{"id":31488,"date":"2023-01-28T06:00:00","date_gmt":"2023-01-28T14:00:00","guid":{"rendered":"https:\/\/insidebigdata.com\/?p=31488"},"modified":"2023-01-25T17:43:48","modified_gmt":"2023-01-26T01:43:48","slug":"deci-delivers-breakthrough-inference-performance-on-intels-4th-gen-sapphire-rapids-cpu","status":"publish","type":"post","link":"https:\/\/insidebigdata.com\/2023\/01\/28\/deci-delivers-breakthrough-inference-performance-on-intels-4th-gen-sapphire-rapids-cpu\/","title":{"rendered":"Deci delivers breakthrough inference performance on Intel&#8217;s 4th Gen Sapphire Rapids CPU"},"content":{"rendered":"<div class=\"wp-block-image\">\n<figure class=\"alignright size-large\"><img decoding=\"async\" loading=\"lazy\" width=\"222\" height=\"77\" src=\"https:\/\/insidebigdata.com\/wp-content\/uploads\/2022\/04\/Deci_logo.png\" alt=\"\" class=\"wp-image-28944\" srcset=\"https:\/\/insidebigdata.com\/wp-content\/uploads\/2022\/04\/Deci_logo.png 222w, https:\/\/insidebigdata.com\/wp-content\/uploads\/2022\/04\/Deci_logo-150x52.png 150w\" sizes=\"(max-width: 222px) 100vw, 222px\" \/><\/figure><\/div>\n\n\n<p><a href=\"https:\/\/deci.ai\/\" target=\"_blank\" rel=\"noreferrer noopener\">Deci<\/a>,&nbsp;the deep learning company building the next generation of AI,&nbsp;announced&nbsp;a&nbsp;breakthrough performance on Intel\u2019s newly released 4<sup>th<\/sup>&nbsp;Gen Intel\u00ae Xeon\u00ae Scalable processors, code-named<a href=\"https:\/\/www.businesswire.com\/news\/home\/20230110005454\/en\/\" target=\"_blank\" rel=\"noreferrer noopener\">&nbsp;Sapphire Rapids<\/a>. By optimizing the AI models which run on Intel\u2019s new hardware, Deci enables AI developers to achieve GPU-like inference performance on CPUs in production for both Computer Vision and Natural Language Processing (NLP) tasks.<\/p>\n\n\n\n<p>Deci utilized its proprietary AutoNAC (Automated Neural Architecture Construction) technology to generate custom hardware-aware model architectures that deliver unparalleled accuracy and inference speed on the Intel Sapphire Rapids CPU. For computer vision, Deci delivered a 3.35x throughput increase, as well as a 1% accuracy boost, when compared to an INT8 version of a ResNet50 running on Intel Sapphire Rapids. For NLP, Deci delivered a 3.5x acceleration compared to the INT8 version of the BERT model on Intel Sapphire Rapids, as well as a +0.1 increase in accuray. All models were compiled and quantized to INT8 with Intel\u00ae Advanced Matrix Extensions (AMX) and Intel extension for PyTorch.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"700\" height=\"315\" src=\"https:\/\/insidebigdata.com\/wp-content\/uploads\/2023\/01\/Deci_fig1.png\" alt=\"\" class=\"wp-image-31489\" srcset=\"https:\/\/insidebigdata.com\/wp-content\/uploads\/2023\/01\/Deci_fig1.png 700w, https:\/\/insidebigdata.com\/wp-content\/uploads\/2023\/01\/Deci_fig1-300x135.png 300w, https:\/\/insidebigdata.com\/wp-content\/uploads\/2023\/01\/Deci_fig1-150x68.png 150w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/><figcaption class=\"wp-element-caption\"><strong>Figure 1:&nbsp;<\/strong><em>Chart illustrating the improved throughput by running an AutoNAC generated model for Intel Sapphire Rapids<\/em><\/figcaption><\/figure><\/div>\n\n\n<blockquote class=\"wp-block-quote\">\n<p>\u201cThis performance breakthrough marks another chapter in the Deci-Intel partnership which empowers AI developers to achieve unparalleled accuracy and inference performance with hardware-aware model architectures powered by NAS,\u201d said Yonatan Geifman, CEO and Co-Founder of Deci. \u201cWe are thrilled to enable our joint customers to achieve scalable, production grade performance, within days\u201d.&nbsp;&nbsp;&nbsp;&nbsp;<\/p>\n<\/blockquote>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"700\" height=\"324\" src=\"https:\/\/insidebigdata.com\/wp-content\/uploads\/2023\/01\/Deci_fig2.png\" alt=\"\" class=\"wp-image-31491\" srcset=\"https:\/\/insidebigdata.com\/wp-content\/uploads\/2023\/01\/Deci_fig2.png 700w, https:\/\/insidebigdata.com\/wp-content\/uploads\/2023\/01\/Deci_fig2-300x139.png 300w, https:\/\/insidebigdata.com\/wp-content\/uploads\/2023\/01\/Deci_fig2-150x69.png 150w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/><figcaption class=\"wp-element-caption\"><strong>Figure 2:&nbsp;<\/strong><em>Chart illustrating the boost in NLP throughput performance by running an AutoNAC generated model onIntel Lake Sapphire Rapids.<\/em><\/figcaption><\/figure><\/div>\n\n\n<p>Deci and Intel have maintained broad strategic business and technology&nbsp;collaborations&nbsp;since 2019, most recently<a href=\"https:\/\/www.prweb.com\/releases\/2022\/11\/prweb19011225.htm\" target=\"_blank\" rel=\"noreferrer noopener\">&nbsp;announcing<\/a>&nbsp;the acceleration of deep learning models using Intel Chips with Deci\u2019s AutoNAC technology . Deci is a member of the<a href=\"https:\/\/www.intel.com\/content\/www\/us\/en\/partner-alliance\/membership\/select-benefit\/disruptors\/overview.html\" target=\"_blank\" rel=\"noreferrer noopener\">&nbsp;Intel Disruptor program<\/a>&nbsp;and has collaborated with Intel on multiple<a href=\"https:\/\/community.intel.com\/t5\/Blogs\/Tech-Innovation\/Artificial-Intelligence-AI\/Intel-and-Deci-hit-11-8x-acceleration-at-MLPerf\/post\/1335729\" target=\"_blank\" rel=\"noreferrer noopener\">&nbsp;MLPerf submissions<\/a>. Together, the two are enabling new deep learning based applications to run at scale on Intel CPUs, while reducing development costs and time to market.&nbsp;<\/p>\n\n\n\n<p>If you are using CPUs for deep learning inference or planning to do so, talk with Deci\u2019s experts to learn how you can quickly obtain better performance and ensure maximum hardware utilization. To learn more about the Deci-Intel collaboration, go to<a href=\"https:\/\/deci.ai\/intel\/\" target=\"_blank\" rel=\"noreferrer noopener\">&nbsp;https:\/\/deci.ai\/intel\/<\/a>&nbsp;<\/p>\n\n\n\n<p><em>Sign up for the free insideBIGDATA&nbsp;<a href=\"http:\/\/inside-bigdata.com\/newsletter\/\" target=\"_blank\" rel=\"noreferrer noopener\">newsletter<\/a>.<\/em><\/p>\n\n\n\n<p><em>Join us on Twitter:&nbsp;<a href=\"https:\/\/twitter.com\/InsideBigData1\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/twitter.com\/InsideBigData1<\/a><\/em><\/p>\n\n\n\n<p><em>Join us on LinkedIn:&nbsp;<a href=\"https:\/\/www.linkedin.com\/company\/insidebigdata\/\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.linkedin.com\/company\/insidebigdata\/<\/a><\/em><\/p>\n\n\n\n<p><em>Join us on Facebook:&nbsp;<a href=\"https:\/\/www.facebook.com\/insideBIGDATANOW\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.facebook.com\/insideBIGDATANOW<\/a><\/em><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Deci,\u00a0the deep learning company building the next generation of AI,\u00a0announced\u00a0a\u00a0breakthrough performance on Intel\u2019s newly released 4th\u00a0Gen Intel\u00ae Xeon\u00ae Scalable processors, code-named\u00a0Sapphire Rapids. By optimizing the AI models which run on Intel\u2019s new hardware, Deci enables AI developers to achieve GPU-like inference performance on CPUs in production for both Computer Vision and Natural Language Processing (NLP) tasks.<\/p>\n","protected":false},"author":10513,"featured_media":28944,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"jetpack_post_was_ever_published":false,"footnotes":""},"categories":[526,115,180,210,268,56,1],"tags":[437,581,896,264,865,284,635,915,96],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.6 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Deci delivers breakthrough inference performance on Intel&#039;s 4th Gen Sapphire Rapids CPU - insideBIGDATA<\/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:\/\/insidebigdata.com\/2023\/01\/28\/deci-delivers-breakthrough-inference-performance-on-intels-4th-gen-sapphire-rapids-cpu\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Deci delivers breakthrough inference performance on Intel&#039;s 4th Gen Sapphire Rapids CPU - insideBIGDATA\" \/>\n<meta property=\"og:description\" content=\"Deci,\u00a0the deep learning company building the next generation of AI,\u00a0announced\u00a0a\u00a0breakthrough performance on Intel\u2019s newly released 4th\u00a0Gen Intel\u00ae Xeon\u00ae Scalable processors, code-named\u00a0Sapphire Rapids. 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These submissions demonstrated the power of Deci\u2019s Automated Neural Architecture Construction (AutoNAC) technology, which\u2026","rel":"","context":"In &quot;AI Deep Learning&quot;","img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":25781,"url":"https:\/\/insidebigdata.com\/2021\/03\/16\/deci-and-intel-collaborate-to-optimize-deep-learning-inference-on-intels-cpus\/","url_meta":{"origin":31488,"position":1},"title":"Deci and Intel Collaborate to Optimize Deep Learning Inference on Intel\u2019s CPUs","date":"March 16, 2021","format":false,"excerpt":"Deci, the deep learning company building the next generation of AI, announced a broad strategic business and technology collaboration with Intel Corporation to optimize deep learning inference on Intel Architecture (IA) CPUs. 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