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Posted to issues@spark.apache.org by "Peng Meng (JIRA)" <ji...@apache.org> on 2017/07/13 12:43:00 UTC
[jira] [Created] (SPARK-21401) add poll function for
BoundedPriorityQueue
Peng Meng created SPARK-21401:
---------------------------------
Summary: add poll function for BoundedPriorityQueue
Key: SPARK-21401
URL: https://issues.apache.org/jira/browse/SPARK-21401
Project: Spark
Issue Type: Improvement
Components: ML, MLlib
Affects Versions: 2.3.0
Reporter: Peng Meng
Priority: Minor
The most of BoundedPriorityQueue usages in ML/MLLIB are:
Get the value of BoundedPriorityQueue, then sort it.
For example, in Word2Vec: pq.toSeq.sortBy(-_._2)
in ALS, pq.toArray.sorted()
The test results show using pq.poll() is much faster than sort the value.
For example, in PR https://github.com/apache/spark/pull/18624
We get the sorted value of pq by the following code:
{quote}
var size = pq.size
while(size > 0) {
size -= 1
val factor = pq.poll
}{quote}
If using the generally used methods: pq.toArray.sorted() to get the sorted value of pq. There is about 10% performance reduction.
It is good to add the poll function for BoundedPriorityQueue, since many usages of PQ need the sorted value.
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