felixcheung commented on a change in pull request #23760: [SPARK-26762][SQL][R]
Arrow optimization for conversion from Spark DataFrame to R DataFrame
URL: https://github.com/apache/spark/pull/23760#discussion_r256715480
##########
File path: R/pkg/R/DataFrame.R
##########
@@ -1177,11 +1177,65 @@ setMethod("dim",
setMethod("collect",
signature(x = "SparkDataFrame"),
function(x, stringsAsFactors = FALSE) {
+ useArrow <- FALSE
+ arrowEnabled <-
sparkR.conf("spark.sql.execution.arrow.enabled")[[1]] == "true"
+ if (arrowEnabled) {
+ useArrow <- tryCatch({
+ requireNamespace1 <- requireNamespace
+ if (!requireNamespace1("arrow", quietly = TRUE)) {
+ stop("'arrow' package should be installed.")
+ }
+ # Currenty Arrow optimization does not support raw for now.
+ # Also, it does not support explicit float type set by users.
+ if (inherits(schema(x), "structType")) {
+ if (any(sapply(schema(x)$fields(),
+ function(x) x$dataType.toString() ==
"FloatType"))) {
+ stop(paste0("Arrow optimization in the conversion from
Spark DataFrame to R ",
+ "DataFrame does not support FloatType yet."))
+ }
+ if (any(sapply(schema(x)$fields(),
+ function(x) x$dataType.toString() ==
"BinaryType"))) {
+ stop(paste0("Arrow optimization in the conversion from
Spark DataFrame to R ",
+ "DataFrame does not support BinaryType yet."))
+ }
+ }
+ TRUE
+ }, error = function(e) {
+ warning(paste0("The conversion from Spark DataFrame to R
DataFrame was attempted ",
+ "with Arrow optimization because ",
+ "'spark.sql.execution.arrow.enabled' is set to
true; however, ",
+ "failed, attempting non-optimization. Reason: ",
+ e))
Review comment:
right, I don't think it should fallback (in computation)
----------------------------------------------------------------
This is an automated message from the Apache Git Service.
To respond to the message, please log on GitHub and use the
URL above to go to the specific comment.
For queries about this service, please contact Infrastructure at:
[email protected]
With regards,
Apache Git Services
---------------------------------------------------------------------
To unsubscribe, e-mail: [email protected]
For additional commands, e-mail: [email protected]
