAN-%{packname} Version: 1.2.2 Release: 1%{?dist}%{?buildtag} Summary: Algorithmic Fairness Metrics License: MIT + file LICENSE URL: https://cran.r-project.org/package=%{packname} Source0: %{url}&version=%{packver}#/%{packname}_%{packver}.tar.gz BuildRequires: R-devel >= 3.5.0 Requires: R-core >= 3.5.0 BuildArch: noarch BuildRequires: R-CRAN-caret BuildRequires: R-CRAN-devtools BuildRequires: R-CRAN-e1071 BuildRequires: R-CRAN-ggplot2 BuildRequires: R-CRAN-pROC Requires: R-CRAN-caret Requires: R-CRAN-devtools Requires: R-CRAN-e1071 Requires: R-CRAN-ggplot2 Requires: R-CRAN-pROC %description Offers calculation, visualization and comparison of algorithmic fairness metrics. Fair machine learning is an emerging topic with the overarching aim to critically assess whether ML algorithms reinforce existing social biases. Unfair algorithms can propagate such biases and produce predictions with a disparate impact on various sensitive groups of individuals (defined by sex, gender, ethnicity, religion, income, socioeconomic status, physical or mental disabilities). Fair algorithms possess the underlying foundation that these groups should be treated similarly or have similar prediction outcomes. The fairness R package offers the calculation and comparisons of commonly and less commonly used fairness metrics in population subgroups. These methods are described by Calders and Verwer (2010) , Chouldechova (2017) , Feldman et al. (2015) , Friedler et al. (2018) and Zafar et al. (2017) . The package also offers convenient visualizations to help understand fairness metrics. %prep %setup -q -c -n %{packname} # fix end of executable files find -type f -executable -exec grep -Iq . {} \; -exec sed -i -e '$a\' {} \; # prevent binary stripping [ -d %{packname}/src ] && find %{packname}/src -type f -exec \ sed -i 's@/usr/bin/strip@/usr/bin/true@g' {} \; || true # don't allow local prefix in executable scripts find -type f -executable -exec sed -Ei 's@#!( )*/usr/local/bin@#!/usr/bin@g' {} \; %build %install mkdir -p %{buildroot}%{rlibdir} %{_bindir}/R CMD INSTALL -l %{buildroot}%{rlibdir} %{packname} test -d %{packname}/src && (cd %{packname}/src; rm -f *.o *.so) rm -f %{buildroot}%{rlibdir}/R.css # remove buildroot from installed files find %{buildroot}%{rlibdir} -type f -exec sed -i "s@%{buildroot}@@g" {} \; %files %{rlibdir}/%{packname}