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Posted to dev@pig.apache.org by "liyunzhang_intel (JIRA)" <ji...@apache.org> on 2016/02/18 03:16:18 UTC
[jira] [Updated] (PIG-4797) Analyze JOIN performance and improve
the same.
[ https://issues.apache.org/jira/browse/PIG-4797?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel ]
liyunzhang_intel updated PIG-4797:
----------------------------------
Description:
There are a big performance difference in join between spark and mr mode.
{code}
daily = load './NYSE_daily' as (exchange:chararray, symbol:chararray,
date:chararray, open:float, high:float, low:float,
close:float, volume:int, adj_close:float);
divs = load './NYSE_dividends' as (exchange:chararray, symbol:chararray,
date:chararray, dividends:float);
jnd = join daily by (exchange, symbol), divs by (exchange, symbol);
store jnd into './join.out';
{code}
join.sh
{code}
mode=$1
start=$(date +%s)
./pig -x $mode $PIG_HOME/bin/join.pig
end=$(date +%s)
execution_time=$(( $end - $start ))
echo "execution_time:"$excution_time
{code}
run in MR:
sh join.sh mr
20 seconds
run in Spark:
sh join.sh spark
79 seconds
> Analyze JOIN performance and improve the same.
> ----------------------------------------------
>
> Key: PIG-4797
> URL: https://issues.apache.org/jira/browse/PIG-4797
> Project: Pig
> Issue Type: Improvement
> Components: spark
> Reporter: Pallavi Rao
> Assignee: Pallavi Rao
> Labels: spork
>
> There are a big performance difference in join between spark and mr mode.
> {code}
> daily = load './NYSE_daily' as (exchange:chararray, symbol:chararray,
> date:chararray, open:float, high:float, low:float,
> close:float, volume:int, adj_close:float);
> divs = load './NYSE_dividends' as (exchange:chararray, symbol:chararray,
> date:chararray, dividends:float);
> jnd = join daily by (exchange, symbol), divs by (exchange, symbol);
> store jnd into './join.out';
> {code}
> join.sh
> {code}
> mode=$1
> start=$(date +%s)
> ./pig -x $mode $PIG_HOME/bin/join.pig
> end=$(date +%s)
> execution_time=$(( $end - $start ))
> echo "execution_time:"$excution_time
> {code}
> run in MR:
> sh join.sh mr
> 20 seconds
> run in Spark:
> sh join.sh spark
> 79 seconds
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