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Posted to user@spark.apache.org by "Huang, Jie" <ji...@intel.com> on 2015/07/14 02:45:34 UTC
[SparkScore] Performance portal for Apache Spark - WW28
Performance Portal for Apache Spark
Description
________________________________
Each data point represents each workload runtime percent compared with the previous week. Different lines represents different workloads running on spark yarn-client mode.
Hardware
________________________________
CPU type: Intel(r) Xeon(r) CPU E5-2697 v2 @ 2.70GHz
Memory: 128GB
NIC: 10GbE
Disk(s): 8 x 1TB SATA HDD
Software
________________________________
JAVA version: 1.8.0_25
Hadoop version: 2.5.0-CDH5.3.2
HiBench version: 4.0
Spark on yarn-client mode
Cluster
________________________________
1 node for Master
10 nodes for Slave
Regular
Summary
The lower percent the better performance.
________________________________
Group
ww22
ww23
ww24
ww25
ww26
ww27
ww28
ww29
HiBench
6.0%
7.9%
-6.5%
-3.1%
-2.1%
-6.4%
-2.7%
-0.7%
spark-perf
-1.8%
4.1%
-4.7%
-4.6%
-5.4%
-4.6%
-12.8%
-12.5%
[http://01org.github.io/sparkscore/image/plaf1.time/overall.png]
Y-Axis: normalized completion time; X-Axis: Work Week.
The commit number can be found in the result table.
The performance score for each workload is normalized based on the elapsed time for 1.2 release. The lower the better.
Detail
________________________________
HiBench
________________________________
JOB
ww22
ww23
ww24
ww25
ww26
ww27
ww28
ww29
commit
530efe3e
90c60692
db81b9d8
4eb48ed1
32e3cdaa
ec784381
2b820f2a
c472eb17
sleep
-2.1%
-2.9%
-4.1%
12.8%
-5.1%
-4.5%
-3.1%
-0.7%
wordcount
8.0%
8.3%
-18.6%
-10.9%
6.9%
-12.9%
-10.0%
-9.2%
kmeans
72.1%
92.9%
86.9%
95.8%
123.3%
99.3%
127.9%
102.6%
scan
%
-1.1%
-25.5%
-21.0%
-12.4%
-19.8%
-19.7%
-20.5%
bayes
-18.3%
-11.1%
-29.7%
-31.3%
-30.9%
-31.1%
-31.0%
-30.1%
aggregation
%
9.2%
-15.3%
-15.0%
-37.6%
-37.0%
-37.3%
7.6%
join
%
1.0%
-12.7%
-13.9%
-16.4%
-17.8%
-14.8%
-13.2%
sort
-11.9%
-12.5%
-17.5%
-17.3%
-20.7%
-17.7%
-13.9%
-15.6%
pagerank
4.0%
2.9%
-11.4%
-13.0%
-11.4%
-10.1%
-12.0%
-11.7%
terasort
-9.5%
-7.3%
-16.7%
-17.0%
-16.3%
-11.9%
-13.1%
-15.7%
Comments: null means no such workload running or workload failed in this time.
[http://01org.github.io/sparkscore/image/plaf1.time/HiBench_workloads.png]
Y-Axis: normalized completion time; X-Axis: Work Week.
The commit number can be found in the result table.
The performance score for each workload is normalized based on the elapsed time for 1.2 release. The lower the better.
spark-perf
________________________________
JOB
ww22
ww23
ww24
ww25
ww26
ww27
ww28
ww29
commit
530efe3e
90c60692
db81b9d8
4eb48ed1
32e3cdaa
ec784381
2b820f2a
c472eb17
agg
%
18.3%
5.2%
2.5%
1.1%
3.0%
-18.8%
-19.0%
agg-int
%
9.6%
4.0%
8.2%
7.0%
7.5%
6.2%
11.4%
agg-naive
%
-0.8%
-6.7%
-6.8%
-8.5%
-6.9%
-15.5%
-18.0%
scheduling
-14.5%
-2.1%
-6.4%
-6.5%
-5.7%
-1.8%
-6.0%
-9.7%
count-filter
6.6%
6.8%
-10.2%
-10.4%
-9.8%
-10.4%
-18.0%
-17.4%
count
6.7%
8.0%
-7.3%
-7.0%
-8.0%
-7.4%
-15.1%
-14.3%
sort
-6.2%
-7.0%
-14.6%
-14.4%
-13.9%
-15.9%
-24.0%
-23.2%
sort-int
-1.6%
-0.1%
-1.5%
-2.2%
-5.3%
-5.0%
-11.3%
-9.6%
Comments: null means no such workload running or workload failed in this time.
[http://01org.github.io/sparkscore/image/plaf1.time/spark-perf_workloads.png]
Y-Axis: normalized completion time; X-Axis: Work Week.
The commit number can be found in the result table.
The performance score for each workload is normalized based on the elapsed time for 1.2 release. The lower the better.