Joe Eaton – NVIDIA Technical Blog News and tutorials for developers, data scientists, and IT admins 2024-05-15T17:14:58Z http://www.open-lab.net/blog/feed/ Joe Eaton <![CDATA[Revolutionizing Graph Analytics: Next-Gen Architecture with NVIDIA cuGraph Acceleration]]> http://www.open-lab.net/blog/?p=81524 2024-05-15T17:14:58Z 2024-05-09T18:30:04Z In our previous exploration of graph analytics, we uncovered the transformative power of GPU-CPU fusion using NVIDIA cuGraph. Building upon those insights, we...]]>

In our previous exploration of graph analytics, we uncovered the transformative power of GPU-CPU fusion using NVIDIA cuGraph. Building upon those insights, we now introduce a revolutionary new architecture that redefines the boundaries of graph processing. During our earlier foray into graph analytics, we faced various challenges with the architecture we utilized. While effective…

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Joe Eaton <![CDATA[Available Now: NVIDIA AI Accelerated DGL and PyG Containers for GNNs]]> http://www.open-lab.net/blog/?p=74698 2023-12-14T19:27:28Z 2023-12-08T22:07:12Z From credit card transactions, social networks, and recommendation systems to transportation networks and protein-protein interactions in biology, graphs are...]]>

From credit card transactions, social networks, and recommendation systems to transportation networks and protein-protein interactions in biology, graphs are the go-to data structure for modeling and analyzing intricate connections. Graph neural networks (GNNs), with their ability to learn and reason over graph-structured data, have emerged as a game-changer across various domains. However…

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Joe Eaton <![CDATA[Boosting Dynamic Programming Performance Using NVIDIA Hopper GPU DPX Instructions]]> http://www.open-lab.net/blog/?p=57917 2023-03-21T16:43:06Z 2022-12-08T17:00:00Z Dynamic programming (DP) is a well-known algorithmic technique and a mathematical optimization that has been used for several decades to solve groundbreaking...]]>

Dynamic programming (DP) is a well-known algorithmic technique and a mathematical optimization that has been used for several decades to solve groundbreaking problems in computer science. An example DP use case is route optimization with hundreds or thousands of constraints or weights using the Floyd-Warshall all-pair shortest paths algorithm. Another use case is the alignment of reads for…

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