%global __brp_check_rpaths %{nil} %global __requires_exclude ^libmpi %global packname shapr %global packver 0.2.2 %global rlibdir /usr/local/lib/R/library Name: R-CRAN-%{packname} Version: 0.2.2 Release: 1%{?dist}%{?buildtag} Summary: Prediction Explanation with Dependence-Aware Shapley Values 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 BuildRequires: R-CRAN-Rcpp >= 0.12.15 BuildRequires: R-stats BuildRequires: R-CRAN-data.table BuildRequires: R-CRAN-condMVNorm BuildRequires: R-CRAN-mvnfast BuildRequires: R-CRAN-Matrix BuildRequires: R-CRAN-RcppArmadillo Requires: R-CRAN-Rcpp >= 0.12.15 Requires: R-stats Requires: R-CRAN-data.table Requires: R-CRAN-condMVNorm Requires: R-CRAN-mvnfast Requires: R-CRAN-Matrix %description Complex machine learning models are often hard to interpret. However, in many situations it is crucial to understand and explain why a model made a specific prediction. Shapley values is the only method for such prediction explanation framework with a solid theoretical foundation. Previously known methods for estimating the Shapley values do, however, assume feature independence. This package implements the method described in Aas, Jullum and Løland (2019) , which accounts for any feature dependence, and thereby produces more accurate estimates of the true Shapley values. %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 [ -d %{packname}/src ] && find %{packname}/src/Make* -type f -exec \ sed -i 's@-g0@@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}