I am trying to write a wrapper for SQL function for SparklyR. I have created the following function:
sqlfunction <- function(sc, block) {
spark_context(sc) %>%
invoke("sqlContext.sql", block) }
Then I call it using the following:
newsqlData <- sqlfunction(sc, "select
substr(V1,1,2),
substr(V1,3,3),
substr(V1,6,6),
substr(V1,12,4),
substr(V1,16,4)
FROM TABLE1 WHERE V1 IS NOT NULL")
But I get the following error:
Error: java.lang.IllegalArgumentException: invalid method sqlContext.sql for object 12
at sparklyr.Invoke$.invoke(invoke.scala:113)
at sparklyr.StreamHandler$.handleMethodCall(stream.scala:89)
at sparklyr.StreamHandler$.read(stream.scala:55)
at sparklyr.BackendHandler.channelRead0(handler.scala:49)
at sparklyr.BackendHandler.channelRead0(handler.scala:14)
at io.netty.channel.SimpleChannelInboundHandler.channelRead(SimpleChannelInboundHandler.java:105)
at io.netty.channel.AbstractChannelHandlerContext.invokeChannelRead(AbstractChannelHandlerContext.java:308)
at io.netty.channel.AbstractChannelHandlerContext.fireChannelRead(AbstractChannelHandlerContext.java:294)
at io.netty.handler.codec.MessageToMessageDecoder.channelRead(MessageToMessageDecoder.java:103)
at io.netty.channel.AbstractChannelHandlerContext.invokeChannelRead(AbstractChannelHandlerContext.java:308)
at io.netty.channel.AbstractChannelHandlerContext.fireChannelRead(AbstractChannelHandlerContext.java:294)
at io.netty.handler.codec.ByteToMessageDecoder.channelRead(ByteToMessageDecoder.java:244)
at io.netty.channel.AbstractChannelHandlerContext.invokeChannelRead(AbstractChannelHandlerContext.java:308)
at io.netty.channel.AbstractChannelHandlerContext.fireChannelRead(AbstractChannelHandlerContext.java:294)
at io.netty.channel.DefaultChannelPipeline.fireChannelRead(DefaultChannelPipeline.java:846)
at io.netty.channel.nio.AbstractNioByteChannel$NioByteUnsafe.read(AbstractNioByteChannel.java:131)
at io.netty.channel.nio.NioEventLoop.processSelectedKey(NioEventLoop.java:511)
at io.netty.channel.nio.NioEventLoop.processSelectedKeysOptimized(NioEventLoop.java:468)
at io.netty.channel.nio.NioEventLoop.processSelectedKeys(NioEventLoop.java:382)
at io.netty.channel.nio.NioEventLoop.run(NioEventLoop.java:354)
at io.netty.util.concurrent.SingleThreadEventExecutor$2.run(SingleThreadEventExecutor.java:111)
at io.netty.util.concurrent.DefaultThreadFactory$DefaultRunnableDecorator.run(DefaultThreadFactory.java:137)
at java.lang.Thread.run(Thread.java:745)
Any suggestions or fixes would be greatly appreciated.
It should be:
sqlfunction <- function(sc, block) {
spark_session(sc) %>% invoke("sql", block)
}
where sc
is spark_connection
(the output from: spark_connect(master = master_url)
).
This:
spark_session(sc)
- retrieves SparkSession
from the connection object.invoke("sql", block)
- calls sql
method of the SparkSession
instance with block
as an argument.with example usage:
library(sparklyr)
sc <- spark_connect(master = "local[*]")
sqlfunction(sc, "SELECT SPLIT('foo,bar', ',')")
<jobj[11]>
class org.apache.spark.sql.Dataset
[split(foo,bar, ,): array<string>]
This will give you a reference to Java object. If you want you can for example register is as a temporary table:
... %>% invoke("createOrReplaceTempView", "some_name_for_the_view")
and access with tbl
:
library(dplyr)
tbl(sc, "some_name_for_the_view")
or
... %>% sdf_register()
to get tbl_spark
object directly.
Code you use:
spark_context
- extracts SparkContext
instance.invoke("sqlContext.sql", block)
- tries to call non-existent method (sqlContext.sql
).In the latest versions you can replace invoke("createOrReplaceTempView", ...)
with simple sdf_register
.