From c2058a89094c1cc41af78c8d638c0398b0b75093 Mon Sep 17 00:00:00 2001 From: Javier Luraschi Date: Mon, 19 Nov 2018 20:48:48 -0800 Subject: [PATCH 01/10] [Website] Preview to Spark with Arrow and R improvements --- .../_posts/2018-11-19-r-spark-improvements.md | 153 ++++++++++++++++++ site/img/arrow-r-spark-collecting.png | Bin 0 -> 46471 bytes site/img/arrow-r-spark-copying.png | Bin 0 -> 33256 bytes site/img/arrow-r-spark-transforming.png | Bin 0 -> 27577 bytes 4 files changed, 153 insertions(+) create mode 100644 site/_posts/2018-11-19-r-spark-improvements.md create mode 100644 site/img/arrow-r-spark-collecting.png create mode 100644 site/img/arrow-r-spark-copying.png create mode 100644 site/img/arrow-r-spark-transforming.png diff --git a/site/_posts/2018-11-19-r-spark-improvements.md b/site/_posts/2018-11-19-r-spark-improvements.md new file mode 100644 index 00000000000..6c44e26583b --- /dev/null +++ b/site/_posts/2018-11-19-r-spark-improvements.md @@ -0,0 +1,153 @@ +--- +layout: post +title: "Speeding up R with Spark using Apache Arrow" +date: "2018-11-29 08:00:00 -0800" +author: javierluraschi +categories: [application] +--- + + +*[Javier Luraschi][1] is a software engineer at [RStudio][2]* + +Support for Apache Arrow in Apache Spark with R is currently under +active development through [sparklyr][3]. This post explores early, yet +promising, performance improvements achieved when using R with [Apache +Spark][4] and Arrow. + +# Setup + +Since this work is under active development, install `sparklyr` and +`arrow` from GitHub as follows: + +```r +devtools::install_github("apache/arrow", subdir = "r", ref = "dc5df8f") +devtools::install_github("rstudio/sparklyr") +``` + +In this benchmark, we will use [dplyr][5], but similar improvements can +be expected from using [DBI][6], or [Spark DataFrames][7] in `sparklyr`. +The local Spark connection and dataframe with 1M numeric rows was +initialized as follows: + +```r +library(sparklyr) +library(dplyr) + +sc <- spark_connect(master = "local") +data <- data.frame(y = runif(10^6, 0, 1)) +``` + +# Copying + +The following benchmark using [microbenchmark][8], copies 1M rows from +R into Spark using `sparklyr` with and without `arrow`, there is close +to a 10x improvement using `arrow`. + + +```r +microbenchmark::microbenchmark( + setup = library(arrow), + arrow_on = { + library(arrow) + sparklyr_df <<- copy_to(sc, data, overwrite = T) + count(sparklyr_df) + }, + arrow_off = { + if ("arrow" %in% .packages()) detach("package:arrow") + sparklyr_df <<- copy_to(sc, data, overwrite = T) + count(sparklyr_df) + }, + times = 10 +) %>% ggplot2::autoplot() +``` + +
+Copying data with R into Spark with and without Arrow +
+ +# Collecting + +The following benchmark collects 1M rows from Spark into R and shows that `arrow` +can bring 2x improvements. The collection improvements are not as significant as +copying data since, `sparklyr` already collects data in columnar format. + +```r +microbenchmark::microbenchmark( + setup = library(arrow), + arrow_on = { + dplyr::collect(sparklyr_df) + }, + arrow_off = { + if ("arrow" %in% .packages()) detach("package:arrow") + dplyr::collect(sparklyr_df) + }, + times = 10 +) %>% ggplot2::autoplot() +``` + +
+Collecting data with R from Spark with and without Arrow +
+ +# Transforming + +Custom transformations of data using R functions are about 100X faster using `arrow`. +This improvement was significant since transforming data in R was copying +and collecting data and was not optimized to be collected in columnar format. +Therefore, `arrow` will be strongly encouraged to perform custom R transformations +in Spark. The following example transforms 100K rows with and without `arrow` enabled. + +```r +microbenchmark::microbenchmark( + setup = library(arrow), + arrow_on = { + sample_n(sparklyr_df, 10^5) %>% spark_apply(~ .x / 2) %>% count() + }, + arrow_off = { + if ("arrow" %in% .packages()) detach("package:arrow") + sample_n(sparklyr_df, 10^5) %>% spark_apply(~ .x / 2) %>% count() + }, + times = 10 +) %>% ggplot2::autoplot() +``` + +
+Transforming data with R in Spark with and without Arrow +
+ +Additional benchmarks and fine-tuning parameters can be found under `sparklyr` +[/rstudio/sparklyr/pull/1611][9]. Looking forward to bringing this feature +to the Spark, Arrow and R communities. + +[1]: https://github.com/javierluraschi +[2]: https://rstudio.com +[3]: https://github.com/rstudio/sparklyr +[4]: https://spark.apache.org +[5]: https://dplyr.tidyverse.org +[6]: https://cran.r-project.org/package=DBI +[7]: https://spark.rstudio.com/reference/#section-spark-dataframes +[8]: https://CRAN.R-project.org/package=microbenchmark +[9]: https://github.com/rstudio/sparklyr/pull/1611 diff --git a/site/img/arrow-r-spark-collecting.png b/site/img/arrow-r-spark-collecting.png new file mode 100644 index 0000000000000000000000000000000000000000..a9c9df403eccad033ab740425c12717d2c9d2450 GIT binary patch literal 46471 zcmeFZWmuHm*ES9#ql5uc3L*#wAz%L3C?VY) zigc&se_iJNJiq&Y9Pfws)AK%GyqURYW?y^nwbwe=xz4p8%gajaBWEBdA|l#%^Tu^W zA|jG>A|jMJ>27$(<{L8uym1&SDk^U#Dj{lRZe^onZE)+h#BIylHrQK=5+X!I7kqtH zbWDz@&|EFFHD)_ruVl{WWfw2J@5H`Ws(g`z0{6Z?0n5Of0^O`*Mk_P*udC}XoG;vp 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Luraschi Date: Wed, 21 Nov 2018 09:59:05 -0800 Subject: [PATCH 02/10] explain sparklyr implementation, plots and stats --- .../_posts/2018-11-19-r-spark-improvements.md | 84 +++++++++++++----- site/img/arrow-r-spark-collecting.png | Bin 46471 -> 41903 bytes site/img/arrow-r-spark-copying.png | Bin 33256 -> 33504 bytes site/img/arrow-r-spark-transforming.png | Bin 27577 -> 28849 bytes 4 files changed, 64 insertions(+), 20 deletions(-) diff --git a/site/_posts/2018-11-19-r-spark-improvements.md b/site/_posts/2018-11-19-r-spark-improvements.md index 6c44e26583b..72e46b7a636 100644 --- a/site/_posts/2018-11-19-r-spark-improvements.md +++ b/site/_posts/2018-11-19-r-spark-improvements.md @@ -56,26 +56,42 @@ data <- data.frame(y = runif(10^6, 0, 1)) # Copying -The following benchmark using [microbenchmark][8], copies 1M rows from -R into Spark using `sparklyr` with and without `arrow`, there is close -to a 10x improvement using `arrow`. +Currently, copying data to Spark using `sparklyr` is performed by persising +data on-disk from R and reading it back from Spark. This was meant to be +used for small datasets since there are better tools to transfer data +into distributed storage systems. Nevertheless, many users have request +support to transfer more data at fast speeds into Spark. +Using `arrow` with `sparklyr`, we can transfer data directly from R to +Spark without having to serialize this data in R or persist in disk. + +The following example copies 1M rows from R into Spark using `sparklyr` +with and without `arrow`, there is close to a 10x improvement using `arrow`. + +This benchmark uses the [microbenchmark][8] R package, which runs code +multiple times, provides stats on total execution time and plots each +excecution time to understand the distribution over each iteration. ```r microbenchmark::microbenchmark( setup = library(arrow), arrow_on = { - library(arrow) sparklyr_df <<- copy_to(sc, data, overwrite = T) - count(sparklyr_df) + count(sparklyr_df) %>% collect() }, arrow_off = { if ("arrow" %in% .packages()) detach("package:arrow") sparklyr_df <<- copy_to(sc, data, overwrite = T) - count(sparklyr_df) + count(sparklyr_df) %>% collect() }, times = 10 -) %>% ggplot2::autoplot() +) %T>% print() %>% ggplot2::autoplot() +``` +``` +Unit: milliseconds + expr min lq mean median uq max neval + arrow_on 396.9805 427.5132 455.8761 447.8131 486.2177 523.980 10 + arrow_off 2816.4576 3045.4154 3177.0776 3124.9995 3289.3395 3620.697 10 ```
@@ -86,23 +102,33 @@ microbenchmark::microbenchmark( # Collecting -The following benchmark collects 1M rows from Spark into R and shows that `arrow` -can bring 2x improvements. The collection improvements are not as significant as -copying data since, `sparklyr` already collects data in columnar format. +Similarly, `arrow` with `sparklyr` can now avoid deserializing data in R +while collecting data from Spark into R. These improvements are not as +significant as copying data since, `sparklyr` already collects data in +columnar format. + +The following benchmark collects 1M rows from Spark into R and shows that +`arrow` can bring 2x improvements. ```r microbenchmark::microbenchmark( setup = library(arrow), arrow_on = { - dplyr::collect(sparklyr_df) + collect(sparklyr_df) }, arrow_off = { if ("arrow" %in% .packages()) detach("package:arrow") - dplyr::collect(sparklyr_df) + collect(sparklyr_df) }, times = 10 -) %>% ggplot2::autoplot() +) %T>% print() %>% ggplot2::autoplot() ``` +``` +Unit: milliseconds + expr min lq mean median uq max neval + arrow_on 260.5992 287.5217 298.4174 293.6197 312.2250 341.7968 10 + arrow_off 363.2187 380.6286 426.6134 424.8232 440.3115 517.2623 10 + ```
% spark_apply(~ .x / 2) %>% count() }, times = 10 -) %>% ggplot2::autoplot() +) %T>% print() %>% ggplot2::autoplot() ``` - +``` +Unit: seconds + expr min lq mean median uq max neval + arrow_on 3.399136 3.505688 3.906025 4.112791 4.183889 4.32687 10 + arrow_off 104.667242 106.801747 109.201360 107.879391 111.520811 116.69798 10 + ``` +
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zrmM>L+Q4E?39uM@LEFsI?l569hMC0U^R>msU74|aW(AW0;d-jmDbf3c^e;{8h_%|| zI*y-ZPmdWT`nTu6A%TSkwT?s+z5)##xD$b!F;gGFlrd#TkjHcHlD`o5Nr={>L(D*j zDb;MCv~QO-`JEpYVYD~8G{UZAh$@5{h?PBhWcBdjLmh3MP4;%Ox`u{j&A$xZ(9tlL z-wq1vZq!}9s_&<)_Wt%rs19HQ0|VJgsYr`}I6K~@dI2qmjsHX%_2~K{z5W5o13DBG zZxTK`TY9KX=zcn~q;`YiSsi<7M^g=inx|YV&;H(p6A45@=`V5B)?L3Je8Z0P79%%! z10< From 7f298ff2d9024daa7d32e2626e023b63ccd29ac9 Mon Sep 17 00:00:00 2001 From: Javier Luraschi Date: Wed, 21 Nov 2018 16:24:36 -0800 Subject: [PATCH 03/10] increment benchmark iterations to 100 --- .../_posts/2018-11-19-r-spark-improvements.md | 20 ++++++++---------- site/img/arrow-r-spark-collecting.png | Bin 41903 -> 50710 bytes site/img/arrow-r-spark-copying.png | Bin 33504 -> 41380 bytes 3 files changed, 9 insertions(+), 11 deletions(-) diff --git a/site/_posts/2018-11-19-r-spark-improvements.md b/site/_posts/2018-11-19-r-spark-improvements.md index 72e46b7a636..3025366d1bf 100644 --- a/site/_posts/2018-11-19-r-spark-improvements.md +++ b/site/_posts/2018-11-19-r-spark-improvements.md @@ -83,15 +83,14 @@ microbenchmark::microbenchmark( if ("arrow" %in% .packages()) detach("package:arrow") sparklyr_df <<- copy_to(sc, data, overwrite = T) count(sparklyr_df) %>% collect() - }, - times = 10 + } ) %T>% print() %>% ggplot2::autoplot() ``` ``` Unit: milliseconds expr min lq mean median uq max neval - arrow_on 396.9805 427.5132 455.8761 447.8131 486.2177 523.980 10 - arrow_off 2816.4576 3045.4154 3177.0776 3124.9995 3289.3395 3620.697 10 + arrow_on 326.4083 401.3589 484.4189 428.9402 489.8033 1093.707 100 + arrow_off 2450.5797 3146.0476 3386.6042 3246.9822 3488.6524 6945.576 100 ```

@@ -119,16 +118,15 @@ microbenchmark::microbenchmark( arrow_off = { if ("arrow" %in% .packages()) detach("package:arrow") collect(sparklyr_df) - }, - times = 10 + } ) %T>% print() %>% ggplot2::autoplot() ``` ``` Unit: milliseconds - expr min lq mean median uq max neval - arrow_on 260.5992 287.5217 298.4174 293.6197 312.2250 341.7968 10 - arrow_off 363.2187 380.6286 426.6134 424.8232 440.3115 517.2623 10 - ``` + expr min lq mean median uq max neval + arrow_on 254.4486 278.3992 313.2547 300.1484 334.9117 496.9672 100 + arrow_off 336.9897 408.1203 478.3004 450.7942 485.0992 1070.5376 100 +```
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2018 10:35:28 -0800 Subject: [PATCH 04/10] add reference to specific sparklyr branch --- site/_posts/2018-11-19-r-spark-improvements.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/site/_posts/2018-11-19-r-spark-improvements.md b/site/_posts/2018-11-19-r-spark-improvements.md index 3025366d1bf..69377b0b198 100644 --- a/site/_posts/2018-11-19-r-spark-improvements.md +++ b/site/_posts/2018-11-19-r-spark-improvements.md @@ -38,7 +38,7 @@ Since this work is under active development, install `sparklyr` and ```r devtools::install_github("apache/arrow", subdir = "r", ref = "dc5df8f") -devtools::install_github("rstudio/sparklyr") +devtools::install_github("rstudio/sparklyr", ref = "feature/arrow") ``` In this benchmark, we will use [dplyr][5], but similar improvements can From 23dc2281e3aadd0a1fc1eb453154ebe828094de8 Mon Sep 17 00:00:00 2001 From: Wes McKinney Date: Sun, 20 Jan 2019 22:01:36 -0600 Subject: [PATCH 05/10] Fix some typos Change-Id: I0cf12168290a4246277191e18988a928d68a2cc1 --- .../_posts/2018-11-19-r-spark-improvements.md | 35 +++++++++---------- 1 file changed, 17 insertions(+), 18 deletions(-) diff --git a/site/_posts/2018-11-19-r-spark-improvements.md b/site/_posts/2018-11-19-r-spark-improvements.md index 69377b0b198..7e0f8d761e5 100644 --- a/site/_posts/2018-11-19-r-spark-improvements.md +++ b/site/_posts/2018-11-19-r-spark-improvements.md @@ -1,7 +1,7 @@ --- layout: post title: "Speeding up R with Spark using Apache Arrow" -date: "2018-11-29 08:00:00 -0800" +date: "2019-01-20 08:00:00 -0800" author: javierluraschi categories: [application] --- @@ -26,8 +26,8 @@ limitations under the License. *[Javier Luraschi][1] is a software engineer at [RStudio][2]* -Support for Apache Arrow in Apache Spark with R is currently under -active development through [sparklyr][3]. This post explores early, yet +Support for Apache Arrow in Apache Spark with R is currently under active +development in the [sparklyr][3] project. This post explores early, yet promising, performance improvements achieved when using R with [Apache Spark][4] and Arrow. @@ -42,7 +42,7 @@ devtools::install_github("rstudio/sparklyr", ref = "feature/arrow") ``` In this benchmark, we will use [dplyr][5], but similar improvements can -be expected from using [DBI][6], or [Spark DataFrames][7] in `sparklyr`. +be expected from using [DBI][6], or [Spark DataFrames][7] in `sparklyr`. The local Spark connection and dataframe with 1M numeric rows was initialized as follows: @@ -56,11 +56,11 @@ data <- data.frame(y = runif(10^6, 0, 1)) # Copying -Currently, copying data to Spark using `sparklyr` is performed by persising -data on-disk from R and reading it back from Spark. This was meant to be -used for small datasets since there are better tools to transfer data -into distributed storage systems. Nevertheless, many users have request -support to transfer more data at fast speeds into Spark. +Currently, copying data to Spark using `sparklyr` is performed by persisting +data on-disk from R and reading it back from Spark. This was meant to be used +for small datasets since there are better tools to transfer data into +distributed storage systems. Nevertheless, many users have requested support to +transfer more data at fast speeds into Spark. Using `arrow` with `sparklyr`, we can transfer data directly from R to Spark without having to serialize this data in R or persist in disk. @@ -107,7 +107,7 @@ significant as copying data since, `sparklyr` already collects data in columnar format. The following benchmark collects 1M rows from Spark into R and shows that -`arrow` can bring 2x improvements. +`arrow` can bring 2x improvements. ```r microbenchmark::microbenchmark( @@ -136,14 +136,13 @@ Unit: milliseconds # Transforming -Today, custom transformations of data using R functions are performed in -`sparklyr` by moving data in row-format from Spark into an R process through -a socket connection, transferring data in row-format is inefficient since -multiple data types need to be deserialized over each row, then the data -gets converted to columnar format (R was originally designed to use columnar -data), once R finishes this computation, data is again converted to -row-format, serialized row-by-row and then sent back to Spark over the -socket connection. +Today, custom transformations of data using R functions are performed in +`sparklyr` by moving data in row-format from Spark into an R process through a +socket connection, transferring data in row-format is inefficient since +multiple data types need to be deserialized over each row, then the data gets +converted to columnar format (R was originally designed to use columnar data), +once R finishes this computation, data is again converted to row-format, +serialized row-by-row and then sent back to Spark over the socket connection. By adding support for `arrow` in `sparklyr`, it makes Spark perform the row-format to column-format conversion in parallel in Spark. Data From aa6aec7ff89e47fa855156b25a2f8d13bd61f7ef Mon Sep 17 00:00:00 2001 From: Javier Luraschi Date: Wed, 23 Jan 2019 15:31:25 -0800 Subject: [PATCH 06/10] update blog post with arrow 0.12 and 10m rows --- .../_posts/2018-11-19-r-spark-improvements.md | 36 +++++++++--------- site/img/arrow-r-spark-collecting.png | Bin 50710 -> 39526 bytes site/img/arrow-r-spark-copying.png | Bin 41380 -> 39785 bytes site/img/arrow-r-spark-transforming.png | Bin 28849 -> 31263 bytes 4 files changed, 19 insertions(+), 17 deletions(-) diff --git a/site/_posts/2018-11-19-r-spark-improvements.md b/site/_posts/2018-11-19-r-spark-improvements.md index 7e0f8d761e5..c40a710b043 100644 --- a/site/_posts/2018-11-19-r-spark-improvements.md +++ b/site/_posts/2018-11-19-r-spark-improvements.md @@ -37,21 +37,21 @@ Since this work is under active development, install `sparklyr` and `arrow` from GitHub as follows: ```r -devtools::install_github("apache/arrow", subdir = "r", ref = "dc5df8f") -devtools::install_github("rstudio/sparklyr", ref = "feature/arrow") +devtools::install_github("apache/arrow", subdir = "r") +devtools::install_github("rstudio/sparklyr") ``` In this benchmark, we will use [dplyr][5], but similar improvements can be expected from using [DBI][6], or [Spark DataFrames][7] in `sparklyr`. -The local Spark connection and dataframe with 1M numeric rows was +The local Spark connection and dataframe with 10M numeric rows was initialized as follows: ```r library(sparklyr) library(dplyr) -sc <- spark_connect(master = "local") -data <- data.frame(y = runif(10^6, 0, 1)) +sc <- spark_connect(master = "local", config = list("sparklyr.shell.driver-memory" = "6g")) +data <- data.frame(y = runif(10^7, 0, 1)) ``` # Copying @@ -65,7 +65,7 @@ transfer more data at fast speeds into Spark. Using `arrow` with `sparklyr`, we can transfer data directly from R to Spark without having to serialize this data in R or persist in disk. -The following example copies 1M rows from R into Spark using `sparklyr` +The following example copies 10M rows from R into Spark using `sparklyr` with and without `arrow`, there is close to a 10x improvement using `arrow`. This benchmark uses the [microbenchmark][8] R package, which runs code @@ -83,14 +83,15 @@ microbenchmark::microbenchmark( if ("arrow" %in% .packages()) detach("package:arrow") sparklyr_df <<- copy_to(sc, data, overwrite = T) count(sparklyr_df) %>% collect() - } + }, + times = 10 ) %T>% print() %>% ggplot2::autoplot() ``` ``` -Unit: milliseconds - expr min lq mean median uq max neval - arrow_on 326.4083 401.3589 484.4189 428.9402 489.8033 1093.707 100 - arrow_off 2450.5797 3146.0476 3386.6042 3246.9822 3488.6524 6945.576 100 + Unit: seconds + expr min lq mean median uq max neval + arrow_on 3.011515 4.250025 7.257739 7.273011 8.974331 14.23325 10 + arrow_off 50.051947 68.523081 119.946947 71.898908 138.743419 390.44028 10 ```

@@ -106,7 +107,7 @@ while collecting data from Spark into R. These improvements are not as significant as copying data since, `sparklyr` already collects data in columnar format. -The following benchmark collects 1M rows from Spark into R and shows that +The following benchmark collects 10M rows from Spark into R and shows that `arrow` can bring 2x improvements. ```r @@ -118,14 +119,15 @@ microbenchmark::microbenchmark( arrow_off = { if ("arrow" %in% .packages()) detach("package:arrow") collect(sparklyr_df) - } + }, + times = 10 ) %T>% print() %>% ggplot2::autoplot() ``` ``` -Unit: milliseconds - expr min lq mean median uq max neval - arrow_on 254.4486 278.3992 313.2547 300.1484 334.9117 496.9672 100 - arrow_off 336.9897 408.1203 478.3004 450.7942 485.0992 1070.5376 100 +Unit: seconds + expr min lq mean median uq max neval + arrow_on 4.520593 5.609812 6.154509 5.928099 6.217447 9.432221 10 + arrow_off 7.882841 13.358113 16.670708 16.127704 21.051382 24.373331 10 ```
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release --- site/_posts/2018-11-19-r-spark-improvements.md | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/site/_posts/2018-11-19-r-spark-improvements.md b/site/_posts/2018-11-19-r-spark-improvements.md index c40a710b043..75524da5426 100644 --- a/site/_posts/2018-11-19-r-spark-improvements.md +++ b/site/_posts/2018-11-19-r-spark-improvements.md @@ -37,8 +37,8 @@ Since this work is under active development, install `sparklyr` and `arrow` from GitHub as follows: ```r -devtools::install_github("apache/arrow", subdir = "r") -devtools::install_github("rstudio/sparklyr") +devtools::install_github("apache/arrow", subdir = "r", ref = "apache-arrow-0.12.0") +devtools::install_github("rstudio/sparklyr", ref = "apache-arrow-0.12.0") ``` In this benchmark, we will use [dplyr][5], but similar improvements can @@ -170,9 +170,9 @@ microbenchmark::microbenchmark( ``` ``` Unit: seconds - expr min lq mean median uq max neval - arrow_on 3.399136 3.505688 3.906025 4.112791 4.183889 4.32687 10 - arrow_off 104.667242 106.801747 109.201360 107.879391 111.520811 116.69798 10 + expr min lq mean median uq max neval + arrow_on 3.881293 4.038376 5.136604 4.772739 5.759082 7.873711 10 + arrow_off 178.605733 183.654887 213.296238 227.182018 233.601885 238.877341 10 ```
From f3c3e99b4c4b4b34829e6846a0ebdfa749beea3c Mon Sep 17 00:00:00 2001 From: Javier Luraschi Date: Wed, 23 Jan 2019 15:48:17 -0800 Subject: [PATCH 08/10] use more accurate multipliers describing improements --- site/_posts/2018-11-19-r-spark-improvements.md | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/site/_posts/2018-11-19-r-spark-improvements.md b/site/_posts/2018-11-19-r-spark-improvements.md index 75524da5426..5af96d66805 100644 --- a/site/_posts/2018-11-19-r-spark-improvements.md +++ b/site/_posts/2018-11-19-r-spark-improvements.md @@ -66,7 +66,7 @@ Using `arrow` with `sparklyr`, we can transfer data directly from R to Spark without having to serialize this data in R or persist in disk. The following example copies 10M rows from R into Spark using `sparklyr` -with and without `arrow`, there is close to a 10x improvement using `arrow`. +with and without `arrow`, there is close to a 16x improvement using `arrow`. This benchmark uses the [microbenchmark][8] R package, which runs code multiple times, provides stats on total execution time and plots each @@ -108,7 +108,7 @@ significant as copying data since, `sparklyr` already collects data in columnar format. The following benchmark collects 10M rows from Spark into R and shows that -`arrow` can bring 2x improvements. +`arrow` can bring 3x improvements. ```r microbenchmark::microbenchmark( @@ -153,7 +153,7 @@ All the R process needs to do is copy this data from the socket into its heap, transform it and copy it back to the socket connection. The following example transforms 100K rows with and without `arrow` enabled, -`arrow` makes transformation with R functions close to a 100X faster. +`arrow` makes transformation with R functions close to 41x faster. ```r microbenchmark::microbenchmark( From 966ecf62ea47d6f19e4bc7ee88c66bc1867f1570 Mon Sep 17 00:00:00 2001 From: Javier Luraschi Date: Thu, 24 Jan 2019 12:20:08 -0800 Subject: [PATCH 09/10] add reference to ongoing sparkr work --- .../_posts/2018-11-19-r-spark-improvements.md | 28 ++++++++++--------- 1 file changed, 15 insertions(+), 13 deletions(-) diff --git a/site/_posts/2018-11-19-r-spark-improvements.md b/site/_posts/2018-11-19-r-spark-improvements.md index 5af96d66805..87d28317ebb 100644 --- a/site/_posts/2018-11-19-r-spark-improvements.md +++ b/site/_posts/2018-11-19-r-spark-improvements.md @@ -27,9 +27,9 @@ limitations under the License. *[Javier Luraschi][1] is a software engineer at [RStudio][2]* Support for Apache Arrow in Apache Spark with R is currently under active -development in the [sparklyr][3] project. This post explores early, yet -promising, performance improvements achieved when using R with [Apache -Spark][4] and Arrow. +development in the [sparklyr][3] and [sparkR][4] projects. This post explores early, yet +promising, performance improvements achieved when using R with [Apache Spark][5], +Arrow and `sparklyr`. # Setup @@ -41,8 +41,8 @@ devtools::install_github("apache/arrow", subdir = "r", ref = "apache-arrow-0.12. devtools::install_github("rstudio/sparklyr", ref = "apache-arrow-0.12.0") ``` -In this benchmark, we will use [dplyr][5], but similar improvements can -be expected from using [DBI][6], or [Spark DataFrames][7] in `sparklyr`. +In this benchmark, we will use [dplyr][6], but similar improvements can +be expected from using [DBI][7], or [Spark DataFrames][8] in `sparklyr`. The local Spark connection and dataframe with 10M numeric rows was initialized as follows: @@ -68,7 +68,7 @@ Spark without having to serialize this data in R or persist in disk. The following example copies 10M rows from R into Spark using `sparklyr` with and without `arrow`, there is close to a 16x improvement using `arrow`. -This benchmark uses the [microbenchmark][8] R package, which runs code +This benchmark uses the [microbenchmark][9] R package, which runs code multiple times, provides stats on total execution time and plots each excecution time to understand the distribution over each iteration. @@ -182,15 +182,17 @@ Unit: seconds
Additional benchmarks and fine-tuning parameters can be found under `sparklyr` -[/rstudio/sparklyr/pull/1611][9]. Looking forward to bringing this feature +[/rstudio/sparklyr/pull/1611][10] and `sparkR` [/apache/spark/pull/22954][11]. Looking forward to bringing this feature to the Spark, Arrow and R communities. [1]: https://github.com/javierluraschi [2]: https://rstudio.com [3]: https://github.com/rstudio/sparklyr -[4]: https://spark.apache.org -[5]: https://dplyr.tidyverse.org -[6]: https://cran.r-project.org/package=DBI -[7]: https://spark.rstudio.com/reference/#section-spark-dataframes -[8]: https://CRAN.R-project.org/package=microbenchmark -[9]: https://github.com/rstudio/sparklyr/pull/1611 +[4]: https://spark.apache.org/docs/latest/sparkr.html +[5]: https://spark.apache.org +[6]: https://dplyr.tidyverse.org +[7]: https://cran.r-project.org/package=DBI +[8]: https://spark.rstudio.com/reference/#section-spark-dataframes +[9]: https://CRAN.R-project.org/package=microbenchmark +[10]: https://github.com/rstudio/sparklyr/pull/1611 +[11]: https://github.com/apache/spark/pull/22954 From 36e1bcba8f50812cae997e6fd61b252a1b4d4ddf Mon Sep 17 00:00:00 2001 From: Javier Luraschi Date: Thu, 24 Jan 2019 12:22:19 -0800 Subject: [PATCH 10/10] proper capitalization for sparkr project --- site/_posts/2018-11-19-r-spark-improvements.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/site/_posts/2018-11-19-r-spark-improvements.md b/site/_posts/2018-11-19-r-spark-improvements.md index 87d28317ebb..b2b148d28b1 100644 --- a/site/_posts/2018-11-19-r-spark-improvements.md +++ b/site/_posts/2018-11-19-r-spark-improvements.md @@ -27,7 +27,7 @@ limitations under the License. *[Javier Luraschi][1] is a software engineer at [RStudio][2]* Support for Apache Arrow in Apache Spark with R is currently under active -development in the [sparklyr][3] and [sparkR][4] projects. This post explores early, yet +development in the [sparklyr][3] and [SparkR][4] projects. This post explores early, yet promising, performance improvements achieved when using R with [Apache Spark][5], Arrow and `sparklyr`. @@ -182,7 +182,7 @@ Unit: seconds
Additional benchmarks and fine-tuning parameters can be found under `sparklyr` -[/rstudio/sparklyr/pull/1611][10] and `sparkR` [/apache/spark/pull/22954][11]. Looking forward to bringing this feature +[/rstudio/sparklyr/pull/1611][10] and `SparkR` [/apache/spark/pull/22954][11]. Looking forward to bringing this feature to the Spark, Arrow and R communities. [1]: https://github.com/javierluraschi