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Custom chips: How cloud providers are tackling the GPU crunch

Custom Chips: Innovating the Future of Cloud Computing

The cloud computing industry is transitioning, and custom chips are becoming the center of innovation when it comes to GPU shortages, energy consumption, and the changing workload. This is not just a reaction to the problems looming over supply chains but a proactive effort on the part of cloud providers to recast infrastructure effectiveness and elasticity.

The Challenges with GPUs

GPUs have been used for the development of AI and ML applications, particularly for computing and analysis for training and real-time use. But these shortcomings of these sources are now beginning to manifest themselves. GPUs are energy-consuming, produce much heat and therefore, need elaborate cooling systems. IDC analysts have said these disadvantages, alongside the global supply shortage, are making cloud suppliers look for new solutions. For example, its Blackwell GPUs, in particular, that attract a great deal of demand are already booked for a year, indicating the need to expand solutions.

The Role of Custom Silicon

To fill these gaps, cloud providers are now extending efforts toward custom chips for particular functions. Compared to the conventional processors, these chips provide greater capacity and effectiveness, and so are a better proposition. This is according to Mario Morales, an industry expert who has pointed out that custom accelerators allow for superior price-performance and energy efficiency ratios, thereby allowing hyperscalers to offer superior computing at lower prices.

Microsoft in particular has led this process. At its Ignite 2024 conference, the company introduced two innovative custom chips:

Azure Boost DPU (Data Processing Unit): This chip enhances data throughput for both hardware and software with a co-design technique, providing better performance for reduced power.

Azure Integrated HSM (Hardware Security Module): Catered towards security, this chip maintains that the encryption keys can only reside within the hardware to provide a boost in processing while improving security.

Besides these innovations, there were infrastructure enhancements like liquid cooling racks and Meta co-designed power racks for Azure, to support demanding workloads.

Competitive Landscape

The pressure to innovate in the custom chips space is growing even greater. Others in the industry such as Google, AWS, and others are also using custom silicon to boost their platforms. The AWS Nitro system and Google Titan chip are good examples of the dual approach to both performance and security considerations. Whereas AWS aims at the firmware assurance, the Googles’ approach of a hardware-based root of trust ensures secure system functioning.

Microsoft has made great strides but the field is still highly competitive. Experts note that specialists from such corporations as Nvidia and AMD, with their Bluefield and Pensando solutions, respectively, set very high standards within the DPU market.

The Future of Custom Silicon

 The-Role-of-Custom-Silicon

The use of custom chips therefore represents a trend in cloud computing more generally. When hardware is developed to fit the workloads, the providers are in a better place to solve the current problems as well as look at the future market possibilities. This is not just the story of getting over GPU shortages; it is the story of how cloud architecture can unlock never-seen-before levels of performance, flexibility and security.

Alexander Harrowell of India has noted that the investment in custom silicon is a conscious move to maximize the margins, address the new workload brought about by AI, and serve the needs of other new applications. The inclusion of custom chips into cloud platforms is a new age that is revolutionizing computing through the hardware solutions.

source:: techhq.com

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