%global __brp_check_rpaths %{nil} %global __requires_exclude ^libmpi %global packname deriva %global packver 0.2.0 %global rlibdir /usr/local/lib/R/library Name: R-CRAN-%{packname} Version: 0.2.0 Release: 1%{?dist}%{?buildtag} Summary: Tidy Drift Detection for Monitored Machine Learning Models License: MIT + file LICENSE URL: https://cran.r-project.org/package=%{packname} Source0: %{url}&version=%{packver}#/%{packname}_%{packver}.tar.gz BuildRequires: R-devel >= 4.1 Requires: R-core >= 4.1 BuildArch: noarch BuildRequires: R-CRAN-cli BuildRequires: R-CRAN-generics BuildRequires: R-CRAN-rlang BuildRequires: R-stats BuildRequires: R-CRAN-tibble BuildRequires: R-utils BuildRequires: R-CRAN-vctrs BuildRequires: R-CRAN-withr Requires: R-CRAN-cli Requires: R-CRAN-generics Requires: R-CRAN-rlang Requires: R-stats Requires: R-CRAN-tibble Requires: R-utils Requires: R-CRAN-vctrs Requires: R-CRAN-withr %description Detects concept drift and data drift in streams produced by deployed machine learning models, using a tidy interface that composes with the 'tidymodels' ecosystem. Detectors are specified, fitted on a baseline period, and advanced over new batches of observations, returning tibbles annotated with warning and drift flags. A catalogue of 22 sequential drift detectors is provided. Error-based methods include the Drift Detection Method (DDM) of Gama et al. (2004) , the Early Drift Detection Method (EDDM) of Baena-Garcia et al. (2006), the Hoeffding's inequality based Drift Detection Methods (HDDM) of Frias-Blanco et al. (2015) , and the Exponentially Weighted Moving Average (EWMA) chart of Ross et al. (2012) . Distribution-based methods include Adaptive Windowing (ADWIN) of Bifet and Gavalda (2007) , Kolmogorov-Smirnov Windowing (KSWIN) of Raab et al. (2020) , and the Page-Hinkley test of Page (1954) . %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}