Single Core Integer Performance With SPEC CPU2006

In past server reviews, I used LZMA (7-zip) compression and decompression to evaluate single threaded performance. But I was well aware that while it was a decent integer test, it also gave a very myopic view in the process. After noticing that my colleagues used SPEC CPU2006, and after discussing the matter with several people, I realized that running SPEC CPU2006 was a much better way to evaluate single core performance. Even though SPEC CPU2006 is more HPC and workstation oriented, it contains a good variety of integer workloads.

I also wanted to keep the settings as "normal" as possible. So I used:

  • 64 bit gcc : most used compiler on linux, good all round compiler that does not try to "break" benchmarks (libquantum...)
  • gcc version 4.8.4: 4.8.x has been around for a long time, very mature version
  • -O2 -fno-strict-aliasing: standard compiler settings that many developers use
  • Run 2 copies and bind them to the first core

The ultimate objective is to measure performance in non-"aggressively optimized" applications where for some reason - as is frequently the case - a "multi thread unfriendly" task keeps us waiting. As we want to be able to compare these numbers to other architectures such as the IBM POWER 8, we decided to use all threads available on a single core. In case of Intel, this means one physical and two simultaneous threads running on top of it.

We included the Opteron 6376 for nostalgic reasons. We are showing the results of 2 threads running on top of one module with 2 "integer cores".

Subtest Xeon E5-2690 Opteron 6376 Xeon E5-2697v2 Xeon E5-2667 v3 Xeon E5-2699 v3 Xeon E5-2699 v4
400.perlbench 41.1 29.3 37.6 42.6 39.9 36.6
401.bzip2 33.4 24.1 30.1 33.1 29.9 25.3
403.gcc 40.2 26.7 38.9 42.4 36.4 33.3
429.mcf 45.1 31.7 46.8 46.4 41.6 43.9
445.gobmk 36.4 25.5 33.2 34.9 31.7 27.7
456.hmmer 30.4 26.1 27.6 31 27.1 28.4
458.sjeng 35.2 24.7 32.8 35.2 30.5 28.3
462.libquantum 74.9 39.9 79.3 84.4 62.2 67.3
464.h264ref 51.7 34.2 48.1 52.1 45.2 40.7
471.omnetpp 24.5 25.3 26.8 29.4 26.6 29.9
473.astar 28.2 20.7 26.1 27.9 24 23.6
483.xalancbmk 41.5 28.2 41.4 48.2 42.4 41.8

Unless you are used to seeing these numbers, this does not tell you too much. As Sandy Bridge EP (Xeon E5 v1) is about 4 years old, the servers based upon this CPU are going to get replaced by newer ones. So Sandy Bridge is our reference, and Sandy Bridge performance is considered to be 100%.

Subtest Application type Xeon E5-2690 Opteron 6376 Xeon E5-2697v2 Xeon E5-2667 v3 Xeon E5-2699 v3 Xeon E5-2699 v4
400.perlbench Spam filter 100% 71% 91% 104% 97% 89%
401.bzip2 Compression 100% 72% 90% 99% 90% 76%
403.gcc Compiling 100% 66% 97% 105% 91% 83%
429.mcf Vehicle scheduling 100% 70% 104% 103% 92% 97%
445.gobmk Game AI 100% 70% 91% 96% 87% 76%
456.hmmer Protein seq. analyses 100% 86% 91% 102% 89% 93%
458.sjeng Chess 100% 70% 93% 100% 87% 80%
462.libquantum Quantum sim 100% 53% 106% 113% 83% 90%
464.h264ref Video encoding 100% 66% 93% 101% 87% 79%
471.omnetpp Network sim 100% 103% 109% 120% 110% 122%
473.astar Pathfinding 100% 73% 93% 99% 85% 84%
483.xalancbmk XML processing 100% 68% 100% 116% 102% 101%

Many smart people have spent weeks - if not months - on SPEC CPU2006 analysis, so we will not pretend we can offer you a complete picture in a few days. If you want a detailed analysis of compilers and CPU 2006, I recommend the very detailed article of SPEC CPU 2006 meister Andreas Stiller in the February issue of C'T (German computer magazine). 

We need much more profiling data than we could gather in the past weeks. But for what we can do, we'll start with the most important parameter: clockspeed.

One of the most important things to realize is that - especially with badly threaded workloads - these massive multi-core CPUs almost never work at their advertised clockspeed.

  • The Xeon E5-2690 can run at 3.3 GHz with all cores busy, and is capable of boosting up to 3.8 GHz
  • The Xeon E5-2697 v2 can run at 3 GHz with all cores busy, and is capable of boosting up to 3.5 GHz
  • The Xeon E5-2699 v3 can run at 2.8 GHz with all cores busy, and is capable of boosting up to 3.6 GHz
  • The Xeon E5-2667 v3 3.2 GHz is a specialized high frequency model. It can run at 3.4 GHz with all cores busy, and is capable of boosting up to 3.6 GHz
  • The Xeon E5-2699 v4 can run at 2.8 GHz with all cores busy, and is capable of boosting up to 3.6 GHz

So that already explains a lot. In contrast to the many benchmark applications, SPEC CPU2006 runs for a long time (5 to 15 minutes per test), and our first impression is that the HCC parts are not able to keep all of their cores at their maximum turbo boost. Otherwise there is no reason why a Xeon E5-2699 v3 or v4 would perform worse than a Xeon E5-2667 v3: both can run at 3.6 GHz when one core is active.

The low IPC, memory intensive network simulator omnetppp seems to be the only test that runs significantly better on the newer cores (Haswell, Broadwell) compared to Sandy Bridge. That also seems to be the only benchmark where the high core count chips (E5-2699 v4, E5-2699 v3) continue to outperform Sandy Bridge. We could pinpoint the reason by testing with different memory speeds and channels. The E5-2699 v4 can offer the highest performance thanks to the larger L3-cache (55 MB) and the higher DIMM speed (DDR4-2400) compared to Sandy Bridge (20 MB, DDR3-1600). Otherwise when we keep the clockspeed more or less constant, by looking at the Xeon E5-2667v3 and the Xeon E5-2690, we get a 1-5% speed difference, and only the memory intensive subtests (omnetpp, Libquantum) and xalancbmk (low IPC, branch intensive) show higher improvements.

Once we test both top SKUs with "-Ofast" (a more aggressive compiler setting), the results change quite a bit:.

Subtest Application type Xeon E5-2699 v4 vs Xeon E5-2690 (-Ofast) Xeon E5-2699 v4 vs Xeon E5-2690 (-O2)
400.perlbench Spam filter 111% 89%
401.bzip2 Compression 94% 76%
403.gcc Compiling 95% 83%
429.mcf Vehicle scheduling 114% 97%
445.gobmk Game AI 90% 76%
456.hmmer Protein seq. analyses 106% 93%
458.sjeng Chess 93% 80%
462.libquantum Quantum sim 101% 90%
464.h264ref Video encoding 89% 79%
471.omnetpp Network sim 132% 122%
473.astar Pathfinding 98% 84%
483.xalancbmk XML processing 105% 101%

Switching from -O2 to -Ofast improves Broadwell-EP's absolute performance by over 19%. Meanwhile the relative performance advantage versus the Xeon E5-2690 averages 3%. As a result, the clockspeed disadvantage of the latest Xeon is negated by the increase in IPC. Clearly the latest generation of Xeons benefit more from aggressive optimizations than the previous ones. That is unsurprising of course, but it is interesting that the newest Xeons need more optimization to "hold the line" in single core performance.

So far we can conclude that if you were to upgrade from a Xeon E5-2xxx v1 to a similar v4 model, your single threaded integer code will not run faster without recompiling and optimizing. The process improvements have been used mostly to add more cores in the same power envelope, while at same time Intel also traded a few speed bins in to add even more cores in the top models. As a result single core integer performance basically holds the line, nothing more. The only exception are memory intensive applications who benefit from every growing L3-cache and the faster DRAM technology.

Benchmark Configuration and Methodology Memory Subsystem
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  • SkipPerk - Friday, April 8, 2016 - link

    "Anyone putting Microsoft on bare hardware these days is nuts"

    This brother is speakin the truth!
  • warreo - Thursday, March 31, 2016 - link

    Can someone clarify this line for me?

    "The average performance increase versus the Xeon E5-2690 is 3%, and the Broadwell cores get a boost of no less than 19%."

    Does that mean IPC increase is 19% for Broadwell, offset by ~16% decline in clockspeed to get to 3% average performance increase? But that doesn't make sense to me as a 3.8ghz (E5-2690) to 3.6ghz (E5-2699 v4) is only 5% decline in max clockspeed?
  • ShieTar - Thursday, March 31, 2016 - link

    I understood it as "the -Ofast setting boosts Broadwell by 19%", so with the -O2 setting it was actually 16% slower than the 2690.

    And I think the AT-Theory based on the original measurements is that the 3.6GHz boost are not even held for a significant amount of time, so that Broadwell in reality comes with an even worse decline in clock speed.
  • warreo - Thursday, March 31, 2016 - link

    Your interpretation makes much more sense than mine, but still doesn't quite add up. The improvement from using -Ofast vs. -O2 is 13% on average, and the lowest improvement is 4% on the xalancbmk, well below the "no less than 19%" quoted by Johan.

    Perhaps the rest of the disparity is normalizing for sustained clock speeds as you suspect? Johan is that correct?
  • Ryan Smith - Thursday, March 31, 2016 - link

    I've reworded that passage to make it clearer. But ShieTar's interpretation was basically correct.

    "Switching from -O2 to -Ofast improves Broadwell-EP's absolute performance by over 19%. Meanwhile the relative performance advantage versus the Xeon E5-2690 averages 3%. "
  • JohanAnandtech - Thursday, March 31, 2016 - link

    That means that the -ofast has much more effect on the Broadwell. I mean by that that -ofast is 19% faster than -o2 on Broadwell, while it is 3% faster on Sandy Bridge. I assume that the older the architecture, the better the compiler is able to optimize it without special tricks.
  • warreo - Friday, April 1, 2016 - link

    Thanks for the clarification. Loved the review, great work Johan!
  • Pinn - Thursday, March 31, 2016 - link

    I'm still happy I went with the 6 core x99 over the 8 core. Massive core count is nice to see available, but I don't see the true value. Looks like you have to do the same rough math to see if the clock speed reduction is worth the core count.
  • Oxford Guy - Tuesday, April 5, 2016 - link

    Why would there be "true value" for six and not for eight?
  • Pinn - Wednesday, April 6, 2016 - link

    Single threaded workloads.

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