tag: total cost of ownership

Understanding The Total Cost Of Ownership In HPC And AI Systems
By Wim Slagter - 12 Sep, 2024 - Comments: 0

Cost is often the deciding factor when it comes to purchasing decisions at an organization, particularly those dealing with high-tech investments. When organizations evaluate proposals for new procurements, the initial capital cost of the system often receives significant attention. A great deal of preparation and planning goes into the decision to make a large purchase. While this is a critica... » read more

Challenges and Best Practices for TCO Models of Technical Computing Resources for Engineering Modeling and Simulation Workflows
By Ansys - 11 Sep, 2024 - Comments: 0

Many organizations focus heavily on the system’s initial capital cost when developing criteria and reviewing proposals for new procurements. While this is crucial for evaluating ROI, research shows that the initial purchase cost accounts for only half of the total expenses over the system’s useful life. This data point highlights the importance of understanding the total cost of ownership (... » read more

A Chiplet-Based Supercomputer For Generative LLMs That Optimizes Total Cost of Ownership
By Technical Paper Link - 20 Jul, 2023 - Comments: 0

A technical paper titled "Chiplet Cloud: Building AI Supercomputers for Serving Large Generative Language Models" was published by researchers at University of Washington and University of Sydney. Abstract: "Large language models (LLMs) such as ChatGPT have demonstrated unprecedented capabilities in multiple AI tasks. However, hardware inefficiencies have become a significant factor limiting ... » read more

How To Justify A Data Center
By Ann Mutschler - 24 Mar, 2022 - Comments: 0

The breadth of cloud capabilities and improvements in cost and licensing structures is prompting chipmakers to consider offloading at least some of their design work into the cloud. Cloud is a viable business today for semiconductor design. Over the past decade, the interest in moving to cloud computing has grown from an idea that was fun to talk about — but which no one was serious about ... » read more

Will PAYGO Shake Up How We Pay for Chips?
By Bryon Moyer - 05 Aug, 2021 - Comments: 0

System builders are used to buying integrated circuits on a simple transactional basis — the chip has a price, and that’s what you pay. But some application spaces may have a wide variety of capabilities that need hardware support, and each feature may not be used for every instance. Traditionally, one would design different chips for different feature mixes and price points. But a new p... » read more

Sweeping Changes Ahead For Systems Design
By Ann Mutschler - 29 Jul, 2021 - Comments: 0

Data centers are undergoing a fundamental change, shifting from standard processing models to more data-centric approaches based upon customized hardware, less movement of data, and more pooling of resources. Driven by a flood of web searches, Bitcoin mining, video streaming, data centers are in a race to provide the most efficient and fastest processing possible. But because there are so ma... » read more

Improving Power & Performance Beyond Scaling
By Ed Sperling - 16 Jun, 2021 - Comments: 0

Steven Woo, Rambus fellow and distinguished inventor, discusses architectural changes inside of servers and data centers to allow pooling of resources such as memory. That has a big impact on power efficiency and overall performance, but it also allows data centers to customize their architectures and prioritized resources with much more granularity than they can do today. » read more

Power Markets
By Barry Pangrle - 09 May, 2013 - Comments: 0

There has been an ongoing discussion in the industry about the importance of power and performance and which is more important. I submit that the real question is: How much performance can be squeezed out of the power budget for any given market segment? Figure 1. Processor Market Segment Power Budgets Figure 1 shows a rough breakdown of the different market segments for processors, alo... » read more

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