The generative AI model that is a critical test for NPU design. One of the more powerful—and visually stunning—advances in generative AI has been the development of Stable Diffusion models. These models are used for…
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Unlocking The Power Of Edge Computing With Large Language Models
In recent years, Large Language Models (LLMs) have revolutionized the field of artificial intelligence, transforming how we interact with devices and the possibilities of what machines can achieve. These models have demonstrated remarkable natural language…
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Generative AI: Transforming Inference At The Edge
The world is witnessing a revolutionary advancement in artificial intelligence with the emergence of generative AI. Generative AI generates text, images, or other media responding to prompts. We are in the early stages of this…
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A Packet-Based Architecture For Edge AI Inference
Despite significant improvements in throughput, edge AI accelerators (Neural Processing Units, or NPUs) are still often underutilized. Inefficient management of weights and activations leads to fewer available cores utilized for multiply-accumulate (MAC) operations. Edge AI…
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A Buyers Guide to an NPU
Choosing the right inference NPU (Neural Processing Unit) is a critical decision for a chip architect. There’s a lot at stake because the AI landscape constantly changes, and the choices will impact overall product cost,…
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