{"id":4151,"date":"2024-04-23T10:04:41","date_gmt":"2024-04-23T02:04:41","guid":{"rendered":"https:\/\/www.edge-core.com\/download\/enterprise-sonic-distribution-datasheet-by-edgecore-2\/"},"modified":"2026-02-11T09:24:14","modified_gmt":"2026-02-11T01:24:14","slug":"ai-ml-white-paper","status":"publish","type":"wpdmpro","link":"https:\/\/www.edge-core.com\/jp\/download\/ai-ml-white-paper\/","title":{"rendered":"AI\/ML \u30db\u30ef\u30a4\u30c8\u30da\u30fc\u30d1\u30fc"},"content":{"rendered":"<p><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-1 fusion-flex-container has-pattern-background has-mask-background fusion-parallax-none nonhundred-percent-fullwidth non-hundred-percent-height-scrolling lazyload fusion-animated\" style=\"--awb-border-sizes-top:0px;--awb-border-sizes-bottom:0px;--awb-border-sizes-left:0px;--awb-border-sizes-right:0px;--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-top:0x;--awb-padding-right:60px;--awb-padding-bottom:0px;--awb-padding-left:60px;--awb-padding-top-small:16vw;--awb-padding-right-small:15px;--awb-padding-left-small:15px;--awb-margin-top:0px;--awb-margin-bottom:80px;--awb-margin-bottom-medium:145px;--awb-background-size:cover;--awb-flex-wrap:wrap;\" data-bg=\"https:\/\/www.edge-core.com\/wp-content\/uploads\/2024\/04\/bg-whitepaper.jpg\" data-animationtype=\"fadeInLeft\" data-animationduration=\"2.0\" data-animationoffset=\"top-into-view\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:1320.8px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-0 fusion_builder_column_3_4 3_4 fusion-flex-column\" style=\"--awb-padding-top:115px;--awb-padding-right:85px;--awb-padding-bottom:65px;--awb-padding-left:85px;--awb-padding-top-small:25px;--awb-padding-right-small:25px;--awb-padding-bottom-small:25px;--awb-padding-left-small:25px;--awb-bg-image:linear-gradient(180deg, rgba(26,26,26,0.51) 27%,var(--awb-color8) 70%);--awb-bg-size:cover;--awb-width-large:75%;--awb-margin-top-large:0px;--awb-spacing-right-large:2.56%;--awb-margin-bottom-large:-65px;--awb-spacing-left-large:2.56%;--awb-width-medium:75%;--awb-order-medium:0;--awb-spacing-right-medium:2.56%;--awb-spacing-left-medium:2.56%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\" data-scroll-devices=\"small-visibility,medium-visibility,large-visibility\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-1 fusion-sep-none fusion-title-highlight fusion-animate-loop fusion-highlight-underline_zigzag fusion-title-size-three\" style=\"--awb-text-color:var(--awb-color1);--awb-highlight-color:var(--awb-color2);--awb-margin-top:0px;--awb-margin-bottom:15px;--awb-margin-top-small:0px;--awb-margin-right-small:0px;--awb-margin-bottom-small:20px;--awb-margin-left-small:0px;\" data-highlight=\"underline_zigzag\"><h3 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\"><span class=\"fusion-highlighted-text-prefix\"><\/span> <span class=\"fusion-highlighted-text-wrapper\"><span class=\"fusion-highlighted-text\">\u767d\u66f8<\/span><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewbox=\"0 0 500 150\" preserveaspectratio=\"none\"><path d=\"M6.1,133.6c0,0,173.4-20.6,328.3-14.5c154.8,6.1,162.2,8.7,162.2,8.7s-262.6-4.9-339.2,13.9 c0,0,113.8-6.1,162.9,6.9\"><\/path><\/svg><\/span> <span class=\"fusion-highlighted-text-postfix\"><\/span><\/h3><\/div><div class=\"fusion-title title fusion-title-2 fusion-sep-none fusion-title-text fusion-title-size-five\" style=\"--awb-text-color:var(--awb-color1);--awb-margin-top:0px;--awb-margin-bottom:0px;--awb-margin-top-small:0px;--awb-margin-right-small:0px;--awb-margin-bottom-small:20px;--awb-margin-left-small:0px;\"><h5 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">AI\/ML \u30db\u30ef\u30a4\u30c8\u30da\u30fc\u30d1\u30fc<\/h5><\/div><div style=\"text-align:left;\"><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-1 fusion-button-default-span fusion-has-button-gradient\" style=\"--awb-margin-top:10px;--awb-padding-top:5px;--awb-padding-right:25px;--awb-padding-bottom:5px;--awb-padding-left:25px;--button_accent_color:var(--awb-custom_color_2);--button_border_color:var(--awb-color2);--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color4);--button_border_width-top:0px;--button_border_width-right:0px;--button_border_width-bottom:0px;--button_border_width-left:0px;--button_gradient_angle:110deg;--button_gradient_top_color:rgba(255,255,255,0.5);--button_gradient_bottom_color:rgba(240,240,240,0.5);--button_gradient_top_color_hover:hsla(var(--awb-color5-h),calc(var(--awb-color5-s) - 5%),calc(var(--awb-color5-l) - 10%),var(--awb-color5-a));--button_gradient_bottom_color_hover:hsla(var(--awb-color5-h),calc(var(--awb-color5-s) - 5%),calc(var(--awb-color5-l) - 10%),var(--awb-color5-a));--button_font_size:16px;\" target=\"_self\" data-hover=\"icon_slide\" href=\"\/jp\/white-paper\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">\u623b\u308b<\/span><i class=\"fa-chevron-circle-left fas awb-button__icon awb-button__icon--default button-icon-right\" aria-hidden=\"true\"><\/i><\/a><\/div><\/div><\/div><\/div><\/div>\n<div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-2 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-top:20px;--awb-margin-top:20px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:1320.8px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-1 fusion_builder_column_1_3 1_3 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:33.333333333333%;--awb-margin-top-large:0px;--awb-spacing-right-large:5.76%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:5.76%;--awb-width-medium:33.333333333333%;--awb-order-medium:0;--awb-spacing-right-medium:5.76%;--awb-spacing-left-medium:5.76%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-max-width:100%;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-1 hover-type-none\"><img decoding=\"async\" width=\"626\" height=\"878\" title=\"WH-AI-ML\" src=\"https:\/\/www.edge-core.com\/wp-content\/uploads\/2024\/04\/WH-AI-ML.png\" data-orig-src=\"https:\/\/www.edge-core.com\/wp-content\/uploads\/2024\/04\/WH-AI-ML.png\" alt class=\"lazyload img-responsive wp-image-4150\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27626%27%20height%3D%27878%27%20viewBox%3D%270%200%20626%20878%27%3E%3Crect%20width%3D%27626%27%20height%3D%27878%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.edge-core.com\/wp-content\/uploads\/2024\/04\/WH-AI-ML-200x281.png 200w, https:\/\/www.edge-core.com\/wp-content\/uploads\/2024\/04\/WH-AI-ML-400x561.png 400w, https:\/\/www.edge-core.com\/wp-content\/uploads\/2024\/04\/WH-AI-ML-600x842.png 600w, https:\/\/www.edge-core.com\/wp-content\/uploads\/2024\/04\/WH-AI-ML.png 626w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 400px\" \/><\/span><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-2 fusion_builder_column_2_3 2_3 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:66.666666666667%;--awb-margin-top-large:0px;--awb-spacing-right-large:2.88%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:2.88%;--awb-width-medium:66.666666666667%;--awb-order-medium:0;--awb-spacing-right-medium:2.88%;--awb-spacing-left-medium:2.88%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-text fusion-text-1\"><p><strong>\u3042\u306a\u305f\u306e\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f AI\/ML \u30af\u30e9\u30b9\u30bf\u30fc\u306e\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u304b?<\/strong><\/p>\n<p>\u30c7\u30fc\u30bf\u30bb\u30f3\u30bf\u30fc\u304c\u5206\u6563\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306b\u5bfe\u5fdc\u3059\u308b\u305f\u3081\u306b\u6025\u901f\u306b\u62e1\u5f35\u3055\u308c\u308b\u306b\u3064\u308c\u3001\u5f93\u6765\u306e\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3067\u306f\u300c\u30a8\u30ec\u30d5\u30a1\u30f3\u30c8\u30d5\u30ed\u30fc\u300d\u3084\u4e26\u5217\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u306e\u53b3\u3057\u3044\u8981\u6c42\u3092\u6e80\u305f\u305b\u306a\u304f\u306a\u308b\u3053\u3068\u304c\u3088\u304f\u3042\u308a\u307e\u3059\u3002\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30b8\u30e7\u30d6\u304c\u505c\u6ede\u3059\u308b\u304b\u3001\u30c7\u30d7\u30ed\u30a4\u30e1\u30f3\u30c8\u304c\u6210\u529f\u3059\u308b\u304b\u306e\u9055\u3044\u306f\u3001\u591a\u304f\u306e\u5834\u5408\u3001\u30c8\u30e9\u30f3\u30b9\u30dd\u30fc\u30c8\u30d7\u30ed\u30c8\u30b3\u30eb\u306e\u52b9\u7387\u6027\u306b\u5de6\u53f3\u3055\u308c\u307e\u3059\u3002.<\/p>\n<p>\u3053\u306e\u6280\u8853\u30db\u30ef\u30a4\u30c8\u30da\u30fc\u30d1\u30fc\u3067\u306f\u3001, <strong>\"\u300cAI\/ML\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u80cc\u666f\u300d\"<\/strong> RDMA over Converged Ethernet (RoCEv2) \u3092\u7528\u3044\u305f\u9ad8\u6027\u80fd\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u74b0\u5883\u306e\u6700\u9069\u5316\u306b\u95a2\u3059\u308b\u5305\u62ec\u7684\u306a\u30ac\u30a4\u30c9\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u904e\u5ea6\u306e\u30d0\u30c3\u30d5\u30a1\u30b3\u30d4\u30fc\u306b\u3088\u3063\u3066CPU\u306b\u8ca0\u62c5\u3092\u304b\u3051\u308b\u5f93\u6765\u306eTCP\/IP\u30b9\u30bf\u30c3\u30af\u3068\u306f\u7570\u306a\u308a\u3001RDMA\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306f\u300c\u30bc\u30ed\u30b3\u30d4\u30fc\u300d\u3068\u300cOS\u30d0\u30a4\u30d1\u30b9\u300d\u6a5f\u80fd\u3092\u6d3b\u7528\u3057\u3066\u76f4\u63a5\u30e1\u30e2\u30ea\u30a2\u30af\u30bb\u30b9\u3092\u53ef\u80fd\u306b\u3057\u3001\u30ec\u30a4\u30c6\u30f3\u30b7\u3068CPU\u30aa\u30fc\u30d0\u30fc\u30d8\u30c3\u30c9\u3092\u5927\u5e45\u306b\u524a\u6e1b\u3057\u307e\u3059\u3002.<\/p>\n<p>\u4e2d\u306b\u306f\u6b21\u306e\u3088\u3046\u306a\u3082\u306e\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059:<\/p>\n<ul>\n<li><strong>RoCEv2\u306e\u5229\u70b9<\/strong>: \u30eb\u30fc\u30c6\u30a3\u30f3\u30b0\u53ef\u80fd\u6027\u3084\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u72a0\u7272\u306b\u3059\u308b\u3053\u3068\u306a\u304f\u3001RoCEv2 \u304c InfiniBand \u3088\u308a\u3082\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u3067\u30b3\u30b9\u30c8\u52b9\u7387\u306b\u512a\u308c\u305f\u4ee3\u66ff\u624b\u6bb5\u3068\u306a\u308b\u7406\u7531\u3002.<\/li>\n<li><strong>\u30ed\u30b9\u30ec\u30b9\u30a4\u30fc\u30b5\u30cd\u30c3\u30c8\u306e\u5b9f\u73fe<\/strong>: \u30d0\u30fc\u30b9\u30c8\u4e2d\u306e\u30d1\u30b1\u30c3\u30c8\u640d\u5931\u3092\u9632\u3050\u305f\u3081\u306e\u512a\u5148\u30d5\u30ed\u30fc\u5236\u5fa1 (PFC) \u306e\u69cb\u6210\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u307e\u3059\u3002.<\/li>\n<li><strong>\u6df7\u96d1\u7ba1\u7406<\/strong>: \u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u304c\u767a\u751f\u3059\u308b\u524d\u306b\u4f1d\u9001\u901f\u5ea6\u3092\u52d5\u7684\u306b\u8abf\u6574\u3059\u308b\u305f\u3081\u306b\u3001PFC \u3068\u4e00\u7dd2\u306b\u660e\u793a\u7684\u8f3b\u8f33\u901a\u77e5 (ECN) \u3092\u5b9f\u88c5\u3059\u308b\u65b9\u6cd5\u3002.<\/li>\n<\/ul>\n<p>\u5b8c\u5168\u306a\u30ec\u30dd\u30fc\u30c8\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3066\u3001\u6700\u65b0\u306e AI \u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u306b\u5fc5\u8981\u306a\u9ad8\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u3068\u4f4e\u30ec\u30a4\u30c6\u30f3\u30b7\u306b\u5408\u308f\u305b\u3066\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u8abf\u6574\u3059\u308b\u65b9\u6cd5\u3092\u3054\u78ba\u8a8d\u304f\u3060\u3055\u3044\u3002.<\/p>\n<\/div><div style=\"text-align:left;\"><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-2 fusion-button-default-span\" style=\"--awb-margin-top:60px;--awb-margin-bottom:10px;--awb-padding-top:16px;--awb-padding-right:18vw;--awb-padding-bottom:16px;--awb-padding-left:18vw;--button_bevel_color_hover:var(--awb-color4);--button_accent_color:var(--awb-color1);--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color1);--button_border_width-top:0px;--button_border_width-right:0px;--button_border_width-bottom:0px;--button_border_width-left:0px;--button_gradient_top_color:var(--awb-color7);--button_gradient_bottom_color:var(--awb-color7);--button_gradient_top_color_hover:var(--awb-color8);--button_gradient_bottom_color_hover:var(--awb-color8);--button_text_transform:var(--awb-typography3-text-transform);--button_font_size:var(--awb-typography3-font-size);--button_line_height:var(--awb-typography3-line-height);--button_typography-letter-spacing:var(--awb-typography3-letter-spacing);--button_typography-font-family:var(--awb-typography3-font-family);--button_typography-font-weight:var(--awb-typography3-font-weight);--button_typography-font-style:var(--awb-typography3-font-style);\" target=\"_blank\" rel=\"noopener noreferrer\" href=\"https:\/\/hs.edge-core.com\/ai\/ml-white-paper-download-page\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9<\/span><\/a><\/div><\/div><\/div><\/div><\/div><\/p>","protected":false},"excerpt":{"rendered":"<p>RoCEv2 \u3067 AI\/ML \u30af\u30e9\u30b9\u30bf\u30fc\u3092\u6700\u9069\u5316\u3057\u307e\u3059\u3002\u3053\u306e\u30c6\u30af\u30cb\u30ab\u30eb\u30ac\u30a4\u30c9\u3067\u306f\u3001RDMA\u3001PFC\u3001ECN \u304c CPU \u30aa\u30fc\u30d0\u30fc\u30d8\u30c3\u30c9\u3068\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u30b3\u30b9\u30c8\u3092\u524a\u6e1b\u3057\u306a\u304c\u3089\u3001\u9ad8\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u3067\u30ed\u30b9\u30ec\u30b9\u306a\u30a4\u30fc\u30b5\u30cd\u30c3\u30c8\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u5b9f\u73fe\u3059\u308b\u65b9\u6cd5\u3092\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002.<\/p>","protected":false},"author":1,"featured_media":4150,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"__wpdm_changelog":[]},"wpdmcategory":[],"wpdmtag":[525],"class_list":["post-4151","wpdmpro","type-wpdmpro","status-publish","has-post-thumbnail","hentry","wpdmtag-whitepaper"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.edge-core.com\/jp\/wp-json\/wp\/v2\/wpdmpro\/4151","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.edge-core.com\/jp\/wp-json\/wp\/v2\/wpdmpro"}],"about":[{"href":"https:\/\/www.edge-core.com\/jp\/wp-json\/wp\/v2\/types\/wpdmpro"}],"author":[{"embeddable":true,"href":"https:\/\/www.edge-core.com\/jp\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.edge-core.com\/jp\/wp-json\/wp\/v2\/comments?post=4151"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.edge-core.com\/jp\/wp-json\/wp\/v2\/media\/4150"}],"wp:attachment":[{"href":"https:\/\/www.edge-core.com\/jp\/wp-json\/wp\/v2\/media?parent=4151"}],"wp:term":[{"taxonomy":"wpdmcategory","embeddable":true,"href":"https:\/\/www.edge-core.com\/jp\/wp-json\/wp\/v2\/wpdmcategory?post=4151"},{"taxonomy":"wpdmtag","embeddable":true,"href":"https:\/\/www.edge-core.com\/jp\/wp-json\/wp\/v2\/wpdmtag?post=4151"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}