per_cpu_pagesets degrades MPI performance
Performnace of a number of MPI benchmarks degraded when we upgraded from 2.4 based kernels to 2.6 based kernels. Surprisingly, we isolated the cause of the degradation to page coloring problems caused by the per_cpu_pagesets feature that was added to 2.6. I'm sure that this feature is a significant win for many workloads but it is causing degradations for MPI workloads.
I'm running on an IA64 using systems with L3 caches of 1.5MB, 3MB & 9MB. The degradation has been seen on all systems. The L3 caches on these systems are physically tagged & have 16 (1.5MB, 3MB) or 32 (9MB) colors.
MPI programs consist of multiple threads that are simultaneously launched by a control thread. The threads typically allocate memory in parallel during the initialization phase.
With per_cpu_pagesets, pages are allocated & released in small batchs. The batch size on the test system that I used is 4. Batching allocations introduces a bias into the colors of the pages that are assigned to a thread and is causing excessive L3 cache misses.
I wrote a simple test program that forked 2 threads, then each thread malloc'ed & referenced 10MB of memory. I then counted the colors of each of the pages in the 10MB region of the 2 threads:
(color = (phys-addr / pagesize) % 16
----------- color--------------------------------------------
0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15Thread 0: 2 2 2 2 75 75 75 75 1 1 1 1 74 74 75 76
Thread 1: 74 74 74 74 1 1 1 1 75 76 76 76 2 2 2 2
Note that thread 0 has most of it pages with colors 4-7 & 12-15 whereas the other thread has colors 0-3 & 8-11. This effectively cuts the size of the L3 in half.
The threads are nicely interleaving assignments of the batches of 4 pages.
I see this same skew in page colors assigned to real user programs but it not as bad as the example shown above. However, performance of MPI programs is limited by the speed of the slowest thread. If only a single thread has poor coloring, performance of all threads degrades.
I added a hack to disable the per_cpu_pagesets, the color skew disappears & both 2.4 & 2.6 kernel perform the same.
With per_cpu_pagesets disabled, I see a tendency to assign a series of odd pages to one thread & even pages to the other thread. However, there appears to be enough noise in the system so that the pattern does not persist for a long time and overall each thread has approximately the same number of pages of each color.
I also changed the batch size to 16. (I was running on a system that had an L3 with 16 colors). Again, the degradation disappeared.
Here is data from a real benchmark suite. The tests wer run on a production system with 64p, 32 nodes. The numbers show the time required to run each test. Benchmarks 1, 2 & 5 show significant degradation caused by the per_cpu_pagesets.
- PER_CPU_PAGESETS -
TESTCASE ENABLED DISABLED RATIO
BENCHMARK1
4P 9.97 6.29 0.63
8P 5.34 3.84 0.72
16P 2.60 1.96 0.75
32P 1.64 1.07 0.65
64P 0.94 0.55 0.59
128P 0.60 0.33 0.56BENCHMARK2
4P 3061.46 2877.89 0.94
8P 1794.32 1707.51 0.95
16P 1201.00 1129.44 0.94
32P 1017.43 932.83 0.92BENCHMARK3
32P 3832.90 3897.00 1.02
BENCHMARK4
2P 1387.00 1378.00 0.99
4P 698.23 714.24 1.02
8P 341.71 350.20 1.02
16P 174.82 170.84 0.98
32P 73.75 81.54 1.11BENCHMARK5
4P 761.07 757.09 0.99
8P 341.54 295.69 0.87
16P 142.38 136.37 0.96
32P 68.41 56.60 0.83
64P 35.17 34.43 0.98BENCHMARK6
1P 155.42 154.94 1.00
2P 73.40 72.86 0.99
4P 38.43 37.25 0.97
6P 25.66 25.49 0.99
8P 19.93 19.70 0.99
12P 13.99 13.94 1.00
16P 10.98 10.85 0.99
24P 8.02 7.92 0.99
48P 5.58 5.73 1.03Has anyone else seen this problem? I am considering adding a config option to allow a site to control the batch size used for per_cpu_pagesets. Are there other ideas that should be pursued?
I should also note that the amount of memory potentially trapped in the per_cpu_pagesets gets excessively large on big multinode systems. I'll post another note about this, but it looks like a
256 node, 512p system can have many GB of memory in the per_cpu_pagesets.
Signature · 4 lines
Thanks Jack Steiner ([email protected]) 651-683-5302 Principal Engineer SGI - Silicon Graphics, Inc.
Jack Steiner wrote:
[snip nice detective work]
Quoted 5 lines
Has anyone else seen this problem? I am considering adding a config option to allow a site to control the batch size used for
per_cpu_pagesets. Are there other ideas that should be pursued?
What about using a non power of 2 for the batch? Like 5. If that helps, then we can make a patch to clamp it to a good value. At a guess I'd say a power of 2 +/- 1 might be the way to go.
Nick
Signature · 1 line
SUSE Labs, Novell Inc.
Quoted 10 lines · Nick Piggin
Jack Steiner wrote:
[snip nice detective work]
Quoted 5 lines
Has anyone else seen this problem? I am considering adding a config option to allow a site to control the batch size used for
per_cpu_pagesets. Are there other ideas that should be pursued?
Quoted 9 lines
What about using a non power of 2 for the batch? Like 5. If that helps, then we can make a patch to clamp it to a good value. At a guess I'd say a power of 2 +/- 1 might be the way to go.
Nick
Signature · 1 line
SUSE Labs, Novell Inc.
Sounds reasonable. I'll give it a try & see what happens.
Signature · 4 lines
Thanks Jack Steiner ([email protected]) 651-683-5302 Principal Engineer SGI - Silicon Graphics, Inc.
Quoted 10 lines · Nick Piggin
Jack Steiner wrote:
[snip nice detective work]
Quoted 5 lines
Has anyone else seen this problem? I am considering adding a config option to allow a site to control the batch size used for
per_cpu_pagesets. Are there other ideas that should be pursued?
Quoted 9 lines
What about using a non power of 2 for the batch? Like 5. If that helps, then we can make a patch to clamp it to a good value. At a guess I'd say a power of 2 +/- 1 might be the way to go.
Nick
Signature · 1 line
SUSE Labs, Novell Inc.
Good idea. For the specific benchmark that I was running, batch sizes of 0 (pcp disabled), 1, 3, 5, 7, 9, 10, 11, 13 & 15 all produced good results. Batch sizes of 2, 4 and 8 produced horrible results.
Surprisingly 7 was not quite as good as the other good values but I attribute that to an anomaly of the reference pattern of the specific benchmark.
Even more suprising (again an anomaly I think) was that a size of 13 ran 10% faster than any of the other sizes. I reproduced this data point several times - it is real.
Our next step to to run the full benchmark suite. That should happen within 2 weeks.
Tentatively, I'm planning to post a patch to change the batch size to 2**n-1 but I'll wait for the results of the full benchmark.
I also want to finish understanding the issue of excessive memory being trapped in the per_cpu lists.
Signature · 4 lines
Thanks Jack Steiner ([email protected]) 651-683-5302 Principal Engineer SGI - Silicon Graphics, Inc.
Quoted 5 lines · Jack Steiner
Good idea. For the specific benchmark that I was running, batch sizes of 0 (pcp disabled), 1, 3, 5, 7, 9, 10, 11, 13 & 15 all produced good results. Batch sizes of 2, 4 and 8 produced horrible results.
Phew, I hope we won't have to make this a CONFIG_ option!
Quoted 7 lines
Surprisingly 7 was not quite as good as the other good values but I attribute that to an anomaly of the reference pattern of the specific benchmark.
Even more suprising (again an anomaly I think) was that a size of 13 ran 10% faster than any of the other sizes. I reproduced this data point several times - it is real.
Hmm. Yeah, sounds you are getting close to some "resonance" behaviour - were 7 and 13 are close to a multiple or divisor of some application or cache property.
Quoted 6 lines
Our next step to to run the full benchmark suite. That should happen within 2 weeks.
Tentatively, I'm planning to post a patch to change the batch size to 2**n-1 but I'll wait for the results of the full benchmark.
Cool. I would consider (maybe you are) posting the patch ASAP, so you can get a wider range of testers, and Andrew can possibly put it in -mm. Just to get things happening in parallel.
Quoted 3 lines
I also want to finish understanding the issue of excessive memory being trapped in the
per_cpulists.
Nutty problem, that, on a 256 node, 512 CPU system :(
Thanks,
Nick
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SUSE Labs, Novell Inc.