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Just a quick note: I enabled this to faciliate something else I'm working on, 
and I discovered that the `/h2console` endpoint doesn't seem to work with these 
changes applied. That endpoint is not well documented, but it's still important 
to have available. We probably need to do some work to get it working reliably 
in vagrant (i.e. no hacks to disable security) and then add some e2e tests 
around it.

- Joshua Cohen


On Oct. 11, 2016, 6:17 p.m., Stephan Erb wrote:
> 
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> This is an automatically generated e-mail. To reply, visit:
> https://reviews.apache.org/r/52669/
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> 
> (Updated Oct. 11, 2016, 6:17 p.m.)
> 
> 
> Review request for Aurora, David McLaughlin, John Sirois, and Zameer Manji.
> 
> 
> Repository: aurora
> 
> 
> Description
> -------
> 
> This experiment is inspired by David's comment: "I don’t think the
> storage engine matters. We just need to be able to offload it from
> the Scheduler JVM. The problem with H2 isn’t SQL or anything else,
> it’s the GC pressure."
> 
> Basic idea is to switch to another storage backend: "nioMemFS stores
> data outside of the VM's heap - useful for large memory DBs without
> incurring GC costs" (http://www.h2database.com/html/advanced.html)
> 
> Our micro-benchmarks look promising
> 
> Current Master (on-heap db with latest versions):
> 
> TaskStoreBenchmarks.DBFetchTasksBenchmark.run                         N/A     
>      N/A         N/A       10000  thrpt    5  72851.249 ± 15794.210  ops/s
> TaskStoreBenchmarks.DBFetchTasksBenchmark.run                         N/A     
>      N/A         N/A       50000  thrpt    5  31626.929 ± 17326.988  ops/s
> TaskStoreBenchmarks.DBFetchTasksBenchmark.run                         N/A     
>      N/A         N/A      100000  thrpt    5      0.078 ±     0.013  ops/s
> TaskStoreBenchmarks.MemFetchTasksBenchmark.run                        N/A     
>      N/A         N/A       10000  thrpt    5    414.135 ±   315.838  ops/s
> TaskStoreBenchmarks.MemFetchTasksBenchmark.run                        N/A     
>      N/A         N/A       50000  thrpt    5     68.643 ±    24.303  ops/s
> TaskStoreBenchmarks.MemFetchTasksBenchmark.run                        N/A     
>      N/A         N/A      100000  thrpt    5     32.032 ±    13.870  ops/s
> UpdateStoreBenchmarks.JobDetailsBenchmark.run                         N/A     
>     1000         N/A         N/A  thrpt    5    143.981 ±    78.985  ops/s
> UpdateStoreBenchmarks.JobDetailsBenchmark.run                         N/A     
>     5000         N/A         N/A  thrpt    5     35.224 ±    25.593  ops/s
> UpdateStoreBenchmarks.JobDetailsBenchmark.run                         N/A     
>    10000         N/A         N/A  thrpt    5     18.869 ±     3.318  ops/s
> UpdateStoreBenchmarks.JobInstructionsBenchmark.run                      1     
>      N/A         N/A         N/A  thrpt    5     36.013 ±    19.743  ops/s
> UpdateStoreBenchmarks.JobInstructionsBenchmark.run                     10     
>      N/A         N/A         N/A  thrpt    5     33.813 ±    11.216  ops/s
> UpdateStoreBenchmarks.JobInstructionsBenchmark.run                    100     
>      N/A         N/A         N/A  thrpt    5     20.516 ±    10.526  ops/s
> UpdateStoreBenchmarks.JobInstructionsBenchmark.run                   1000     
>      N/A         N/A         N/A  thrpt    5     16.564 ±     2.993  ops/s
> UpdateStoreBenchmarks.JobUpdateMetadataBenchmark.run                  N/A     
>      N/A          10         N/A  thrpt    5     32.399 ±    21.310  ops/s
> UpdateStoreBenchmarks.JobUpdateMetadataBenchmark.run                  N/A     
>      N/A         100         N/A  thrpt    5     35.518 ±     7.468  ops/s
> UpdateStoreBenchmarks.JobUpdateMetadataBenchmark.run                  N/A     
>      N/A        1000         N/A  thrpt    5     19.757 ±    10.035  ops/s
> UpdateStoreBenchmarks.JobUpdateMetadataBenchmark.run                  N/A     
>      N/A       10000         N/A  thrpt    5     10.849 ±    10.660  ops/s
> 
> This patch (off-heap db):
> 
> Benchmark                                             (instanceOverrides)  
> (instances)  (metadata)  (numTasks)   Mode  Cnt      Score       Error  Units
> TaskStoreBenchmarks.DBFetchTasksBenchmark.run                         N/A     
>      N/A         N/A       10000  thrpt    5  77746.436 ± 47191.240  ops/s
> TaskStoreBenchmarks.DBFetchTasksBenchmark.run                         N/A     
>      N/A         N/A       50000  thrpt    5  70099.087 ± 37223.642  ops/s
> TaskStoreBenchmarks.DBFetchTasksBenchmark.run                         N/A     
>      N/A         N/A      100000  thrpt    5  30461.428 ± 22964.261  ops/s
> TaskStoreBenchmarks.MemFetchTasksBenchmark.run                        N/A     
>      N/A         N/A       10000  thrpt    5    335.302 ±   229.328  ops/s
> TaskStoreBenchmarks.MemFetchTasksBenchmark.run                        N/A     
>      N/A         N/A       50000  thrpt    5     61.443 ±    24.280  ops/s
> TaskStoreBenchmarks.MemFetchTasksBenchmark.run                        N/A     
>      N/A         N/A      100000  thrpt    5     32.129 ±    13.067  ops/s
> UpdateStoreBenchmarks.JobDetailsBenchmark.run                         N/A     
>     1000         N/A         N/A  thrpt    5    411.866 ±   396.308  ops/s
> UpdateStoreBenchmarks.JobDetailsBenchmark.run                         N/A     
>     5000         N/A         N/A  thrpt    5     92.208 ±    65.238  ops/s
> UpdateStoreBenchmarks.JobDetailsBenchmark.run                         N/A     
>    10000         N/A         N/A  thrpt    5     49.870 ±    44.519  ops/s
> UpdateStoreBenchmarks.JobInstructionsBenchmark.run                      1     
>      N/A         N/A         N/A  thrpt    5     90.074 ±    31.360  ops/s
> UpdateStoreBenchmarks.JobInstructionsBenchmark.run                     10     
>      N/A         N/A         N/A  thrpt    5    114.224 ±    48.576  ops/s
> UpdateStoreBenchmarks.JobInstructionsBenchmark.run                    100     
>      N/A         N/A         N/A  thrpt    5    108.767 ±    25.154  ops/s
> UpdateStoreBenchmarks.JobInstructionsBenchmark.run                   1000     
>      N/A         N/A         N/A  thrpt    5     45.995 ±    14.795  ops/s
> UpdateStoreBenchmarks.JobUpdateMetadataBenchmark.run                  N/A     
>      N/A          10         N/A  thrpt    5     72.343 ±    77.696  ops/s
> UpdateStoreBenchmarks.JobUpdateMetadataBenchmark.run                  N/A     
>      N/A         100         N/A  thrpt    5     84.984 ±    27.971  ops/s
> UpdateStoreBenchmarks.JobUpdateMetadataBenchmark.run                  N/A     
>      N/A        1000         N/A  thrpt    5     89.819 ±    44.923  ops/s
> UpdateStoreBenchmarks.JobUpdateMetadataBenchmark.run                  N/A     
>      N/A       10000         N/A  thrpt    5     31.670 ±    15.236  ops/s
> 
> 
> Please be aware: The values seen here will not really carry over to
> real world usage. It would therefore be awesome if one of you could
> test this on a larger cluster!
> 
> 
> Diffs
> -----
> 
>   src/main/java/org/apache/aurora/scheduler/storage/db/DbModule.java 
> e7287cec28e7b8ca978c506bfe821f261bc0ac26 
> 
> Diff: https://reviews.apache.org/r/52669/diff/
> 
> 
> Testing
> -------
> 
> `./gradlew build`
> `./gradlew jmh -Pbenchmarks='UpdateStoreBenchmarks.*|TaskStoreBenchmarks.*'`
> 
> 
> Thanks,
> 
> Stephan Erb
> 
>

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