CPU Performance

While Denver’s architecture is something fascinating to study, it’s important to see how well this translates to the real world. Denver on paper is a beast, but in the real world there are a number of factors to consider, not the least of which is the effectiveness of NVIDIA’s DCO. We’ve laid out that Denver’s best and worst case scenarios heavily ride on the DCO, and for NVIDIA to achieve their best-case performance they need to be able to generate and feed Denver with lots and lots of well optimized code. If Denver spends too much time working directly off of ARM code or can’t do a good job optimizing the recurring code it finds then Denver will struggle. Meanwhile other important factors are in play as well, including the benefits and drawbacks of Denver’s two cores versus competing SoC’s quad A15/A57 configurations, and in thermally constrained scenarios Denver’s ability to deliver good performance while keeping its power consumption in check.

In order to test this and general system performance, we turn our suite of benchmarks that include browser performance tests, general system tests, and game-type benchmarks. As Denver relies on code-morphing to enable out of order execution and speculative execution, most of these benchmarks should be able to show ideal performance as loop performance in Denver is basically second to none. While most of these benchmarks are showing their age, they should be usable for valid comparisons until we move to our new test suite.

SunSpider 1.0.2 Benchmark  (Chrome/Safari/IE)

Kraken 1.1 (Chrome/Safari/IE)

Google Octane v2  (Chrome/Safari/IE)

WebXPRT (Chrome/Safari/IE)

Basemark OS II 2.0 - Overall

Basemark OS II 2.0 - System

Basemark OS II 2.0 - Memory

The Basemark System test seems to contribute quite strongly to how the Nexus 9 performs in the overall subtest. Given that this is a storage performance benchmark, it's likely that Basemark OS II has issues similar to Androbench on 5.0 Lollipop or that random I/O is heavily prioritized in this test.

Basemark OS II 2.0 - Graphics

There's a noticeable performance uplift in the graphics test, and although not exactly part of the CPU this does seem at least somewhat plausible as GPU driver updates can improve performance over time.

Basemark OS II 2.0 - Web

Overall, performance seems to be quite checkered, although improved from our initial evaluation of the Nexus 9. Unfortunately, even in benchmarks where the DCO should be able to easily unroll loops to achieve massive amounts of performance, we see inconsistent performance in Denver. This may come down to an issue with the DCO, or even more simply the fact that Denver is spending more time than it would like to directly executing ARM code as opposed to going through the DCO.

In this case looking at the SunSpider and Kraken javascript benchmarks offers an interesting proxy case for exactly that scenario. SunSpider on modern CPUs executes extremely quickly, so quickly that the individual tests are often over in only a couple of dozen of milliseconds. This is a particularly rough scenario for Denver, as it doesn’t provide Denver with much time to optimize, even if the code is run multiple times. Meanwhile Kraken pushes many similar buttons, but its tests are longer, and that gives Denver more time to optimize. Consequently we find that Denver’s SunSpider performance is quite poor – underperforming even the A15-based Tegra K1-32 – while Denver passes even the iPad Air 2 in Kraken.

Ultimately this kind of inconsistent performance is a risk and a challenge for Denver. While no single SoC tops every last CPU benchmark, we also don’t typically see the kind of large variations that are occurring with Denver. If Denver’s lows are too low, then it definitely impacts the suitability of the SoC for high-end devices, as users have come to expect peppy performance at all times.

In practice, I didn't really notice any issues with the Nexus 9's performance, although there were odd moments during intense multitasking where I experienced extended pauses/freezes that were likely due to the DCO getting stuck somewhere in execution, seeing as how the DCO can often have unexpected bugs such as repeated FP64 multiplication causing crashes. In general, I noticed that the device tended to also get hot even on relatively simple tasks, which doesn't bode well for battery life. This is localized to the top of the tablet, which should help with user comfort although this comes at the cost of worse sustained performance.

SPECing Denver's Performance GPU and NAND Performance
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  • cjs150 - Wednesday, February 4, 2015 - link

    No microSD - no chance of me buying it.

    Tablets are designed to be portable so why do designers never consider the needs of people on the move who may not have access to the cloud (either at all or at prohibitive cost). With 128 mb MicroSD card I can store tons of music, movies, tv shows and watch when I like on holiday
  • Impulses - Wednesday, February 4, 2015 - link

    USB OTG ftw
  • R. Hunt - Thursday, February 5, 2015 - link

    Hardly the same thing though.
  • UtilityMax - Sunday, February 8, 2015 - link

    They want you to pay royalties to store your stuff in the cloud. I agree that 16GB is somewhat limiting. Half of that space will be used by the OS and applications, with barely anything left for user's data. I'd go with the 32GB model at the very least.
  • NotLupus - Wednesday, February 4, 2015 - link

    What's the date today?
  • smayonak - Wednesday, February 4, 2015 - link

    Ryan, I noticed that the Nexus 9 offers always-on (screen-off) Google Now activation. I checked in CPUSpy (and other apps) and noticed that even when all cores are parked, this feature works, suggesting that NVidia may have included a custom DSP or third core for audio processing. The +1 core in NVidia's Tegra platform was apparently transparent to the operating system, because it never showed up in CPU activity monitor apps.

    If it is a custom DSP used for natural language processing, this would probably run afoul of Qualcomm's lock on the IP. Which might explain why NVidia never announced a third core (or DSP) in the Denver platform.

    I'm not sure if it's just my imagination at work -- can you confirm or disprove (or speculate) on the existence of a third core? Supposedly Android 5.0 includes support for idle-state audio processing, but only if supported by the hardware. But it would seem hardware support would require some kind of low-energy state processing core. And nothing of the sort appears in NVidia's press releases.

    By the way, thank you for the amazingly detailed and insightful review. You guys are amazing.
  • Andrei Frumusanu - Wednesday, February 4, 2015 - link

    Always-on voice activation is done by the audio SoC and has no connection to the main SoC or any DSP. Qualcomm's voice activation is done via the audio chip.
  • smayonak - Wednesday, February 4, 2015 - link

    Thanks. I have no doubt that's true, but I can't track down a reference. Anandtech's own article on the subject refers to Motorola's implementation of idle-state audio processing as relying on the X8's low-power cores, dedicated to handling audio processing.

    Motorola's press release claimed that their X8 included proprietary "natural language" and "contextual" processing cores (which I thought were some kind of analog-to-digital audio-processing DSP, but may be wrong), which allowed for always-on activation of Google Now.

    I can count the number of devices that support screen-off Google Now on one hand. The relatively small number of devices with this feature is perplexing. Or maybe no one advertises it?
  • toyotabedzrock - Wednesday, February 4, 2015 - link

    While turning a GPU into a CPU is a great accomplishment then essentially built a CPU that seems designed to benchmark well but will stall endlessly on real world code.
  • Anonymous Blowhard - Wednesday, February 4, 2015 - link

    This article is soooo late, clearly you should have just thrown up a half-page blurb with a clickbait title and was shallow enough that it could have just been written hands-off from the tech specs.

    /s

    Great read as always. Good things are worth waiting for.

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