%global __brp_check_rpaths %{nil} %global __requires_exclude ^libmpi %global packname MaxWiK %global packver 1.0.5 %global rlibdir /usr/local/lib/R/library Name: R-CRAN-%{packname} Version: 1.0.5 Release: 1%{?dist}%{?buildtag} Summary: Machine Learning Method Based on Isolation Kernel Mean Embedding License: GPL (>= 3) URL: https://cran.r-project.org/package=%{packname} Source0: %{url}&version=%{packver}#/%{packname}_%{packver}.tar.gz BuildRequires: R-devel >= 3.3.0 Requires: R-core >= 3.3.0 BuildArch: noarch BuildRequires: R-methods BuildRequires: R-stats BuildRequires: R-utils BuildRequires: R-CRAN-scales BuildRequires: R-parallel BuildRequires: R-CRAN-abc BuildRequires: R-CRAN-ggplot2 Requires: R-methods Requires: R-stats Requires: R-utils Requires: R-CRAN-scales Requires: R-parallel Requires: R-CRAN-abc Requires: R-CRAN-ggplot2 %description Incorporates Approximate Bayesian Computation to get a posterior distribution and to select a model optimal parameter for an observation point. Additionally, the meta-sampling heuristic algorithm is realized for parameter estimation, which requires no model runs and is dimension-independent. A sampling scheme is also presented that allows model runs and uses the meta-sampling for point generation. A predictor is realized as the meta-sampling for the model output. All the algorithms leverage a machine learning method utilizing the maxima weighted Isolation Kernel approach, or 'MaxWiK'. The method involves transforming raw data to a Hilbert space (mapping) and measuring the similarity between simulated points and the maxima weighted Isolation Kernel mapping corresponding to the observation point. Comprehensive details of the methodology can be found in the papers Iurii Nagornov (2024) and Iurii Nagornov (2023) . %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}