Github user shivaram commented on a diff in the pull request: https://github.com/apache/spark/pull/12836#discussion_r67261006 --- Diff: R/pkg/R/DataFrame.R --- @@ -1266,6 +1266,83 @@ setMethod("dapplyCollect", ldf }) +#' gapply +#' +#' Group the SparkDataFrame using the specified columns and apply the R function to each +#' group. +#' +#' @param x A SparkDataFrame +#' @param cols Grouping columns +#' @param func A function to be applied to each group partition specified by grouping +#' column of the SparkDataFrame. The function `func` takes as argument +#' a key - grouping columns and a data frame - a local R data.frame. +#' The output of `func` is a local R data.frame. +#' @param schema The schema of the resulting SparkDataFrame after the function is applied. +#' It must match the output of func. +#' @family SparkDataFrame functions +#' @rdname gapply +#' @name gapply +#' @export +#' @examples +#' +#' \dontrun{ +#' Computes the arithmetic mean of the second column by grouping +#' on the first and third columns. Output the grouping values and the average. +#' +#' df <- createDataFrame ( +#' list(list(1L, 1, "1", 0.1), list(1L, 2, "1", 0.2), list(3L, 3, "3", 0.3)), +#' c("a", "b", "c", "d")) +#' +#' schema <- structType(structField("a", "integer"), structField("c", "string"), +#' structField("avg", "double")) +#' df1 <- gapply( +#' df, +#' list("a", "c"), +#' function(key, x) { +#' y <- data.frame(key, mean(x$b), stringsAsFactors = FALSE) +#' }, +#' schema) +#' collect(df1) +#' +#' Result +#' ------ +#' a c avg +#' 3 3 3.0 +#' 1 1 1.5 +#' +#' Fits linear models on iris dataset by grouping on the 'Species' column and +#' using 'Sepal_Length' as a target variable, 'Sepal_Width', 'Petal_Length' +#' and 'Petal_Width' as training features. +#' +#' df <- createDataFrame (iris) +#' schema <- structType(structField("(Intercept)", "double"), --- End diff -- Similar to above, do the column names also have to match ? i.e. is `(Intercept)` important here or would `Intercept` work as well ?
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