Is the sparklyr R package able to connect to YARN-managed hadoop clusters? This doesn\'t seem to be documented in the cluster deployment documentation. Using the Spark
Are you possibly using Cloudera Hadoop (CDH)?
I am asking as I had the same issue when using the CDH-provided Spark distro:
Sys.getenv('SPARK_HOME')
[1] "/usr/lib/spark" # CDH-provided Spark
library(sparklyr)
sc <- spark_connect(master = "yarn-client")
Error in sparkapi::start_shell(master = master, spark_home = spark_home, :
Failed to launch Spark shell. Ports file does not exist.
Path: /usr/lib/spark/bin/spark-submit
Parameters: --jars, '/u01/app/oracle/product/12.1.0.2/dbhome_1/R/library/sparklyr/java/sparklyr.jar', --packages, 'com.databricks:spark-csv_2.11:1.3.0','com.amazonaws:aws-java-sdk-pom:1.10.34', sparkr-shell, /tmp/Rtmp6RwEnV/file307975dc1ea0.out
Ivy Default Cache set to: /home/oracle/.ivy2/cache
The jars for the packages stored in: /home/oracle/.ivy2/jars
:: loading settings :: url = jar:file:/usr/lib/spark/lib/spark-assembly-1.6.0-cdh5.7.0-hadoop2.6.0-cdh5.7.0.jar!/org/apache/ivy/core/settings/ivysettings.xml
com.databricks#spark-csv_2.11 added as a dependency
com.amazonaws#aws-java-sdk-pom added as a dependency
:: resolving dependencies :: org.apache.spark#spark-submit-parent;1.0
confs: [default]
found com.databricks#spark-csv_2.11;1.3.0 in central
found org.apache.commons#commons-csv;1.1 in central
found com.univocity#univocity-parsers;1.5.1 in central
found com.
However, after I downloaded a pre-built version from Databricks (Spark 1.6.1, Hadoop 2.6) and pointed SPARK_HOME
there, I was able to connect successfully:
Sys.setenv(SPARK_HOME = '/home/oracle/spark-1.6.1-bin-hadoop2.6')
sc <- spark_connect(master = "yarn-client") # OK
library(dplyr)
iris_tbl <- copy_to(sc, iris)
src_tbls(sc)
[1] "iris"
Cloudera does not yet include SparkR
in its distribution, and I suspect that sparklyr
may still have some subtle dependency on SparkR
. Here are the results when trying to work with the CDH-provided Spark, but using the config=list()
argument, as suggested in this thread from sparklyr
issues at Github:
sc <- spark_connect(master='yarn-client', config=list()) # with CDH-provided Spark
Error in sparkapi::start_shell(master = master, spark_home = spark_home, :
Failed to launch Spark shell. Ports file does not exist.
Path: /usr/lib/spark/bin/spark-submit
Parameters: --jars, '/u01/app/oracle/product/12.1.0.2/dbhome_1/R/library/sparklyr/java/sparklyr.jar', sparkr-shell, /tmp/Rtmpi9KWFt/file22276cf51d90.out
Error: sparkr.zip does not exist for R application in YARN mode.
Also, if you check the rightmost part of the Parameters
part of the error (both yours and mine), you'll see a reference to sparkr-shell
...
(Tested with sparklyr
0.2.28, sparkapi
0.3.15, R session from RStudio Server, Oracle Linux)