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2021-11-15

HBM/CXL Emerge in Response to Demand for Optimized Hardware Used in AI-driven HPC Applications, Says TrendForce

According to TrendForce’s latest report on the server industry, not only have emerging applications in recent years accelerated the pace of AI and HPC development, but the complexity of models built from machine learning applications and inferences that involve increasingly sophisticated calculations has also undergone a corresponding growth as well, resulting in more data to be processed. While users are confronted with an ever-growing volume of data along with constraints placed by existing hardware, they must make tradeoffs among performance, memory capacity, latency, and cost. HBM (High Bandwidth Memory) and CXL (Compute Express Link) have thus emerged in response to the aforementioned conundrum. In terms of functionality, HBM is a new type of DRAM that addresses more diverse and complex computational needs via its high I/O speeds, whereas CXL is an interconnect standard that allows different processors, or xPUs, to more easily share the same memory resources.

HBM breaks through bandwidth limitations of traditional DRAM solutions through vertical stacking of DRAM dies

Memory suppliers developed HBM in order to be free from the previous bandwidth constraints posed by traditional memory solutions. Regarding memory architecture, HBM consists of a base logic die with DRAM dies vertically stacked on top of the logic die. The 3D-stacked DRAM dies are interconnected with TSV and microbumps, thereby enabling HBM’s high-bandwidth design. The mainstream HBM memory stacks involve four or eight DRAM die layers, which are referred to as “4-hi” or “8-hi”, respectively. Notably, the latest HBM product currently in mass production is HBM2e. This generation of HBM contains four or eight layers of 16Gb DRAM dies, resulting in a memory capacity of 8GB or 16GB per single HBM stack, respectively, with a bandwidth of 410-460GB/s. Samples of the next generation of HBM products, named HBM3, have already been submitted to relevant organizations for validation, and these products will likely enter mass production in 2022.

TrendForce’s investigations indicate that HBM comprises less than 1% of total DRAM bit demand for 2021 primarily because of two reasons. First, the vast majority of consumer applications have yet to adopt HBM due to cost considerations. Second, the server industry allocates less than 1% of its hardware to AI applications; more specifically, servers that are equipped with AI accelerators account for less than 1% of all servers currently in use, not to mention the fact that most AI accelerators still use GDDR5(x) and GDDR6 memories, as opposed to HBM, to support their data processing needs.

Although HBM currently remains in the developmental phase, as applications become increasingly reliant on AI usage (more precise AI needs to be supported by more complex models), computing hardware will then require the integration of HBM to operate these applications effectively. In particular, FPGA and ASIC represent the two hardware categories that are most closely related to AI development, with Intel’s Stratix and Agilex-M as well as Xilinx’s Versal HBM being examples of FPGA with onboard HBM. Regarding ASIC, on the other hand, most CSPs are gradually adopting their own self-designed ASICs, such Google’s TPU, Tencent’s Enflame DTU, and Baidu’s Kunlun – all of which are equipped with HBM – for AI deployments. In addition, Intel will also release a high-end version of its Sapphire Rapids server CPU equipped with HBM by the end of 2022. Taking these developments into account, TrendForce believes that an increasing number of HBM applications will emerge going forward due to HBM’s critical role in overcoming hardware-related bottlenecks in AI development.

A new memory standard born out of demand from high-speed computing, CXL will be more effective in integrating resources of whole system

Evolved from PCIe Gen5, CXL is a memory standard that provides high-speed and low-latency interconnections between the CPU and other accelerators such as the GPU and FPGA. It enables memory virtualization so that different devices can share the same memory pool, thereby raising the performance of a whole computer system while reducing its cost. Hence, CXL can effectively deal with the heavy workloads related to AI and HPC applications.

CXL is just one of several interconnection technologies that feature memory sharing. Other examples that are also in the market include NVLink from NVIDIA and Gen-Z from AMD and Xilinx. Their existence is an indication that the major ICT vendors are increasingly attentive to the integration of various resources within a computer system. TrendForce currently believes that CXL will come out on top in the competition mainly because it is introduced and promoted by Intel, which has an enormous advantage with respect to the market share for CPUs. With Intel’s support in the area of processors, CXL advocates and hardware providers that back the standard will be effective in organizing themselves into a supply chain for the related solutions. The major ICT companies that have in turn joined the CXL Consortium include AMD, ARM, NVIDIA, Google, Microsoft, Facebook (Meta), Alibaba, and Dell. All in all, CXL appears to be the most favored among memory protocols.

The consolidation of memory resources among the CPU and other devices can reduce communication latency and boost the computing performance needed for AI and HPC applications. For this reason, Intel will provide CXL support for its next-generation server CPU Sapphire Rapids. Likewise, memory suppliers have also incorporated CXL support into their respective product roadmaps. Samsung has announced that it will be launching CXL-supported DDR5 DRAM modules that will further expand server memory capacity so as to meet the enormous resource demand of AI computing. There is also a chance that CXL support will be extended to NAND Flash solutions in the future, thus benefiting the development of both types of memory products.

Synergy between HBM and CXL will contribute significantly to AI development; their visibility will increase across different applications starting in 2023

TrendForce believes that the market penetration rate of CXL will rise going forward as this interface standard is built into more and more CPUs. Also, the combination of HBM and CXL will be increasingly visible in the future hardware designs of AI servers. In the case of HBM, it will contribute to a further ramp-up of data processing speed by increasing the memory bandwidth of the CPU or the accelerator. As for CXL, it will enable high-speed interconnections among CPU and other devices. By working together, HBM and CXL will raise computing power and thereby expedite the development of AI applications.

The latest advances in memory pooling and sharing will help overcome the current hardware bottlenecks in the designs of different AI models and continue the trend of more sophisticated architectures. TrendForce anticipates that the adoption rate of CXL-supported Sapphire Rapids processors will reach a certain level, and memory suppliers will also have put their HBM3 products and their CXL-supported DRAM and SSD products into mass production. Hence, examples of HBM-CXL synergy in different applications will become increasingly visible from 2023 onward.

For more information on reports and market data from TrendForce’s Department of Semiconductor Research, please click here, or email Ms. Latte Chung from the Sales Department at lattechung@trendforce.com

2021-04-28

GCP, AWS Projected to Become Main Drivers of Global Server Demand with 25-30% YoY Increase in Server Procurement, Says TrendForce

Thanks to their flexible pricing schemes and diverse service offerings, CSPs have been a direct, major driver of enterprise demand for cloud services, according to TrendForce’s latest investigations. As such, the rise of CSPs have in turn brought about a gradual shift in the prevailing business model of server supply chains from sales of traditional branded servers (that is, server OEMs) to ODM Direct sales instead.

Incidentally, the global public cloud market operates as an oligopoly dominated by North American companies including Microsoft Azure, Amazon Web Services (AWS), and Google Cloud Platform (GCP), which collectively possess an above-50% share in this market. More specifically, GCP and AWS are the most aggressive in their data center build-outs. Each of these two companies is expected to increase its server procurement by 25-30% YoY this year, followed closely by Azure.

TrendForce indicates that, in order to expand the presence of their respective ecosystems in the cloud services market, the aforementioned three CSPs have begun collaborating with various countries’ domestic CSPs and telecom operators in compliance with data residency and data sovereignty regulations. For instance, thanks to the accelerating data transformation efforts taking place in the APAC regions, Google is ramping up its supply chain strategies for 2021.

As part of Google’s efforts at building out and refreshing its data centers, not only is the company stocking up on more weeks’ worth of memory products, but it has also been increasing its server orders since 4Q20, in turn leading its ODM partners to expand their SMT capacities. As for AWS, the company has benefitted from activities driven by the post-pandemic new normal, including WFH and enterprise cloud migrations, both of which are major sources of data consumption for AWS’ public cloud.

Conversely, Microsoft Azure will adopt a relatively more cautious and conservative approach to server procurement, likely because the Ice Lake-based server platforms used to power Azure services have yet to enter mass production. In other words, only after these Ice Lake servers enter mass production will Microsoft likely ramp up its server procurement in 2H21, during which TrendForce expects Microsoft’s peak server demand to take place, resulting in a 10-15% YoY growth in server procurement for the entirety of 2021.

Finally, compared to its three competitors, Facebook will experience a relatively more stable growth in server procurement owing to two factors. First, the implementation of GDPR in the EU and the resultant data sovereignty implications mean that data gathered on EU residents are now subject to their respective country’s legal regulations, and therefore more servers are now required to keep up the domestic data processing and storage needs that arise from the GDPR. Secondly, most servers used by Facebook are custom spec’ed to the company’s requirements, and Facebook’s server needs are accordingly higher than its competitors’. As such, TrendForce forecasts a double-digit YoY growth in Facebook’s server procurement this year.

Chinese CSPs are limited in their pace of expansions, while Tencent stands out with a 10% YoY increase in server demand

On the other hand, Chinese CSPs are expected to be relatively weak in terms of server demand this year due to their relatively limited pace of expansion and service areas. Case in point, Alicloud is currently planning to procure the same volume of servers as it did last year, and the company will ramp up its server procurement going forward only after the Chinese government implements its new infrastructure policies. Tencent, which is the other dominant Chinese CSP, will benefit from increased commercial activities from domestic online service platforms, including JD, Meituan, and Kuaishou, and therefore experience a corresponding growth in its server colocation business.

Tencent’s demand for servers this year is expected to increase by about 10% YoY. Baidu will primarily focus on autonomous driving projects this year. There will be a slight YoY increase in Baidu’s server procurement for 2021, mostly thanks to its increased demand for roadside servers used in autonomous driving applications. Finally, with regards to Bytedance, its server procurement will undergo a 10-15% YoY decrease since it will look to adopt colocation services rather than run its own servers in the overseas markets due to its shrinking presence in those markets.

Looking ahead, TrendForce believes that as enterprise clients become more familiar with various cloud services and related technologies, the competition in the cloud market will no longer be confined within the traditional segments of computing, storage, and networking infrastructure. The major CSPs will pay greater attention to the emerging fields such as edge computing as well as the software-hardware integration for the related services.

With the commercialization of 5G services that is taking place worldwide, the concept of “cloud, edge, and device” will replace the current “cloud” framework. This means that cloud services will not be limited to software in the future because cloud service providers may also want to offer their branded hardware in order to make their solutions more comprehensive or all-encompassing. Hence, TrendForce expects hardware to be the next battleground for CSPs.

For more information on reports and market data from TrendForce’s Department of Semiconductor Research, please click here, or email Ms. Latte Chung from the Sales Department at lattechung@trendforce.com

2021-04-28

Global Server Shipment for 2021 Projected to Grow by More than 5% YoY, with Successive QoQ Increases in Demand for ODM Direct Servers, Says TrendForce

Enterprise demand for cloud services has been rising steady in the past two years owing to the rapidly changing global markets and uncertainties brought about by the COVID-19 pandemic. TrendForce’s investigations find that most enterprises have been prioritizing cloud service adoption across applications ranging from AI to other emerging technologies as cloud services have relatively flexible costs. Case in point, demand from clients in the hyperscale data center segment constituted more than 40% of total demand for servers in 4Q20, while this figure may potentially approach 45% for 2021. For 2021, TrendForce expects global server shipment to increase by more than 5% YoY and ODM Direct server shipment to increase by more than 15% YoY.

Global server shipment for 2Q21 is expected to increase by 20% QoQ and remain unaffected by material shortage

Thanks to the accelerating pace of enterprise cloud migration and the long queue of unfulfilled server orders last year as a result of the pandemic, server ODMs will likely receive an increasing number of client orders throughout each quarter this year. For instance, ODM vendors saw a 1% QoQ growth in L6 server barebones orders from their clients in 1Q21, but this growth is expected to reach 15-18% in 2Q21. TrendForce’s analysis indicates that apart from server ODMs maintaining a strong momentum, server OEMs (or server brands) will also be able to significantly raise their unit shipments in 2Q21.

The quarterly total shipments from server OEMs for 2Q21 is currently projected to increase by 20% compared with 1Q21 that was the traditional off-season. The COVID-19 pandemic is a major contributor to shipment growth because it has caused a paradigm shift in corporate work practices and spurred companies to accelerate their cloud migrations. The effects of the pandemic have also provided a window of opportunity for the traditional server OEMs, including HPE and Dell, to develop new business models such as hybrid cloud solutions or colocation services that allow their customers to pay as they go, in addition to their existing sales of whole servers.

It should be pointed out that, not only is the shortage of materials within the server supply chain as yet unresolved, but the long lead times for certain key components are also showing no signs of abating. However, in response to the pandemic’s impact on the industry last year, server manufacturers have now transitioned to a more flexible procurement strategy by sourcing from two or three suppliers instead of a single supplier for a single component, as this diversification allows server manufacturers to mitigate the risk of potential supply chain disruptions. TrendForce therefore believes that the current supply of key components including BMCs and PMICs is sufficient for server manufacturers, without any noticeable risk of supply chain disruptions in the short run.

Huawei and Inspur maintain brisk server shipments due to favorable domestic governmental policies and demand from cloud service providers

China’s server demand, which accounted for about 27.2% of the global total in 1Q21, continues to grow annually. Favorable policies and support from domestic cloud service providers are the main demand drivers in the country. Shipments from domestic server OEMs have remained fairly robust in China on account of the build-out of the hyperscale data centers across the country. Another reason is that Chinese telecom companies procure servers mostly from domestic manufacturers. Taken together, these aforementioned factors directly contributed to the server shipments of Inspur and Huawei in 1Q21.

Huawei’s server shipments are relatively unaffected by the US-China dispute, even though the sanctions enforced by the US government constrained Huawei’s component supply. The demand for Huawei servers has been boosted by telecom tenders and procurement from domestic enterprise clients. A QoQ growth rate of roughly 10% is projected for 2Q21 on account of a new round of government tenders. As for the whole 2021, Huawei’s annual shipments are still forecasted to register a YoY growth rate of about 5%.

Thanks to infrastructure programs and rising orders from data centers, Inspur is expected to capture around 30% of China’s total server demand in 2021. On the matter of product strategy, Inspur already has a sizable ODM business with tier-1 Chinese cloud service providers (i.e., Baidu, ByteDance, Alibaba, and Tencent). The volume of incoming orders for the first half of this year will also be quite massive because tier-2 cloud service providers and e-commerce platforms such as JD.com, Kuaishou, and Meituan will be injecting significant demand.

For more information on reports and market data from TrendForce’s Department of Semiconductor Research, please click here, or email Ms. Latte Chung from the Sales Department at lattechung@trendforce.com

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