Silicon, Glue, & NUMA Too

In the Ryzen family, AMD designed an 8 core silicon die known as a Zeppelin die. This consisted of two core complexes (CCX) of four cores each, with each CCX having access to 8 MB of L3 cache. The Zeppelin die had access to two DRAM channels, and was fixed with 16 PCIe lanes for add-in cards. With Threadripper, AMD has doubled up the silicon.

If you were to delid a Threadripper CPU, you would actually see four silicon dies, similar to what an EPYC processor would have, making Threadripper a Multi Core Module (MCM) design. Two of these are reinforcing spacers – empty silicon with no use other than to help distribute the weight of the cooler and assist in cooling. The other two dies (in opposite corners for thermal performance and routing) are basically the same Zeppelin dies as Ryzen, containing eight cores each and having access to two memory channels each. They communicate through Infinity Fabric, which AMD lists as 102 GB/s die-to-die bandwidth (full duplex bidirectional), along with 78ns to reach the near memory (DRAM connected to the same die) and 133ns to reach the far memory (DRAM on another die). We confirmed those numbers on DDR4-2400 memory, also achieving 65 ns and 108 ns respectively using DDR4-3200. 


Despite this AMD slide showing two silicon dies, there are four units of silicon in the package. Only two of the dies are active, so AMD has 'simplified' the diagram'

By comparison, EPYC lists die-to-die bandwidth as 42.6 GB/s at DDR4-2666. This is because EPYC runs fabric links to three dies internally and one die externally (on the next socket), which maximizes all the links available. The dies in Threadripper only have to communicate with one other die, so has more flexibility. To that extent, we’re under the impression that Threadripper is using two of these links at 10.4 GT/s using the following method:

  • Die to Die for EPYC is quoted as 42.6 GB/s at DDR4-2667
  • Die to Die for Threadripper is quoted as 102.2 GB/s at DDR4-3200
  • 42.6 GB/s * 2 links * 3200/2667 = 102.2 GB/s
  • 42.6 GB/s * 3 links * 3200/2667 at 8.0 GT/s = 115.8 GB/s (too high)
  • 42.6 GB/s * 3 links * 3200/2667 at 6.4 GT/s = 92.6 GB/s (too low)

This configuration for AMD is essentially what the industry calls a NUMA configuration: non-uniform memory access. If left as it, it means that code cannot rely on a regular (and low) latency between requesting something from DRAM and receiving it. This can be an issue for high-performance code, which is why some software is designed NUMA-aware, so that it can intelligently pin the memory it needs to the closest DRAM controller, lowering potential bandwidth but prioritizing latency.

NUMA is nothing new in the x86 space. Once CPUs began shipping with on-die memory controllers rather than using an off-die memory controller in the Northbridge, NUMA became an inherent part of multi-socket systems. In this respect AMD was the leader here right from the start, as they beat Intel to on-die memory controllers for x86 CPUs by years. So AMD has been working with NUMA for years, and similarly NUMA has been the state of affairs for Intel's multi-socket server systems for almost a decade.

What's new with Threadripper however is that NUMA has never been a consumer concern. MCM consumer CPUs have been few and far between, and we'd have to go all the way back to the Core 2 Quad family to find a CPU with cores on multiple dies, which was a design that predates on-die memory controllers for Intel. So with Threadripper, this is the very first time that consumers – even high-end consumers – have been exposed to NUMA.

But more importantly, consumer software has been similarly unexposed to NUMA, so almost no software is able to take its idiosyncrasies into account. The good news is that while NUMA changes the rules of the game a bit, it doesn't break software. NUMA-aware OSes do the heavy lifting here, helping unaware software by keeping threads and memory accesses together on the same NUMA node in order to ensure classic performance characteristics. The downside to this is that much like an overprotective parent, the OS is going discourage unaware software from using other NUMA nodes. Or in the case of Threadripper, discouraging applications from using the other die and its 8 cores.


At a hardware level, Threadripper is natively two NUMA nodes

In an ideal world, all software would be NUMA-aware, eliminating any concerns over the matter. From a practical perspective however, software is slow to change and it seems unlikely that NUMA-style CPUs are going to become common in the future. Furthermore NUMA can be tricky to program for, especially in the case of workloads/algorithms that inherently struggle with "far" cores and memory. So the quirks of NUMA are never going to completely go away, and instead AMD has taken it upon themselves to manage the matter.

AMD has implemented BIOS switches and software switches in order to better support and control the NUMAness of Threadripper. By default, Threadripper actually hides its NUMA architecture. AMD instead runs Threadripper in a UMA configuration: a uniform memory access system where memory is sent to any DRAM and the return is variable in latency (e.g. ~100ns averaging between 78ns and 133ns) but focusing for a high peak bandwidth. By presenting the CPU to the OS as a monolithic, single-domain design, memory bandwidth is maximized and all applications (NUMA-aware and not) see all 16 cores as part of the same CPU. So for applications that are not NUMA-aware – and consequently would have been discouraged by the OS in NUMA mode – this maximizes the number of cores/threads they can use and the memory bandwidth they can use.


All 32 threads are exposed as part of a single monolithic CPU

The drawback to UMA mode is that because it's hiding how Threadripper really works, it doesn't allow the OS and applications to make fully informed decisions for themselves, and consequently they may not make the best decisions. Latency-sensitive NUMA-unaware applications that fare poorly with high core/memory latencies can struggle here if they use cores and memory attached to the other die. Which is why AMD also allows Threadripper to be configured for NUMA mode, exposing its full design to the OS and resulting in separate NUMA domains for the two dies. This informs the OS to keep applications pinned to one die when possible as previously discussed, and this mode is vital for some software and some games, and we’ve tested it in this review.

Overall, using a multi-silicon design has positives and negatives. The negatives end up being variable memory latency, variable core-to-core latency, and often redundancy in on-die units that don’t need to be repeated. As a result, AMD uses 400mm2+ of silicon to achieve this, which can increase costs at the manufacturing level. By contrast, the positives are in silicon design and overall yeilds: being able to design a single piece of silicon and repeat it, rather than design several different floor plans which multiplies up the design costs, and having the (largely) fixed number of wafer defects spread out over many more smaller dies.

By contrast, Intel uses a single monolithic die for its Skylake-X processors: the LCC die up to 10-core and HCC die from 12-core up to 18-core. These use a rectangular grid of cores (3x4 and 5x4 respectively), with two of the segments reserved for the memory controllers. In order to communicate between the cores, Intel uses a networking mesh, which determines which direction the data needs to travel (up, down, left, right, or accepted into the core). We covered Intel’s MOdular Decoupled Crossbar (MoDe-X) methodology in our Skylake-X review, but the underlying concept is consistency. This mesh runs at 2.4 GHz nominally. Prior to Skylake-X, Intel implemented a ring topology, such that data would have to travel around the ring of cores to get to where it needed to go.

With reference to glue, or glue-logic, we’re referring to the fabric of each processor. For AMD that’s the Infinity Fabric, which has to travel within the silicon die or out to the other silicon die, and for Intel that’s the internal MoDe-X mesh. Elmer’s never looked so complicated.

Feeding the Beast and CPU Top Trumps AMD’s Solution to Dual Dies: Creator Mode and Game Mode
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  • sorten - Friday, August 11, 2017 - link

    Swole? Threadripped?
  • Rottie - Friday, August 11, 2017 - link

    AMD Ryzen CPU is not fast enough. Apple is not ready for AMD Ryzen CPU, sorry AMD. I love AMD but I hated Intel even though I have a Skylake based MacBook Pro. :(
  • Deshi! - Friday, August 11, 2017 - link

    One small correction, Ryzen has 24 PCIE lanes, not 16. it has 16 for graphics only, but saying only 16 may make people (like me) wonder if you can't run an NVME at x4 and still have the graphics card at 16x, which you totally can do.
  • Deshi! - Friday, August 11, 2017 - link

    This is under Feeding the beast section btw, where you said "Whereas Ryzen 7 only had 16 PCIe lanes, competing in part against CPUs from Intel that had 28/44 PCIe lanes,"
  • fanofanand - Tuesday, August 15, 2017 - link

    He already answered this question/statement to someone else. there are 20 lanes from the CPU, 16 of which are available for graphics. I don't think his way of viewing it seems accurate, but he has stated that this is how PCIe lanes have been counted "for decades"
  • WaltC - Friday, August 11, 2017 - link

    Nice review, btw! Yes, going all the way back to Athlon and the triumph of DDR-Sdram over Rdram, and the triumph of AMD's x86-64 over Itanium (Itanium having been Intel's only "answer" for 64-bit desktop computing post the A64 launch--other than to have actually paid for and *run* an Intel ad campaign stating "You don't need 64-bits on the desktop", believe it or not), and going all the way back to Intel's initial Core 2 designs, the products that *actually licensed x86-64 from AMD* (so that Intel could compete in the 64-bit desktop space it claimed didn't exist), it's really remarkable how much AMD has done to enervate and energize the x86 computing marketplace globally. Interestingly enough it's been AMD, not Intel, that has charted the course for desktop computing globally--and it goes all the way back to the original AMD Athlon. The original Pentium designs--I owned 90MHz and 100MHz Pentiums before I moved to AMD in 1999--were the high-point of an architecture that Intel would *cancel* shortly thereafter simply because it could not compete with the Athlon and its spin-off architectures like the A64. That which is called "Pentium" today is not...;) Intel simply has continued to use the brand. All I can say is: TGF AMD...;) I've tried to imagine where Intel would have taken the desktop computing market had consumers allowed the company to lead them around by the nose, and I can't...;) If not for AMD *right now* and all the activity the company is bringing to the PC space once again, there would not be much of a PC market globally going on. But now that we have some *action* again and Intel is breaking its legs trying to keep up, the PC market is poised to break out of the doldrums! I guess Intel had decided to simply nap for a few decades--"Wake me when some other company does something we'll have to compete with!" Ugh.
  • zeroidea - Friday, August 11, 2017 - link

    Hi Ian,
    On the Civ 6 benchmark page, all results after the GTX 1080 are mislabeled as GTA 6.
  • Ahmad Rady - Friday, August 11, 2017 - link

    Can you try to test this CPU using windows server?
    This is a MCM CPU looks like 4 CPUs attached to each other.
    I think windows 10 Pro can't get the most of this CPU unless we have windows 10 Pro for WS
  • Pekish79 - Friday, August 11, 2017 - link

    Vray has a Rendering Benchmark too maybe you could use both
  • Pekish79 - Friday, August 11, 2017 - link

    I went to check both page of Vray and Corona Benchmark

    Corona match more or less the graphic and Vray has the following

    AMD 1950 : 00:46-00:48 sec
    I9 7900: 00:54-00:56 sec
    I7 6950: 01:00-01:10 sec
    I5 5960: 01:23-01:33 sec

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