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Posted to dev@arrow.apache.org by "Christian (Jira)" <ji...@apache.org> on 2020/01/08 19:07:00 UTC
[jira] [Created] (ARROW-7520) Arrow / R - too many batches causes a
crash
Christian created ARROW-7520:
--------------------------------
Summary: Arrow / R - too many batches causes a crash
Key: ARROW-7520
URL: https://issues.apache.org/jira/browse/ARROW-7520
Project: Apache Arrow
Issue Type: Bug
Components: R
Affects Versions: 0.15.1
Environment: - Session info -----------------------------------------------------------------------------------------------------------------------------------------------------------
setting value
version R version 3.6.1 (2019-07-05)
os Windows 10 x64
system x86_64, mingw32
ui RStudio
language (EN)
collate English_United States.1252
ctype English_United States.1252
tz America/New_York
date 2020-01-08
- Packages ---------------------------------------------------------------------------------------------------------------------------------------------------------------
! package * version date lib source
acepack 1.4.1 2016-10-29 [1] CRAN (R 3.6.1)
arrow * 0.15.1.1 2019-11-05 [1] CRAN (R 3.6.2)
askpass 1.1 2019-01-13 [1] CRAN (R 3.6.1)
assertthat 0.2.1 2019-03-21 [1] CRAN (R 3.6.1)
backports 1.1.5 2019-10-02 [1] CRAN (R 3.6.1)
base64enc 0.1-3 2015-07-28 [1] CRAN (R 3.6.0)
bit 1.1-14 2018-05-29 [1] CRAN (R 3.6.0)
bit64 0.9-7 2017-05-08 [1] CRAN (R 3.6.0)
blob 1.2.0 2019-07-09 [1] CRAN (R 3.6.1)
callr 3.3.1 2019-07-18 [1] CRAN (R 3.6.1)
cellranger 1.1.0 2016-07-27 [1] CRAN (R 3.6.1)
checkmate 1.9.4 2019-07-04 [1] CRAN (R 3.6.1)
cli 1.1.0 2019-03-19 [1] CRAN (R 3.6.1)
cluster 2.1.0 2019-06-19 [2] CRAN (R 3.6.1)
codetools 0.2-16 2018-12-24 [2] CRAN (R 3.6.1)
colorspace 1.4-1 2019-03-18 [1] CRAN (R 3.6.1)
commonmark 1.7 2018-12-01 [1] CRAN (R 3.6.1)
crayon 1.3.4 2017-09-16 [1] CRAN (R 3.6.1)
credentials 1.1 2019-03-12 [1] CRAN (R 3.6.2)
curl * 4.2 2019-09-24 [1] CRAN (R 3.6.1)
data.table 1.12.2 2019-04-07 [1] CRAN (R 3.6.1)
DBI * 1.0.0 2018-05-02 [1] CRAN (R 3.6.1)
desc 1.2.0 2018-05-01 [1] CRAN (R 3.6.1)
devtools * 2.2.0 2019-09-07 [1] CRAN (R 3.6.1)
digest 0.6.23 2019-11-23 [1] CRAN (R 3.6.1)
dplyr * 0.8.3 2019-07-04 [1] CRAN (R 3.6.1)
DT 0.9 2019-09-17 [1] CRAN (R 3.6.1)
ellipsis 0.3.0 2019-09-20 [1] CRAN (R 3.6.1)
evaluate 0.14 2019-05-28 [1] CRAN (R 3.6.1)
foreign 0.8-71 2018-07-20 [2] CRAN (R 3.6.1)
Formula * 1.2-3 2018-05-03 [1] CRAN (R 3.6.0)
fs 1.3.1 2019-05-06 [1] CRAN (R 3.6.1)
fst * 0.9.0 2019-04-09 [1] CRAN (R 3.6.1)
future * 1.15.0-9000 2019-11-19 [1] Github (HenrikBengtsson/future@bc241c7)
ggplot2 * 3.2.1 2019-08-10 [1] CRAN (R 3.6.1)
globals 0.12.4 2018-10-11 [1] CRAN (R 3.6.0)
glue * 1.3.1 2019-03-12 [1] CRAN (R 3.6.1)
gridExtra 2.3 2017-09-09 [1] CRAN (R 3.6.1)
gt * 0.1.0 2019-11-27 [1] Github (rstudio/gt@284bbe5)
gtable 0.3.0 2019-03-25 [1] CRAN (R 3.6.1)
Hmisc * 4.3-0 2019-11-07 [1] CRAN (R 3.6.1)
htmlTable 1.13.2 2019-09-22 [1] CRAN (R 3.6.1)
D htmltools 0.3.6.9004 2019-09-20 [1] Github (rstudio/htmltools@c49b29c)
htmlwidgets 1.3 2018-09-30 [1] CRAN (R 3.6.1)
jsonlite * 1.6 2018-12-07 [1] CRAN (R 3.6.1)
knitr 1.25 2019-09-18 [1] CRAN (R 3.6.1)
lattice * 0.20-38 2018-11-04 [2] CRAN (R 3.6.1)
latticeExtra 0.6-28 2016-02-09 [1] CRAN (R 3.6.1)
lazyeval 0.2.2 2019-03-15 [1] CRAN (R 3.6.1)
lifecycle 0.1.0 2019-08-01 [1] CRAN (R 3.6.1)
listenv 0.7.0 2018-01-21 [1] CRAN (R 3.6.1)
lubridate * 1.7.4 2018-04-11 [1] CRAN (R 3.6.1)
magrittr * 1.5 2014-11-22 [1] CRAN (R 3.6.1)
Matrix 1.2-17 2019-03-22 [2] CRAN (R 3.6.1)
memoise 1.1.0 2017-04-21 [1] CRAN (R 3.6.1)
munsell 0.5.0 2018-06-12 [1] CRAN (R 3.6.1)
nnet 7.3-12 2016-02-02 [2] CRAN (R 3.6.1)
openssl 1.4.1 2019-07-18 [1] CRAN (R 3.6.1)
outliers * 0.14 2011-01-24 [1] CRAN (R 3.6.0)
pillar 1.4.2 2019-06-29 [1] CRAN (R 3.6.1)
pkgbuild 1.0.5 2019-08-26 [1] CRAN (R 3.6.1)
pkgconfig 2.0.2 2018-08-16 [1] CRAN (R 3.6.1)
pkgload 1.0.2 2018-10-29 [1] CRAN (R 3.6.1)
plyr * 1.8.4 2016-06-08 [1] CRAN (R 3.6.1)
prettyunits 1.0.2 2015-07-13 [1] CRAN (R 3.6.1)
processx 3.4.1 2019-07-18 [1] CRAN (R 3.6.1)
pryr * 0.1.4 2018-02-18 [1] CRAN (R 3.6.1)
ps 1.3.0 2018-12-21 [1] CRAN (R 3.6.1)
purrr * 0.3.2 2019-03-15 [1] CRAN (R 3.6.1)
R6 * 2.4.1 2019-11-12 [1] CRAN (R 3.6.1)
RColorBrewer 1.1-2 2014-12-07 [1] CRAN (R 3.6.0)
Rcpp 1.0.3 2019-11-08 [1] CRAN (R 3.6.1)
readxl * 1.3.1 2019-03-13 [1] CRAN (R 3.6.1)
remotes 2.1.0 2019-06-24 [1] CRAN (R 3.6.1)
rlang * 0.4.2 2019-11-23 [1] CRAN (R 3.6.1)
rmarkdown * 2.0.3 2019-12-19 [1] Github (rstudio/rmarkdown@26cc3b1)
RODBC * 1.3-16 2019-09-03 [1] CRAN (R 3.6.1)
roxygen2 * 6.1.1 2018-11-07 [1] CRAN (R 3.6.1)
rpart 4.1-15 2019-04-12 [2] CRAN (R 3.6.1)
rprojroot 1.3-2 2018-01-03 [1] CRAN (R 3.6.1)
RSQLite * 2.1.2 2019-07-24 [1] CRAN (R 3.6.1)
rstudioapi 0.10 2019-03-19 [1] CRAN (R 3.6.1)
scales 1.0.0 2018-08-09 [1] CRAN (R 3.6.1)
sessioninfo 1.1.1 2018-11-05 [1] CRAN (R 3.6.1)
slide * 0.0.0.9002 2019-11-27 [1] Github (DavisVaughan/slide@92e8e02)
ssh 0.6 2019-04-09 [1] CRAN (R 3.6.2)
stringi 1.4.3 2019-03-12 [1] CRAN (R 3.6.0)
stringr * 1.4.0 2019-02-10 [1] CRAN (R 3.6.1)
survival * 2.44-1.1 2019-04-01 [2] CRAN (R 3.6.1)
testthat 2.2.1 2019-07-25 [1] CRAN (R 3.6.1)
tibble 2.1.3 2019-06-06 [1] CRAN (R 3.6.1)
tidyr * 1.0.0 2019-09-11 [1] CRAN (R 3.6.1)
tidyselect 0.2.5 2018-10-11 [1] CRAN (R 3.6.1)
usethis * 1.5.1 2019-07-04 [1] CRAN (R 3.6.1)
varhandle * 2.0.3 2018-07-04 [1] CRAN (R 3.6.0)
vctrs 0.2.0.9007 2019-11-27 [1] Github (r-lib/vctrs@945809e)
withr 2.1.2 2018-03-15 [1] CRAN (R 3.6.1)
xfun 0.9 2019-08-21 [1] CRAN (R 3.6.1)
xml2 * 1.2.2 2019-08-09 [1] CRAN (R 3.6.1)
xts * 0.11-2 2018-11-05 [1] CRAN (R 3.6.1)
zoo * 1.8-6 2019-05-28 [1] CRAN (R 3.6.1)
[1] C:/Users/cklar/Desktop/R packages
[2] C:/Program Files/R/R-3.6.1/library
P -- Loaded and on-disk path mismatch.
D -- DLL MD5 mismatch, broken installation.
Reporter: Christian
Fix For: 0.15.1
Hi,
When creating north of 200-300 batches, the writing to the arrow file crashes R - it doesn't even show an error message. Rstudio just aborts.
I have the feeling that maybe each batch becomes a stream and R has issues with the connections, but that's a total guess.
Any help would be appreciated.
##
Here is the function. When running it with 3000 it crashes immediately.
Before that I ran it with 100, and then increased it slowly, and then it randomly crashed again.
write_arrow_custom(data.frame(A=c(1:100000),B=c(1:100000)),'C:/Temp/test.arrow',3000)
write_arrow_custom <- function(df,targetarrow,nrbatches) {
ct <- nrbatches
idxs <- c(0:ct)/ct*nrow(df)
idxs <- round(idxs,0) %>% as.integer()
idxs[length(idxs)] <- nrow(df)
df_nav <- idxs %>% as.data.frame() %>% rename(colfrom=1) %>% mutate(colto=lead(colfrom)) %>% mutate(colfrom=colfrom+1) %>% filter(!is.na(colto)) %>% mutate(R=row_number())
stopifnot(df_nav %>% mutate(chk=colto-colfrom+1) %>% '$'('chk') %>% sum()==nrow(df))
table_df <- Table$create(name=rownames(df[1,]),df[1,])
writer <- RecordBatchFileWriter$create(targetarrow,table_df$schema)
df_nav %>% dlply(c('R'),function(df_nav){
catl(glue('\{df_nav$colfrom[1]}:\{df_nav$colto[1]} / \{df_nav$R[1]}...'))
tmp <- df[df_nav$colfrom[1]:df_nav$colto[1],]
writer$write_batch(record_batch(name = rownames(tmp), tmp))
NULL
}) -> batch_lst
writer$close()
rm(batch_lst)
gc()
}
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