{"id":7421,"date":"2025-05-28T13:41:26","date_gmt":"2025-05-28T13:41:26","guid":{"rendered":"https:\/\/silicongate.tech\/?page_id=7421"},"modified":"2025-06-09T09:59:41","modified_gmt":"2025-06-09T09:59:41","slug":"pilot","status":"publish","type":"page","link":"https:\/\/silicongate.tech\/index.php\/pilot\/","title":{"rendered":"Pilot"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"7421\" class=\"elementor elementor-7421\" data-elementor-post-type=\"page\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d204451 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-parent\" data-id=\"d204451\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-76ea8fc elementor-widget elementor-widget-spacer\" data-id=\"76ea8fc\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a87d4f5 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-parent\" data-id=\"a87d4f5\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8ee3f6d elementor-widget elementor-widget-slider_revolution\" data-id=\"8ee3f6d\" data-element_type=\"widget\" data-widget_type=\"slider_revolution.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n\t\t<div class=\"wp-block-themepunch-revslider\">\n\t\t\t\t<p class=\"rs-p-wp-fix\"><\/p>\n\t\t\t\t<sr7-module data-alias=\"home-11\" data-id=\"9\" id=\"SR7_9_1\" class=\"rs-ov-hidden\" data-version=\"6.7.23\">\n\t\t\t\t\t<sr7-adjuster><\/sr7-adjuster>\n\t\t\t\t\t<sr7-content>\n\t\t\t\t\t\t<sr7-slide id=\"SR7_9_1-53\" data-key=\"53\">\n\t\t\t\t\t\t\t<sr7-txt id=\"SR7_9_1-53-1\" class=\"sr7-layer\">Forging Intelligence<\/sr7-txt>\n\t\t\t\t\t\t\t<sr7-txt id=\"SR7_9_1-53-2\" class=\"sr7-layer\">In circuits woven, thought takes flight, A symphony of logic, fast and light. Systolic pulses, data streams, Shaping visions once seen in dreams.\nBridges swift, precision wide, Scaling knowledge, side by side. Transformer sparks, the code unfolds, A dance of power in patterns bold.\nBoundless minds in silicon cast, Tomorrow's genius, built to last.<\/sr7-txt>\n\t\t\t\t\t\t<\/sr7-slide>\n\t\t\t\t\t\t<sr7-slide id=\"SR7_9_1-58\" data-key=\"58\">\n\t\t\t\t\t\t<\/sr7-slide>\n\t\t\t\t\t<\/sr7-content>\n\t\t\t\t<\/sr7-module>\n\t\t\t\t<script>\n\t\t\t\t\tSR7.PMH ??={}; SR7.PMH[\"SR7_9_1\"] = {cn:100,state:false,fn: function() { if (_tpt!==undefined && _tpt.prepareModuleHeight !== undefined) {  _tpt.prepareModuleHeight({id:\"SR7_9_1\",el:[900,900,768,960,720],type:'standard',shdw:'0',gh:[900,900,743,565,349],gw:[1240,1240,1024,778,480],vpt:['-100px'],size:{fullWidth:true, fullHeight:false},mh:'0',onh:0,onw:0,bg:{color:'{\"orig\":\"transparent\",\"type\":\"solid\",\"string\":\"transparent\"}'}});   SR7.PMH[\"SR7_9_1\"].state=true;} else if(SR7.PMH[\"SR7_9_1\"].cn-->0)\tsetTimeout( SR7.PMH[\"SR7_9_1\"].fn,19);}};SR7.PMH[\"SR7_9_1\" ].fn();\n\t\t\t\t<\/script>\n<\/div>\n\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-021183c elementor-section-boxed elementor-section-height-default elementor-section-height-default wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no\" data-id=\"021183c\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;animation&quot;:&quot;none&quot;}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-03b0bba\" data-id=\"03b0bba\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t<div class=\"elementor-element elementor-element-654cb6c e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-parent\" data-id=\"654cb6c\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-fee7cb3 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"fee7cb3\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-058ce80 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no elementor-invisible e-con e-child\" data-id=\"058ce80\" data-element_type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;zoomInUp&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-04bdd1f e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"04bdd1f\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8652f35 elementor-widget elementor-widget-image\" data-id=\"8652f35\" 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\t\t\t\t\t<img decoding=\"async\" src=\"http:\/\/silicongate.tech\/wp-content\/uploads\/2025\/06\/Cyber-1-2048x1152-1.jpg\" title=\"\" alt=\"\" loading=\"lazy\" \/>\t\t\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<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a55a150 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no elementor-invisible e-con e-child\" data-id=\"a55a150\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;animation&quot;:&quot;fadeInRight&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ba18d47 elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"ba18d47\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInUp&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Open Source Toolkit<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-64b17f1 elementor-widget elementor-widget-text-editor\" data-id=\"64b17f1\" 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\t\t<p>The SiG Development Kit provides a robust solution for model porting and optimization on the powerful and efficient BPU architecture.<\/p><p><strong>Key Features:<\/strong><br \/>Seamless Framework Support \u2013 Compatible with PyTorch, TensorFlow, and ONNX, enabling efficient model training, quantization, optimization, and deployment.<\/p><p>Automatic Optimizing Compiler \u2013 Ensures maximum performance on BPU hardware accelerators with minimal developer intervention.<\/p><p>High-Efficiency AI Processing \u2013 Maintains accuracy and computational efficiency, optimizing deep learning workloads for SiG computing solutions.<\/p>\t\t\t\t\t\t\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\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-022966c elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no\" data-id=\"022966c\" data-element_type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;background_background&quot;:&quot;classic&quot;,&quot;animation&quot;:&quot;none&quot;}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-a9f60d8\" data-id=\"a9f60d8\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t<div class=\"elementor-element elementor-element-28f2510 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-parent\" data-id=\"28f2510\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-6cb611d e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"6cb611d\" data-element_type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;none&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-42b1502 elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"42b1502\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;slideInUp&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Minimum Effort. Maximum Performance\n\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5b7f594 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"5b7f594\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-864c36f e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"864c36f\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-a9e9d71 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no elementor-invisible e-con e-child\" data-id=\"a9e9d71\" data-element_type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;bounceIn&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-84196b5 elementor-widget elementor-widget-counter\" data-id=\"84196b5\" data-element_type=\"widget\" data-widget_type=\"counter.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-counter\">\n\t\t\t<div class=\"elementor-counter-title\">Typical porting time\u200b<\/div>\t\t\t<div class=\"elementor-counter-number-wrapper\">\n\t\t\t\t<span class=\"elementor-counter-number-prefix\"><\/span>\n\t\t\t\t<span class=\"elementor-counter-number\" data-duration=\"\" data-to-value=\"2\" data-from-value=\"0\" data-delimiter=\",\">0<\/span>\n\t\t\t\t<span class=\"elementor-counter-number-suffix\">weeks<\/span>\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e1c6c99 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no elementor-invisible e-con e-child\" data-id=\"e1c6c99\" data-element_type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;bounceIn&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c46fb14 elementor-widget elementor-widget-counter\" data-id=\"c46fb14\" data-element_type=\"widget\" data-widget_type=\"counter.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-counter\">\n\t\t\t<div class=\"elementor-counter-title\">Successful customer projects<\/div>\t\t\t<div class=\"elementor-counter-number-wrapper\">\n\t\t\t\t<span class=\"elementor-counter-number-prefix\"><\/span>\n\t\t\t\t<span class=\"elementor-counter-number\" data-duration=\"\" data-to-value=\"150\" data-from-value=\"0\" data-delimiter=\",\">0<\/span>\n\t\t\t\t<span class=\"elementor-counter-number-suffix\">+<\/span>\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d3e4d1e e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no elementor-invisible e-con e-child\" data-id=\"d3e4d1e\" data-element_type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;bounceIn&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-34167c4 elementor-widget elementor-widget-counter\" data-id=\"34167c4\" data-element_type=\"widget\" data-widget_type=\"counter.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-counter\">\n\t\t\t<div class=\"elementor-counter-title\">Productivity improvement<\/div>\t\t\t<div class=\"elementor-counter-number-wrapper\">\n\t\t\t\t<span class=\"elementor-counter-number-prefix\"><\/span>\n\t\t\t\t<span class=\"elementor-counter-number\" data-duration=\"\" data-to-value=\"3\" data-from-value=\"0\" data-delimiter=\",\">0<\/span>\n\t\t\t\t<span class=\"elementor-counter-number-suffix\">x<\/span>\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-90c3eae e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no elementor-invisible e-con e-child\" data-id=\"90c3eae\" data-element_type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;bounceIn&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5cbd63f elementor-widget elementor-widget-counter\" data-id=\"5cbd63f\" data-element_type=\"widget\" data-widget_type=\"counter.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-counter\">\n\t\t\t<div class=\"elementor-counter-title\">Loss of accuracy<\/div>\t\t\t<div class=\"elementor-counter-number-wrapper\">\n\t\t\t\t<span class=\"elementor-counter-number-prefix\">Near <\/span>\n\t\t\t\t<span class=\"elementor-counter-number\" data-duration=\"2000\" data-to-value=\"\" data-from-value=\"0\" data-delimiter=\",\">0<\/span>\n\t\t\t\t<span class=\"elementor-counter-number-suffix\"><\/span>\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\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\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-ec04d71 elementor-section-boxed elementor-section-height-default elementor-section-height-default wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no\" data-id=\"ec04d71\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;animation&quot;:&quot;none&quot;}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-fa5e90e\" data-id=\"fa5e90e\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d46fb1d e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-parent\" data-id=\"d46fb1d\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-3ed016e e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"3ed016e\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-8632e6d e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"8632e6d\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-4e1e13e e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no elementor-invisible e-con e-child\" data-id=\"4e1e13e\" data-element_type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;slideInLeft&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d0e3943 elementor-widget elementor-widget-heading\" data-id=\"d0e3943\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Train, Deploy & Optimize\n\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0669a53 elementor-widget elementor-widget-n-accordion\" data-id=\"0669a53\" data-element_type=\"widget\" data-settings=\"{&quot;default_state&quot;:&quot;expanded&quot;,&quot;max_items_expended&quot;:&quot;one&quot;,&quot;n_accordion_animation_duration&quot;:{&quot;unit&quot;:&quot;ms&quot;,&quot;size&quot;:400,&quot;sizes&quot;:[]}}\" data-widget_type=\"nested-accordion.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-n-accordion\" aria-label=\"Accordion. Open links with Enter or Space, close with Escape, and navigate with Arrow Keys\">\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-6720\" class=\"e-n-accordion-item\" open>\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"1\" tabindex=\"0\" aria-expanded=\"true\" aria-controls=\"e-n-accordion-item-6720\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Train &amp; Quantize <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-6720\" class=\"elementor-element elementor-element-01710b2 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"01710b2\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9d7b863 elementor-widget elementor-widget-text-editor\" data-id=\"9d7b863\" 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\t\t<p>Two quantization methods are supported:<\/p><ul><li><p><strong>Post-Training Quantization (PTQ)<\/strong> \u2013 Enables rapid conversion from floating-point to fixed-point representation, allowing quick trials and evaluations.<\/p><\/li><li><p><strong>Quantization-Aware Training (QAT)<\/strong> \u2013 Optimizes models during training to minimize accuracy loss, ensuring near-zero degradation in precision.<\/p><\/li><\/ul><p>These techniques enhance efficiency while maintaining model performance.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-6721\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"2\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-6721\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Optimize <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-6721\" class=\"elementor-element elementor-element-18b4c70 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"18b4c70\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7932c5f elementor-widget elementor-widget-text-editor\" data-id=\"7932c5f\" 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\t\t<p>The <strong>model compiler<\/strong> automatically optimizes execution by applying techniques such as <strong>kernel and feature map splitting<\/strong>, <strong>vertical and horizontal layer fusion<\/strong>, and <strong>instruction grouping and scheduling<\/strong>. These enhancements:<\/p><ul><li><p><strong>Increase parallelism<\/strong> \u2013 Boost data and instruction efficiency for faster processing.<\/p><\/li><li><p><strong>Reduce external memory access<\/strong> \u2013 Minimizing memory visits lowers <strong>latency<\/strong> and <strong>power consumption<\/strong>.<\/p><\/li><li><p><strong>Enhance computational efficiency<\/strong> \u2013 Streamlining execution ensures optimal performance on hardware accelerators.<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-6722\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"3\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-6722\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Deploy <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-6722\" class=\"elementor-element elementor-element-9e8d63f e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"9e8d63f\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2e23919 elementor-widget elementor-widget-text-editor\" data-id=\"2e23919\" 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\t\t<p>The <strong>SDK<\/strong> provides <strong>comprehensive documentation<\/strong>, <strong>reference sample applications<\/strong>, and <strong>pre-implemented algorithms<\/strong> tailored for <strong>automotive use cases<\/strong>. It accelerates <strong>software deployment<\/strong> by offering:<\/p><ul><li><p><strong>Extensive Documentation<\/strong> \u2013 Detailed guides for seamless integration.<\/p><\/li><li><p><strong>Reference Samples<\/strong> \u2013 Ready-to-use applications for rapid development.<\/p><\/li><li><p><strong>Algorithm Implementations<\/strong> \u2013 Optimized solutions for automotive AI and automation.<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-50b241c e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no elementor-invisible e-con e-child\" data-id=\"50b241c\" data-element_type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;slideInRight&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d09d4b5 elementor-widget elementor-widget-image\" data-id=\"d09d4b5\" 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\t\t\t\t\t<img decoding=\"async\" src=\"http:\/\/silicongate.tech\/wp-content\/uploads\/2025\/06\/1_zewaV7HsUceiMkpy5KHgTg.jpg\" title=\"\" alt=\"\" loading=\"lazy\" \/>\t\t\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<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\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-ef3adfa elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no\" data-id=\"ef3adfa\" data-element_type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;background_background&quot;:&quot;classic&quot;,&quot;animation&quot;:&quot;none&quot;}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-e6b5be2\" data-id=\"e6b5be2\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c64cad9 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-parent\" data-id=\"c64cad9\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-fb5915b e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"fb5915b\" data-element_type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;none&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e1513db elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"e1513db\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;slideInUp&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">TogetheROS<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-986e030 elementor-widget__width-initial elementor-invisible elementor-widget elementor-widget-text-editor\" data-id=\"986e030\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;bounceInUp&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p style=\"color: #fff; font-size: 20px; line-height: 30px;\">A Set of Safe, Simple and Easy-to-use Smart Driving<br \/>Embedded Middleware<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-5007d07 elementor-section-boxed elementor-section-height-default elementor-section-height-default wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no\" data-id=\"5007d07\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;animation&quot;:&quot;none&quot;}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-f2d3359\" data-id=\"f2d3359\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t<div class=\"elementor-element elementor-element-91f7686 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-parent\" data-id=\"91f7686\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-31bef4a e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"31bef4a\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f983ecb elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"f983ecb\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInUp&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">TogetheROS Auto Application Development Suite<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8905b48 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no elementor-invisible e-con e-child\" data-id=\"8905b48\" data-element_type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;zoomInUp&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-74492a0 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"74492a0\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-22bb4bb elementor-widget elementor-widget-text-editor\" data-id=\"22bb4bb\" 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\t\t<p>The <strong>TROS.A Automotive Development Suite<\/strong> provides a safe, reliable, open, and user-friendly software environment for efficient development, integration, and testing on Journey solutions.<\/p><p><strong>Key Features:<\/strong><\/p><ul><li><p><strong>Comprehensive Framework &amp; Services<\/strong> \u2013 Supports seamless application development with built-in tools.<\/p><\/li><li><p><strong>Example Applications &amp; Verification Toolset<\/strong> \u2013 Accelerates development with pre-built samples and robust testing capabilities.<\/p><\/li><li><p><strong>Standardized Interfaces &amp; Protocols<\/strong> \u2013 Ensures compatibility with third-party software components for smooth integration.<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a59927f aipt-button-elementor elementor-invisible elementor-widget elementor-widget-mtfe-button-widget\" data-id=\"a59927f\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;bounceInUp&quot;}\" data-widget_type=\"mtfe-button-widget.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n  \t\t<div class=\"mt-addons_button_holder\">\n    \t\t<a target=\"_blank\" rel=\"\" href=\"https:\/\/aipt.modeltheme.com\/elementor\/our-solutions\/\" class=\"mt-addons_button mt-addons-btn-lg\" >Contact Us<\/a>\n  \t\t<\/div>\n  \t\t\n  \t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9a8bf39 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no elementor-invisible e-con e-child\" data-id=\"9a8bf39\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;animation&quot;:&quot;fadeInRight&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-dcf68ec elementor-widget elementor-widget-image\" data-id=\"dcf68ec\" 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\t\t\t\t\t<img decoding=\"async\" src=\"http:\/\/silicongate.tech\/wp-content\/uploads\/2025\/06\/2755118.webp\" title=\"\" alt=\"\" loading=\"lazy\" \/>\t\t\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<\/div>\n\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-965b0ca elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no\" data-id=\"965b0ca\" data-element_type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;background_background&quot;:&quot;classic&quot;,&quot;animation&quot;:&quot;none&quot;}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-41bbae6\" data-id=\"41bbae6\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t<div class=\"elementor-element elementor-element-370b5dc e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-parent\" data-id=\"370b5dc\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-5b36e65 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"5b36e65\" data-element_type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;none&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5666276 elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"5666276\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInUp&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\"Enhancing Safety and Quality of Life with Smart Driving Vehicles.\"\u200b<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0c33cf9 elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"0c33cf9\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInUp&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">\"Exploring Our Journey Together\"<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9e40bf4 aipt-button-elementor elementor-invisible elementor-widget elementor-widget-mtfe-button-widget\" data-id=\"9e40bf4\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;bounceInUp&quot;}\" data-widget_type=\"mtfe-button-widget.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n  \t\t<div class=\"mt-addons_button_holder\">\n    \t\t<a target=\"_blank\" rel=\"\" href=\"https:\/\/aipt.modeltheme.com\/elementor\/our-solutions\/\" class=\"mt-addons_button mt-addons-btn-lg\" >Contact Us<\/a>\n  \t\t<\/div>\n  \t\t\n  \t\t\t\t\t<\/div>\n\t\t\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>Open Source Toolkit The SiG Development Kit provides a robust solution for model porting and optimization on the powerful and efficient BPU architecture. Key Features:Seamless Framework Support \u2013 Compatible with PyTorch, TensorFlow, and ONNX, enabling efficient model training, quantization, optimization, and deployment. Automatic Optimizing Compiler \u2013 Ensures maximum performance on BPU hardware accelerators with minimal developer intervention. High-Efficiency AI Processing \u2013 Maintains accuracy and computational efficiency, optimizing deep learning workloads for SiG computing solutions. Minimum Effort. Maximum Performance Typical porting time\u200b 0 weeks Successful customer projects 0 + Productivity improvement 0 x Loss of accuracy Near 0 Train, Deploy &#038; Optimize Train &amp; Quantize Two quantization methods are supported: Post-Training Quantization (PTQ) \u2013 Enables rapid conversion from floating-point to fixed-point representation, allowing quick trials and evaluations. Quantization-Aware Training (QAT) \u2013 Optimizes models during training to minimize accuracy loss, ensuring near-zero degradation in precision. These techniques enhance efficiency while maintaining model performance. Optimize The model compiler automatically optimizes execution by applying techniques such as kernel and feature map splitting, vertical and horizontal layer fusion, and instruction grouping and scheduling. These enhancements: Increase parallelism \u2013 Boost data and instruction efficiency for faster processing. Reduce external memory access \u2013 Minimizing memory visits lowers latency and power consumption. Enhance computational efficiency \u2013 Streamlining execution ensures optimal performance on hardware accelerators. Deploy The SDK provides comprehensive documentation, reference sample applications, and pre-implemented algorithms tailored for automotive use cases. It accelerates software deployment by offering: Extensive Documentation \u2013 Detailed guides for seamless integration. Reference Samples \u2013 Ready-to-use applications for rapid development. Algorithm Implementations \u2013 Optimized solutions for automotive AI and automation. Two quantization methods are supported: Post-Training Quantization (PTQ) \u2013 Enables rapid conversion from floating-point to fixed-point representation, allowing quick trials and evaluations. Quantization-Aware Training (QAT) \u2013 Optimizes models during training to minimize accuracy loss, ensuring near-zero degradation in precision. These techniques enhance efficiency while maintaining model performance. The model compiler automatically optimizes execution by applying techniques such as kernel and feature map splitting, vertical and horizontal layer fusion, and instruction grouping and scheduling. These enhancements: Increase parallelism \u2013 Boost data and instruction efficiency for faster processing. Reduce external memory access \u2013 Minimizing memory visits lowers latency and power consumption. Enhance computational efficiency \u2013 Streamlining execution ensures optimal performance on hardware accelerators. The SDK provides comprehensive documentation, reference sample applications, and pre-implemented algorithms tailored for automotive use cases. It accelerates software deployment by offering: Extensive Documentation \u2013 Detailed guides for seamless integration. Reference Samples \u2013 Ready-to-use applications for rapid development. Algorithm Implementations \u2013 Optimized solutions for automotive AI and automation. TogetheROS A Set of Safe, Simple and Easy-to-use Smart DrivingEmbedded Middleware TogetheROS Auto Application Development Suite The TROS.A Automotive Development Suite provides a safe, reliable, open, and user-friendly software environment for efficient development, integration, and testing on Journey solutions. Key Features: Comprehensive Framework &amp; Services \u2013 Supports seamless application development with built-in tools. Example Applications &amp; Verification Toolset \u2013 Accelerates development with pre-built samples and robust testing capabilities. Standardized Interfaces &amp; Protocols \u2013 Ensures compatibility with third-party software components for smooth integration. Contact Us &#8220;Enhancing Safety and Quality of Life with Smart Driving Vehicles.&#8221;\u200b &#8220;Exploring Our Journey Together&#8221; Contact Us<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"inline_featured_image":false,"footnotes":""},"class_list":["post-7421","page","type-page","status-publish","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/silicongate.tech\/index.php\/wp-json\/wp\/v2\/pages\/7421","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/silicongate.tech\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/silicongate.tech\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/silicongate.tech\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/silicongate.tech\/index.php\/wp-json\/wp\/v2\/comments?post=7421"}],"version-history":[{"count":112,"href":"https:\/\/silicongate.tech\/index.php\/wp-json\/wp\/v2\/pages\/7421\/revisions"}],"predecessor-version":[{"id":8566,"href":"https:\/\/silicongate.tech\/index.php\/wp-json\/wp\/v2\/pages\/7421\/revisions\/8566"}],"wp:attachment":[{"href":"https:\/\/silicongate.tech\/index.php\/wp-json\/wp\/v2\/media?parent=7421"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}