{"id":832533,"date":"2025-04-01T13:13:33","date_gmt":"2025-04-01T17:13:33","guid":{"rendered":"https:\/\/www.marketnewsdesk.com\/index.php\/keysight-introduces-ai-data-center-builder-to-validate-and-optimize-network-architecture-and-host-design\/"},"modified":"2025-04-01T13:13:33","modified_gmt":"2025-04-01T17:13:33","slug":"keysight-introduces-ai-data-center-builder-to-validate-and-optimize-network-architecture-and-host-design","status":"publish","type":"post","link":"https:\/\/www.marketnewsdesk.com\/index.php\/keysight-introduces-ai-data-center-builder-to-validate-and-optimize-network-architecture-and-host-design\/","title":{"rendered":"Keysight Introduces AI Data Center Builder to Validate and Optimize Network Architecture and Host Design"},"content":{"rendered":"<p>        <!--.bwlistdisc { list-style-type: disc }body {font:normal small Arial,Helvetica,sans-serif;color:#000;background-color:#fff;padding:24px;margin:0;} a img {border:0;} h3 {font-size:medium;color:#000;margin:0 0 1em 0; text-align:center;}-->  <\/p>\n<p><b>Keysight Introduces AI Data Center Builder to Validate and Optimize Network Architecture and Host Design<\/b><\/p>\n<ul class=\"bwlistdisc\">\n<li>\nValidates the performance of AI infrastructure by emulating real-world workloads\n<\/li>\n<li>\nEvaluates how new algorithms, components, and protocols improve the performance of AI training\n<\/li>\n<li>\nAdjusts and optimizes the parameters of both AI workloads and system infrastructure without investing in expensive large-scale deployments\n<\/li>\n<\/ul>\n<p>\n\u00a0\n<\/p>\n<p>SANTA ROSA, Calif.&#8211;(<a href=\"http:\/\/www.businesswire.com\">BUSINESS WIRE<\/a>)&#8211;<a rel=\"nofollow\" href=\"https:\/\/cts.businesswire.com\/ct\/CT?id=smartlink&amp;url=http%3A%2F%2Fwww.keysight.com&amp;esheet=54231618&amp;newsitemid=20250401898311&amp;lan=en-US&amp;anchor=Keysight+Technologies%2C+Inc.&amp;index=1&amp;md5=2d54b15a67c1184e0742a8721e80cc90\">Keysight Technologies, Inc.<\/a> (NYSE: KEYS) introduces Keysight AI (KAI) Data Center Builder, an advanced software suite that emulates real-world workloads to evaluate how new algorithms, components, and protocols impact the performance of AI training. KAI Data Center Builder\u2019s workload emulation capability integrates large language model (LLM) and other artificial intelligence (AI) model training workloads into the design and validation of AI infrastructure components \u2013 networks, hosts, and accelerators. This solution enables tighter synergy between hardware design, protocols, architectures, and AI training algorithms, boosting system performance.\n<\/p>\n<p id=\"news-body-cta\">This press release features multimedia. View the full release here: <a href=\"https:\/\/www.businesswire.com\/news\/home\/20250401898311\/en\/\" rel=\"nofollow\">https:\/\/www.businesswire.com\/news\/home\/20250401898311\/en\/<\/a><\/p>\n<div id=\"bwbodyimg\" style=\"width: 480px;float:left;padding-left:0px;padding-right:20px;padding-top:0px;padding-bottom:0px\"><img decoding=\"async\" src=\"https:\/\/mms.businesswire.com\/media\/20250401898311\/en\/2425844\/4\/AI-Image-KAI-Data-Center-Builder_1600x900.jpg\" alt=\"Keysight AI (KAI) Data Center Builder is an advanced software suite that emulates real-world workloads to evaluate how new algorithms, components, and protocols impact the performance of AI training.\" \/><\/p>\n<p style=\"font-size:85%\">Keysight AI (KAI) Data Center Builder is an advanced software suite that emulates real-world workloads to evaluate how new algorithms, components, and protocols impact the performance of AI training.<\/p>\n<\/div>\n<p>\nAI operators use various parallel processing strategies, also known as model partitioning, to accelerate AI model training. Aligning model partitioning with AI cluster topology and configuration enhances training performance. During the AI cluster design phase, critical questions are best answered through experimentation. Many of the questions focus on data movement efficiency between the graphics processing units (GPUs). Key considerations include:\n<\/p>\n<ul class=\"bwlistdisc\">\n<li>\nScale-up design of GPU interconnects inside an AI host or rack\n<\/li>\n<li>\nScale-out network design, including bandwidth per GPU and topology\n<\/li>\n<li>\nConfiguration of network load balancing and congestion control\n<\/li>\n<li>\nTuning of the training framework parameters\n<\/li>\n<\/ul>\n<p>\nThe KAI Data Center Builder workload emulation solution reproduces network communication patterns of real-world AI training jobs to accelerate experimentation, reduce the learning curve necessary for proficiency, and provide deeper insights into the cause of performance degradation, which is challenging to achieve through real AI training jobs alone. Keysight customers can access a library of LLM workloads like GPT and Llama, with a selection of popular model partitioning schemas like Data Parallel (DP), Fully Sharded Data Parallel (FSDP), and three-dimensional (3D) parallelism.\n<\/p>\n<p>\nUsing the workload emulation application in the <a rel=\"nofollow\" href=\"https:\/\/cts.businesswire.com\/ct\/CT?id=smartlink&amp;url=https%3A%2F%2Fwww.keysight.com%2Fus%2Fen%2Fproducts%2Fnetwork-test%2Fprotocol-load-test%2Fkai-data-center-builder.html&amp;esheet=54231618&amp;newsitemid=20250401898311&amp;lan=en-US&amp;anchor=KAI+Data+Center+Builder&amp;index=2&amp;md5=d0c37c05be783aedd3c777f839924f83\">KAI Data Center Builder<\/a> enables AI operators to:\n<\/p>\n<ul class=\"bwlistdisc\">\n<li>\nExperiment with parallelism parameters, including partition sizes and their distribution over the available AI infrastructure (scheduling)\n<\/li>\n<li>\nUnderstand the impact of communications within and among partitions on overall job completion time (JCT)\n<\/li>\n<li>\nIdentify low-performing collective operations and drill down to identify bottlenecks\n<\/li>\n<li>\nAnalyze network utilization, tail latency, and congestion to understand the impact they have on JCT\n<\/li>\n<\/ul>\n<p>\nThe KAI Data Center Builder&#8217;s new workload emulation capabilities enable AI operators, GPU cloud providers, and infrastructure vendors to bring realistic AI workloads into their lab setups to validate the evolving designs of AI clusters and new components. They can also experiment to fine-tune model partitioning schemas, parameters, and algorithms to optimize the infrastructure and improve AI workload performance.\n<\/p>\n<p><b>Ram Periakaruppan, Vice President and General Manager, Network Test &amp; Security Solutions, Keysight, said:<\/b> &#8220;As AI infrastructure grows in scale and complexity, the need for full-stack validation and optimization becomes crucial. To avoid costly delays and rework, it&#8217;s essential to shift validation to earlier phases of the design and manufacturing cycle. KAI Data Center Builder\u2019s workload emulation brings a new level of realism to AI component and system design, optimizing workloads for peak performance.\u201d\n<\/p>\n<p>\nKAI Data Center Builder is the foundation of the Keysight Artificial Intelligence (KAI) architecture, a portfolio of end-to-end solutions designed to help customers scale artificial intelligence processing capacity in data centers by validating AI cluster components using real-world AI workload emulation.\n<\/p>\n<p>\nKeysight will showcase KAI Data Center Builder and its workload emulation capabilities in booth #1301 at the <a rel=\"nofollow\" href=\"https:\/\/cts.businesswire.com\/ct\/CT?id=smartlink&amp;url=https%3A%2F%2Fwww.ofcconference.org%2Fen-us%2Fhome%2F&amp;esheet=54231618&amp;newsitemid=20250401898311&amp;lan=en-US&amp;anchor=OFC+2025&amp;index=3&amp;md5=3c973899ae4e83be509c413b43b8c239\">OFC 2025<\/a> conference, April 1-3, at the Moscone Center, San Francisco, California.\n<\/p>\n<p><b>Resources<\/b><\/p>\n<ul class=\"bwlistdisc\">\n<li>\nProduct Page: <a rel=\"nofollow\" href=\"https:\/\/cts.businesswire.com\/ct\/CT?id=smartlink&amp;url=https%3A%2F%2Fwww.keysight.com%2Fus%2Fen%2Fproducts%2Fnetwork-test%2Fprotocol-load-test%2Fkai-data-center-builder.html&amp;esheet=54231618&amp;newsitemid=20250401898311&amp;lan=en-US&amp;anchor=KAI+Data+Center+Builder&amp;index=4&amp;md5=3ad40ac387f0e0e9d2334b8320171e8a\">KAI Data Center Builder<\/a><\/li>\n<\/ul>\n<p><b>About Keysight Technologies<\/b><\/p>\n<p>\nAt Keysight (NYSE: KEYS), we inspire and empower innovators to bring world-changing technologies to life. As an S&amp;P 500 company, we\u2019re delivering market-leading design, emulation, and test solutions to help engineers develop and deploy faster, with less risk, throughout the entire product lifecycle. We\u2019re a global innovation partner enabling customers in communications, industrial automation, aerospace and defense, automotive, semiconductor, and general electronics markets to accelerate innovation to connect and secure the world. Learn more at <a rel=\"nofollow\" href=\"https:\/\/cts.businesswire.com\/ct\/CT?id=smartlink&amp;url=https%3A%2F%2Fwww.keysight.com%2Fgo%2Fnews&amp;esheet=54231618&amp;newsitemid=20250401898311&amp;lan=en-US&amp;anchor=Keysight+Newsroom&amp;index=5&amp;md5=5b41860e96b256e5e8eb95693654f95d\">Keysight Newsroom<\/a> and <a rel=\"nofollow\" href=\"https:\/\/cts.businesswire.com\/ct\/CT?id=smartlink&amp;url=http%3A%2F%2Fwww.keysight.com&amp;esheet=54231618&amp;newsitemid=20250401898311&amp;lan=en-US&amp;anchor=www.keysight.com&amp;index=6&amp;md5=f11667394b51338565ae7ba839c69861\">www.keysight.com<\/a>.\n<\/p>\n<p><img decoding=\"async\" alt=\"\" src=\"https:\/\/cts.businesswire.com\/ct\/CT?id=bwnews&amp;sty=20250401898311r1&amp;sid=flmnd&amp;distro=nx&amp;lang=en\" style=\"width:0;height:0\" \/><span class=\"bwct31415\" \/><\/p>\n<p id=\"mmgallerylink\"><span id=\"mmgallerylink-phrase\">View source version on businesswire.com: <\/span><span id=\"mmgallerylink-link\"><a href=\"https:\/\/www.businesswire.com\/news\/home\/20250401898311\/en\/\" rel=\"nofollow\">https:\/\/www.businesswire.com\/news\/home\/20250401898311\/en\/<\/a><\/span><\/p>\n<p><b>Keysight Media Contacts<\/b><\/p>\n<p>\nAndrea Mueller<br \/>\n<br \/><a rel=\"nofollow\" href=\"mailto:andrea.mueller@keysight.com\">andrea.mueller@keysight.com<\/a><\/p>\n<p>\nFusako Dohi<br \/>\n<br \/>Asia<br \/>\n<br \/>+81 42 660-2162<br \/>\n<br \/><a rel=\"nofollow\" href=\"mailto:fusako_dohi@keysight.com\">fusako_dohi@keysight.com<\/a><\/p>\n<p>\nJenny Gallacher<br \/>\n<br \/>Europe<br \/>\n<br \/>+44 (0) 7800 737 982<br \/>\n<br \/><a rel=\"nofollow\" href=\"mailto:jenny.gallacher@keysight.com\">jenny.gallacher@keysight.com<\/a><\/p>\n<p><b>KEYWORDS:<\/b> United States North America California<\/p>\n<p><b>INDUSTRY KEYWORDS:<\/b> Technology Telecommunications Software Networks Internet Electronic Design Automation Data Management Artificial Intelligence Consumer Electronics<\/p>\n<p><b>MEDIA:<\/b><\/p>\n<table cellpadding=\"3\" cellspacing=\"3\">\n<tr>\n<td><font face=\"Arial\" size=\"2\"><b>Photo<\/b><\/font><\/td>\n<\/tr>\n<tr>\n<td><img decoding=\"async\" src=\"https:\/\/mms.businesswire.com\/media\/20250401898311\/en\/2425844\/3\/AI-Image-KAI-Data-Center-Builder_1600x900.jpg\" alt=\"Photo\" \/><\/td>\n<\/tr>\n<tr>\n<td><font face=\"Arial\" size=\"2\">Keysight AI (KAI) Data Center Builder is an advanced software suite that emulates real-world workloads to evaluate how new algorithms, components, and protocols impact the performance of AI training.<\/font><\/td>\n<\/tr>\n<tr>\n<td><font face=\"Arial\" size=\"2\"><b>Logo<\/b><\/font><\/td>\n<\/tr>\n<tr>\n<td><img decoding=\"async\" src=\"https:\/\/mms.businesswire.com\/media\/20250401898311\/en\/1598280\/3\/BrandRefreshKeysightLogo_Business_Wire.jpg\" alt=\"Logo\" \/><\/td>\n<\/tr>\n<tr>\n<td><font face=\"Arial\" size=\"2\"><\/font><\/td>\n<\/tr>\n<\/table>\n","protected":false},"excerpt":{"rendered":"<p>Keysight Introduces AI Data Center Builder to Validate and Optimize Network Architecture and Host Design Validates the performance of AI infrastructure by emulating real-world workloads Evaluates how new algorithms, components, and protocols improve the performance of AI training Adjusts and optimizes the parameters of both AI workloads and system infrastructure without investing in expensive large-scale deployments \u00a0 SANTA ROSA, Calif.&#8211;(BUSINESS WIRE)&#8211;Keysight Technologies, Inc. (NYSE: KEYS) introduces Keysight AI (KAI) Data Center Builder, an advanced software suite that emulates real-world workloads to evaluate how new algorithms, components, and protocols impact the performance of AI training. KAI Data Center Builder\u2019s workload emulation capability integrates large language model (LLM) and other artificial intelligence (AI) model training workloads into the design and validation of &hellip; <\/p>\n<p class=\"link-more\"><a href=\"https:\/\/www.marketnewsdesk.com\/index.php\/keysight-introduces-ai-data-center-builder-to-validate-and-optimize-network-architecture-and-host-design\/\" class=\"more-link\">Continue reading<span class=\"screen-reader-text\"> &#8220;Keysight Introduces AI Data Center Builder to Validate and Optimize Network Architecture and Host Design&#8221;<\/span><\/a><\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[],"tags":[],"class_list":["post-832533","post","type-post","status-publish","format-standard","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.8 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Keysight Introduces AI Data Center Builder to Validate and Optimize Network Architecture and Host Design - Market Newsdesk<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.marketnewsdesk.com\/index.php\/keysight-introduces-ai-data-center-builder-to-validate-and-optimize-network-architecture-and-host-design\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Keysight Introduces AI Data Center Builder to Validate and Optimize Network Architecture and Host Design - Market Newsdesk\" \/>\n<meta property=\"og:description\" content=\"Keysight Introduces AI Data Center Builder to Validate and Optimize Network Architecture and Host Design Validates the performance of AI infrastructure by emulating real-world workloads Evaluates how new algorithms, components, and protocols improve the performance of AI training Adjusts and optimizes the parameters of both AI workloads and system infrastructure without investing in expensive large-scale deployments \u00a0 SANTA ROSA, Calif.&#8211;(BUSINESS WIRE)&#8211;Keysight Technologies, Inc. (NYSE: KEYS) introduces Keysight AI (KAI) Data Center Builder, an advanced software suite that emulates real-world workloads to evaluate how new algorithms, components, and protocols impact the performance of AI training. KAI Data Center Builder\u2019s workload emulation capability integrates large language model (LLM) and other artificial intelligence (AI) model training workloads into the design and validation of &hellip; Continue reading &quot;Keysight Introduces AI Data Center Builder to Validate and Optimize Network Architecture and Host Design&quot;\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.marketnewsdesk.com\/index.php\/keysight-introduces-ai-data-center-builder-to-validate-and-optimize-network-architecture-and-host-design\/\" \/>\n<meta property=\"og:site_name\" content=\"Market Newsdesk\" \/>\n<meta property=\"article:published_time\" content=\"2025-04-01T17:13:33+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/mms.businesswire.com\/media\/20250401898311\/en\/2425844\/4\/AI-Image-KAI-Data-Center-Builder_1600x900.jpg\" \/>\n<meta name=\"author\" content=\"Newsdesk\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Newsdesk\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/www.marketnewsdesk.com\\\/index.php\\\/keysight-introduces-ai-data-center-builder-to-validate-and-optimize-network-architecture-and-host-design\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.marketnewsdesk.com\\\/index.php\\\/keysight-introduces-ai-data-center-builder-to-validate-and-optimize-network-architecture-and-host-design\\\/\"},\"author\":{\"name\":\"Newsdesk\",\"@id\":\"https:\\\/\\\/www.marketnewsdesk.com\\\/#\\\/schema\\\/person\\\/482f27a394d4fda80ecb5499e519d979\"},\"headline\":\"Keysight Introduces AI Data Center Builder to Validate and Optimize Network Architecture and Host Design\",\"datePublished\":\"2025-04-01T17:13:33+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/www.marketnewsdesk.com\\\/index.php\\\/keysight-introduces-ai-data-center-builder-to-validate-and-optimize-network-architecture-and-host-design\\\/\"},\"wordCount\":842,\"image\":{\"@id\":\"https:\\\/\\\/www.marketnewsdesk.com\\\/index.php\\\/keysight-introduces-ai-data-center-builder-to-validate-and-optimize-network-architecture-and-host-design\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/mms.businesswire.com\\\/media\\\/20250401898311\\\/en\\\/2425844\\\/4\\\/AI-Image-KAI-Data-Center-Builder_1600x900.jpg\",\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.marketnewsdesk.com\\\/index.php\\\/keysight-introduces-ai-data-center-builder-to-validate-and-optimize-network-architecture-and-host-design\\\/\",\"url\":\"https:\\\/\\\/www.marketnewsdesk.com\\\/index.php\\\/keysight-introduces-ai-data-center-builder-to-validate-and-optimize-network-architecture-and-host-design\\\/\",\"name\":\"Keysight Introduces AI Data Center Builder to Validate and Optimize Network Architecture and Host Design - 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Market Newsdesk","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.marketnewsdesk.com\/index.php\/keysight-introduces-ai-data-center-builder-to-validate-and-optimize-network-architecture-and-host-design\/","og_locale":"en_US","og_type":"article","og_title":"Keysight Introduces AI Data Center Builder to Validate and Optimize Network Architecture and Host Design - Market Newsdesk","og_description":"Keysight Introduces AI Data Center Builder to Validate and Optimize Network Architecture and Host Design Validates the performance of AI infrastructure by emulating real-world workloads Evaluates how new algorithms, components, and protocols improve the performance of AI training Adjusts and optimizes the parameters of both AI workloads and system infrastructure without investing in expensive large-scale deployments \u00a0 SANTA ROSA, Calif.&#8211;(BUSINESS WIRE)&#8211;Keysight Technologies, Inc. (NYSE: KEYS) introduces Keysight AI (KAI) Data Center Builder, an advanced software suite that emulates real-world workloads to evaluate how new algorithms, components, and protocols impact the performance of AI training. 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