#' @param max_iter The maximum number of coordinate descent iterations.
#' Default: 1000L.
#' @param tol Stop the coordinate descent when the duality gap is below this
#' threshold. Default: 1e-3.
#' @param selection If "random", then instead of updating coefficients in cyclic
#' order, a random coefficient is updated in each iteration. Default: "cyclic".
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