Single Threaded Integer Performance: SPEC CPU2006

Even in the server market where high core count CPUs are ruling the roost, high single threaded performance is still very desirable. It makes sure that a certain level of performance is guaranteed in every situation, not just in "throughput situations" of "embarrassingly parallel" software. 

SPEC CPU2017 has finally launched, but it did so while our testing was already under way. So SPEC CPU2006 was still our best option to evaluate single threaded performance. Even though SPEC CPU2006 is more HPC and workstation oriented, it contains a good variety of integer workloads.

It is our conviction that we should try to mimic how performance critical software is compiled instead of trying to achieve the highest scores. To that end, we:

  • use 64 bit gcc : by far the most used compiler on linux for integer workloads, good all round compiler that does not try to "break" benchmarks (libquantum...) or favor a certain architecture
  • use gcc version 5.4: standard compiler with Ubuntu 16.04 LTS. (Note that this is upgraded from 4.8.4 used in earlier articles)
  • use -Ofast -fno-strict-aliasing optimization: a good balance between performance and keeping things simple
  • added "-std=gnu89" to the portability settings to resolve the issue that some tests will not compile with gcc 5.x
  • run one copy of the test

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. 

First the single threaded results. It is important to note that thanks to modern turbo technology, all CPUs will run at higher clock speeds than their base clock speed. 

  • The Xeon E5-2690 ("Sandy Bridge") is capable of boosting up to 3.8 GHz
  • The Xeon E5-2690 v3 ("Haswell") is capable of boosting up to 3.5GHz
  • The Xeon E5-2699 v4  ("Broadwell") is capable of boosting up to 3.6 GHz
  • The Xeon 8176 ("Skylake-SP") is capable of boosting up to 3.8 GHz
  • The EPYC 7601 ("Naples") is capable of boosting up to 3.2 GHz

First we look at the absolute numbers. 

Subtest Application type Xeon E5-2690
@ 3.8
Xeon E5-2690 v3
@ 3.5
Xeon E5-2699 v4
@ 3.6
EPYC 7601
@3.2
Xeon 8176
@3.8
400.perlbench Spam filter 35 41.6 43.4 31.1 50.1
401.bzip2 Compression 24.5 24.0 23.9 24.0 27.1
403.gcc Compiling 33.8 35.5 23.7 35.1 24.5
429.mcf Vehicle scheduling 43.5 42.1 44.6 40.1 43.3
445.gobmk Game AI 27.9 27.8 28.7 24.3 31.0
456.hmmer Protein seq. analyses 26.5 28.0 32.3 27.9 35.4
458.sjeng Chess 28.9 31.0 33.0 23.8 33.6
462.libquantum Quantum sim 55.5 65.0 97.3 69.2 102
464.h264ref Video encoding 50.7 53.7 58.0 50.3 67.0
471.omnetpp Network sim 23.3 31.3 44.5 23.0 40.8
473.astar Pathfinding 25.3 25.1 26.1 19.5 27.4
483.xalancbmk XML processing 41.8 46.1 64.9 35.4 67.3

As raw SPEC scores can be a bit much to deal with in a dense table, we've also broken out our scores on a percentage basis. Sandy Bridge EP (Xeon E5 v1) is about 5 years old, the servers based upon this CPU are going to get replaced by newer ones. So we've made "Single threaded Sandy Bridge-EP performance" our reference (100%) , and compare the single threaded performance of all other architectures accordingly.

Subtest Application type Xeon E5-2690
@ 3.8
Xeon E5-2690 v3
@ 3.5
Xeon E5-2699 v4 @ 3.6 EPYC 7601 @3.2 Xeon 8176 @ 3.8
400.perlbench Spam filter 100% 119% 124% 89% 143%
401.bzip2 Compression 100% 98% 98% 98% 111%
403.gcc Compiling 100% 105% 70% 104% 72%
429.mcf Vehicle scheduling 100% 97% 103% 92% 100%
445.gobmk Game AI 100% 100% 103% 87% 111%
456.hmmer Protein seq. analyses 100% 106% 122% 105% 134%
458.sjeng Chess 100% 107% 114% 82% 116%
462.libquantum Quantum sim 100% 117% 175% 125% 184%
464.h264ref Video encoding 100% 106% 114% 99% 132%
471.omnetpp Network sim 100% 134% 191% 99% 175%
473.astar Pathfinding 100% 99% 103% 77% 108%
483.xalancbmk XML processing 100% 110% 155% 85% 161%

SPEC CPU2006 analysis is complicated, and with only a few days spend on the EPYC server, we must admit that what follows is mostly educated guessing. 

First off, let's gauge the IPC efficiency of the different architectures. Considering that the EPYC core runs at 12-16% lower clockspeeds (3.2 vs 3.6/3.8 GHz), getting 90+% of the performance of the Intel architectures can be considered a "strong" (IPC) showing for the AMD "Zen" architecture. 

As for Intel's latest CPU, pay attention to the effect of the much larger L2-cache of the Skylake-SP core (Xeon 8176) compared to the previous generation "Broadwell". Especially perlbench, gobmk, hmmer and h264ref (the instruction part) benefit. 

Meanwhile with the new GCC 5.4 compiler, Intel's performance on the "403.gcc benchmark" seems to have regressed their newer rchitectures. While we previously saw the Xeon E5-2699v4 perform at 83-95% of the "Sandy Bridge" Xeon E5-2690, this has further regressed to 70%. The AMD Zen core, on the other hand, does exceptionally well when running GCC. The mix of a high percentage of (easy to predict) branches in the instruction mix, a relatively small footprint, and a heavy reliance on low latency (mostly L1/L2/8 MB L3) seems to work well. The workloads where the impact of branch prediction is higher (somewhat higher percentage of branch misses) - gobmk, sjeng, hmmer - perform quite well on "Zen" too, which has a much lower branch misprediction penalty than AMD's previous generation architecture thanks to the µop cache. 

Otherwise the pointer chasing benchmarks – XML procesing and Path finding – which need a large L3-cache, are the worst performing on EPYC. 

Also notice the fact that the low IPC omnetpp ("network sim") runs slower on Skylake-SP than on Broadwell, but still much faster than AMD's EPYC. Omnetpp is an application that benefited from the massive 55 MB L3-cache of Broadwell, and that is why performance has declined on Skylake. Of course, this also means that the fractured 8x8 MB L3 of AMD's EPYC processor causes it to perform much slower than the latest Intel server CPUs. In the video encoding benchmark "h264ref" this plays a role too, but that benchmark relies much more on DRAM bandwidth. The fact that the EPYC core has higher DRAM bandwidth available makes sure that the AMD chip does not fall too far behind the latest Intel cores. 

All in all, we think we can conclude that the single threaded performance of the "Zen architecture" is excellent, but it somewhat let down by the lower turbo clock and the "smaller" 8x8 MB L3-cache. 

Memory Subsystem: Latency SMT Integer Performance With SPEC CPU2006
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  • JKflipflop98 - Wednesday, July 12, 2017 - link

    For years I thought you were just really committed to playing the "dumb AMD fanbot" schtick for laughs. It's infinitely more funny now that I know you've actually been *serious* this entire time.
  • ddriver - Wednesday, July 12, 2017 - link

    Whatever helps you feel better about yourself ;) I bet it is funny now, that AT have to carefully devise intel biased benches and lie in its reviews in hopes intel at least saves face. BTW I don't have a single amd CPU running ATM.
  • WinterCharm - Thursday, July 13, 2017 - link

    Uh, what are you smoking? this is a pretty even piece.
  • boozed - Tuesday, July 11, 2017 - link

    You haven't done your job properly unless you've annoyed the fanboys (and perhaps even fangirls) for both sides!
  • JohanAnandtech - Wednesday, July 12, 2017 - link

    Wise words. Indeed :-)
  • Ranger1065 - Wednesday, July 12, 2017 - link

    If you are referring to ddriver, I agree, wise words indeed.
  • ddriver - Wednesday, July 12, 2017 - link

    Well, that assumption rests on the presumption that the point of reviews is to upsed fanboys.

    I'd say that a "review done right" would include different workload scenarios, there is nothing wrong with having one that will show the benefits of intel's approach to doing server chips, but that should be properly denoted, and should be just one of several database tests and should be accompanied by gigabytes of databases which is what we use in real world scenarios.
  • CoachAub - Wednesday, July 12, 2017 - link

    It was mentioned more than once that this review was rushed to make a deadline and that the suite of benchmarks were not everything they wanted to run and without optimizations or even the usual tweaks an end-user would make to their system. So, keep that in mind as you argue over the tests and different scenarios, etc.
  • ddriver - Thursday, July 13, 2017 - link

    It doesn't take a lot of time to populate a larger database so that you can make a benchmark that involves an actual real world usage scenario. It wasn't the "rushing" that prompted the choice of database size...
  • mpbello - Friday, July 14, 2017 - link

    If you are rushing, you reduce scope and deliver fewer pieces with high quality instead of insisting on delivering a full set of benchmarks that you are not sure about its quality.
    The article came to a very strong conclusion: Intel is better for database scenarios. Whatever you do, whether you are rushing or not, you cannot state something like that if the benchmarks supporting your conclusion are not well designed.
    So I agree that the design of the DB benchmark was incredibly weak to sustain such an important conclusion that Intel is the best choice for DB applications.

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