tag: HBM

The Best DRAMs For Artificial Intelligence
By Bryon Moyer - 12 Jun, 2025 - Comments: 0

Artificial intelligence (AI) involves intense computing and tons of data. The computing may be performed by CPUs, GPUs, or dedicated accelerators, and while the data travels through DRAM on its way to the processor, the best DRAM type for this purpose depends on the type of system that is performing the training or inference. The memory challenge facing engineering teams today is how to keep... » read more

Arithmetic Intensity In Decoding: A Hardware-Efficient Perspective (Princeton University)
By Technical Paper Link - 03 Jun, 2025 - Comments: 0

A new technical paper titled "Hardware-Efficient Attention for Fast Decoding" was published by researchers at Princeton University. Abstract "LLM decoding is bottlenecked for large batches and long contexts by loading the key-value (KV) cache from high-bandwidth memory, which inflates per-token latency, while the sequential nature of decoding limits parallelism. We analyze the interplay amo... » read more

HBM4 Elevates AI Training Performance To New Heights
By Nidish Kamath - 15 May, 2025 - Comments: 0

Generative and Agentic AI are pushing an extremely rapid evolution of computing technology. With leading-edge LLMs now in excess of a trillion parameters, training takes an enormous amount of computing capacity, and state-of-the-art training clusters can employ more than 100,000 GPUs. High Bandwidth Memory (HBM) provides the vast memory bandwidth and capacity needed for these demanding AI train... » read more

Three-Way Race To 3D-ICs
By Ed Sperling - 05 May, 2025 - Comments: 1

Intel Foundry, TSMC, and Samsung Foundry are scrambling to deliver all the foundational components of full 3D-ICs, which collectively will deliver orders of magnitude improvements in performance with minimal power sometime within the next few years. Much attention has been focused on process node advances, but a successful 3D-IC implementation is much more complex and comprehensive than just... » read more

2030 Data Center AI Chip Winners: The Trillion Dollar Club
By Geoff Tate - 07 Apr, 2025 - Comments: 0

At the start of 2025, I believed AI was overhyped, ASICs were a niche, and a market pullback was inevitable. My long-term view has changed dramatically. AI technology and adoption is accelerating at an astonishing pace. One of the GenAI/LLM leaders, or Nvidia, will be the first $10 Trillion market cap company by 2030. Large language models (LLMs) are rapidly improving in both capability and ... » read more

The Rise Of Thin Wafer Processing
By Laura Peters - 20 Mar, 2025 - Comments: 0

The shift from planar SoCs to 3D-ICs and advanced packages requires much thinner wafers in order to improve performance and reduce power, reducing the distance that signals need to travel and the amount of energy needed to drive them. Markets calling for ultrathin wafers are growing. The combined thickness of an HBM module with 12 DRAM dies and a base logic chip is still less than that of a ... » read more

3D-IC For The Masses
By Brian Bailey - 13 Mar, 2025 - Comments: 1

The concepts of 3D-IC and chiplets have the whole industry excited. It potentially marks the next stage in the evolution of the IP industry, but so far, technical difficulties and cost have curtailed its usage to just a handful of companies. Even within those, they do not appear to be seeing benefits from heterogeneous integration or reuse. Attempts to make this happen are not new. "A decade... » read more

Speeding Down Memory Lane With Custom HBM
By Faisal Goriawalla - 11 Mar, 2025 - Comments: 0

With the goal of increasing system performance per watt, the semiconductor industry is always seeking innovative solutions that go beyond the usual approaches of increasing memory capacity and data rates. Over the last decade, the High Bandwidth Memory (HBM) protocol has proven to be a popular choice for data center and high-performance computing (HPC) applications. Even more benefit can be rea... » read more

AI’s Rapid Growth: The Crucial Role Of High Bandwidth Memory
By Subash Peddu - 27 Feb, 2025 - Comments: 0

System efficiency is dictated by the performance of crucial components. For AI hardware systems, memory subsystem performance is the single most crucial component. In this blog post, we will provide an overview of the AI model landscape and the impact of HBM memory subsystems on effective system performance. AI models have grown from a few billions of parameters from the early '90s to today�... » read more

Lines Blurring Between Supercomputing And HPC
By Ann Mutschler - 27 Feb, 2025 - Comments: 1

Supercomputers and high-performance computers are becoming increasingly difficult to differentiate due to the proliferation of AI, which is driving huge performance increases in commercial and scientific applications and raising similar challenges for both. While the goals of supercomputing and high-performance computing (HPC) have always been similar — blazing fast processing — the mark... » read more

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