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Predicting Performance on Apache Spark with GPUs

The world of big data analytics is constantly seeking ways to accelerate processing and reduce infrastructure costs. Apache Spark has become a leading platform…

The world of big data analytics is constantly seeking ways to accelerate processing and reduce infrastructure costs. Apache Spark has become a leading platform for scale-out analytics, handling massive datasets for ETL, machine learning, and deep learning workloads. While traditionally CPU-based, the advent of GPU acceleration offers a compelling promise: significant speedups for data processing…

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Accelerating Embedding Lookups with cuEmbed

A drawing of a person holding a phone, with a callout of the phone screen and chat bubbles.NVIDIA recently released cuEmbed, a high-performance, header-only CUDA library that accelerates embedding lookups on NVIDIA GPUs. If you’re building…A drawing of a person holding a phone, with a callout of the phone screen and chat bubbles.

NVIDIA recently released cuEmbed, a high-performance, header-only CUDA library that accelerates embedding lookups on NVIDIA GPUs. If you’re building recommendation systems, embedding operations are likely consuming significant computational resources. Embedding lookups present a unique optimization challenge. They’re memory-intensive operations with irregular access patterns.

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Exploring the Revenue-Generating Potential of AI Factories

AI is creating value for everyone — from researchers in drug discovery to quantitative analysts navigating financial market changes. The faster an AI system can produce tokens, a unit of data used to string together outputs, the greater its impact. That’s why AI factories are key, providing the most efficient path from “time to first
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Path Tracing Optimizations in Indiana Jones™: Opacity MicroMaps and Compaction of Dynamic BLASs

A still from the game, Indiana Jones and the Great Circle.The first post in this series, Path Tracing Optimization in Indiana Jones™: Shader Execution Reordering and Live State Reductions, covered ray-gen shader…A still from the game, Indiana Jones and the Great Circle.

The first post in this series, Path Tracing Optimization in Indiana Jones™: Shader Execution Reordering and Live State Reductions, covered ray-gen shader level optimizations that sped up the main path-tracing pass (“TraceMain”) of Indiana Jones and the Great Circle™. This second blog post covers additional GPU optimizations that were made at the level of the ray-tracing acceleration…

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Path Tracing Optimization in Indiana Jones™: Shader Execution Reordering and Live State Reductions

This post is part of the Path Tracing Optimizations in Indiana Jones™ series.   While adding a path-tracing mode to Indiana Jones and the Great Circle™…

This post is part of the Path Tracing Optimizations in Indiana Jones series. While adding a path-tracing mode to Indiana Jones and the Great Circle in 2024, we used Shader Execution Reordering (SER), a feature available on NVIDIA GPUs since the NVIDIA GeForce RTX 40 Series, to improve the GPU performance. To optimize the use of SER in the main path-tracing pass (), we used the NVIDIA…

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AI Helps Uncover Potential Alzheimer’s Cause and Treatment

A gene that can be an early indicator for Alzheimer’s disease actually is a cause of the degenerative-brain disorder, said researchers at the University of…

A gene that can be an early indicator for Alzheimer’s disease actually is a cause of the degenerative-brain disorder, said researchers at the University of California, San Diego. That finding, which they discovered using AI, could result in new treatment options. In a paper published in April in the scientific journal Cell, a team at UCSD found that the gene PHGDH—previously considered a…

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Into the Omniverse: Computational Fluid Dynamics Simulation Finds Smoothest Flow With AI-Driven Digital Twins

Leading solution providers are delivering real-time physical digital twins with OpenUSD, RTX, and NVIDIA Blackwell.

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The Transformers Library: standardizing model definitions

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Time to Slay: ‘DOOM: The Dark Ages’ Looms on GeForce NOW

Steel clashes and war drums thunder as a new age of battle dawns — one that will test even the mightiest Slayer. This GFN Thursday, DOOM: The Dark Ages — the bold medieval-inspired prequel to DOOM and DOOM Eternal — is available for GeForce NOW premium members, aka Ultimate and Performance members, to stream from
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Visa Makes Payments Personalized and Secure With AI

Think tap to pay — but smarter and safer. Visa is tapping into AI to enhance services for its global network of customers, focused on fraud prevention, personalization and agentic commerce. Sarah Laszlo, senior director of Visa’s machine learning platform, joined the AI Podcast to discuss how artificial intelligence is powering the next generation of
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