For the past eighteen months, Intel has paraded its new ‘Lakefield’ processor design around the press and the public as a paragon of new processor innovation. Inside, Intel pairs one of its fast peak performance cores with four of its lower power efficient cores, and uses novel technology in order to build the processor in the smallest footprint it can. The new Lakefield design is a sign that Intel is looking into new processor paradigms, such as hybrid processors with different types of cores, but also different stacking and packaging technologies to help drive the next wave of computing. With this article, we will tell you all you need to know about Lakefield.

Part Smartphone, Part PC

When designing a processor, there are over a thousand design choices to be made. The processor can be built to tackle everything, or it can be aimed at a niche. For high performance computing, there might be a need for a high power, high performance design where cooling is of no consideration – compare that to a processor aimed at a portable device, and it needs to be energy efficient and offer considerable battery life for a fixed battery size. There is also the cost of designing the product, how much to invest into research and development, how many units are expected to sell, and thus how many should be produced and what size the product should be. What the price range of the target market is can be a huge factor, even before putting pen to paper.


The New Samsung Galaxy Book S

This is all why we have big multi-core processors with lots of compute acceleration in servers, more moderate power and core counts in home machines that focus on single core performance and user experience, and why smartphone processors have to physically fit into a small design and offer exceptional battery life.

Laptop processors have always sort of fit into the middle of the PC and smartphone markets. Laptop users, especially professionals and gamers, need the high performance that a desktop platform can provide, but road warriors need something that is superbly efficient in power consumption, especially at idle, to provide all-day battery life as if they were on a good smartphone. Not only this, but the more energy efficient and the smaller the footprint of the processor and its features, the thinner and lighter the laptop can be, offering a premium design experience.

As a result, we have seen the ultra-premium notebook market converge from two directions.

From the top, we have AMD and Intel, using their laptop processor designs in smaller and smaller power envelopes to offer thin and light devices with exceptional performance and yet retain the energy efficiency required for battery life. For the most premium designs, we see 12-15+ hours of laptop battery life, as well as very capable gaming.

From the bottom, we have Qualcomm, building out its high-performance smartphone processor line into larger power envelopes, in order to offer desktop-class performance with smartphone-class connectivity and battery life. With the designs using Qualcomm’s processors, a user can very easily expect 24+ hours of battery life, and with regular office use, only charge the system once every couple of days. Qualcomm still has an additional barrier in software, which it is working towards.

Both of these directions converge on something in the middle – something that can offer desktop-class performance, 24hr+ battery life, capable gaming, but also has a full range of software support. Rather continue with trying to bring its processors down to the level it requires, Intel has decided to flip its traditional processor paradigm upside down, and build a smartphone-class processor for this market, matching Qualcomm in its bottom up approach while also looking into novel manufacturing techniques in order to do so.

This processor design is called ‘Lakefield’.

Lakefield at the Core, and the Atom

For the past two decades, Intel has had two different types of x86 CPU design.

The Big ‘Core’ CPU

Intel calls its high power/high performance x86 design the ‘Core’ family. This can make it very confusing, to differentiate between the general concept of a processor core and a ‘Core’-based processor core.

Over the years, Core-based processor cores have been designed for power envelopes from low-power laptops all the way up to the beefiest of servers. The Core line of processor cores implement more complex logic in order to provide additional acceleration, at the expense of physical size and power.

The Small ‘Atom’ CPU

The second type of x86 design from Intel is its more energy efficient implementation, called ‘Atom’. With the Atom cores, Intel simplifies the design in order to maximise efficiency for a given power or a given performance. This makes the design smaller, cheaper to manufacturer, but has a lower peak performance than the Core design. We typically see Atom designs in power restricted scenarios where performance is not critical, such as IoT, or low cost laptop designs.

Where Core Meets Atom

Normally we characterise a processor core design in terms of this power and performance. Due to the variation in the design, we see where some designs work best, at various points for a given power or for a given performance. In the case of Intel’s latest generation of Core and Atom hardware, it looks something like this, if we compare one thread against one thread:


Modified from Intel’s Slides

From this graph, which measures Performance on the bottom axis and power on the side axis, there is a crossover point where each design makes the best sense. When the demand for performance is below 58%, the Atom design is the most power efficient, but above 58% then a Core design is preferred.

Homogenous CPUs (all the same) vs
Heterogeneous CPUs (mix of different)

Now in modern processors, especially in laptops, desktops, and servers, we only experience one type of core design. We either have all Core or all Atom, and the performance is designed to scale within those homogeneous designs. It becomes a simple curve to navigate, and when more parallel performance is required, more of those types of cores are fired up to serve the needs of the end user. This has been the case for these markets for the last 30-50 years.

The smartphone space, for the last decade, has been taking a different approach. Within the smartphone world, there are core designs listed as ‘big’ and core designs listed as ‘little’, in the same way that Intel has Core and Atom designs.

These smartphone processors combine numbers of big cores with numbers of small cores, such that there is an intrinsic benefit to running background tasks on the little cores, where efficiency is important, and user experience related elements on the big cores, where latency and performance is important.

The complexity of such a heterogeneous smartphone-like design has many layers. By default most items will start on the little cores, and it is up to either the processor or the operating system to identify when the higher performance mode during a user experience moment is needed. This can be tricky to identify.

Then also comes the matter when a workload has to actually move from one type of core to the other, typically in response to a request for a specific level of performance – if the cores are designed significantly different, then the demands on the memory can likely increase and it is up to the operating system to ensure everything works as it should. There is also an additional element of security, which is a larger topic outside of the scope of this article.

Ultimately building a design with both big cores and little cores comes down a lot to what we call the scheduler. This is a program inside the operating system that manages where different background processes, user experience events, or things like video editing and games, get arranged. The smartphone market has been working on different types of schedulers, and optimizing the designs, for over a decade as mentioned. For the land of Intel and AMD, the push for heterogeneous schedulers has been a slow process by comparison, and it becomes very much a chicken and egg problem – there is no need for an optimized heterogeneous scheduler if there is never a heterogeneous processor in the market.

So why bring all this up?

Lakefield is the first x86 heterogeneous processor.

In its marketing, Intel calls this a ‘hybrid’ CPU, and we will start to see logos identifying this as such. At the heart of its design, Lakefield combines one of the big Core designs with a cluster of four smaller Atom designs, all into one single piece of silicon. In normal x86 processor talk, this is essentially a ‘penta-core’ design, which will commonly be referred to as a 1+4 implementation (for one big core and four small cores).

Intel’s goal with Lakefield is to combine the benefits of the power efficient Atom core with the better user-experience elements provided by the more power hungry but better peak performing big Core. As a result, it sits in the middle of Intel’s traditional homogeneous designs which only contain one type of x86 design – somewhere above the ‘all Atom’ 0+4 design and somewhere below the ‘all Core’ 4+0 design (in actual fact, it’s closer to 0+4).

Based on our conversations with Intel, and the small demonstrations we have seen so far, the best way to consider the new Lakefield processor is to consider it similar to one of the older quad-core Atom processors, with the benefits of the single core performance of a big Core. The cluster of four smaller Atom CPUs will take care of the heavy lifting and parallel performance requests, because there are four of them, while the big Core will respond when the user loads an application, or touches the screen, or scrolls a web browser.

Being a new form of x86 hybrid CPU is not the only thing that Lakefield brings to the table.

Now, just for some form of clarification, we have already had some experience with these sorts of hybrid CPU designs on operating systems like Windows. Qualcomm’s Windows on Snapdragon laptops, like the Lenovo Yoga, use a 4+4 design with the Snapdragon smartphone chips, and Qualcomm has had to work extensively with Microsoft to develop an appropriate scheduler that can manage workloads between the different CPU designs.

The main difference to what Qualcomm has done and what Intel is doing with Lakefield is in software support – Qualcomm processors run ‘Arm’ instructions, while Intel processors run ‘x86’ instructions. Most Windows software is built for x86 instructions, which has limited Qualcomm’s effectiveness in penetrating the traditional laptop market. Qualcomm's design actually allows for ‘x86 translation’, however its scope is limited and there is a performance penalty, but is a work in progress. The point being is that while we have not had a hybrid CPU scheduler for Windows on an x86 system previously, there has been a lot of work put in by Microsoft to date while working with Qualcomm.

Visualising Heterogeneous CPU Designs


Not to any sort of scale

Here are some examples of mobile processors, from Intel and Qualcomm, with the cores in green. On the left is Intel's own Ice Lake processor, with four big cores. In the middle is Intel's Lakefield, which has two stacked silicon dies, but it's the top one that has one big core and four small ones. On the right is Qualcomm's Snapdragon 8cx, currently used in Windows on Snapdragon devices, which uses four performance cores and four efficiency cores, but also integrates a smartphone modem onboard.

In this article, over the following pages, we'll be looking at Intel's new Lakefield processor in detail, covering the new multi-core design, discussing chiplets and Intel's new die-to-die bonding technology called Foveros, the implications of such a design on laptop size (as well as looking at the publicly disclosed Lakefield laptops coming to market), die shots, supposed performance numbers, thermal innovations, and the future for Lakefield. Data for this article has come from our research as well as interviews with Intel's technical personnel and Intel's own presentations on Lakefield at events such as HotChips, Architecture Day, CESIEDM, and ISSCC. Some information is dissected with helpful input from David Schor of Wikichip. We also cover some of Intel’s innovations with the scope of other semiconductor companies, some of which may be competitors.

A Stacked CPU: Intel’s Foveros
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  • pugster - Friday, July 3, 2020 - link

    Lakefield's 2.5w standby sounds kind of high. ARM cpu is probably much lower than that. Reply
  • Ian Cutress - Monday, July 20, 2020 - link

    2.5 mW Reply
  • ProDigit - Friday, July 3, 2020 - link

    Qualcomm has proven that a single fast core isn't enough. Intel needs to at least do 2 fast cores. Then add at least 6 atom cores.
    But if Intel wants to compete with AMD, it'll need to create a quad core big setup, with at least 10 to 12 atom cores.
    Any less will be too little. These are too little as is, competing against the 3000 series of AMD.

    It would be awesome, if Intel could make a 25W quad core cpu, paired with an additional 40 watts on atom cores. That's about 20 additional cores, or a 24 core cpu.
    Reply
  • abufrejoval - Friday, July 3, 2020 - link

    A great article overall, very informative, deeply technical while still readable to a layman, very little judgement or marketing, allowing readers to form their own opinion: Anandtech at its very best!

    Not mentioned in the article and not covered by the comments so far is that the main driver behind Intel’s low power SoCs has been Apple: This is what Intel thought Apple would want and be happy with!

    And if you contrast it to what Apple will now do on their own, that makes me want to sell all my Intel shares: Good thing I never had any.

    This is another Intel 80432 or i860, tons of great ideas engineered into parts, but great parts don’t automatically make a convincing whole.

    And I simply don’t see them iterate that into many more designs over the next years at competitive prices: With that hot-spot governed layout between the two all the flexibility and cost savings a chiplet design is supposed to deliver goes away and you now have two chips in a very tight symbiosis with no scale-up design benefits.

    It’s a Foveros tech demo, but a super expensive one with very little chance of currying favors even at ‘negative revenues’ in the current market.

    X86 is not competitive in terms of Watts or transistors required for a given amount of compute. It didn’t matter that much in PCs, the competing servers were much worse for a long time, but in the mobile space, phones to ultrabooks, it seems impossible to match ARM, even if you could rewind the clock by ten years and started to take BIG-little seriously. Lakefield is essentially a case study for Core being too big and thus power hungry and Atom failing on performance.

    ISA legacy is still holding x86 from dying completely, but that matters less and less at both the top of the performance range with servers and at the bottom in mobile, where the Linux kernel rules supreme and many userlands and ISAs compile just fine.

    Gaming is a hold-out, but perhaps the last generation consoles on x86, gamer PCs alone too much of a niche to determine the future.

    The desktop will switch to who offers the bigger, longer lasting bang for the buck and there is a very good chance that will be ARM next.

    Microsoft may be allowed to blunder along with lackluster ARM64 support for a couple more days, but Apple’s switch puts them under long deserved pressure. A nice Linux/Android/Chromium hybrid ultrabook running whatever Office could get things moving quicker… at least I hope that, because I’d never want to be forced into the bitten Apple…. by these corporate decision makers I see already twitching.

    No chance I’d ever let a new Apple into my home: The ][ was the last good one they made.
    Reply
  • Quantumz0d - Sunday, July 5, 2020 - link

    PC gaming marketcap is supposed to be at $40Bn by 2022, total gaming market is $120Bn including everything, and Consoles are built on AMD x86 technology and now DX12U and you think that is a niche ?

    ARM is not going to do anything just because Apple did, there are so many trials by so many companies and the best company which is known for it's ROI with R&D, Qualcomm abandoned all of it's Server ARM marketshare dreams with the death of their full custom Centriq. x86 runs blazingly fast and optimized with Linux which is what the world is powered just because ARM is good in thin and light garbage doesn't make it a superstar.

    ARM is not going to get into Desktop at all, no one is going to write their programs again to suppor that HW, and no company is going to invest in DIY market before Server/DC market. Supercomputer market is not the DIY or Enterprise, look at the Top Supercomputers, Chinese Tianhe and 2 positions are with Chinese only, AMD CRAY Zen based IF supercomputer is about to come as well.
    Reply
  • Wilco1 - Sunday, July 5, 2020 - link

    The #1 supercomputer is Arm, and Arm servers beat x86 servers on performance, cost and power, so not a single "fact" in your post is correct. Reply
  • lmcd - Sunday, July 5, 2020 - link

    That first statement is hilariously disconnected from the second. Fugaku at 3x the cost per flop of its next competitor hardly backs up your assertion.

    ARM servers might beat x86 servers on performance, cost, and power but it's not looking that good vs x86_64. The latter arch is commodity hardware, software, and talent hiring.
    Reply
  • Wilco1 - Monday, July 6, 2020 - link

    Just looking at the peak FLOPS in comparisons is deceiving. Fugaku is a very different design as it does not use GPU accelerators like most supercomputers. That means it is far better than the rest in terms of ease of programming and efficiency. So even if the upfront cost is higher, they expect to get far more out of it than other super computers.

    I'd say Arm servers are doing really well in 2020, clearly companies want a change from the x86 duopoly. Much of the talent is at companies that do Arm designs. How else do you think Arm CPUs are getting 20-30% faster per year, and mobile phones already outperform the fastest x86 desktops?
    Reply
  • Quantumz0d - Tuesday, July 7, 2020 - link

    No company wants to develop an in house IP, that R&D and ROI is not easy, Amazon did it because to chop off some costs and set up a plan for the low end AWS instances with Graviton 2, Altera is still yet to show, Centriq abandoned by Qcomm with so much of marketing done around Cloudflare and top class engineering work, the team which made 820's full custom core.

    AND What the fuck you are babbling on fastest x86 desktops (Like Threadripper 3990X, or 3950X, 10900K) outperformed by mobile phones ? Ooof, you are gulping down the AT's SPEC scores aren't you ?

    ARM servers LMAO, like how AMD upped their DC marketshare with EPYC7742, dude stop posting absolute rubbish. ARM marketshare in data centers is in 0.5% area where IBM also resides.
    Reply
  • Quantumz0d - Monday, July 6, 2020 - link

    Tiahu is fucking Chinese Sunway Processor based Supercomputer and it's top #3 so what did they do ? jack off to Zen with Hygon or did they make all Chinese use Chinese made processors ? Stop that bullshit of Supercomputer nonsense, IBM has been there since ages and they had SMT8 with Power9 uarch which came in 2017 (Summit which is #2, it was first since 2018) what did they do ? x86 is consumer based and DC market is relying only on that. ARM DC market-share is less than fucking 2%, AMD is at 4.5%, Intel is at 95% that is 2019 Q4.

    I don't know why people hate x86 as if it's like their life is being threatened by them, the fact that x86 machines are able to run vast diverse rich software selection and more freedom based computing, people want ARM based proprietary dogshit more, Apple series trash wich their APIs or the Bootloader locked (much worse like chastity) or Unlocked Android phones, even with GNU GPL v2 and Qcomm's top OSS CAF the godddamned phones do not get latest updates or anything but a Core2Quad from decade ago can run a fucking Linux or Win7 / Win10 without any bullshit issue.

    Wait for the SPEC A series iPhone 12 benchmarks and then you be more proud of that garbage device which cannot compute anything outside what Apple deems it.
    Reply

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