Miscellaneous Performance Metrics

This section looks at some of the other commonly used benchmarks representative of the performance of specific real-world applications.

3D Rendering - CINEBENCH R15

We use CINEBENCH R15 for 3D rendering evaluation. The program provides three benchmark modes - OpenGL, single threaded and multi-threaded. Evaluation of different PC configurations in all three modes provided us the following results. It must be noted that R15 is good enough for the current crop of SFF PCs. Once we start getting 16 cores or more, the shift to more modern versions of CINEBENCH will be made.

3D Rendering - CINEBENCH R15 - Single Thread

3D Rendering - CINEBENCH R15 - Multiple Threads

3D Rendering - CINEBENCH R15 - OpenGL

Except for the OpenGL case, both the single (ST) and multi-threaded (MT) versions bring out Frost Canyon on top. As expected, there is negligible difference in the ST performance of the Bean Canyon and Frost Canyon NUCs, as the CPUs are both based on the same Skylake microarchitecture, with the optimizations allowing for higher clocks getting compensated by the increased core count in the processor.

x265 Benchmark

Next up, we have some video encoding benchmarks using x265 v2.8. The appropriate encoder executable is chosen based on the supported CPU features. In the first case, we encode 600 1080p YUV 4:2:0 frames into a 1080p30 HEVC Main-profile compatible video stream at 1 Mbps and record the average number of frames encoded per second.

Video Encoding - x265 - 1080p

Our second test case is 1200 4K YUV 4:2:0 frames getting encoded into a 4Kp60 HEVC Main10-profile video stream at 35 Mbps. The encoding FPS is recorded.

Video Encoding - x265 - 4K 10-bit

In both cases, the hexa-core nature of Frost Canyon stands in good stead, even enabling it to get a sizable lead over competing systems sporting processors with higher TDPs.

7-Zip

7-Zip is a very effective and efficient compression program, often beating out OpenCL accelerated commercial programs in benchmarks even while using just the CPU power. 7-Zip has a benchmarking program that provides tons of details regarding the underlying CPU's efficiency. In this subsection, we are interested in the compression and decompression rates when utilizing all the available threads for the LZMA algorithm.

7-Zip LZMA Compression Benchmark

7-Zip LZMA Decompression Benchmark

Here, we again see the hexa-core feature enabling Frost Canyon to surpass the performance of systems sporting processors with higher TDPs.

Cryptography Benchmarks

Cryptography has become an indispensable part of our interaction with computing systems. Almost all modern systems have some sort of hardware-acceleration for making cryptographic operations faster and more power efficient. In this sub-section, we look at two different real-world applications that may make use of this acceleration.

BitLocker is a Windows features that encrypts entire disk volumes. While drives that offer encryption capabilities are dealt with using that feature, most legacy systems and external drives have to use the host system implementation. Windows has no direct benchmark for BitLocker. However, we cooked up a BitLocker operation sequence to determine the adeptness of the system at handling BitLocker operations. We start off with a 2.5GB RAM drive in which a 2GB VHD (virtual hard disk) is created. This VHD is then mounted, and BitLocker is enabled on the volume. Once the BitLocker encryption process gets done, BitLocker is disabled. This triggers a decryption process. The times taken to complete the encryption and decryption are recorded. This process is repeated 25 times, and the average of the last 20 iterations is graphed below.

BitLocker Encryption Benchmark

BitLocker Decryption Benchmark

The availability of 6 cores to issue AES-NI operations on enables BitLocker to perform better on the Frost Canyon compared to Bean Canyon, despite the Bean Canyon configuration sporting a much higher performing memory sub-system with a DDR4-3000 SODIMM kit at a lower latency.

Creation of secure archives is best done through the use of AES-256 as the encryption method while password protecting ZIP files. We re-use the benchmark mode of 7-Zip to determine the AES256-CBC encryption and decryption rates using pure software as well as AES-NI. Note that the 7-Zip benchmark uses a 48KB buffer for this purpose.

7-Zip AES256-CBC Encryption Benchmark

7-Zip AES256-CBC Decryption Benchmark

The observations we made for the BitLocker workload work for 7-Zip too. The Ryzen 5 2400G, for some reason, seems to offer much faster / optimized hardware acceleration for certain cryptographic operations, enabling it to be neck-and-neck with the Frost Canyon for AES256-CBC decryption in the above case. Obviously, the TDP difference (65W vs 25W) needs to be taken into account, though it is likely that the Frost Canyon NUC was at turbo-speeds in PL2 for at least the first few iterations of the benchmark.

Yet another cryptography application is secure network communication. OpenSSL can take advantage of the acceleration provided by the host system to make operations faster. It also has a benchmark mode that can use varying buffer sizes. We recorded the processing rate for a 8KB buffer using the hardware-accelerated AES256-CBC-HAC-SHA1 feature.

OpenSSL Encryption Benchmark

OpenSSL Decryption Benchmark

Here, we see the Ryzen 5 2400G completely outperform the Frost Canyon NUC due to better optimization of the workload for the hardware acceleration capabilities offered by the Ryzen processor.

Agisoft Photoscan

Agisoft PhotoScan is a commercial program that converts 2D images into 3D point maps, meshes and textures. The program designers sent us a command line version in order to evaluate the efficiency of various systems that go under our review scanner. The command line version has two benchmark modes, one using the CPU and the other using both the CPU and GPU (via OpenCL). We present the results from our evaluation using the CPU mode only. The benchmark (v1.3) takes 84 photographs and does four stages of computation:

  • Stage 1: Align Photographs (capable of OpenCL acceleration)
  • Stage 2: Build Point Cloud (capable of OpenCL acceleration)
  • Stage 3: Build Mesh
  • Stage 4: Build Textures

We record the time taken for each stage. Since various elements of the software are single threaded, and others multithreaded, it is interesting to record the effects of CPU generations, speeds, number of cores, and DRAM parameters using this software.

Agisoft PhotoScan Benchmark - Stage 1

Agisoft PhotoScan Benchmark - Stage 2

Agisoft PhotoScan Benchmark - Stage 3

Agisoft PhotoScan Benchmark - Stage 4

The hexa-core nature makes the Frost Canyon NUC emerge as the best performer in the Agisoft Photoscan benchmark across all the SFF PCs considered in this review.

Dolphin Emulator

Wrapping up our application benchmark numbers is the new Dolphin Emulator (v5) benchmark mode results. This is again a test of the CPU capabilities.

Dolphin Emulator Benchmark

The benchmark is mostly bound by single-threaded performance, and we do not see much difference between the Bean Canyon and Frost Canyon NUCs in this workload.

UL Benchmarks: PCMark and 3DMark Networking and Storage Performance
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  • yankeeDDL - Monday, March 2, 2020 - link

    I don't think anyone is arguing that high-end graphics is needed in NUC. The iGPU of a 2400G, or that of a 4800U are definitely *not* high-end graphics. UHD is a sore thumb on pretty much anything that is not office and email.
  • Rookierookie - Monday, March 2, 2020 - link

    Office and email are exactly what most people would buy this for. UHD even has competent video playback.
  • yankeeDDL - Tuesday, March 3, 2020 - link

    What? 1Kusd for a PC for office and email? You can buy a good laptop for that price, and get the screen and the portability. No, at least not only office and email. I, for one, have been looking at NUCs to use as a light gaming machine, video/Youtube player to be connected to my TV. I've been looking at Zotac's products, to give you an idea: a "NUC" with a Ryzen 4800H should blow this out of the water, both in CPU and GPU performance, while probably being quite a bit cheaper.
  • Samus - Monday, March 2, 2020 - link

    Nearly 90% of all PC's sold (desktops, laptops, PC, MAC, etc) rely on Intel iGPU's and the UI's their OS's run must be built around their limitations.

    You need to consider Intel has been indirectly holding back UI progress and developement for two decades while everyone around them (from AMD to SoC chipmakers) has been focusing on GPU performance. It could be argued

    A) Intel couldn't be taken seriously in the ultramobile SoC space because they don't have a GPU to backup their APU\FPU IP and advanced production capabilities, which is why they threw in the towel.

    B) Intel is responsible for the collapse of the PC market (the death of the PC as they call it) because they have halted evolutionary progress on the UI experience, meanwhile mobile devices have vastly outpaced PC's due to their superior graphics performance, and thus UI's.

    C) Intel is embarrassingly the ONLY chipmaker struggling with GPU development. Because of their blind devotion to margins and profits, they have refused to license IP from companies that actually know what the fuck they are doing, meanwhile seemingly unable to engineer a product that's even close to competitive with the markets slowest options.
  • khanikun - Monday, March 2, 2020 - link

    B) Huh? What was halted for the UI experience, due to graphics? Rounded corners in Windows? Translucent windows? If anything, MS is the ones ruining the UI experience with Win 8, Win 10, and the current garbage Start Menu.

    If all you're looking at is eye candy, check out today's Windows, Android, iOS. They're all flattening out the UI. Shit's literally Win 95 with more color options.
  • Lord of the Bored - Thursday, March 5, 2020 - link

    "current garbage Start Menu"
    As opposed to the old garbage start menu.

    The Start menu has always been terrible. Back in 1995 AD, it was actually worse than Program Manager, and it hasn't actually improved a lot since then. (Windows 95 made several other changes that were very welcome, like the one-touch close button and always-accessible task bar. The start menu is notable for how uniquely bad it is in an overhaul otherwise full of good ideas.)

    Just because you are used to it doesn't make it right.

    (And the Windows 10 interface is not Win 95 with more colors. It is a flatter and less complex Win 95 with FEWER colors. Nary a 3D bevel in sight.)
  • Foeketijn - Tuesday, March 3, 2020 - link

    Then buy a SimplyNUC’s Sequoia. I like that I sold dozens of the things, and the only complaint is HDMI not coming on after sleep state once in a while, and 1 broken after a lightning incident.
    So they are in general bullet proof. Nobody once even asked about the GPU. And I am typing this using an old NUC on a 4k screen combined with a 1440p screen. No gaming, no Autocad and everything is well.
  • AbRASiON - Tuesday, March 3, 2020 - link

    Interesting, some of us /couldn't possibly care less/ about the graphics, as long as it's enough to run Windows reliably and play back video. But we would like more and more CPU performance in a low sized form factor.
  • nico_mach - Monday, March 2, 2020 - link

    You ... took a delivered, complete system apart to review it? And it's the first assembled NUC ever offered? Well, that's bold.
  • BedfordTim - Monday, March 2, 2020 - link

    The used to make complete Atom based NUCs which were pretty good value.

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