{"id":190884,"date":"2026-04-08T14:28:23","date_gmt":"2026-04-08T21:28:23","guid":{"rendered":"https:\/\/blog.everpuredata.com\/?p=190884"},"modified":"2026-08-11T06:53:33","modified_gmt":"2026-08-11T13:53:33","slug":"up-to-10x-faster-kv-cache-restore-turboquant-meets-flashblade","status":"publish","type":"post","link":"https:\/\/blog.everpuredata.com\/ko\/purely-technical\/up-to-10x-faster-kv-cache-restore-turboquant-meets-flashblade\/","title":{"rendered":"\ucd5c\ub300 10X \ube60\ub978 KV \uce90\uc2dc \ubcf5\uad6c: TurboQuant, \ud50c\ub798\uc2dc\ube14\ub808\uc774\ub4dc(FlashBlade)\ub97c \ub9cc\ub098\ub2e4"},"content":{"rendered":"\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-7387b849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column has-medium-font-size is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:70%\">\n<div class=\"wp-block-group has-border-color has-pure-orange-100-border-color has-primary-background-color has-background is-layout-flow wp-block-group-is-layout-flow\" style=\"border-width:2px;border-top-left-radius:16px;border-top-right-radius:16px;border-bottom-left-radius:16px;border-bottom-right-radius:16px;padding-top:30px;padding-right:30px;padding-bottom:30px;padding-left:30px\">\n<h3 class=\"wp-block-heading\" id=\"h-summary\">\uc694\uc57d<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\ud50c\ub798\uc2dc\ube14\ub808\uc774\ub4dc(FlashBlade)\uc758 TurboQuant\ub294 5X \uc555\ucd95\uc73c\ub85c \ucd5c\ub300 10X\ubc30 \ub354 \ube60\ub978 KV \uce90\uc2dc \ubcf5\uc6d0\uc744 \uc81c\uacf5\ud558\uc5ec \uae34 \ucee8\ud14d\uc2a4\ud2b8\uc758 AI \uc6cc\ud06c\ub85c\ub4dc\uc5d0 \ud655\uc7a5 \uac00\ub2a5\ud55c LLM \ucd94\ub860\uc744 \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group pdf-print-hide is-content-justification-right is-nowrap is-layout-flex wp-container-core-group-is-layout-f726d978 wp-block-group-is-layout-flex\"><div class=\"pdfprnt-buttons\"><a href=\"https:\/\/blog.everpuredata.com\/ko\/wp-json\/wp\/v2\/posts\/190884?print=pdf\" class=\"pdfprnt-button pdfprnt-button-pdf\" target=\"_blank\" ><img decoding=\"async\" src=\"https:\/\/blog.everpuredata.com\/wp-content\/plugins\/pdf-print-pro\/images\/pdf.png?1953174090\" alt=\"image_pdf\" title=\"View PDF\" \/><\/a><a href=\"https:\/\/blog.everpuredata.com\/ko\/wp-json\/wp\/v2\/posts\/190884?print=print\" class=\"pdfprnt-button pdfprnt-button-print\" target=\"_blank\" ><img decoding=\"async\" src=\"https:\/\/blog.everpuredata.com\/wp-content\/plugins\/pdf-print-pro\/images\/print.png?245231721\" alt=\"image_print\" title=\"Print Content\" \/><\/a><\/div>\n<\/div>\n\n\n\n<div id=\"CONTENT\" class=\"wp-block-group is-layout-flow wp-block-group-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\uccab <a href=\"https:\/\/blog.everpuredata.com\/purely-technical\/turboquant-compresses-kv-cache-by-5x-does-that-mean-you-need-less-memory\/\">\ubc88\uc9f8 TurboQuant \uac8c\uc2dc\ubb3c<\/a>\uc5d0\uc11c Google Research\uc758 KV \uce90\uc2dc \uc555\ucd95 \uc54c\uace0\ub9ac\uc998\uc5d0 \ub300\ud55c \uc218\ud559\uc744 \uc0b4\ud3b4\ubcf4\uc558\uc2b5\ub2c8\ub2e4. \uc9e7\uc740 \ubc84\uc804: \uc6d0\ub798 FP16 \ub370\uc774\ud130\uc5d0 \ub300\ud574 3\ube44\ud2b8 \uc815\ubc00\ub3c4\ub85c \ucd5c\ub300 5\ubc30\uc758 \uc555\ucd95, \uad50\uc815 \ubd88\ud544\uc694. \uc218\ud559\uc801 \ubd84\uc11d\uc744 \uc6d0\ud55c\ub2e4\uba74 \uc5ec\uae30\uc5d0\uc11c \uc2dc\uc791\ud558\uc138\uc694.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774 \uac8c\uc2dc\ubb3c\uc740 TurboQuant\ub97c Everpure\u2122 <a href=\"https:\/\/www.purestorage.com\/content\/dam\/pdf\/en\/datasheets\/ds-pure-storage-flashblade-s.pdf\">FlashBlade\/\/S<\/a>\u2122 \uc2dc\uc2a4\ud15c \uc704\uc5d0 \uc62c\ub824\ub193\uc73c\uba74 \uc5b4\ub5a4 \uc77c\uc774 \uc77c\uc5b4\ub098\ub294\uc9c0\uc5d0 \ub300\ud55c \uac83\uc785\ub2c8\ub2e4. \uc801\uc808\ud55c \uc2a4\ud1a0\ub9ac\uc9c0 \uc2a4\ud0dd\uc774 \uc5c6\ub294 \uc555\ucd95\uc740 \ub300\ubd80\ubd84\uc758 \uc131\ub2a5\uc744 \uc800\ud558\uc2dc\ud0a4\uae30 \ub54c\ubb38\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ud380\uce58\ub77c\uc778\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1189\" height=\"689\" src=\"https:\/\/blog.everpuredata.com\/wp-content\/uploads\/2026\/03\/KV-Cache-Figure-1.webp\" alt=\"KV &#xCE90;&#xC2DC; &#xADF8;&#xB9BC; 1\" class=\"wp-image-181952\" srcset=\"https:\/\/blog.everpuredata.com\/wp-content\/uploads\/2026\/03\/KV-Cache-Figure-1.webp 1189w, https:\/\/blog.everpuredata.com\/wp-content\/uploads\/2026\/03\/KV-Cache-Figure-1-728x422.webp 728w, https:\/\/blog.everpuredata.com\/wp-content\/uploads\/2026\/03\/KV-Cache-Figure-1-1024x593.webp 1024w, https:\/\/blog.everpuredata.com\/wp-content\/uploads\/2026\/03\/KV-Cache-Figure-1-768x445.webp 768w\" sizes=\"auto, (max-width: 1189px) 100vw, 1189px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><em>\uadf8\ub9bc 1: TQ 3\ube44\ud2b8 + GDS + \ud50c\ub798\uc2dc\ube14\ub808\uc774\ub4dc(FlashBlade) \ub300 FP16 \ud45c\uc900 I\/O\ub97c \uc0ac\uc6a9\ud55c KV \uce90\uc2dc \ubcf5\uad6c \uc2dc\uac04 \ube44\uad50<\/em><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774\ub294 OS \ud398\uc774\uc9c0 \uce90\uc2dc\ub97c \uc6b0\ud68c\ud558\uace0 \uc6d0\uc2dc <a href=\"https:\/\/www.purestorage.com\/products\/unstructured-data-storage.html\">\ud50c\ub798\uc2dc\ube14\ub808\uc774\ub4dc(FlashBlade)<\/a>\u00ae \uc131\ub2a5\uc744 \ubd84\ub9ac<em>O_DIRECT<\/em>\ud558\uae30 \uc704\ud574 \uce21\uc815\ub41c 8\uac1c\uc758 \ub3d9\uc2dc GPU\uc5d0 \ub300\ud55c \ud3c9\uade0 \ubcf5\uad6c \uc2dc\uac04\uc785\ub2c8\ub2e4. vLLM\uacfc \uac19\uc740 \ud504\ub85c\ub355\uc158 \ucd94\ub860 \uc5d4\uc9c4\uc5d0\uc11c\ub294 \uc5d4\uc9c4\uc774 \ud398\uc774\uc9c0 \uce90\uc2f1, \uc0ac\uc804 \ud560\ub2f9\ub41c \ubc84\ud37c \ubc0f \ube44\ub3d9\uae30 I\/O\ub97c \ud1b5\ud574 KV \uce90\uc2dc \uc8fc\uc785\uc744 \ucd5c\uc801\ud654\ud558\uae30 \ub54c\ubb38\uc5d0 \ubaa8\ub4e0 \ud589\uc5d0 \ub300\ud574 \uc808\ub300 \uc2dc\uac04\uc774 \ub354 \ube68\ub77c\uc9d1\ub2c8\ub2e4. \uc0c1\ub300\uc801\uc778 \uc18d\ub3c4 \ud5a5\uc0c1\uc740 \uc911\uc694\ud569\ub2c8\ub2e4. CPU\uac00 \uc5c6\ub294 I\/O \uacbd\ub85c\ub97c \ud1b5\ud574 20% \ub354 \uc801\uc740 \ub370\uc774\ud130\ub97c \uc774\ub3d9\ud558\ub294 \ubb3c\ub9ac\ud559\uc740 \uc5d4\uc9c4\uc774 \ub354 \ube68\ub77c\uc9c8 \ub54c \ubcc0\uacbd\ub418\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774\ub97c \uc5fc\ub450\uc5d0 \ub450\uace0 \ube44\uc728\uc5d0 \uc9d1\uc911\ud558\uc138\uc694. \ucee8\ud14d\uc2a4\ud2b8\uac00 \uc99d\uac00\ud568\uc5d0 \ub530\ub77c, \uc555\ucd95\ub418\uc9c0 \uc54a\uc740 \ubcf5\uc6d0 \uc2dc\uac04\uc774 \ud48d\uc120\ucc98\ub7fc \uae38\uc5b4\uc9c0\uace0, GPU \uc9c1\uc811 \uc2a4\ud1a0\ub9ac\uc9c0(GDS)\uac00 \ud0d1\uc7ac\ub41c TurboQuant(TQ)\ub294 50K \ud1a0\ud070\uc5d0\uc11c\ub3c4 1\ucd08 \ubbf8\ub9cc\uc758 \uc2dc\uac04\uc744 \uc720\uc9c0\ud569\ub2c8\ub2e4. \ucee8\ud14d\uc2a4\ud2b8\uac00 \uae38\uc218\ub85d \ub354 \ub9ce\uc740 \uc555\ucd95\uc774 \uc774\ub8e8\uc5b4\uc9d1\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uadf8\ub9ac\uace0 \uc774\ub7ec\ud55c \ubca4\uce58\ub9c8\ud06c\ub294 \ucf5c\ub4dc \ud504\ub9ac\ud544\uc774 \uc544\ub2cc \uce90\uc2dc \uc778\uc81d\uc158\uc744 \uce21\uc815\ud569\ub2c8\ub2e4. \uc8fc\uc785\uc740 \ud56d\uc0c1 \uc7ac\uacc4\uc0b0\ubcf4\ub2e4 \ube60\ub985\ub2c8\ub2e4. \ud50c\ub798\uc2dc\ube14\ub808\uc774\ub4dc(FlashBlade)\uc5d0 GDS\uac00 \ud0d1\uc7ac\ub41c TurboQuant\ub294 \ub354 \ube60\ub974\uac8c \uc8fc\uc785\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"TurboQuant Decoded: What Google&amp;apos;s AI Memory Breakthrough Really Means for Enterprise\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/ZygGWSIqu3U?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-where-the-bottleneck-actually-lives\">\ubcd1\ubaa9 \ud604\uc0c1\uc774 \uc2e4\uc81c\ub85c \ubc1c\uc0dd\ud558\ub294 \uacf3<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\uc0ac\uc6a9\uc790\uac00 \ub300\ud654\ub85c \ub3cc\uc544\uac00\uba74, \ucd94\ub860 \uc11c\ubc84\ub294 KV \uce90\uc2dc\ub97c \uc601\uad6c \uc2a4\ud1a0\ub9ac\uc9c0\uc5d0\uc11c GPU \uba54\ubaa8\ub9ac\ub85c \ub2e4\uc2dc \ub85c\ub4dc\ud574\uc57c \uccab \ubc88\uc9f8 \ud1a0\ud070\uc744 \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub54c\ub294 \uc7ac\ubc29\ubb38 \uc0ac\uc6a9\uc790\ub97c \uc704\ud55c \uccab \ubc88\uc9f8 \ud1a0\ud070\uc744 \ub9cc\ub4e4 \ub54c\uc785\ub2c8\ub2e4. \uc57d 500ms \uc774\uc0c1\uc758 \ubaa8\ub4e0 \uac83\uc774 \ub290\ub824\uc9c0\uae30 \uc2dc\uc791\ud569\ub2c8\ub2e4. \uadf8\ub798\ud504\ub294 10K \ud1a0\ud070\uc5d0\uc11c 1\ucd08, 30K \ud1a0\ud070\uc5d0\uc11c 3.5\ucd08, 530K \ud1a0\ud070\uc5d0\uc11c 5\ucd08 \uc774\uc0c1 \uae30\uc874 \uacbd\ub85c\uc640 \uac00\uae4c\uc6b4 \uacf3\uc774 \uc5c6\uc74c\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e450K. \ucee8\ud14d\uc2a4\ud2b8\uac00 \uc99d\uac00\ud568\uc5d0 \ub530\ub77c \ubb38\uc81c\uac00 \uc545\ud654\ub418\uace0 \ub3d9\uc2dc \uc0ac\uc6a9\uc790\ub3c4 \uc5ec\uc804\ud788 \uc545\ud654\ub429\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ubcd1\ubaa9 \ud604\uc0c1\uc740 \uc2a4\ud1a0\ub9ac\uc9c0\uac00 \uc544\ub2d9\ub2c8\ub2e4. \uc774\uac83\uc774 \ubc14\ub85c \uae38\uc785\ub2c8\ub2e4. \uae30\uc874 \ubcf5\uc6d0\uc740 CPU\ub97c \ubc14\uc774\ud2b8\ub2f9 \uc911\uac04\uc5d0 \ub461\ub2c8\ub2e4. \uc2a4\ud1a0\ub9ac\uc9c0\ub294 CPU \uba54\ubaa8\ub9ac\ub85c \ud310\ub3c5\ud558\uace0, CPU\ub294 DMA\ub97c \uad00\ub9ac\ud558\uba70, CPU\ub294 PCIe\ub97c \ud1b5\ud574 \uc774\ub97c GPU \uba54\ubaa8\ub9ac\ub85c \ubcf5\uc0ac\ud569\ub2c8\ub2e4. \ud55c \ubc88\uc5d0 \ud55c \uc138\uc158\uc529 \uc9c4\ud589\ud574\ub3c4 \uad1c\ucc2e\uc2b5\ub2c8\ub2e4. 8\uac1c\uc758 GPU\ub97c \ub3d9\uc2dc\uc5d0 \ubcf5\uad6c\ud558\ub294 \uacbd\uc6b0, CPU\ub294 \ud558\ub098\uc758 \uacf5\uc720 \uba54\ubaa8\ub9ac \uc11c\ube0c\uc2dc\uc2a4\ud15c\uc744 \ud1b5\ud574 8\ubcf5\uc81c \ubd84\ub7c9\uc758 \uc791\uc5c5\uc744 \uc218\ud589\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uc218\uc815\uc740 CPU \uc18d\ub3c4 \ud5a5\uc0c1\uc774 \uc544\ub2d9\ub2c8\ub2e4. CPU\ub97c \uc644\uc804\ud788 \uc81c\uac70\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-gpu-direct-storage-removes-the-cpu-entirely\">GPU \ub2e4\uc774\ub809\ud2b8 \uc2a4\ud1a0\ub9ac\uc9c0\ub294 CPU\ub97c \uc644\uc804\ud788 \uc81c\uac70\ud569\ub2c8\ub2e4.<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>GPU \uc9c1\uc811 \uc2a4\ud1a0\ub9ac\uc9c0(GDS)<\/strong>\ub294 \ub370\uc774\ud130 \uacbd\ub85c\ub97c \ub2e4\uc74c\uacfc \uac19\uc774 \ubcc0\uacbd\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><em>\uc2a4\ud1a0\ub9ac\uc9c0 \u2192 CPU \uba54\ubaa8\ub9ac \u2192 GPU \uba54\ubaa8\ub9ac<\/em>\u00a0<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">to:\u00a0<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><em>\uc2a4\ud1a0\ub9ac\uc9c0 \u2192 GPU \uba54\ubaa8\ub9ac<\/em>(RDMA\ub97c \ud1b5\ud574 \uc9c1\uc811)<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">CPU\uac00 \uad00\uc5ec\ud558\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4. \ud50c\ub798\uc2dc\ube14\ub808\uc774\ub4dc(FlashBlade) \uc2dc\uc2a4\ud15c\uc740 GPU HBM\uc5d0 \uc9c1\uc811 \uc4f0\uace0, GPU\ub294 \uc555\ucd95 \ud574\uc81c\ub97c \ucc98\ub9ac\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">GDS\uac00 \uc5c6\ub294 \uc555\ucd95\uc740 SUV\ub97c \uc2a4\ud3ec\uce20\uce74\ub85c \uad50\ud658\ud55c \ud6c4 \ub3d9\uc77c\ud55c \uadf8\ub9ac\ub4dc\ub85c \uace0\uc815\ub41c \uace0\uc18d\ub3c4\ub85c\ub97c \uc774\uc6a9\ud558\ub294 \uac83\uacfc \uac19\uc2b5\ub2c8\ub2e4. \ucc28\ub7c9\uc740 \ub354 \uc791\uc9c0\ub9cc \uc5ec\uc804\ud788 \uac19\uc740 \uad50\ud1b5 \uc0c1\ud669\uc5d0 \ucc98\ud574 \uc788\uc2b5\ub2c8\ub2e4. GDS\ub294 \uc2a4\ud3ec\uce20\uce74\uac00 \uadf8\ub9ac\ub4dc\ub77d\uc73c\ub85c \uc9d1\uc5c5\ud560 \uc218 \uc788\ub294 \uace0\uc18d \ucc28\uc120\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">TurboQuant \ubc0f GDS\ub97c \uc0ac\uc6a9\ud558\uba74 \ubcf5\uad6c \uacbd\ub85c\uac00 \ub2e4\uc74c\uacfc \uac19\uc774 \ub429\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\ud50c\ub798\uc2dc\ube14\ub808\uc774\ub4dc(FlashBlade)(RDMA) \u2192 GPU \uba54\ubaa8\ub9ac \u2192 GPU \uc555\ucd95 \ud574\uc81c<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">30K \ud1a0\ud070\uc5d0\uc11c\ub294 \uc138\uc158\ub2f9 349.5MB\ub9cc\uc774 \uc640\uc774\uc5b4\ub97c \ud1b5\ud574 \uc774\ub3d9\ud569\ub2c8\ub2e4(FP16\uc758 1.72GB\uc5d0\uc11c \uc555\ucd95\ub41c 3\ube44\ud2b8 \uc778\ub371\uc2a4, \uaddc\ubc94, \ud68c\uc804 \ub9e4\ud2b8\ub9ad\uc2a4 \ubc0f \ucf54\ub4dc\ubd81 \uac10\uc18c). GPU \uba54\ubaa8\ub9ac\uc5d0 \uc9c1\uc811 \ub4e4\uc5b4\uc635\ub2c8\ub2e4. GPU\ub294 3\ube44\ud2b8 \uc778\ub371\uc2a4\uc758 \uc555\ucd95\uc744 \ud480\uace0 \uc5ed\ud68c\uc804\uc744 \ubc00\ub9ac\ucd08 \ubbf8\ub9cc\uc758 \uc2dc\uac04\uc73c\ub85c \uc801\uc6a9\ud569\ub2c8\ub2e4. \ube44\ud2b8 \uc870\uc791\uacfc \ub9e4\ud2b8\ub9ad\uc2a4 \uacf1\uc148\uc740 \ub300\uaddc\ubaa8 \ubcd1\ub82c \ud504\ub85c\uc138\uc11c\uac00 \uc124\uacc4\ud55c \uac83\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">8\uac1c\uc758 GPU\uc5d0 \uac78\uce5c \ucd1d \uc77d\uae30 \ub300\uc5ed\ud3ed\uc740<\/p>\n\n\n<div class=\"kb-table-container kb-table-container181951_b0d104-b1 wp-block-kadence-table\"><table class=\"kb-table kb-table181951_b0d104-b1\">\n<tr class=\"kb-table-row kb-table-row181951_362516-6f\">\n<th class=\"kb-table-data kb-table-data181951_127938-c7\">\n\n<p class=\"wp-block-paragraph\">\uad6c\uc131<\/p>\n\n<\/th>\n\n<th class=\"kb-table-data kb-table-data181951_56bbc1-48\">\n\n<p class=\"wp-block-paragraph\">10K \ud1a0\ud070<\/p>\n\n<\/th>\n\n<th class=\"kb-table-data kb-table-data181951_59f557-8d\">\n\n<p class=\"wp-block-paragraph\">30K \ud1a0\ud070<\/p>\n\n<\/th>\n\n<th class=\"kb-table-data kb-table-data181951_d3c643-38\">\n\n<p class=\"wp-block-paragraph\">50K \ud1a0\ud070<\/p>\n\n<\/th>\n<\/tr>\n\n<tr class=\"kb-table-row kb-table-row181951_347744-49\">\n<td class=\"kb-table-data kb-table-data181951_e98872-da\">\n\n<p class=\"wp-block-paragraph\">FP16, \ud45c\uc900 I\/O<\/p>\n\n<\/td>\n\n<td class=\"kb-table-data kb-table-data181951_a92e94-4a\">\n\n<p class=\"wp-block-paragraph\">4.19GB\/s<\/p>\n\n<\/td>\n\n<td class=\"kb-table-data kb-table-data181951_872ef6-00\">\n\n<p class=\"wp-block-paragraph\">3.28GB\/s<\/p>\n\n<\/td>\n\n<td class=\"kb-table-data kb-table-data181951_c54b26-b9\">\n\n<p class=\"wp-block-paragraph\">4.22GB\/s<\/p>\n\n<\/td>\n<\/tr>\n\n<tr class=\"kb-table-row kb-table-row181951_caf981-9d\">\n<td class=\"kb-table-data kb-table-data181951_85a020-48\">\n\n<p class=\"wp-block-paragraph\"><strong>TQ 3\ube44\ud2b8 + GDS<\/strong><\/p>\n\n<\/td>\n\n<td class=\"kb-table-data kb-table-data181951_034c06-f5\">\n\n<p class=\"wp-block-paragraph\"><strong>7.11GB\/s<\/strong><\/p>\n\n<\/td>\n\n<td class=\"kb-table-data kb-table-data181951_53173e-b7\">\n\n<p class=\"wp-block-paragraph\"><strong>8.13GB\/s<\/strong><\/p>\n\n<\/td>\n\n<td class=\"kb-table-data kb-table-data181951_992008-00\">\n\n<p class=\"wp-block-paragraph\"><strong>7.53GB\/s<\/strong><\/p>\n\n<\/td>\n<\/tr>\n<\/table><\/div>\n\n\n<p class=\"wp-block-paragraph\">TurboQuant with GDS\ub294 \uc804\uccb4 \ub370\uc774\ud130\ub97c 5X \uc801\uac8c \uc77d\uc74c\uc5d0\ub3c4 \ubd88\uad6c\ud558\uace0 \ubaa8\ub4e0 \ucee8\ud14d\uc2a4\ud2b8 \uae38\uc774\uc5d0\uc11c \ub2e4\ub978 \uad6c\uc131\ubcf4\ub2e4 \ub192\uc740 \uc9d1\uacc4 \uc77d\uae30 \ub300\uc5ed\ud3ed\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uac01 GPU\ub294 \ucee8\ud14d\uc2a4\ud2b8 \uae38\uc774\uc5d0 \uad00\uacc4\uc5c6\uc774 \uc790\uccb4 GDS\/RDMA \uc5f0\uacb0\uc744 \ud1b5\ud574 \uc57d 900~1,000MB\/s\ub97c \uc77c\uad00\ub418\uac8c \uc720\uc9c0\ud569\ub2c8\ub2e4. \ud50c\ub798\uc2dc\ube14\ub808\uc774\ub4dc(FlashBlade) \uc2dc\uc2a4\ud15c\uc740 GPU\uac00 \uc218\uc6a9\ud560 \uc218 \uc788\ub294 \uc18d\ub3c4\ub9cc\ud07c \ub370\uc774\ud130\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-what-we-measured\">\uce21\uc815 \ub0b4\uc6a9<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\ubca4\uce58\ub9c8\ud06c\ub294 NFS \uae30\ubc18\uc758 Everpure \ud50c\ub798\uc2dc\ube14\ub808\uc774\ub4dc(FlashBlade)\uc5d0 \uc5f0\uacb0\ub41c 8\uac1c\uc758 A100-40GB GPU\uc640 RDMA\ub97c \ud0d1\uc7ac\ud55c NVIDIA DGX \uc2dc\uc2a4\ud15c\uc5d0\uc11c \uc2e4\ud589\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \ubaa8\ub378\uc740 Qwen2.5-7B-Instruct\ub85c, \ud5e4\ub4dc \uce58\uc218\uac00 128\uc778 TurboQuant\uc5d0 \uc911\uc694\ud55c \ucc28\uc6d0\uc785\ub2c8\ub2e4. \uc774\ub294 \uce58\uc218\uac00 \uc99d\uac00\ud568\uc5d0 \ub530\ub77c \uc54c\uace0\ub9ac\uc998 \uc791\uc5c5\uc744 \ub354 \uac15\ud558\uac8c \ub9cc\ub4dc\ub294 \uce21\uc815 \ud604\uc0c1\uc758 \ub18d\ub3c4\uac00 \ub192\uc544\uc9c0\uae30 \ub54c\ubb38\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">KV \uce90\uc2dc \ud06c\uae30\ub294 \uc77c\uad00\ub41c 4.9\ubc30 \uac10\uc18c\ub85c \ucee8\ud14d\uc2a4\ud2b8 \uae38\uc774\uc5d0 \ub530\ub77c \uc120\ud615\uc73c\ub85c \ud655\uc7a5\ub429\ub2c8\ub2e4.<\/p>\n\n\n<div class=\"kb-table-container kb-table-container181951_c08a9a-9b wp-block-kadence-table\"><table class=\"kb-table kb-table181951_c08a9a-9b\">\n<tr class=\"kb-table-row kb-table-row181951_7d7f0c-27\">\n<th class=\"kb-table-data kb-table-data181951_8dcf58-b3\">\n\n<p class=\"wp-block-paragraph\">\ucee8\ud14d\uc2a4\ud2b8 \uae38\uc774<\/p>\n\n<\/th>\n\n<th class=\"kb-table-data kb-table-data181951_eab7c8-76\">\n\n<p class=\"wp-block-paragraph\">FP16 KV \uce90\uc2dc \ud06c\uae30<\/p>\n\n<\/th>\n\n<th class=\"kb-table-data kb-table-data181951_d639e2-9a\">\n\n<p class=\"wp-block-paragraph\">TQ 3\ube44\ud2b8 \uc555\ucd95<\/p>\n\n<\/th>\n<\/tr>\n\n<tr class=\"kb-table-row kb-table-row181951_980e6c-09\">\n<td class=\"kb-table-data kb-table-data181951_533c50-0a\">\n\n<p class=\"wp-block-paragraph\">10K \ud1a0\ud070<\/p>\n\n<\/td>\n\n<td class=\"kb-table-data kb-table-data181951_fe8bb7-d9\">\n\n<p class=\"wp-block-paragraph\">573MB<\/p>\n\n<\/td>\n\n<td class=\"kb-table-data kb-table-data181951_fcd144-83\">\n\n<p class=\"wp-block-paragraph\">116.5MB<\/p>\n\n<\/td>\n<\/tr>\n\n<tr class=\"kb-table-row kb-table-row181951_9be13f-2f\">\n<td class=\"kb-table-data kb-table-data181951_538d51-5e\">\n\n<p class=\"wp-block-paragraph\">30K \ud1a0\ud070<\/p>\n\n<\/td>\n\n<td class=\"kb-table-data kb-table-data181951_02498d-54\">\n\n<p class=\"wp-block-paragraph\">1.72GB<\/p>\n\n<\/td>\n\n<td class=\"kb-table-data kb-table-data181951_a3b44b-3d\">\n\n<p class=\"wp-block-paragraph\">349.5MB<\/p>\n\n<\/td>\n<\/tr>\n\n<tr class=\"kb-table-row kb-table-row181951_8a2977-5e\">\n<td class=\"kb-table-data kb-table-data181951_86f937-29\">\n\n<p class=\"wp-block-paragraph\">50K \ud1a0\ud070<\/p>\n\n<\/td>\n\n<td class=\"kb-table-data kb-table-data181951_a1d169-bc\">\n\n<p class=\"wp-block-paragraph\">2.87GB<\/p>\n\n<\/td>\n\n<td class=\"kb-table-data kb-table-data181951_1fb219-63\">\n\n<p class=\"wp-block-paragraph\">582.4MB<\/p>\n\n<\/td>\n<\/tr>\n<\/table><\/div>\n\n\n<p class=\"wp-block-paragraph\">\uac01 \ubca4\uce58\ub9c8\ud06c\ub294 \ub3c5\ub9bd\uc801\uc778 \uccb4\ud06c\ud3ec\uc778\ud2b8 \ubc0f \ubcf5\uad6c \uc8fc\uae30\ub97c \uc218\ud589\ud558\ub294 8\uba85\uc758 \ub3d9\uc2dc GPU \uc791\uc5c5\uc790\ub97c \uc6b4\uc601\ud588\uc2b5\ub2c8\ub2e4. \uc774\uac83\uc774 \ubc14\ub85c \ud504\ub85c\ub355\uc158\uc758 \ubaa8\uc2b5\uc774\uae30 \ub54c\ubb38\uc785\ub2c8\ub2e4. \ud55c \ubc88\uc5d0 \ud55c \uc138\uc158\uc529 \uccb4\ud06c\ud3ec\uc778\ud2b8\ub97c \ud558\ub294 \uc0ac\ub78c\uc740 \uc5c6\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-writes-are-predictable-reads-are-the-win\">\uc4f0\uae30\ub294 \uc608\uce21 \uac00\ub2a5\ud558\uba70 \uc77d\uae30\ub294 \uc131\uacf5\uc785\ub2c8\ub2e4.<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\uccb4\ud06c\ud3ec\uc778\ud2b8(\uc4f0\uae30) \uc131\ub2a5\uc740 \ubaa8\ub4e0 \uad6c\uc131\uc5d0\uc11c \uc77c\uad00\uc801\uc774\uc5c8\uc2b5\ub2c8\ub2e4. \uc791\uc5c5\uc790\ub2f9 \uc4f0\uae30 \uc2dc\uac04\uc740 \ub0ae\uc740 \ucc28\uc774\ub97c \ubcf4\uc600\uc73c\uba70, \uc774\ub294 \ud50c\ub798\uc2dc\ube14\ub808\uc774\ub4dc(FlashBlade) \uc2dc\uc2a4\ud15c\uc774 8\uba85\uc758 \ub3d9\uc2dc \uc791\uc131\uc790\ub97c \uc6d0\ud65c\ud558\uac8c \ucc98\ub9ac\ud588\uc74c\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ube44\ub300\uce6d\uc740 \uc911\uc694\ud569\ub2c8\ub2e4. \ud504\ub85c\ub355\uc158 \ud658\uacbd\uc5d0\uc11c \uccb4\ud06c\ud3ec\uc778\ud2b8\ub294 \uc4f0\uae30 \uc791\uc5c5\uc774 \ud55c \ubc88\uc774\uba70 \uc77d\uae30 \uc791\uc5c5\uc774 \ub9ce\uc2b5\ub2c8\ub2e4. \uc138\uc158\uc774 \uc720\ud734 \uc0c1\ud0dc\uac00 \ub418\uba74 \uccb4\ud06c\ud3ec\uc778\ud2b8\ub97c \ud655\uc778\ud558\uace0, \uc0ac\uc6a9\uc790\uac00 \ub2e4\uc2dc \ub3cc\uc544\uc624\uba74 \ubcf5\uad6c\ud569\ub2c8\ub2e4. \uc77d\uae30 \uc18d\ub3c4\uac00 8~10\ubc30 \ub354 \ube68\ub77c\uc9c0\ub294 \ub300\uc2e0 \uc4f0\uae30 \uc18d\ub3c4\uac00 \uc57d\uac04 \ub290\ub824\uc9c0\ub294 \uac83\uc740 \ub9e4\ubc88 \ubc1c\uc0dd\ud558\ub294 \uc808\ucda9\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-100-token-accuracy-after-migration\">\ub9c8\uc774\uadf8\ub808\uc774\uc158 \ud6c4 100% \ud1a0\ud070 \uc815\ud655\ub3c4<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\ube60\ub978 \ubcf5\uad6c\ub294 \ubaa8\ub378\uc774 \ub098\uc911\uc5d0 \ub2e4\ub978 \ud1a0\ud070\uc744 \uc0dd\uc131\ud558\ub294\uc9c0 \uc5ec\ubd80\uc640\ub294 \uc0c1\uad00 \uc5c6\uc2b5\ub2c8\ub2e4. \ub530\ub77c\uc11c 50,000\uac1c\uc758 \ucee8\ud14d\uc2a4\ud2b8 \ud1a0\ud070\uc73c\ub85c \uc804\uccb4 \uc138\uc158 \ub9c8\uc774\uadf8\ub808\uc774\uc158\uc744 \uc0ac\uc6a9\ud558\uc5ec \uac00\uc7a5 \uc5c4\uaca9\ud55c \ud14c\uc2a4\ud2b8\ub97c \uc218\ud589\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">GPU 0\uc740 3\ube44\ud2b8 TurboQuant\ub97c \uc0ac\uc6a9\ud558\uc5ec 2.87GB KV \uce90\uc2dc\ub97c \uc555\ucd95\ud558\uace0, \ud50c\ub798\uc2dc\ube14\ub808\uc774\ub4dc(FlashBlade)\uc5d0 \uc4f0\uace0, \uc555\ucd95\ub41c \ub370\uc774\ud130\ub97c \ub2e4\uc2dc \uc77d\uace0, \uc555\ucd95 \ud574\uc81c\ud558\uace0, GPU 1\uc5d0 \ub85c\ub4dc\ud569\ub2c8\ub2e4. \uadf8\ub7f0 \ub2e4\uc74c, \uc774 \ubaa8\ub378\uc740 \uad50\uc0ac\uac00 \uc2dc\ud589\ud558\ub294 \ud3c9\uac00\ub97c \ud1b5\ud574 50\uac1c\uc758 \ud1a0\ud070\uc744 \uc0dd\uc131\ud558\uace0, \uac01 \uc608\uce21\ub41c \ud1a0\ud070\uc744 \uc6d0\ub798 \ube44\uc555\ucd95 \uce90\uc2dc\uc758 \uc2e4\uc81c \uc0ac\uc2e4\uacfc \ube44\uad50\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uadf8 \uacb0\uacfc, 50\uac1c\uc758 \ud1a0\ud070 \uc911 50\uac1c\uac00 \uc77c\uce58\ud588\uc2b5\ub2c8\ub2e4. 100% Top-1 \uc815\ud655\ub3c4. \uc555\ucd95 \ubc0f \ub9c8\uc774\uadf8\ub808\uc774\uc158\ub41c \ubaa8\ub378\uc740 \uc6d0\ubcf8\uacfc \uc815\ud655\ud788 \ub3d9\uc77c\ud55c \ucd9c\ub825\uc744 \uc0dd\uc131\ud588\uc2b5\ub2c8\ub2e4. \uc774\ub294 \uadfc\uc0ac\uce58\uac00 \uc544\ub2d9\ub2c8\ub2e4. \uc608\uce21\ub41c \ubaa8\ub4e0 \ud1a0\ud070\uc740 \ub3d9\uc77c\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-not-just-3-bit-tuning-the-quality-size-trade-off\">\ub2e8\uc21c\ud55c 3\ube44\ud2b8\uac00 \uc544\ub2d9\ub2c8\ub2e4. \ud488\uc9c8\/\ud06c\uae30 \uade0\ud615 \uc870\uc815<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">TurboQuant\ub294 \uc0ac\uc6a9\uc790\ub97c \ub2e8\uc77c \uc555\ucd95 \ub808\ubca8\ub85c \uace0\uc815\ud558\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4. \uc54c\uace0\ub9ac\uc998\uc740 \ud5e4\ub4dc\ub2f9 128\uac1c\uc758 \ucc44\ub110\uc744 \ubd84\uc0b0\ubcc4\ub85c \ub450 \uadf8\ub8f9\uc73c\ub85c \ubd84\ud560\ud558\ub294 \ud63c\ud569 \uc815\ubc00\ub3c4 \ubaa8\ub4dc\ub97c \uc9c0\uc6d0\ud558\uc5ec \ub192\uc740 \ube44\ud2b8 \ud3ed\uc5d0\uc11c \uace0\uac00\ubcc0(\uc774\uc0c1\uce58) \ucc44\ub110\uc744, \ub0ae\uc740 \ube44\ud2b8 \ud3ed\uc5d0\uc11c REST \ucc44\ub110\uc744 \uc815\ub7c9\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ud6a8\uc728\uc801\uc778 \ube44\ud2b8 \uc804\uc1a1\ub960\uacfc \ubbf8\uc138\ud55c \uc81c\uc5b4\uac00 \uac00\ub2a5\ud574 \uc9c8 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<div class=\"kb-table-container kb-table-container181951_a6e641-5c wp-block-kadence-table\"><table class=\"kb-table kb-table181951_a6e641-5c\">\n<tr class=\"kb-table-row kb-table-row181951_808a5d-ea\">\n<th class=\"kb-table-data kb-table-data181951_e5bf0e-06\">\n\n<p class=\"wp-block-paragraph\">\ud6a8\uacfc\uc801\uc778 \ube44\ud2b8<\/p>\n\n<\/th>\n\n<th class=\"kb-table-data kb-table-data181951_ab2724-36\">\n\n<p class=\"wp-block-paragraph\">\uc555\ucd95\ub960<\/p>\n\n<\/th>\n\n<th class=\"kb-table-data kb-table-data181951_89a198-7b\">\n\n<p class=\"wp-block-paragraph\">\ucf54\uc0ac\uc778 \uc720\uc0ac\uc131<\/p>\n\n<\/th>\n\n<th class=\"kb-table-data kb-table-data181951_22c1a9-eb\">\n\n<p class=\"wp-block-paragraph\">TB\ub2f9 \uc138\uc158(10K \ud1a0\ud070)<\/p>\n\n<\/th>\n<\/tr>\n\n<tr class=\"kb-table-row kb-table-row181951_e07153-f2\">\n<td class=\"kb-table-data kb-table-data181951_8aa9bb-a0\">\n\n<p class=\"wp-block-paragraph\">FP16(\ubca0\uc774\uc2a4\ub77c\uc778)<\/p>\n\n<\/td>\n\n<td class=\"kb-table-data kb-table-data181951_55d6f7-ec\">\n\n<p class=\"wp-block-paragraph\">1.0x<\/p>\n\n<\/td>\n\n<td class=\"kb-table-data kb-table-data181951_7e3cc4-2e\">\n\n<p class=\"wp-block-paragraph\">1.000<\/p>\n\n<\/td>\n\n<td class=\"kb-table-data kb-table-data181951_f5c497-d5\">\n\n<p class=\"wp-block-paragraph\">1,743<\/p>\n\n<\/td>\n<\/tr>\n\n<tr class=\"kb-table-row kb-table-row181951_e86eda-c9\">\n<td class=\"kb-table-data kb-table-data181951_c72389-fa\">\n\n<p class=\"wp-block-paragraph\">2.5\ube44\ud2b8<\/p>\n\n<\/td>\n\n<td class=\"kb-table-data kb-table-data181951_df4385-f5\">\n\n<p class=\"wp-block-paragraph\">5.3x<\/p>\n\n<\/td>\n\n<td class=\"kb-table-data kb-table-data181951_49119f-2f\">\n\n<p class=\"wp-block-paragraph\">0.964<\/p>\n\n<\/td>\n\n<td class=\"kb-table-data kb-table-data181951_874c5f-d4\">\n\n<p class=\"wp-block-paragraph\">9,297<\/p>\n\n<\/td>\n<\/tr>\n\n<tr class=\"kb-table-row kb-table-row181951_24bb7f-2b\">\n<td class=\"kb-table-data kb-table-data181951_b95454-cd\">\n\n<p class=\"wp-block-paragraph\">3\ube44\ud2b8<\/p>\n\n<\/td>\n\n<td class=\"kb-table-data kb-table-data181951_80a81d-b9\">\n\n<p class=\"wp-block-paragraph\">4.9x<\/p>\n\n<\/td>\n\n<td class=\"kb-table-data kb-table-data181951_3e2c12-7b\">\n\n<p class=\"wp-block-paragraph\">0.983<\/p>\n\n<\/td>\n\n<td class=\"kb-table-data kb-table-data181951_3d0677-1f\">\n\n<p class=\"wp-block-paragraph\">8,580<\/p>\n\n<\/td>\n<\/tr>\n\n<tr class=\"kb-table-row kb-table-row181951_d54932-2b\">\n<td class=\"kb-table-data kb-table-data181951_64f425-d0\">\n\n<p class=\"wp-block-paragraph\">3.5\ube44\ud2b8<\/p>\n\n<\/td>\n\n<td class=\"kb-table-data kb-table-data181951_e097b2-2c\">\n\n<p class=\"wp-block-paragraph\">4.0x<\/p>\n\n<\/td>\n\n<td class=\"kb-table-data kb-table-data181951_aa54a2-7d\">\n\n<p class=\"wp-block-paragraph\">0.990<\/p>\n\n<\/td>\n\n<td class=\"kb-table-data kb-table-data181951_ab3576-30\">\n\n<p class=\"wp-block-paragraph\">6,973<\/p>\n\n<\/td>\n<\/tr>\n\n<tr class=\"kb-table-row kb-table-row181951_3ff3f5-a8\">\n<td class=\"kb-table-data kb-table-data181951_3a216f-64\">\n\n<p class=\"wp-block-paragraph\">4\ube44\ud2b8<\/p>\n\n<\/td>\n\n<td class=\"kb-table-data kb-table-data181951_ba66e9-56\">\n\n<p class=\"wp-block-paragraph\">3.8x<\/p>\n\n<\/td>\n\n<td class=\"kb-table-data kb-table-data181951_6955e5-aa\">\n\n<p class=\"wp-block-paragraph\">0.995<\/p>\n\n<\/td>\n\n<td class=\"kb-table-data kb-table-data181951_fe7f61-e4\">\n\n<p class=\"wp-block-paragraph\">6,562<\/p>\n\n<\/td>\n<\/tr>\n<\/table><\/div>\n\n\n<p class=\"wp-block-paragraph\">2.5\ube44\ud2b8 \ubaa8\ub4dc\ub294 4\ube44\ud2b8\uc5d0\uc11c 32\uac1c\uc758 \uc774\uc0c1\uce58 \ucc44\ub110\uc744 \uc0ac\uc6a9\ud558\uace0 2\ube44\ud2b8\uc5d0\uc11c \ub098\uba38\uc9c0 96\uac1c\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc88c\ud45c\ub2f9 2.5\ube44\ud2b8\uc758 \uc720\ud6a8 \uc18d\ub3c4\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4. 3.5\ube44\ud2b8 \ubaa8\ub4dc\ub294 5\ube44\ud2b8\uc5d0\uc11c 32\ucc44\ub110, 3\ube44\ud2b8\uc5d0\uc11c REST \ucc44\ub110\uc744 \uc9c0\uc6d0\ud569\ub2c8\ub2e4. \uac01 \ud558\uc704 \uacf5\uac04\uc740 \uc801\uc808\ud55c \ucc28\uc6d0\uc5d0 \ub300\ud574 \uc790\uccb4 \ud68c\uc804 \ub9e4\ud2b8\ub9ad\uc2a4\uc640 \ucf54\ub4dc\ubd81\uc744 \uacc4\uc0b0\ud558\ubbc0\ub85c, \uc218\ud559\uc801 \ucd5c\uc801\ud654\ub294 \uac01 \ud558\uc704 \uadf8\ub8f9 \ub0b4\uc5d0\uc11c \uc5ec\uc804\ud788 \uc720\uc9c0\ub429\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774\ub294 \ud504\ub85c\ub355\uc158 \ubc30\ud3ec\uc5d0 \uc911\uc694\ud569\ub2c8\ub2e4. \ud65c\uc6a9 \uc0ac\ub840\ub9c8\ub2e4 \uadfc\uc0ac\uce58\uc5d0 \ub300\ud55c \ud5c8\uc6a9 \uc624\ucc28\uac00 \ub2e4\ub974\uae30 \ub54c\ubb38\uc785\ub2c8\ub2e4. \ubb38\uc11c\ub97c \uac80\uc0c9\ud558\uace0 \uc694\uc57d\ud558\ub294 \uace0\uac1d \uc9c0\uc6d0 \ucc57\ubd07\uc740 5.3\ubc30 \uc555\ucd95 \ubc0f 0.964 \ucf54\uc0ac\uc778 \uc720\uc0ac\uc131\uc73c\ub85c 2.5\ube44\ud2b8\uc5d0\uc11c \uc644\ubcbd\ud558\uac8c \ub9cc\uc871\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubaa8\ub4e0 \ud1a0\ud070\uc774 \uc911\uc694\ud55c \ucf54\ub4dc \uc0dd\uc131 \ub3c4\uc6b0\ubbf8\ub294 3.8X \uc555\ucd95 \ubc0f 0.995 \ucf54\uc0ac\uc778 \uc720\uc0ac\uc131\uc744 \uac16\ucd98 4\ube44\ud2b8\ub97c \uc6d0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud130\ubcf4\ud000\ud2b8\ub97c \uc0ac\uc6a9\ud558\uba74 \ubc30\ud3ec\ub2f9 \ub610\ub294 \ub808\uc774\uc5b4\ub2f9 \uc774\ub7ec\ud55c \uc120\ud0dd\uc744 \ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-5x-more-sessions-per-terabyte\">\ud14c\ub77c\ubc14\uc774\ud2b8\ub2f9 5X \ub354 \ub9ce\uc740 \uc138\uc158<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">10,000\uac1c\uc758 \ud1a0\ud070 \uc138\uc158(\ub300\ub7b5 7,500\ub2e8\uc5b4\uc758 \ub300\ud654)\uc740 FP16\uc5d0\uc11c 573MB\ub97c \ucc28\uc9c0\ud569\ub2c8\ub2e4. 3\ube44\ud2b8 TurboQuant\ub294 117MB\uc785\ub2c8\ub2e4. \uc804\uc6a9 KV \uce90\uc2dc \ub124\uc784\uc2a4\ud398\uc774\uc2a4(\uc791\uc740 \ud504\ub85c\ub355\uc158 \uad6c\ucd95 \uc870\uac01)\ub97c \uc704\ud574 \ud50c\ub798\uc2dc\ube14\ub808\uc774\ub4dc(FlashBlade) 10TB\ub97c \ud655\ubcf4\ud558\uc138\uc694. TurboQuant\ub294 FP16\uc5d0\uc11c 17,430\uac1c \ub300\uc2e0 85,800\uac1c\uc758 \ub530\ub73b\ud55c \uc138\uc158\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \ub3d9\uc77c\ud55c \ud558\ub4dc\uc6e8\uc5b4, \ub3d9\uc77c\ud55c \ub799 \uacf5\uac04, \ub3d9\uc77c\ud55c \uc804\ub825, \ucc98\uc74c\ubd80\ud130 \ub2e4\uc2dc \uacc4\uc0b0\ud558\ub294 \ub300\uc2e0 \uc989\uc2dc \ubcf5\uad6c\ud560 \uc218 \uc788\ub294 5X \ub354 \ub9ce\uc740 \uc0ac\uc6a9\uc790.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-flashblade-scales-linearly-with-gpu-count\">\ud50c\ub798\uc2dc\ube14\ub808\uc774\ub4dc(FlashBlade)\ub294 GPU \uc218\uc5d0 \ub530\ub77c \uc120\ud615\uc73c\ub85c \ud655\uc7a5\ub429\ub2c8\ub2e4.<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">8GPU \uacb0\uacfc\ub294 \ub2e8 8\uac1c\uc758 GPU\ubcf4\ub2e4 \ub354 \ud070 \uc2a4\ud1a0\ub9ac\ub97c \uc804\ub2ec\ud569\ub2c8\ub2e4. \uac01 GPU\ub294 \uc790\uccb4 GDS\/RDMA \uc5f0\uacb0\uc744 \ud1b5\ud574 CPU \uc870\uc815 \ubc0f \uacf5\uc720 \uc7a0\uae08 \uc5c6\uc774 \uc138\uc158\uc744 \ub3c5\ub9bd\uc801\uc73c\ub85c \ubcf5\uc6d0\ud569\ub2c8\ub2e4. \ud50c\ub798\uc2dc\ube14\ub808\uc774\ub4dc(FlashBlade)\uc758 \ubd84\uc0b0 \uc544\ud0a4\ud14d\ucc98(\uc5ec\ub7ec \ube14\ub808\uc774\ub4dc\uc5d0 \uac78\uce5c \ubcd1\ub82c \ud50c\ub798\uc2dc)\ub294 \uc218\ubc31 GB\/s\uc758 \ub3d9\uc2dc \ucc98\ub9ac\ub7c9\uc744 \uc720\uc9c0\ud558\ub3c4\ub85d \uad6c\ucd95\ub418\uc5c8\uc73c\uba70, <a href=\"https:\/\/blog.everpuredata.com\/products\/simplify-enterprise-ai-with-certified-pure-storage-and-nvidia-dgx-superpod\/\">SuperPOD \uc778\uc99d<\/a>\uc740 \ub3d9\uc77c\ud55c \uc544\ud0a4\ud14d\ucc98\uac00 \uc218\ubc31 \uac1c\uc758 GPU\ub85c \ud655\uc7a5\ub41c\ub2e4\ub294 \uac83\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \ubca4\uce58\ub9c8\ud06c\ub294 \uc2a4\ud1a0\ub9ac\uc9c0 \uc81c\ud55c\uc774 \uc544\ub2cc GPU\ub85c \uc81c\ud55c\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<div class=\"kb-table-container kb-table-container181951_1e2a94-ed wp-block-kadence-table\"><table class=\"kb-table kb-table181951_1e2a94-ed\">\n<tr class=\"kb-table-row kb-table-row181951_f321d9-9b\">\n<th class=\"kb-table-data kb-table-data181951_d6b7e1-b4\">\n\n<p class=\"wp-block-paragraph\">GPU \uc218<\/p>\n\n<\/th>\n\n<th class=\"kb-table-data kb-table-data181951_436fa4-3c\">\n\n<p class=\"wp-block-paragraph\">\ub3d9\uc2dc \uc138\uc158<\/p>\n\n<\/th>\n\n<th class=\"kb-table-data kb-table-data181951_c748cb-c4\">\n\n<p class=\"wp-block-paragraph\">\uc608\uc0c1 \uc9d1\uacc4 \uc77d\uae30 \ub300\uc5ed\ud3ed<\/p>\n\n<\/th>\n\n<th class=\"kb-table-data kb-table-data181951_c4f697-e3\">\n\n<p class=\"wp-block-paragraph\">\uc138\uc158\ub2f9 \ubcf5\uc6d0(30K)<\/p>\n\n<\/th>\n<\/tr>\n\n<tr class=\"kb-table-row kb-table-row181951_2a1dc3-48\">\n<td class=\"kb-table-data kb-table-data181951_9c8a28-b7\">\n\n<p class=\"wp-block-paragraph\">8 (\uce21\uc815)<\/p>\n\n<\/td>\n\n<td class=\"kb-table-data kb-table-data181951_ad1371-90\">\n\n<p class=\"wp-block-paragraph\">8<\/p>\n\n<\/td>\n\n<td class=\"kb-table-data kb-table-data181951_d5d66b-fa\">\n\n<p class=\"wp-block-paragraph\">8.13GB\/s<\/p>\n\n<\/td>\n\n<td class=\"kb-table-data kb-table-data181951_28cafa-74\">\n\n<p class=\"wp-block-paragraph\">344ms<\/p>\n\n<\/td>\n<\/tr>\n\n<tr class=\"kb-table-row kb-table-row181951_14f19d-9a\">\n<td class=\"kb-table-data kb-table-data181951_1ecc88-a4\">\n\n<p class=\"wp-block-paragraph\">16(\uc608\uc0c1)<\/p>\n\n<\/td>\n\n<td class=\"kb-table-data kb-table-data181951_aa6ca7-ee\">\n\n<p class=\"wp-block-paragraph\">16<\/p>\n\n<\/td>\n\n<td class=\"kb-table-data kb-table-data181951_07ed00-fd\">\n\n<p class=\"wp-block-paragraph\">~16GB\/s<\/p>\n\n<\/td>\n\n<td class=\"kb-table-data kb-table-data181951_159f42-11\">\n\n<p class=\"wp-block-paragraph\">344ms<\/p>\n\n<\/td>\n<\/tr>\n\n<tr class=\"kb-table-row kb-table-row181951_b768d4-4e\">\n<td class=\"kb-table-data kb-table-data181951_718f12-ce\">\n\n<p class=\"wp-block-paragraph\">32(\uc608\uc0c1)<\/p>\n\n<\/td>\n\n<td class=\"kb-table-data kb-table-data181951_1466d9-a0\">\n\n<p class=\"wp-block-paragraph\">32<\/p>\n\n<\/td>\n\n<td class=\"kb-table-data kb-table-data181951_79d098-6e\">\n\n<p class=\"wp-block-paragraph\">~32GB\/s<\/p>\n\n<\/td>\n\n<td class=\"kb-table-data kb-table-data181951_d7992c-80\">\n\n<p class=\"wp-block-paragraph\">344ms<\/p>\n\n<\/td>\n<\/tr>\n\n<tr class=\"kb-table-row kb-table-row181951_2b8754-9d\">\n<td class=\"kb-table-data kb-table-data181951_953f18-37\">\n\n<p class=\"wp-block-paragraph\">64(\uc608\uc0c1)<\/p>\n\n<\/td>\n\n<td class=\"kb-table-data kb-table-data181951_fa7e18-aa\">\n\n<p class=\"wp-block-paragraph\">64<\/p>\n\n<\/td>\n\n<td class=\"kb-table-data kb-table-data181951_d67f6a-df\">\n\n<p class=\"wp-block-paragraph\">~65GB\/s<\/p>\n\n<\/td>\n\n<td class=\"kb-table-data kb-table-data181951_358294-58\">\n\n<p class=\"wp-block-paragraph\">344ms<\/p>\n\n<\/td>\n<\/tr>\n<\/table><\/div>\n\n\n<p class=\"wp-block-paragraph\">TurboQuant with GDS\ub294 \uc2a4\ud1a0\ub9ac\uc9c0 \ub300\uc5ed\ud3ed \ubb38\uc81c\uc5d0\uc11c GPU\ub2f9 \uc9c0\uc5f0 \uc2dc\uac04\uc73c\ub85c KV \uce90\uc2dc \ubcf5\uc6d0\uc744 \uc804\ud658\ud558\uba70, \ud574\ub2f9 \uc9c0\uc5f0 \uc2dc\uac04\uc740 \ud074\ub7ec\uc2a4\ud130 \ud06c\uae30\uc5d0 \uad00\uacc4\uc5c6\uc774 \uc77c\uc815\ud558\uac8c \uc720\uc9c0\ub429\ub2c8\ub2e4.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-the-16tb-problem-why-hyperscalers-need-this\">16TB\uc758 \ubb38\uc81c: \ud558\uc774\ud37c\uc2a4\ucf00\uc77c\ub7ec\uac00 \ud544\uc694\ud55c \uc774\uc720<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">NVIDIA\ub294 AI \uacf5\uc7a5 \uc544\ud0a4\ud14d\ucc98\uc5d0<em> <\/em>GPU\ub2f9 <a href=\"https:\/\/www.blocksandfiles.com\/2026\/01\/12\/nvidias-basic-context-memory-extension-infrastructure\/4090541\">16TB<\/a>\uc758 KV \uce90\uc2dc \uc2a4\ud1a0\ub9ac\uc9c0\uac00 \ud544\uc694\ud558\ub2e4\uace0 \ub9d0\ud588\uc2b5\ub2c8\ub2e4. FP16\uc5d0\uc11c\ub294 \ub370\uc774\ud130\uc13c\ud130\uc5d0\uc11c \uc131\ub2a5\uc5d0 \uac00\uc7a5 \ubbfc\uac10\ud55c \uc2a4\ud1a0\ub9ac\uc9c0\uc778 GPU\ub2f9 16TB\ub85c, \uc218\ucc9c \uac1c GPU\uc5d0\uc11c \ub3d9\uc2dc\uc5d0 1\ucd08 \ubbf8\ub9cc\uc758 \uc77d\uae30\ub97c \ub300\uaddc\ubaa8\ub85c \uc81c\uacf5\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774 \uc694\uac74\uc740 TurboQuant\uac00 \uc874\uc7ac\ud558\uae30 \uc804\uc5d0 \uc815\uc758\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">3\ube44\ud2b8 \uc555\ucd95\uc5d0\uc11c\ub294 GPU\ub2f9 16TB\uac00 3.3TB\ub85c \ub5a8\uc5b4\uc9d1\ub2c8\ub2e4. 1,000-GPU \ud074\ub7ec\uc2a4\ud130\uc5d0 \uacf1\ud558\uae30 \ubc0f TurboQuant\ub294 16\ud398\ud0c0\ubc14\uc774\ud2b8\uc5d0\uc11c 3.3\ud398\ud0c0\ubc14\uc774\ud2b8\uae4c\uc9c0 \uc2a4\ud1a0\ub9ac\uc9c0 \uacf5\uac04\uc744 \ucc28\uc9c0\ud569\ub2c8\ub2e4. \ub378\ud0c0\uac00 \ub098\ud0c0\ub0b4\ub294 \ub2ec\ub7ec\uc640 \uc640\ud2b8 \ubc0f \ub799 \uacf5\uac04\uc740 \uc0ac\uc18c\ud55c \uac83\uc774 \uc544\ub2d9\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ud558\uc774<a href=\"https:\/\/blog.everpuredata.com\/ko\/?p=159336\">hyperscale<\/a> KV \uce90\uc2dc\ub294 \ub354 \uc774\uc0c1 \uba54\ubaa8\ub9ac \ubb38\uc81c\uac00 \ub418\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4. \uc774\ub294 \uc2a4\ud1a0\ub9ac\uc9c0 \uc778\ud504\ub77c \ubb38\uc81c\uc774\uba70, TurboQuant \uc555\ucd95\uacfc \ud50c\ub798\uc2dc\ube14\ub808\uc774\ub4dc(FlashBlade) \uc2dc\uc2a4\ud15c \ubc0f GDS\uc758 \uacb0\ud569\uc73c\ub85c \ud504\ub9ac\ubbf8\uc5c4 \uc2a4\ud1a0\ub9ac\uc9c0\uc758 GPU\ub2f9 16TB \uc5c6\uc774 GPU\ub2f9 16TB\ub97c \uc2e4\ud604\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-what-this-means-for-your-inference-stack\">\ucd94\ub860 \uc2a4\ud0dd\uc758 \uc758\ubbf8<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">KV \uce90\uc2dc \ubb38\uc81c\ub294 \uc0ac\ub77c\uc9c0\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4. \ucee8\ud14d\uc2a4\ud2b8 \ucc3d\uc774 \uc99d\uac00\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub3d9\uc2dc \uc0ac\uc6a9\uc790 \uc218\uac00 \uc99d\uac00\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubaa8\ub378\uc774 \uc810\uc810 \ucee4\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud2b8\ub80c\ub4dc\ub294 \ubaa8\ub450 \uce90\uc2dc\ub97c \ub354 \ud06c\uac8c \ub9cc\ub4e4\uace0 \ubcf5\uad6c \ubb38\uc81c\ub97c \ub354 \uc5b4\ub835\uac8c \ud558\uba70, \ubca4\uce58\ub9c8\ud06c\ub294 \ucee8\ud14d\uc2a4\ud2b8 \uae38\uc774\uc5d0 \ub530\ub77c \ubb38\uc81c\uac00 \ubd88\uade0\ud615\ud558\uac8c \uc545\ud654\ub428\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ud45c\uc900 \ud50c\ub808\uc774\ubd81\uc740 HBM\uc744 \ub354 \ub9ce\uc774 \ub358\uc9c0\ub294 \uac83\uc774\uc5c8\uc2b5\ub2c8\ub2e4. \ub354 \ub9ce\uc740 GPU\ub97c \uad6c\ub9e4\ud558\uace0, \ub354 \ub9ce\uc740 \uba54\ubaa8\ub9ac\ub85c \uc0ac\uc6a9\ud558\uace0, \ubaa8\ub4e0 \uac83\uc744 \uc0c1\uc8fc\ud558\uc138\uc694. \uc774 \ud50c\ub808\uc774\ubd81\uc740 \ub354 \uc774\uc0c1 \uc791\ub3d9\ud558\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ud50c\ub798\uc2dc\ube14\ub808\uc774\ub4dc(FlashBlade)\uc640 GDS\ub97c \uac16\ucd98 TurboQuant\ub294 \ub2e4\ub978 \ub2f5\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. GPU\uc5d0\uc11c \uce90\uc2dc\ub97c \uc555\ucd95\ud558\uc138\uc694. RDMA\ub97c \ud1b5\ud574 \ud50c\ub798\uc2dc\ube14\ub808\uc774\ub4dc(FlashBlade)\uc5d0 \uc4f0\uae30 \uc0ac\uc6a9\uc790\uac00 \ub2e4\uc2dc \ub3cc\uc544\uc624\uba74 \uc555\ucd95\ub41c \ub370\uc774\ud130\ub97c GPU \uba54\ubaa8\ub9ac\ub85c \uc9c1\uc811 \uc2a4\ud2b8\ub9ac\ubc0d\ud558\uace0 \uc555\ucd95\uc744 \ud574\uc81c\ud569\ub2c8\ub2e4. 8\uac1c\uc758 GPU \ub610\ub294 256\uac1c\uc758 GPU\ub97c \ubcf4\uc720\ud558\uace0 \uc788\ub4e0 \uad00\uacc4\uc5c6\uc774 \ub3d9\uc77c\ud55c \ubcf5\uad6c \uc2dc\uac04. \uc0ac\uc6a9\uc790\ub294 \uc808\ub300 \uc54c\uc544\ucc28\ub9ac\uc9c0 \ubabb\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">KV \uce90\uc2dc\ub294 \ub354 \uc774\uc0c1 \uba54\ubaa8\ub9ac \uc6a9\ub7c9 \ubb38\uc81c\uac00 \uc544\ub2d9\ub2c8\ub2e4. \uc2a4\ud1a0\ub9ac\uc9c0 I\/O \ubb38\uc81c\uc774\uba70 \uc2a4\ud1a0\ub9ac\uc9c0 I\/O\ub294 Everpure\uac00 \ud574\uacb0 \ubc29\ubc95\uc744 \uc54c\uace0 \uc788\ub294 \ubb38\uc81c\uc785\ub2c8\ub2e4.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:30%\">\n<div class=\"wp-block-group sticky-content has-mint-green-500-background-color has-background is-layout-flow wp-block-group-is-layout-flow\" style=\"border-radius:20px;padding-top:20px;padding-right:20px;padding-bottom:20px;padding-left:20px\">\n<h2 class=\"wp-block-heading has-text-align-center has-ash-gray-500-color has-text-color has-link-color wp-elements-21d5a4bcaa2507b0549388bd241e480c\" id=\"h-title\" style=\"font-size:px\">\uc218\ud559\ubd80\ud130 \uc2dc\uc791\ud558\uc138\uc694<\/h2>\n\n\n\n<p class=\"has-text-align-center has-ash-gray-500-color has-text-color has-link-color wp-elements-6958327d2ab017e70d6d0da71f0cef8d wp-block-paragraph\" style=\"font-size:clamp(0.875rem, 0.875rem + ((1vw - 0.2rem) * 0.208), 1rem);\">\ud130\ubcf4\ud000\ud2b8\uac00 \uad6c\ucd95\uc5d0 \uc5b4\ub5a4 \uc758\ubbf8\uac00 \uc788\ub294\uc9c0 \ud655\uc778\ud558\uae30 \uc804\uc5d0 \ud130\ubcf4\ud000\ud2b8\uac00\u00a0<em>\uc65c<\/em>\u00a0\uc791\ub3d9\ud558\ub294\uc9c0 \uc54c\uace0 \uc2f6\ub2e4\uba74, \ud30c\ud2b8 1\uc740 \uc804\uccb4 \uc54c\uace0\ub9ac\uc998\uc744 \uc138\ubd84\ud654\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-f8bdad00 wp-block-buttons-is-layout-flex\" style=\"margin-top:1em;margin-bottom:1em\">\n<div class=\"wp-block-button is-style-outline button-sticky is-style-outline--2\"><a class=\"wp-block-button__link has-cloud-white-500-color has-basil-green-500-background-color has-text-color has-background has-link-color has-inter-font-family has-custom-font-size wp-element-button\" href=\"https:\/\/blog.everpuredata.com\/purely-technical\/turboquant-compresses-kv-cache-by-5x-does-that-mean-you-need-less-memory\/\" 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\uc704\ud574 \ucd5c\ub300 10X \ub354 \ube60\ub978 KV \uce90\uc2dc \ubcf5\uc6d0\uc744 \uc81c\uacf5\ud558\ub294 \ubc29\ubc95\uc744 \uc0b4\ud3b4\ubd05\ub2c8\ub2e4.<\/p>\n","protected":false},"author":714,"featured_media":181970,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[13028],"tags":[13390,13423,13859],"content-position":[],"ppma_author":[14468],"class_list":["post-190884","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-purely-technical","tag-ai-and-machine-learning-ko","tag-flashblade-object-storage-ko","tag-generative-ai-ko"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.4 (Yoast SEO v28.2) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>\ucd5c\ub300 10X \ube60\ub978 KV \uce90\uc2dc \ubcf5\uad6c: TurboQuant, 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