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https://issues.apache.org/jira/browse/SPARK-20638?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel
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Teng Jiang updated SPARK-20638:
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Description:
In CartesianRDD, group each iterator to multiple groups. Thus in the second
iteration, the data with be fetched (num of data)/groupSize times, rather than
(num of data) times.
The test results are:
Test Environment : 3 workers, each has 10 cores, 30G memory, 1 executor
Test data : users : 480,189, each is a 10-dim vector, and items : 17770, each
is a 10-dim vector.
With default CartesianRDD, cartesian time is 2420.7s.
With this proposal, cartesian time is 45.3s
50x faster than the original method.
was:
In CartesianRDD, group each iterator to multiple groups. Thus in the second
iteration, the data with be fetched (num of data)/groupSize times, rather than
(num of data) times.
The test results are:
Test Environment : 3 workers, each has 10 cores, 30G memory, 1 executor
Test data : users : 480,189, each is a 10-dim vector, and items : 17770, each
is a 10-dim vector.
With default CartesianRDD, cartesian time is 2420.7s.
With this proposal, cartesian time is 45.3s
50x faster than the original method.
> Optimize the CartesianRDD to reduce repeatedly data fetching
> ------------------------------------------------------------
>
> Key: SPARK-20638
> URL: https://issues.apache.org/jira/browse/SPARK-20638
> Project: Spark
> Issue Type: Improvement
> Components: Spark Core
> Affects Versions: 2.2.0
> Reporter: Teng Jiang
>
> In CartesianRDD, group each iterator to multiple groups. Thus in the second
> iteration, the data with be fetched (num of data)/groupSize times, rather
> than (num of data) times.
> The test results are:
> Test Environment : 3 workers, each has 10 cores, 30G memory, 1 executor
> Test data : users : 480,189, each is a 10-dim vector, and items : 17770, each
> is a 10-dim vector.
> With default CartesianRDD, cartesian time is 2420.7s.
> With this proposal, cartesian time is 45.3s
> 50x faster than the original method.
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