{"id":45022,"date":"2025-11-18T10:26:51","date_gmt":"2025-11-18T09:26:51","guid":{"rendered":"https:\/\/www.tygron.com\/?p=45022"},"modified":"2025-11-18T20:43:37","modified_gmt":"2025-11-18T19:43:37","slug":"nextgen-watermodule","status":"publish","type":"post","link":"https:\/\/www.tygron.net\/en\/blog\/2025\/11\/18\/nextgen-watermodule\/","title":{"rendered":"NextGen Water Module: How Algorithms from the Past Increase Performance Today"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"45022\" class=\"elementor elementor-45022\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-88d414c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"88d414c\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-thegem\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-f32b1c2\" data-id=\"f32b1c2\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-755411a flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-image\" data-id=\"755411a\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.20.0 - 26-03-2024 *\/\n.elementor-widget-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/www.tygron.net\/wp-content\/uploads\/elementor\/thumbs\/1587713344198-qjd6lnk1yhv987mhzyygoy8j1qeq3lhc27wrwqd52g.jpg\" title=\"1587713344198 (Demo) (Demo)\" alt=\"1587713344198 (Demo) (Demo)\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-d4c0e9b\" data-id=\"d4c0e9b\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-47e95a3 flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-text-editor\" data-id=\"47e95a3\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.20.0 - 26-03-2024 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p>by <a href=\"https:\/\/nl.linkedin.com\/in\/maximknepfle\" target=\"_blank\" rel=\"noopener\"><strong>Maxim Knepfle<\/strong><\/a>, CTO Tygron<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-55874755 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"55874755\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-thegem\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-472898c0\" data-id=\"472898c0\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-65ba46af elementor-widget__width-initial flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-text-editor\" data-id=\"65ba46af\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>For over a decade, users of the Tygron Platform have conducted a range of simulations, such as flooding scenarios, heatwaves, climate adaptation projects and AI models, all powered by our platform&#8217;s GPUs.\u00a0Thanks to this success, the number of simulations conducted has risen to nearly <strong>1.000.000 annually<\/strong>. To meet this demand and continue delivering even better results for our users, we need to run more simulations at faster speeds in a cost-effective way.<\/p><p>However, the latest GPU hardware, primarily manufactured in Taiwan, has become increasingly costly and difficult to acquire, driven by intense global competition in the AI sector.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-8079ed1 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"8079ed1\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-thegem\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-6a418b9\" data-id=\"6a418b9\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-be91c39 flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-image\" data-id=\"be91c39\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.tygron.com\/wp-content\/uploads\/2025\/11\/gpu-ai.jpeg\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"gpu-ai\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6NDUwODEsInVybCI6Imh0dHBzOlwvXC93d3cudHlncm9uLm5ldFwvd3AtY29udGVudFwvdXBsb2Fkc1wvMjAyNVwvMTFcL2dwdS1haS5qcGVnIn0%3D\">\n\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"474\" height=\"303\" src=\"https:\/\/www.tygron.net\/wp-content\/uploads\/2025\/11\/gpu-ai.jpeg\" class=\"attachment-medium_large size-medium_large wp-image-45081\" alt=\"\" srcset=\"https:\/\/www.tygron.net\/wp-content\/uploads\/2025\/11\/gpu-ai.jpeg 474w, https:\/\/www.tygron.net\/wp-content\/uploads\/2025\/11\/gpu-ai-300x192.jpeg 300w, https:\/\/www.tygron.net\/wp-content\/uploads\/2025\/11\/gpu-ai-18x12.jpeg 18w\" sizes=\"(max-width: 474px) 100vw, 474px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">GPU sales increase due to AI<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-b9b409a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b9b409a\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-thegem\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-f9e3dbc\" data-id=\"f9e3dbc\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0e138ad elementor-widget__width-initial flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-text-editor\" data-id=\"0e138ad\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><em>This situation led us to reassess our development roadmap, investigating the feasibility of running 64-bit numeric models on more cost-effective GPUs optimized for 32-bit performance.<\/em><\/p>\n<p>In April 2025 came the answer when NVIDIA launched a groundbreaking series of datacenter GPUs known as the RTX PRO 6000 (Server edition), utilizing the same Blackwell chips as the more costly and scarce B100. This new RTX 6000 exhibits even better 32-bit performance (126 vs 124 TFLOPS) but has fewer 64-bit cores then the B100.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-ef844ce elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ef844ce\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-thegem\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-eade11f\" data-id=\"eade11f\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-8acddb1 flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-image\" data-id=\"8acddb1\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.tygron.com\/wp-content\/uploads\/2025\/11\/bits.png\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"bits\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6NDUwMzAsInVybCI6Imh0dHBzOlwvXC93d3cudHlncm9uLm5ldFwvd3AtY29udGVudFwvdXBsb2Fkc1wvMjAyNVwvMTFcL2JpdHMucG5nIn0%3D\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"198\" src=\"https:\/\/www.tygron.net\/wp-content\/uploads\/2025\/11\/bits.png\" class=\"attachment-large size-large wp-image-45030\" alt=\"\" srcset=\"https:\/\/www.tygron.net\/wp-content\/uploads\/2025\/11\/bits.png 854w, https:\/\/www.tygron.net\/wp-content\/uploads\/2025\/11\/bits-300x74.png 300w, https:\/\/www.tygron.net\/wp-content\/uploads\/2025\/11\/bits-768x190.png 768w, https:\/\/www.tygron.net\/wp-content\/uploads\/2025\/11\/bits-18x4.png 18w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">64-bit are larger and more expensive to calculate<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-baf13f7 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"baf13f7\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-thegem\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-df89dc0\" data-id=\"df89dc0\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3e7e407 flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-text-editor\" data-id=\"3e7e407\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><strong>Performance Bottlenecks<\/strong><br \/>When testing our <span style=\"text-decoration: underline;\">Water Module<\/span>\u00a0in NVIDIA Nsight Compute, we had already identified a significant performance bottleneck in solving the\u00a0<span style=\"text-decoration: underline;\"><a href=\"https:\/\/en.wikipedia.org\/wiki\/Shallow_water_equations\">Saint Venant equations<\/a><\/span>, which requires 64-bit values. Using 32-bit values occasionally leads to a phenomenon known as Catastrophic Cancellation.<\/p><p>Catastrophic Cancellation occurs when significant digits are lost in numerical calculations due to poor choices of arithmetic methods, especially when adding numbers with a large difference, resulting in a less accurate outcome. In our case &#8220;leaking&#8221; water volumes.<\/p><p><strong>Example of Catastrophic Cancellation<\/strong><\/p><ul><li><p>Consider two 32-bit numbers: 1000 and 0,00001<\/p><\/li><li><p>When you add them together: 1000 + 0,00001 = 1000<\/p><\/li><li><p>Instead of yielding the correct 1000,00001, this operation results in a smaller and less accurate value, which over many iterations comprises numerical stability.<\/p><\/li><\/ul><p>.<\/p><p><strong>Solutions from the Past<\/strong><\/p><p>To tackle this issue, we revisited older works by <span style=\"text-decoration: underline;\"><a href=\"https:\/\/en.wikipedia.org\/wiki\/William_Kahan\">William Kahan<\/a><\/span>, winner of the famous Turing Award (<em>&#8220;Nobel Prize of Computing&#8221;<\/em>) for his contributions to numerical analysis. In the 1960s and 1970s, computing power was limited and expensive, prompting Kahan to develop <a href=\"https:\/\/web.archive.org\/web\/20180209003010\/http:\/\/mgnet.org\/~douglas\/Classes\/na-sc\/notes\/kahan.pdf\"><span style=\"text-decoration: underline;\">algorithms<\/span><\/a> to compensate in summations. But later also differences in products, for instance: 33962.035 * -30438.8 &#8211; 41563.4 * -24871.969 in 32-bit yields an incorrect result.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-470e5ff elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"470e5ff\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-thegem\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-2b607bf\" data-id=\"2b607bf\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-a7fdb91 flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-image\" data-id=\"a7fdb91\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.tygron.com\/wp-content\/uploads\/2025\/11\/kahan.png\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"kahan\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6NDUwMjQsInVybCI6Imh0dHBzOlwvXC93d3cudHlncm9uLm5ldFwvd3AtY29udGVudFwvdXBsb2Fkc1wvMjAyNVwvMTFcL2thaGFuLnBuZyJ9\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"184\" src=\"https:\/\/www.tygron.net\/wp-content\/uploads\/2025\/11\/kahan-1024x235.png\" class=\"attachment-large size-large wp-image-45024\" alt=\"\" srcset=\"https:\/\/www.tygron.net\/wp-content\/uploads\/2025\/11\/kahan-1024x235.png 1024w, https:\/\/www.tygron.net\/wp-content\/uploads\/2025\/11\/kahan-300x69.png 300w, https:\/\/www.tygron.net\/wp-content\/uploads\/2025\/11\/kahan-768x176.png 768w, https:\/\/www.tygron.net\/wp-content\/uploads\/2025\/11\/kahan-18x4.png 18w, https:\/\/www.tygron.net\/wp-content\/uploads\/2025\/11\/kahan.png 1126w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">* Language-independent; this issue occurs in: Python, C++, Java, etc.<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-be8f1c7 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"be8f1c7\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-thegem\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-5107052\" data-id=\"5107052\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3ef7ff4 flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-text-editor\" data-id=\"3ef7ff4\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Using Kahan\u2019s Algorithm solves this issue, but requires a Fused Multiply-Add (FMA) operations, which are not available on most CPUs. However, GPUs do support FMA, allowing for the correct implementation of the algorithm.<\/p><p><strong>Integration and Testing<\/strong><br \/>The next step involved integrating these new algorithms into the <span style=\"text-decoration: underline;\">Water Module<\/span> while ensuring that the answers remained consistent. Our development process, rooted in principles from <span style=\"text-decoration: underline;\"><a href=\"https:\/\/www.davefarley.net\/?p=352\">David Farley\u2019s Modern Software Engineering<\/a><\/span>, has led us to create thousands of unit tests over the years for a variety of water simulations; including floods, rainfall, lakes and many more.<\/p><p>Through a test-driven development approach, we modified small parts of the original code to include Kahan\u2019s algorithms. We iteratively ran the amended code against all unit tests to verify stability. After several iterations (including some dead ends) we successfully solved most of the\u00a0<a href=\"https:\/\/en.wikipedia.org\/wiki\/Shallow_water_equations\"><span style=\"text-decoration: underline;\">Saint\u00a0Venant equations<\/span><\/a> using 16-bit and 32-bit operations that produced results identical to those of the original 64-bit.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-53a6304 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"53a6304\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-thegem\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-9335a9e\" data-id=\"9335a9e\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-03b640b flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-image\" data-id=\"03b640b\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.tygron.com\/wp-content\/uploads\/2025\/11\/install_6000.jpg\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"install_6000\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6NDUwNDYsInVybCI6Imh0dHBzOlwvXC93d3cudHlncm9uLm5ldFwvd3AtY29udGVudFwvdXBsb2Fkc1wvMjAyNVwvMTFcL2luc3RhbGxfNjAwMC5qcGcifQ%3D%3D\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"540\" src=\"https:\/\/www.tygron.net\/wp-content\/uploads\/2025\/11\/install_6000-768x540.jpg\" class=\"attachment-medium_large size-medium_large wp-image-45046\" alt=\"\" srcset=\"https:\/\/www.tygron.net\/wp-content\/uploads\/2025\/11\/install_6000-768x540.jpg 768w, https:\/\/www.tygron.net\/wp-content\/uploads\/2025\/11\/install_6000-300x211.jpg 300w, https:\/\/www.tygron.net\/wp-content\/uploads\/2025\/11\/install_6000-1024x720.jpg 1024w, https:\/\/www.tygron.net\/wp-content\/uploads\/2025\/11\/install_6000-1536x1080.jpg 1536w, https:\/\/www.tygron.net\/wp-content\/uploads\/2025\/11\/install_6000-2048x1440.jpg 2048w, https:\/\/www.tygron.net\/wp-content\/uploads\/2025\/11\/install_6000-18x12.jpg 18w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Installing a new RTX 6000 Server in our datacenter<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-38fd9eb elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"38fd9eb\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-thegem\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-0634202\" data-id=\"0634202\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2e3c8de flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-text-editor\" data-id=\"2e3c8de\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><strong>Performance Gains<\/strong><br \/>A few months later, we proudly welcomed our first RTX PRO 6000 Server, smashing records with an astonishing performance of over <strong>1.000.000.000.000.000 (Peta FLOPS)<\/strong> floating-point operations per second!<\/p><p>After further testing on our Preview Server, we can now confidently state that our Watermodule, along with all other simulations, maximize the use of 32-bit (or lower)\u00a0operations, leading to remarkable performance gains:<\/p><ul><li><strong>Hardware upgrade: 2x faster<\/strong><\/li><li><strong>Software upgrade: 2x faster <\/strong><\/li><li><strong>Total performance gain: 4x faster*<\/strong><\/li><\/ul><p>* In some cases, such as heatwave calculations, performance gains can reach 6 to 8 times faster.<\/p><p>Together with the enhanced memory capacity of the new GPUs, these improvements establish a robust foundation for the Tygron Platform, offering users faster high-precision results and a broader range of possibilities!<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-f6630ee elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"f6630ee\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-thegem\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-b287dfa\" data-id=\"b287dfa\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-28e0cea flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-text-editor\" data-id=\"28e0cea\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><strong>Start your 10-day free trial<\/strong><\/p><p>Do you also want to start integrating, simulating and presenting your data and calculation models? That\u2019s possible! With the free trial, you can experience this.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-430d8622 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"430d8622\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-thegem\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-ae09d2f\" data-id=\"ae09d2f\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1736f33 elementor-align-center flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-button\" data-id=\"1736f33\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-lg\" href=\"https:\/\/www.tygron.com\/trial-download\/?mtm_campaign=Feeding%20the%20Beast%20Conversie&#038;mtm_kwd=Maxim%20Blog\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Free Trial<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>by Maxim Knepfle, CTO Tygron For over a decade, users of the Tygron Platform have conducted a range of simulations, such as flooding scenarios, heatwaves, climate adaptation projects and AI models, all powered by our platform&#8217;s GPUs.\u00a0Thanks to this success, the number of simulations conducted has risen to nearly 1.000.000 annually. To meet this demand [&hellip;]<\/p>\n","protected":false},"author":8,"featured_media":45025,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[121,173],"tags":[44,31,37,54,52,171,126,172,113],"class_list":["post-45022","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-cat1en","category-relevant","tag-automation","tag-data","tag-digital-twin","tag-education","tag-geodesign","tag-gpu","tag-rd-blog","tag-relevant","tag-simulation"],"_links":{"self":[{"href":"https:\/\/www.tygron.net\/en\/wp-json\/wp\/v2\/posts\/45022","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.tygron.net\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.tygron.net\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.tygron.net\/en\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/www.tygron.net\/en\/wp-json\/wp\/v2\/comments?post=45022"}],"version-history":[{"count":202,"href":"https:\/\/www.tygron.net\/en\/wp-json\/wp\/v2\/posts\/45022\/revisions"}],"predecessor-version":[{"id":45233,"href":"https:\/\/www.tygron.net\/en\/wp-json\/wp\/v2\/posts\/45022\/revisions\/45233"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.tygron.net\/en\/wp-json\/wp\/v2\/media\/45025"}],"wp:attachment":[{"href":"https:\/\/www.tygron.net\/en\/wp-json\/wp\/v2\/media?parent=45022"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.tygron.net\/en\/wp-json\/wp\/v2\/categories?post=45022"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.tygron.net\/en\/wp-json\/wp\/v2\/tags?post=45022"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}