{"id":22862,"date":"2026-04-22T07:00:40","date_gmt":"2026-04-22T07:00:40","guid":{"rendered":"https:\/\/umang.pk\/2026\/04\/22\/nvidia-blackwell-gpu-%d9%85%db%8c%d9%85%d9%88%d8%b1%db%8c-%d9%81%d9%86-%d8%aa%d8%b9%d9%85%db%8c%d8%b1-%da%a9%d8%a7-%d8%a7%d8%b1%d8%aa%d9%82%d8%a7%d8%a1\/"},"modified":"2026-04-22T07:00:41","modified_gmt":"2026-04-22T07:00:41","slug":"nvidia-blackwell-gpu-%d9%85%db%8c%d9%85%d9%88%d8%b1%db%8c-%d9%81%d9%86-%d8%aa%d8%b9%d9%85%db%8c%d8%b1-%da%a9%d8%a7-%d8%a7%d8%b1%d8%aa%d9%82%d8%a7%d8%a1","status":"publish","type":"post","link":"https:\/\/umang.pk\/en_us\/2026\/04\/22\/nvidia-blackwell-gpu-%d9%85%db%8c%d9%85%d9%88%d8%b1%db%8c-%d9%81%d9%86-%d8%aa%d8%b9%d9%85%db%8c%d8%b1-%da%a9%d8%a7-%d8%a7%d8%b1%d8%aa%d9%82%d8%a7%d8%a1\/","title":{"rendered":"Nvidia Blackwell GPU \u0645\u06cc\u0645\u0648\u0631\u06cc \u0641\u0646 \u062a\u0639\u0645\u06cc\u0631 \u06a9\u0627 \u0627\u0631\u062a\u0642\u0627\u0621"},"content":{"rendered":"\n<div id=\"\">\n<p>\u06c1\u0631 GPU \u0646\u0633\u0644 \u0627\u06cc\u06a9 \u06c1\u06cc \u0631\u06a9\u0627\u0648\u0679 \u06a9\u06d2 \u062a\u0627\u0628\u0639 \u06c1\u06d2: \u0645\u06cc\u0645\u0648\u0631\u06cc\u06d4 \u0645\u0627\u0688\u0644\u0632 \u0645\u06cc\u0645\u0648\u0631\u06cc \u06a9\u06cc \u0635\u0644\u0627\u062d\u06cc\u062a \u0633\u06d2 \u0632\u06cc\u0627\u062f\u06c1 \u062a\u06cc\u0632\u06cc \u0633\u06d2 \u0628\u0691\u06be\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u0627\u0646\u062c\u06cc\u0646\u0626\u0631\u0632 \u06a9\u0648 \u067e\u06cc\u0686\u06cc\u062f\u06c1 \u0645\u0644\u0679\u06cc-GPU \u0633\u06cc\u0679 \u0627\u067e \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u0646\u06d2\u060c \u062c\u0627\u0631\u062d\u0627\u0646\u06c1 \u06a9\u0648\u0627\u0646\u0679\u0627\u0626\u0632\u06cc\u0634\u0646\u060c \u06cc\u0627 \u062a\u06a9\u0644\u06cc\u0641 \u062f\u06c1 \u062a\u062c\u0627\u0631\u062a \u06a9\u0631\u0646\u06d2 \u067e\u0631 \u0645\u062c\u0628\u0648\u0631 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>NVIDIA \u06a9\u0627 \u0628\u0644\u06cc\u06a9 \u0648\u06cc\u0644 \u0641\u0646 \u062a\u0639\u0645\u06cc\u0631\u060c \u062c\u0648 2024 \u0645\u06cc\u06ba \u06c1\u0648\u067e\u0631 \u06a9\u06cc \u067e\u06cc\u0631\u0648\u06cc \u06a9\u0631\u06d2 \u06af\u0627\u060c \u0627\u0633 \u0645\u0633\u0626\u0644\u06d2 \u067e\u0631 \u06c1\u0627\u0631\u0688 \u0648\u06cc\u0626\u0631 \u06a9\u06cc \u0633\u0637\u062d \u067e\u0631 \u062d\u0645\u0644\u06c1 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u060c \u0646\u06c1 \u0635\u0631\u0641 \u0627\u0633 \u0628\u0627\u062a \u067e\u0631 \u062f\u0648\u0628\u0627\u0631\u06c1 \u063a\u0648\u0631 \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u06a9\u06c1 GPU \u06a9\u06cc \u06a9\u062a\u0646\u06cc \u0645\u06cc\u0645\u0648\u0631\u06cc \u06c1\u06d2\u060c \u0628\u0644\u06a9\u06c1 GPU \u06a9\u0648 \u0645\u062c\u0645\u0648\u0639\u06cc \u0637\u0648\u0631 \u067e\u0631 \u06a9\u0633 \u0637\u0631\u062d \u062a\u0634\u06a9\u06cc\u0644 \u062f\u06cc\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2 \u0627\u0648\u0631 \u0627\u0633 \u062a\u06a9 \u0631\u0633\u0627\u0626\u06cc \u062d\u0627\u0635\u0644 \u06a9\u06cc \u062c\u0627\u062a\u06cc \u06c1\u06d2\u06d4<\/p>\n<p>Llama 3 70B \u06a9\u0648 \u0686\u0644\u0627\u0646\u0627 \u0627\u0628 \u06a9\u0648\u0626\u06cc \u0645\u0633\u0626\u0644\u06c1 \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u06d4 \u0645\u062a\u0648\u0627\u0632\u06cc \u06cc\u0627 \u0633\u062e\u062a \u0645\u06cc\u0645\u0648\u0631\u06cc \u06a9\u06cc \u062d\u062f\u0648\u062f \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0627\u067e\u0646\u06d2 \u0645\u0627\u0688\u0644\u0632 \u067e\u0631 \u0632\u0648\u0631 \u062f\u06cc\u0646\u06d2 \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u06d4 \u0627\u0633 \u06a9\u06d2 \u0628\u062c\u0627\u0626\u06d2\u060c \u0627\u0628 \u06c1\u0645 \u0627\u06cc\u06a9 \u06c1\u06cc \u06c1\u0627\u0631\u0688\u0648\u06cc\u0626\u0631 \u0641\u0648\u0679 \u067e\u0631\u0646\u0679 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0628\u06c1\u062a \u0628\u0691\u06cc \u062a\u0639\u062f\u0627\u062f \u0645\u06cc\u06ba \u067e\u06cc\u0631\u0627\u0645\u06cc\u0679\u0631\u0632 \u06a9\u0648 \u0633\u0646\u0628\u06be\u0627\u0644 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u06cc\u06c1 \u0645\u0636\u0645\u0648\u0646 \u06cc\u0627\u062f\u062f\u0627\u0634\u062a \u0645\u06cc\u06ba \u0628\u06c1\u062a\u0631\u06cc \u06a9\u06cc \u062a\u0641\u0635\u06cc\u0644\u0627\u062a \u0628\u062a\u0627\u062a\u0627 \u06c1\u06d2 \u062c\u0648 \u0628\u0644\u06cc\u06a9 \u0648\u06cc\u0644 \u06a9\u0648 \u0622\u062c \u06a9\u0627 \u0633\u0628 \u0633\u06d2 \u0632\u06cc\u0627\u062f\u06c1 \u0642\u0627\u0628\u0644 AI \u0627\u06cc\u06a9\u0633\u0644\u0631\u06cc\u0679\u0631 \u0628\u0646\u0627\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<h2 id=\"heading-prerequisites\">\u0634\u0631\u0637\u06cc\u06ba<\/h2>\n<p>\u06cc\u06c1 \u0645\u0636\u0645\u0648\u0646 \u0641\u0631\u0636 \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u06a9\u06c1 \u0622\u067e \u06a9\u0686\u06be GPU \u0628\u0646\u06cc\u0627\u062f\u06cc \u0628\u0627\u062a\u0648\u06ba \u0633\u06d2 \u0648\u0627\u0642\u0641 \u06c1\u06cc\u06ba\u06d4 \u0627\u06af\u0631 \u0627\u0646 \u0645\u06cc\u06ba \u0633\u06d2 \u06a9\u0648\u0626\u06cc \u0628\u06be\u06cc \u0645\u062a\u0632\u0644\u0632\u0644 \u0645\u062d\u0633\u0648\u0633 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u060c \u062a\u0648 \u0622\u067e \u0645\u0646\u0633\u0644\u06a9 \u0648\u0633\u0627\u0626\u0644 \u06a9\u06d2 \u0630\u0631\u06cc\u0639\u06d2 \u06c1\u0631 \u0627\u06cc\u06a9 \u06a9\u0648 10 \u0633\u06d2 15 \u0645\u0646\u0679 \u0645\u06cc\u06ba \u0631\u0641\u062a\u0627\u0631 \u062a\u06a9 \u067e\u06c1\u0646\u0686\u0627 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<ul>\n<li>\n<p><strong>GPU \u0627\u0646\u0627\u0679\u0648\u0645\u06cc<\/strong> &#8211; \u0627\u06cc\u0633 \u0627\u06cc\u0645\u060c \u0631\u062c\u0633\u0679\u0631\u060c \u0645\u0634\u062a\u0631\u06a9\u06c1 \u0645\u06cc\u0645\u0648\u0631\u06cc (L1)\u060c L2 \u06a9\u06cc\u0634 \u0627\u0648\u0631 \u0645\u06cc\u0645\u0648\u0631\u06cc \u06a9\u0646\u0679\u0631\u0648\u0644\u0631 \u06a9\u0627 \u06a9\u0631\u062f\u0627\u0631 \u06a9\u06cc \u062a\u0639\u0631\u06cc\u0641\u06d4 [Memory Hierarchy of GPUs]<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u06cc\u0646 \u0645\u06cc\u0645\u0648\u0631\u06cc \u0645\u06cc\u0679\u0631\u06a9\u0633<\/strong> \u2014 \u0635\u0644\u0627\u062d\u06cc\u062a (\u06a9\u062a\u0646\u0627 \u0645\u0646\u0627\u0633\u0628 \u06c1\u06d2)\u060c \u0628\u06cc\u0646\u0688\u0648\u062a\u06be (\u0688\u06cc\u0679\u0627 \u06a9\u062a\u0646\u06cc \u062a\u06cc\u0632\u06cc \u0633\u06d2 \u0645\u0646\u062a\u0642\u0644 \u06c1\u0648\u062a\u0627 \u06c1\u06d2) \u0627\u0648\u0631 \u062a\u0627\u062e\u06cc\u0631 (\u0627\u06cc\u06a9 \u06c1\u06cc \u0631\u0633\u0627\u0626\u06cc \u0645\u06cc\u06ba \u06a9\u062a\u0646\u0627 \u0648\u0642\u062a \u0644\u06af\u062a\u0627 \u06c1\u06d2)\u06d4 \u0648\u06c1 \u0642\u0627\u0628\u0644 \u062a\u0628\u0627\u062f\u0644\u06c1 \u0646\u06c1\u06cc\u06ba \u06c1\u06cc\u06ba \u0627\u0648\u0631 \u0628\u0644\u06cc\u06a9 \u0648\u06cc\u0644 \u062a\u06cc\u0646\u0648\u06ba \u06a9\u0648 \u0645\u062e\u062a\u0644\u0641 \u0637\u0631\u06cc\u0642\u06d2 \u0633\u06d2 \u0628\u06c1\u062a\u0631 \u0628\u0646\u0627\u062a\u0627 \u06c1\u06d2\u06d4 [GPU Memory Bandwidth]<\/p>\n<\/li>\n<li>\n<p><strong>GPU \u0645\u06cc\u0645\u0648\u0631\u06cc \u06a9\u06cc \u0642\u0633\u0645<\/strong> \u2014 HBM, GDDR \u0627\u0648\u0631 LPDDR5X \u0627\u0648\u0631 \u0627\u0646 \u06a9\u06d2 \u062f\u0631\u0645\u06cc\u0627\u0646 \u0628\u06cc\u0646\u0688\u0648\u062a\u06be\/\u06a9\u06cc\u067e\u06cc\u0633\u0679\u06cc\/\u067e\u0627\u0648\u0631 \u0628\u06cc\u0644\u0646\u0633\u06d4 [Cuda GPU Memory Types]<\/p>\n<\/li>\n<li>\n<p><strong>\u0686\u067e \u0622\u067e\u0633 \u0645\u06cc\u06ba \u0645\u0646\u0633\u0644\u06a9<\/strong> \u2014 PCIe\u060c NVLink\u060c \u0627\u0648\u0631 chip-to-chip (C2C) \u0644\u0646\u06a9 \u0622\u0626\u06cc\u0688\u06cc\u0627\u0632\u06d4 [The AI Systems Game]<\/p>\n<\/li>\n<\/ul>\n<p>\u0627\u06af\u0631 \u0622\u067e \u0686\u0627\u0631\u0648\u06ba \u067e\u0631 \u0642\u0627\u0626\u0645 \u0631\u06c1\u062a\u06d2 \u06c1\u06cc\u06ba \u062a\u0648 \u0622\u067e \u062a\u06cc\u0627\u0631 \u06c1\u06cc\u06ba\u06d4<\/p>\n<h2 id=\"heading-table-of-contents\">\u0627\u0646\u0688\u06cc\u06a9\u0633<\/h2>\n<h2 id=\"heading-the-generational-leap\">\u0646\u0633\u0644\u06cc \u0686\u06be\u0644\u0627\u0646\u06af<\/h2>\n<p>\u0627\u0633 \u0633\u06d2 \u067e\u06c1\u0644\u06d2 \u06a9\u06c1 \u06c1\u0645 \u06cc\u06c1 \u062f\u06cc\u06a9\u06be\u06cc\u06ba \u06a9\u06c1 \u0628\u0644\u06cc\u06a9 \u0648\u06cc\u0644 \u0646\u06d2 \u06a9\u0627\u0631\u06a9\u0631\u062f\u06af\u06cc \u06a9\u0648 \u06a9\u0633 \u0637\u0631\u062d \u0628\u0691\u06be\u0627\u06cc\u0627\u060c \u067e\u0686\u06be\u0644\u06cc GPU \u0646\u0633\u0644 \u0633\u06d2 \u06a9\u06cc\u0627 \u062a\u0628\u062f\u06cc\u0644 \u06c1\u0648\u0627 \u06c1\u06d2:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u0642\u06cc\u0627\u0633 \u0622\u0631\u0627\u0626\u06cc<\/th>\n<th>\u06c1\u0648\u067e\u0631 H100<\/th>\n<th>\u0628\u0644\u06cc\u06a9 \u0648\u06cc\u0644 B200<\/th>\n<th>\u062a\u0628\u062f\u06cc\u0644\u06cc<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>HBM \u0635\u0644\u0627\u062d\u06cc\u062a<\/td>\n<td>80GB (HBM3)<\/td>\n<td>192GB (HBM3e)<\/td>\n<td>2.4\u00d7<\/td>\n<\/tr>\n<tr>\n<td>HBM \u0628\u06cc\u0646\u0688\u0648\u062a\u06be<\/td>\n<td>3.35 \u0679\u06cc \u0628\u06cc \u0641\u06cc \u0633\u06cc\u06a9\u0646\u0688<\/td>\n<td>8TB\/\u0633\u06cc\u06a9\u0646\u0688<\/td>\n<td>2.4\u00d7<\/td>\n<\/tr>\n<tr>\n<td>L2 \u06a9\u06cc\u0634\u06d2<\/td>\n<td>50MB<\/td>\n<td>126MB<\/td>\n<td>2.5\u00d7<\/td>\n<\/tr>\n<tr>\n<td>L1\/SM \u06a9\u06d2 \u0630\u0631\u06cc\u0639\u06d2 \u0627\u0634\u062a\u0631\u0627\u06a9 \u06a9\u0631\u062f\u06c1<\/td>\n<td>256KB<\/td>\n<td>128KB<\/td>\n<td>0.5\u00d7<\/td>\n<\/tr>\n<tr>\n<td>\u0688\u0627\u0626\u06cc \u0688\u06cc\u0632\u0627\u0626\u0646<\/td>\n<td>\u0645\u0636\u0628\u0648\u0637\u06cc \u0633\u06d2 \u0627\u06cc\u06a9 \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u0628\u0646\u06d2 \u06c1\u0648\u0626\u06d2<\/td>\n<td>\u0688\u0648\u0626\u0644 \u0688\u0627\u0626\u06cc (MCM)<\/td>\n<td>&#8211;<\/td>\n<\/tr>\n<tr>\n<td>\u0633\u06cc \u067e\u06cc \u06cc\u0648 \u0627\u0646\u0636\u0645\u0627\u0645<\/td>\n<td>\u0627\u0644\u06af (PCIe)<\/td>\n<td>\u0627\u0646\u0679\u06cc\u06af\u0631\u06cc\u0634\u0646 (NVLink C2C)<\/td>\n<td>&#8211;<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u0646\u0645\u0628\u0631\u0632 \u0648\u0627\u0644\u06cc\u0648\u0645 \u0628\u0648\u0644\u062a\u06d2 \u06c1\u06cc\u06ba: \u0632\u06cc\u0627\u062f\u06c1 \u0645\u06cc\u0645\u0648\u0631\u06cc\u060c \u0632\u06cc\u0627\u062f\u06c1 \u0628\u06cc\u0646\u0688\u0648\u062a\u06be\u060c \u0628\u0691\u0627 \u06a9\u06cc\u0634\u06d4 \u0627\u0633 \u0645\u0636\u0645\u0648\u0646 \u06a9\u0627 \u0628\u0642\u06cc\u06c1 \u062d\u0635\u06c1 \u06cc\u06c1 \u0628\u062a\u0627\u062a\u0627 \u06c1\u06d2 \u06a9\u06c1 \u06cc\u06c1 \u0679\u06a9\u0691\u06d2 \u06a9\u06cc\u0633\u06d2 \u0627\u06a9\u0679\u06be\u06d2 \u06c1\u0648\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<h2 id=\"heading-the-gb200-superchip\">\u062c\u06cc \u0628\u06cc 200 \u0633\u067e\u0631 \u0686\u067e<\/h2>\n<p>Grace Blackwell (GB200) \u0633\u067e\u0631 \u0686\u067e \u0688\u06cc\u0632\u0627\u0626\u0646 \u06a9\u06cc \u062a\u0648\u0633\u06cc\u0639 \u06c1\u06d2 \u062c\u0633\u06d2 NVIDIA \u0646\u06d2 Grace Hopper (GH200) \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0645\u062a\u0639\u0627\u0631\u0641 \u06a9\u0631\u0627\u06cc\u0627 \u06c1\u06d2\u06d4 \u06cc\u06c1\u0627\u06ba\u060c \u0627\u06d2 \u0622\u0631 \u0627\u06cc\u0645 \u067e\u0631 \u0645\u0628\u0646\u06cc \u06af\u0631\u06cc\u0633 \u0633\u06cc \u067e\u06cc \u06cc\u0648 \u06a9\u0648 \u062c\u06cc \u067e\u06cc \u06cc\u0648 \u0686\u067e \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0627\u06cc\u06a9 \u067e\u06cc\u06a9\u062c \u0645\u06cc\u06ba \u0645\u0644\u0627 \u06a9\u0631 \u0627\u06cc\u06a9 \u0645\u0631\u0628\u0648\u0637 \u06a9\u0645\u067e\u06cc\u0648\u0679\u0646\u06af \u0633\u0633\u0679\u0645 \u0628\u0646\u0627\u06cc\u0627 \u06af\u06cc\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u0628\u0644\u06cc\u06a9 \u0648\u06cc\u0644 \u062c\u0646\u0631\u06cc\u0634\u0646 \u0645\u06cc\u06ba\u060c GB200 \u062f\u0648 \u0628\u0644\u06cc\u06a9 \u0648\u06cc\u0644 GPUs \u0627\u0648\u0631 \u0627\u06cc\u06a9 Grace CPU \u06a9\u0648 \u062c\u0648\u0691\u062a\u0627 \u06c1\u06d2 \u062c\u0648 NVLink Chip-to-Chip (NVLink-C2C) \u06a9\u06d2 \u0630\u0631\u06cc\u0639\u06d2 \u062c\u0691\u0627 \u06c1\u0648\u0627 \u06c1\u06d2\u060c \u0627\u06cc\u06a9 \u0627\u0639\u0644\u06cc \u0628\u06cc\u0646\u0688\u0648\u062a\u06be \u0627\u0646\u0679\u0631\u0641\u06cc\u0633 \u062c\u0648 CPU \u0627\u0648\u0631 GPU \u06a9\u0648 \u0645\u06cc\u0645\u0648\u0631\u06cc \u06a9\u0627 \u0627\u0634\u062a\u0631\u0627\u06a9 \u06a9\u0631\u0646\u06d2 \u0627\u0648\u0631 \u0627\u06cc\u06a9 \u0646\u0638\u0627\u0645 \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u06a9\u0627\u0645 \u06a9\u0631\u0646\u06d2 \u06a9\u06cc \u0627\u062c\u0627\u0632\u062a \u062f\u06cc\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<h3 id=\"heading-grace-cpu\">\u06af\u0631\u06cc\u0633 \u0633\u06cc \u067e\u06cc \u06cc\u0648<\/h3>\n<p>Grace CPU \u0627\u06cc\u06a9 ARM Neoverse v2 \u06c1\u06d2 \u062c\u0633\u06d2 NVIDIA \u0646\u06d2 \u0628\u06cc\u0646\u0688\u0648\u062a\u06be \u0627\u0648\u0631 \u06a9\u0627\u0631\u06a9\u0631\u062f\u06af\u06cc \u06a9\u06d2 \u0644\u06cc\u06d2 \u0688\u06cc\u0632\u0627\u0626\u0646 \u06a9\u06cc\u0627 \u06c1\u06d2\u06d4 \u06cc\u06c1 \u0639\u0627\u0645 \u0645\u0642\u0635\u062f \u06a9\u06d2 \u06a9\u0627\u0645\u0648\u06ba\u060c \u067e\u0631\u06cc \u067e\u0631\u0648\u0633\u06cc\u0633\u0646\u06af \u0627\u0648\u0631 \u0679\u0648\u06a9\u0646\u0627\u0626\u0632\u06cc\u0634\u0646 \u06a9\u0648 \u0633\u0646\u0628\u06be\u0627\u0644\u062a\u0627 \u06c1\u06d2\u060c \u0627\u0648\u0631 NVLink C-2-C \u06a9\u06d2 \u0630\u0631\u06cc\u0639\u06d2 GPU \u06a9\u0648 \u0688\u06cc\u0679\u0627 \u0641\u06cc\u0688 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u06af\u0631\u06cc\u0633 \u0633\u06cc \u067e\u06cc \u06cc\u0648 \u062c\u06cc \u067e\u06cc \u06cc\u0648 \u06a9\u06d2 \u0644\u06cc\u06d2 \u062a\u0648\u0633\u06cc\u0639\u06cc \u0627\u0633\u0679\u0648\u0631\u06cc\u062c \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u06a9\u0627\u0645 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u06af\u0631\u06cc\u0633 \u0633\u06cc \u067e\u06cc \u06cc\u0648\u0632 \u0627\u0639\u062a\u062f\u0627\u0644 \u067e\u0633\u0646\u062f \u06af\u06be\u0691\u06cc \u06a9\u06cc \u0631\u0641\u062a\u0627\u0631 \u0633\u06d2 \u0686\u0644\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u0644\u06cc\u06a9\u0646 LPDDR5X \u0645\u06cc\u0645\u0648\u0631\u06cc \u06a9\u06d2 \u0644\u06cc\u06d2 500GB\/s \u062a\u06a9 \u06a9\u06cc \u0628\u0691\u06cc \u0645\u06cc\u0645\u0648\u0631\u06cc \u0628\u06cc\u0646\u0688\u0648\u062a\u06be \u06a9\u06cc \u062a\u0644\u0627\u0641\u06cc \u06a9\u06d2 \u0644\u06cc\u06d2 \u062a\u0642\u0631\u06cc\u0628\u0627\u064b 100MB L3 \u06a9\u06cc\u0634\u06d2 \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba (\u06a9\u0645 \u067e\u0627\u0648\u0631 \u0688\u0628\u0644 \u0688\u06cc\u0679\u0627 \u0631\u06cc\u0679 5x &#8211; \u0628\u0639\u062f \u0645\u06cc\u06ba \u0627\u0633 \u067e\u0631 \u0645\u0632\u06cc\u062f)\u06d4<\/p>\n<h3 id=\"heading-lpddr5x-low-power-double-data-rate-5x\">LPDDR5X (\u06a9\u0645 \u067e\u0627\u0648\u0631 \u0688\u0648\u0626\u0644 \u0688\u06cc\u0679\u0627 \u0631\u06cc\u0679 5x)<\/h3>\n<p>LPDDR5X \u0627\u06cc\u06a9 \u062a\u06cc\u0632 \u0631\u0641\u062a\u0627\u0631 \u0645\u06cc\u0645\u0648\u0631\u06cc \u06a9\u0627 \u0645\u0639\u06cc\u0627\u0631 \u06c1\u06d2 \u062c\u0648 10.7Gbps \u062a\u06a9 \u0688\u06cc\u0679\u0627 \u0641\u0631\u0627\u06c1\u0645 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 LPDDR5X \u06a9\u0645 \u0628\u062c\u0644\u06cc \u06a9\u06cc \u06a9\u0627\u0631\u06a9\u0631\u062f\u06af\u06cc \u067e\u06cc\u0634 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u060c \u0627\u0633\u06d2 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u06d2 \u0627\u0646 \u0645\u0639\u0627\u0645\u0644\u0627\u062a \u06a9\u06d2 \u0644\u06cc\u06d2 \u0645\u062b\u0627\u0644\u06cc \u0628\u0646\u0627\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u06cc\u06c1 \u06a9\u0627\u0631\u06a9\u0631\u062f\u06af\u06cc \u0627\u0648\u0631 \u0628\u062c\u0644\u06cc \u06a9\u06cc \u06a9\u0627\u0631\u06a9\u0631\u062f\u06af\u06cc \u06a9\u06d2 \u062f\u0631\u0645\u06cc\u0627\u0646 \u06a9\u0627\u0645\u0644 \u062a\u0648\u0627\u0632\u0646 \u0628\u0631\u0642\u0631\u0627\u0631 \u0631\u06a9\u06be\u062a\u0627 \u06c1\u06d2\u060c 500GB\/s \u062a\u06a9 \u0688\u06cc\u0644\u06cc\u0648\u0631 \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u062c\u0628\u06a9\u06c1 \u0635\u0631\u0641 16W \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u060c \u062a\u0642\u0631\u06cc\u0628\u0627\u064b 1\/5 \u0631\u0648\u0627\u06cc\u062a\u06cc DDR5 \u0645\u06cc\u0645\u0648\u0631\u06cc \u06a9\u06cc \u0637\u0627\u0642\u062a\u06d4<\/p>\n<h3 id=\"heading-blackwell-gpu\">\u0628\u0644\u06cc\u06a9 \u0648\u06cc\u0644 \u062c\u06cc \u067e\u06cc \u06cc\u0648<\/h3>\n<p>\u0628\u0644\u06cc\u06a9 \u0648\u06cc\u0644 GPUs \u067e\u0686\u06be\u0644\u06d2 Hopper GPU \u0645\u0627\u0688\u0644\u0632 \u06a9\u06d2 \u0645\u0642\u0627\u0628\u0644\u06d2 \u0645\u06cc\u06ba \u0646\u0645\u0627\u06cc\u0627\u06ba \u0628\u06c1\u062a\u0631\u06cc \u067e\u06cc\u0634 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u062e\u0627\u0635 \u0637\u0648\u0631 \u067e\u0631 \u0645\u06cc\u0645\u0648\u0631\u06cc \u06a9\u06d2 \u0644\u062d\u0627\u0638 \u0633\u06d2\u06d4 \u0628\u0644\u06cc\u06a9 \u0648\u06cc\u0644 GPUs \u06a9\u0648 \u0688\u0648\u0626\u0644 \u0688\u0627\u0626\u06cc GPUs \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u0688\u06cc\u0632\u0627\u0626\u0646 \u06a9\u06cc\u0627 \u06af\u06cc\u0627 \u06c1\u06d2\u060c \u062c\u0633 \u0645\u06cc\u06ba \u0627\u06cc\u06a9 \u06c1\u06cc \u0645\u0627\u0688\u06cc\u0648\u0644 \u0645\u06cc\u06ba \u062f\u0648 GPU \u0688\u06cc\u0632 \u06c1\u0648\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u0645\u06a9\u0645\u0644 \u06a9\u0627\u0631\u06a9\u0631\u062f\u06af\u06cc \u06a9\u0648 \u06cc\u0642\u06cc\u0646\u06cc \u0628\u0646\u0627\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u06c1\u0631 \u0688\u0627\u0626\u06cc \u0627\u06cc\u06a9 \u0627\u0646\u062a\u06c1\u0627\u0626\u06cc \u062a\u06cc\u0632 10TB\/s NVIDIA \u06c1\u0627\u0626\u06cc \u0628\u06cc\u0646\u0688\u0648\u062a\u06be \u0627\u0646\u0679\u0631\u0641\u06cc\u0633 (NV-HBI) \u0633\u06d2 \u0645\u0646\u0633\u0644\u06a9 \u06c1\u06d2\u06d4 \u06c1\u0631 \u0688\u0627\u0626\u06cc \u0645\u06cc\u06ba 104 \u0628\u0644\u06cc\u0646 \u0679\u0631\u0627\u0646\u062c\u0633\u0679\u0631 \u06c1\u0648\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u062f\u0648\u0646\u0648\u06ba \u0688\u0627\u0626\u06cc \u0645\u06cc\u06ba \u06a9\u0644 208 \u0628\u0644\u06cc\u0646 \u06a9\u06d2 \u0644\u06cc\u06d2\u06d4 \u06c1\u0631 \u0688\u0627\u0626\u06cc \u0645\u06cc\u06ba 96GB HBM3e \u0645\u06cc\u0645\u0648\u0631\u06cc (\u06a9\u0644 192GB) \u0628\u06be\u06cc \u0634\u0627\u0645\u0644 \u06c1\u06d2\u060c \u062c\u0633 \u0645\u06cc\u06ba 180GB \u062f\u0633\u062a\u06cc\u0627\u0628 \u06c1\u06d2 (12GB \u062e\u0627\u0645\u06cc \u06a9\u06cc \u0627\u0635\u0644\u0627\u062d \u06a9\u0648\u0688 (ECC) \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u06cc\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u060c \u0633\u0633\u0679\u0645 \u0641\u0631\u0645 \u0648\u06cc\u0626\u0631 \u0648\u063a\u06cc\u0631\u06c1)\u06d4<\/p>\n<p>\u0645\u06cc\u0645\u0648\u0631\u06cc \u06a9\u06cc \u0627\u0633 \u0645\u0642\u062f\u0627\u0631 \u06a9\u06d2 \u0633\u0627\u062a\u06be\u060c \u0628\u0644\u06cc\u06a9 \u0648\u06cc\u0644 \u062c\u06cc \u067e\u06cc \u06cc\u0648 \u06a9\u06cc \u0645\u06cc\u0645\u0648\u0631\u06cc \u0628\u06cc\u0646\u0688\u0648\u0688\u062a\u06be \u06c1\u0648\u067e\u0631 \u062c\u0646\u0631\u06cc\u0634\u0646 \u0633\u06d2 \u062a\u0642\u0631\u06cc\u0628\u0627\u064b 2.4 \u06af\u0646\u0627 \u062a\u06cc\u0632 \u06c1\u06d2\u06d4<\/p>\n<p>L2 \u06a9\u06cc\u0634\u06d2 \u06a9\u0648 \u0628\u06be\u06cc \u0628\u0691\u06be\u0627 \u06a9\u0631 126MB \u06a9\u0631 \u062f\u06cc\u0627 \u06af\u06cc\u0627 \u06c1\u06d2\u06d4 L2 \u06a9\u06cc\u0634\u06d2 \u06a9\u0648 \u0628\u0691\u06be\u0627 \u06a9\u0631\u060c \u0628\u0644\u06cc\u06a9 \u0648\u06cc\u0644 HBM \u06a9\u06d2 \u0645\u0632\u06cc\u062f \u062f\u0648\u0631\u0648\u06ba \u0633\u06d2 \u06af\u0631\u06cc\u0632 \u06a9\u0631\u062a\u06d2 \u06c1\u0648\u0626\u06d2\u060c \u0632\u06cc\u0627\u062f\u06c1 \u0646\u06cc\u0648\u0631\u0644 \u0646\u06cc\u0679 \u0648\u0631\u06a9 \u0648\u0632\u0646 \u06cc\u0627 \u0627\u0646\u0679\u0631\u0645\u06cc\u0688\u06cc\u0679 \u0646\u062a\u0627\u0626\u062c \u06a9\u0648 \u0622\u0646 \u0686\u067e \u0627\u0633\u0679\u0648\u0631 \u06a9\u0631 \u0633\u06a9\u062a\u0627 \u06c1\u06d2\u06d4 \u06cc\u06c1 \u06cc\u0642\u06cc\u0646\u06cc \u0628\u0646\u0627\u062a\u0627 \u06c1\u06d2 \u06a9\u06c1 GPU \u06a9\u06d2 \u06a9\u0645\u067e\u06cc\u0648\u0679\u0646\u06af \u06cc\u0648\u0646\u0679 \u0645\u06cc\u06ba \u0634\u0627\u0630 \u0648 \u0646\u0627\u062f\u0631 \u06c1\u06cc \u0688\u06cc\u0679\u0627 \u062e\u062a\u0645 \u06c1\u0648\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/umang.pk\/wp-content\/uploads\/2026\/04\/1776841240_862_Nvidia-Blackwell-GPU-\u0645\u06cc\u0645\u0648\u0631\u06cc-\u0641\u0646-\u062a\u0639\u0645\u06cc\u0631-\u06a9\u0627-\u0627\u0631\u062a\u0642\u0627\u0621.png\" alt=\"\u0628\u0644\u06cc\u06a9 \u0648\u06cc\u0644 \u0688\u0648\u0626\u0644 \u0688\u0627\u0626\u06cc \u0645\u0644\u0679\u06cc \u0686\u067e \u0645\u0627\u0688\u06cc\u0648\u0644 (MCM) \u0688\u06cc\u0632\u0627\u0626\u0646\" style=\"display:block;margin:0 auto\" width=\"600\" height=\"400\" loading=\"lazy\" title=\"\"><\/p>\n<h3 id=\"heading-high-bandwidth-interface-nv-hbi\">\u06c1\u0627\u0626\u06cc \u0628\u06cc\u0646\u0688\u0648\u062a\u06be \u0627\u0646\u0679\u0631\u0641\u06cc\u0633 (NV-HBI)<\/h3>\n<p>\u06c1\u0627\u0626\u06cc \u0628\u06cc\u0646\u0688\u0648\u062a\u06be \u0627\u0646\u0679\u0631 \u06a9\u0646\u06cc\u06a9\u0679 \u0688\u0627\u0626\u06cc \u0679\u0648 \u0688\u0627\u0626\u06cc (\u06cc\u0627 d2d) \u06a9\u0645\u06cc\u0648\u0646\u06cc\u06a9\u06cc\u0634\u0646\u0632 \u06a9\u0627 \u0645\u0639\u06cc\u0627\u0631 \u06c1\u06d2\u06d4 NVIDIA \u06c1\u0627\u0626\u06cc \u0628\u06cc\u0646\u0688\u0648\u062a\u06be \u0627\u0646\u0679\u0631\u0641\u06cc\u0633 (NV-HBI) \u062f\u0648 GPU \u0688\u06cc\u0632 \u06a9\u0648 \u0627\u06cc\u06a9 \u0648\u0627\u062d\u062f \u0645\u0631\u0628\u0648\u0637 GPU \u0645\u06cc\u06ba \u062c\u0648\u0691\u062a\u0627 \u06c1\u06d2\u060c 10TB\/s \u06a9\u0646\u06cc\u06a9\u0679\u06cc\u0648\u06cc\u0679\u06cc \u0641\u0631\u0627\u06c1\u0645 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<h3 id=\"heading-nvlink-c-2-c-chip-to-chip\">NVLINK C-2-C (\u0686\u067e \u0633\u06d2 \u0686\u067e)<\/h3>\n<p>NVLink C-2-C Grace CPUs \u0627\u0648\u0631 Blackwell GPUs \u06a9\u06d2 \u062f\u0631\u0645\u06cc\u0627\u0646 900GB\/s \u062a\u06a9 \u0645\u0648\u0627\u0635\u0644\u0627\u062a \u06a9\u06cc \u0631\u0641\u062a\u0627\u0631 \u0641\u0631\u0627\u06c1\u0645 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u060c PCIe \u0628\u0633 \u067e\u0631 CPU \u0633\u06d2 GPU \u0645\u06cc\u0645\u0648\u0631\u06cc \u067e\u0648\u0644 \u0645\u06cc\u06ba \u0645\u06cc\u0645\u0648\u0631\u06cc \u06a9\u0648 \u06a9\u0627\u067e\u06cc \u06a9\u0631\u0646\u06d2 \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u06a9\u0648 \u062e\u062a\u0645 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>NVLink C-2-C \u0622\u067e\u0633 \u0645\u06cc\u06ba \u062c\u0691\u0646\u06d2 \u06a9\u06cc \u0631\u0641\u062a\u0627\u0631 \u0639\u0627\u0645 PCIe \u0628\u0633\u0648\u06ba \u0633\u06d2 \u062a\u06cc\u0632 \u06c1\u06d2\u06d4 NVLink C-2-C \u06a9\u06cc \u0631\u0641\u062a\u0627\u0631 \u06a9\u06d2 \u0645\u0642\u0627\u0628\u0644\u06d2 \u0645\u06cc\u06ba PCIe Gen6 \u0635\u0631\u0641 128GB\/s \u0641\u06cc \u0633\u0645\u062a \u06c1\u06d2\u06d4 \u0627\u0633 \u0645\u06cc\u06ba \u06a9\u06cc\u0634\u06d2 \u06a9\u06cc \u0645\u0633\u062a\u0642\u0644 \u0645\u0632\u0627\u062c\u06cc \u0628\u06be\u06cc \u06c1\u06d2\u06d4 \u0627\u0633 \u06a9\u0627 \u0645\u0637\u0644\u0628 \u06cc\u06c1 \u06c1\u06d2 \u06a9\u06c1 CPU \u0627\u0648\u0631 GPU \u062f\u0648\u0646\u0648\u06ba \u0627\u06cc\u06a9 \u0645\u0633\u062a\u0642\u0644 \u0645\u06cc\u0645\u0648\u0631\u06cc \u0641\u0646 \u062a\u0639\u0645\u06cc\u0631 \u06a9\u0627 \u0627\u0634\u062a\u0631\u0627\u06a9 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u0644\u06c1\u0630\u0627 CPU GPU \u0645\u06cc\u0645\u0648\u0631\u06cc \u06a9\u0648 \u067e\u0691\u06be \u0627\u0648\u0631 \u0644\u06a9\u06be \u0633\u06a9\u062a\u0627 \u06c1\u06d2\u060c \u0627\u0648\u0631 \u0627\u0633 \u06a9\u06d2 \u0628\u0631\u0639\u06a9\u0633\u06d4<\/p>\n<p>NVIDIA \u0627\u0633 \u06cc\u0648\u0646\u06cc\u0641\u0627\u0626\u06cc\u0688 \u0645\u06cc\u0645\u0648\u0631\u06cc \u0641\u0646 \u062a\u0639\u0645\u06cc\u0631 \u06a9\u0648 \u06cc\u0648\u0646\u06cc\u0641\u0627\u0626\u06cc\u0688 CPU-GPU \u0645\u06cc\u0645\u0648\u0631\u06cc \u06cc\u0627 \u062a\u0648\u0633\u06cc\u0639\u06cc GPU \u0645\u06cc\u0645\u0648\u0631\u06cc (EGM) \u06a9\u06c1\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<h2 id=\"heading-memory-hierarchy-and-bandwidth\">\u0645\u06cc\u0645\u0648\u0631\u06cc \u06a9\u0627 \u062f\u0631\u062c\u06c1 \u0628\u0646\u062f\u06cc \u0627\u0648\u0631 \u0628\u06cc\u0646\u0688\u0648\u062a\u06be<\/h2>\n<p>\u06cc\u06c1 \u0633\u0645\u062c\u06be\u0646\u0627 \u06a9\u06c1 \u0628\u0644\u06cc\u06a9 \u0648\u06cc\u0644 \u06a9\u06d2 \u0645\u06cc\u0645\u0648\u0631\u06cc \u0633\u0633\u0679\u0645\u0632 \u06a9\u06d2 \u0630\u0631\u06cc\u0639\u06d2 \u0688\u06cc\u0679\u0627 \u06a9\u0627 \u0628\u06c1\u0627\u0624 AI \u0648\u0631\u06a9 \u0628\u0648\u062c\u06be \u06a9\u0648 \u0628\u06c1\u062a\u0631 \u0628\u0646\u0627\u0646\u06d2 \u06a9\u06cc \u06a9\u0644\u06cc\u062f \u06c1\u06d2\u06d4 \u0641\u0646 \u062a\u0639\u0645\u06cc\u0631 \u06a9\u0644\u0627\u0633\u06a9 \u062f\u0631\u062c\u06c1 \u0628\u0646\u062f\u06cc \u06a9\u06d2 \u0627\u0635\u0648\u0644\u0648\u06ba \u06a9\u06cc \u067e\u06cc\u0631\u0648\u06cc \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u0627\u0633 \u06a9\u0627 \u0645\u0637\u0644\u0628 \u06cc\u06c1 \u06c1\u06d2 \u06a9\u06c1 \u0686\u06be\u0648\u0679\u06cc\u060c \u062a\u06cc\u0632 \u0645\u06cc\u0645\u0648\u0631\u06cc \u06a9\u0645\u067e\u06cc\u0648\u0679\u0646\u06af \u0688\u06cc\u0648\u0627\u0626\u0633 \u06a9\u06d2 \u0633\u0628 \u0633\u06d2 \u0642\u0631\u06cc\u0628 \u0648\u0627\u0642\u0639 \u06c1\u0648\u062a\u06cc \u06c1\u06d2\u060c \u062c\u0633 \u0645\u06cc\u06ba \u0622\u06c1\u0633\u062a\u06c1 \u0622\u06c1\u0633\u062a\u06c1 \u0628\u0691\u06cc \u0644\u06cc\u06a9\u0646 \u0622\u06c1\u0633\u062a\u06c1 \u0645\u06cc\u0645\u0648\u0631\u06cc \u06a9\u06d2 \u062f\u0631\u062c\u06d2 \u0628\u0627\u06c1\u0631 \u06a9\u06cc \u0637\u0631\u0641 \u0628\u0691\u06be\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<h3 id=\"heading-the-hierarchy-at-a-glance\">\u062f\u0631\u062c\u06c1 \u0628\u0646\u062f\u06cc \u06a9\u0627 \u062c\u0627\u0626\u0632\u06c1<\/h3>\n<table>\n<thead>\n<tr>\n<th>\u0645\u06cc\u0645\u0648\u0631\u06cc \u06a9\u0627 \u062f\u0631\u062c\u06c1 \u0628\u0646\u062f\u06cc<\/th>\n<th>\u062d\u062c\u0645<\/th>\n<th>\u0628\u06cc\u0646\u0688\u0648\u062a\u06be<\/th>\n<th>\u0645\u0642\u0635\u062f<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0631\u062c\u0633\u0679\u0631 \u06a9\u0631\u06cc\u06ba<\/td>\n<td>~256KB \u0641\u06cc SM<\/td>\n<td>\u0641\u0648\u0631\u06cc<\/td>\n<td>\u0641\u0639\u0627\u0644 \u062d\u0633\u0627\u0628 \u06a9\u062a\u0627\u0628<\/td>\n<\/tr>\n<tr>\n<td>L1\/\u0645\u0634\u062a\u0631\u06a9\u06c1 \u0645\u06cc\u0645\u0648\u0631\u06cc<\/td>\n<td>~128KB \u0641\u06cc SM<\/td>\n<td>~40TB\/s \u06a9\u0644<\/td>\n<td>\u0688\u06cc\u0679\u0627 \u0633\u0679\u06cc\u062c\u0646\u06af\u060c \u062a\u06be\u0631\u06cc\u0688\u0632 \u0645\u06cc\u06ba \u0634\u06cc\u0626\u0631\u0646\u06af<\/td>\n<\/tr>\n<tr>\n<td>L2 \u06a9\u06cc\u0634\u06d2<\/td>\n<td>64-65 MB \u0641\u06cc \u062f\u0646 (\u06a9\u0644 126 MB \u062a\u06a9)<\/td>\n<td>~20TB\/\u0633\u06cc\u06a9\u0646\u0688<\/td>\n<td>SMs \u06a9\u06d2 \u062f\u0631\u0645\u06cc\u0627\u0646 \u0688\u06cc\u0679\u0627 \u06a9\u0627 \u062f\u0648\u0628\u0627\u0631\u06c1 \u0627\u0633\u062a\u0639\u0645\u0627\u0644<\/td>\n<\/tr>\n<tr>\n<td>HBM3e<\/td>\n<td>192 \u062c\u06cc \u0628\u06cc (180 \u062c\u06cc \u0628\u06cc \u062f\u0633\u062a\u06cc\u0627\u0628)<\/td>\n<td>8TB\/\u0633\u06cc\u06a9\u0646\u0688<\/td>\n<td>\u0645\u0627\u0688\u0644 \u0648\u0632\u0646\u060c \u0627\u06cc\u06a9\u0679\u06cc\u0648\u06cc\u0634\u0646<\/td>\n<\/tr>\n<tr>\n<td>LPDDR5X(CPU)<\/td>\n<td>~480GB<\/td>\n<td>~500GB\/s (900GB\/s \u0628\u0630\u0631\u06cc\u0639\u06c1 NVLink C2C)<\/td>\n<td>\u0627\u0648\u0648\u0631 \u0641\u0644\u0648\u060c \u0628\u0691\u06d2 \u067e\u06cc\u0645\u0627\u0646\u06d2 \u067e\u0631 \u0633\u0631\u0627\u06cc\u062a<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><img decoding=\"async\" src=\"https:\/\/umang.pk\/wp-content\/uploads\/2026\/04\/1776841240_519_Nvidia-Blackwell-GPU-\u0645\u06cc\u0645\u0648\u0631\u06cc-\u0641\u0646-\u062a\u0639\u0645\u06cc\u0631-\u06a9\u0627-\u0627\u0631\u062a\u0642\u0627\u0621.png\" alt=\"\u0628\u0644\u06cc\u06a9 \u0648\u06cc\u0644 \u0645\u06cc\u0645\u0648\u0631\u06cc \u06a9\u0627 \u0646\u0642\u0634\u06c1\" style=\"display:block;margin:0 auto\" width=\"600\" height=\"400\" loading=\"lazy\" title=\"\"><\/p>\n<h3 id=\"heading-registers-and-l1shared-memory\">\u0631\u062c\u0633\u0679\u0631 \u0627\u0648\u0631 L1\/\u0645\u0634\u062a\u0631\u06a9\u06c1 \u0645\u06cc\u0645\u0648\u0631\u06cc<\/h3>\n<p>\u0633\u0679\u0631\u06cc\u0645\u0646\u06af \u0645\u0644\u0679\u06cc \u067e\u0631\u0648\u0633\u06cc\u0633\u0631\u0632 (SMs) GPUs \u067e\u0631 \u06a9\u0645\u067e\u06cc\u0648\u0679\u0646\u06af \u06c1\u062f\u0627\u06cc\u0627\u062a \u067e\u0631 \u0639\u0645\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0633\u0628 \u0633\u06d2 \u0646\u0686\u0644\u06cc \u0633\u0637\u062d \u067e\u0631\u060c \u06c1\u0631 \u0627\u0633\u0679\u0631\u06cc\u0645\u0646\u06af \u0645\u0644\u0679\u06cc \u067e\u0631\u0648\u0633\u06cc\u0633\u0631 (SM) \u0645\u06cc\u06ba \u0627\u06cc\u06a9 \u0631\u062c\u0633\u0679\u0631 \u0641\u0627\u0626\u0644 \u0627\u0648\u0631 \u0642\u0627\u0628\u0644 \u062a\u0631\u062a\u06cc\u0628 L1\/\u0645\u0634\u062a\u0631\u06a9\u06c1 \u0645\u06cc\u0645\u0648\u0631\u06cc \u06c1\u0648\u062a\u06cc \u06c1\u06d2 \u062c\u06cc\u0633\u0627 \u06a9\u06c1 \u0627\u0648\u067e\u0631 \u062f\u06cc \u06af\u0626\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0645\u06cc\u06ba \u062f\u06a9\u06be\u0627\u06cc\u0627 \u06af\u06cc\u0627 \u06c1\u06d2\u06d4 \u0631\u062c\u0633\u0679\u0631 \u0645\u06cc\u06ba \u0641\u0639\u0627\u0644 \u06a9\u0645\u067e\u06cc\u0648\u0679\u06cc\u0634\u0646\u0632 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0622\u067e\u0631\u06cc\u0634\u0646\u0632 \u06c1\u0648\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u06cc\u0639\u0646\u06cc \u0688\u06cc\u0679\u0627 \u062c\u0633 \u067e\u0631 GPU \u06a9\u0648\u0631 \u0641\u06cc \u0627\u0644\u062d\u0627\u0644 \u06a9\u0627\u0645 \u06a9\u0631 \u0631\u06c1\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>SM \u0641\u06a9\u0633\u0688 \u0633\u0627\u0626\u0632 \u06af\u0631\u0648\u067e\u0633 \u0645\u06cc\u06ba \u062a\u06be\u0631\u06cc\u0688 \u0686\u0644\u0627\u062a\u0627 \u06c1\u06d2: <em>\u062a\u0627\u0646\u06d2 \u062f\u06be\u0627\u06af\u06d2<\/em>\u06c1\u0631 \u0648\u0627\u0631\u067e \u0645\u06cc\u06ba \u0628\u0627\u0644\u06a9\u0644 32 \u062a\u06be\u0631\u06cc\u0688\u0632 \u06c1\u0648\u062a\u06d2 \u06c1\u06cc\u06ba \u062c\u0648 \u0644\u0627\u06a9 \u0633\u0679\u06cc\u067e \u0645\u06cc\u06ba \u0627\u0646\u06c1\u06cc \u06c1\u062f\u0627\u06cc\u0627\u062a \u067e\u0631 \u0639\u0645\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 L1\/\u0645\u0634\u062a\u0631\u06a9\u06c1 \u0645\u06cc\u0645\u0648\u0631\u06cc \u0627\u06cc\u06a9 \u0627\u0633\u0679\u06cc\u062c\u0646\u06af \u0627\u06cc\u0631\u06cc\u0627 \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u06a9\u0627\u0645 \u06a9\u0631\u062a\u06cc \u06c1\u06d2 \u062c\u0648 SM \u06a9\u06d2 \u0627\u0646\u062f\u0631 \u062a\u06be\u0631\u06cc\u0688\u0632 \u06a9\u0648 \u0633\u0633\u062a \u0645\u06cc\u0645\u0648\u0631\u06cc \u06a9\u06d2 \u062f\u0631\u062c\u06d2 \u067e\u0631 \u062c\u0627\u0646\u06d2 \u06a9\u06d2 \u0628\u063a\u06cc\u0631 \u0688\u06cc\u0679\u0627 \u0634\u06cc\u0626\u0631 \u06a9\u0631\u0646\u06d2 \u06a9\u06cc \u0627\u062c\u0627\u0632\u062a \u062f\u06cc\u062a\u06cc \u06c1\u06d2\u06d4<\/p>\n<p>\u0628\u0644\u06cc\u06a9 \u0648\u06cc\u0644 \u06a9\u06cc L1\/\u0645\u0634\u062a\u0631\u06a9\u06c1 \u0645\u06cc\u0645\u0648\u0631\u06cc \u0688\u06cc\u0641\u0627\u0644\u0679 128KB \u0641\u06cc SM \u06c1\u06d2\u060c \u062c\u0648 Hopper \u06a9\u06cc 256KB \u0633\u06d2 \u06a9\u0645 \u06c1\u06d2\u06d4 \u06a9\u0686\u06be \u06a9\u0646\u0641\u06cc\u06af\u0631\u06cc\u0634\u0646\u0632 \u0645\u06cc\u06ba\u060c \u06cc\u06c1 228 KB \u0641\u06cc SM \u062a\u06a9 \u067e\u06cc\u0645\u0627\u0646\u06c1 \u06c1\u0648 \u0633\u06a9\u062a\u0627 \u06c1\u06d2\u06d4 \u062a\u0645\u0627\u0645 SMs \u06a9\u06cc \u06a9\u0644 \u0628\u06cc\u0646\u0688\u0648\u062a\u06be \u062a\u0642\u0631\u06cc\u0628\u0627\u064b 40 TB\/s \u06c1\u06d2\u06d4<\/p>\n<p>\u0632\u0648\u0627\u0644 \u06a9\u06cc\u0648\u06ba\u061f NVIDIA \u0646\u06d2 Tensor Core \u06a9\u0627\u0645 \u06a9\u06d2 \u0628\u0648\u062c\u06be \u06a9\u06d2 \u0644\u06cc\u06d2 TMEM \u06a9\u06cc \u0635\u0644\u0627\u062d\u06cc\u062a \u06a9\u0648 \u0645\u0646\u062a\u0642\u0644 \u06a9\u0631 \u062f\u06cc\u0627 \u0627\u0648\u0631 \u0627\u06cc\u06a9 \u0628\u0691\u06d2 L2 \u06a9\u06cc\u0634\u06d2 \u0633\u06d2 \u0645\u0639\u0627\u0648\u0636\u06c1 \u062f\u06cc\u0627 \u06af\u06cc\u0627\u06d4 \u0639\u0627\u0645 \u0645\u0642\u0635\u062f \u06a9\u06d2 \u0645\u0634\u062a\u0631\u06a9\u06c1 \u0645\u06cc\u0645\u0648\u0631\u06cc \u0648\u0631\u06a9 \u0628\u0648\u062c\u06be \u0645\u06cc\u06ba \u0641\u06cc SM \u06a9\u0645 \u0635\u0644\u0627\u062d\u06cc\u062a \u06c1\u0648\u062a\u06cc \u06c1\u06d2\u060c \u0644\u06cc\u06a9\u0646 \u0633\u0628 \u0633\u06d2 \u0627\u06c1\u0645 \u06a9\u0627\u0645 \u06a9\u0627 \u0628\u0648\u062c\u06be\u060c \u0645\u06cc\u0679\u0631\u06a9\u0633 \u0636\u0631\u0628\u060c \u062a\u06cc\u0632 \u0631\u0641\u062a\u0627\u0631 \u0648\u0642\u0641 \u0645\u06cc\u0645\u0648\u0631\u06cc \u062d\u0627\u0635\u0644 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<h3 id=\"heading-l2-cache-compensating-for-smaller-l1\">L2 \u06a9\u06cc\u0634\u06d2: \u0686\u06be\u0648\u0679\u06d2 L1 \u06a9\u06cc \u062a\u06a9\u0645\u06cc\u0644 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/h3>\n<p>L2 \u06a9\u06cc\u0634\u06d2 SM \u0627\u0648\u0631 HBM \u06a9\u06d2 \u062f\u0631\u0645\u06cc\u0627\u0646 \u0648\u0627\u0642\u0639 \u06c1\u06d2 \u0627\u0648\u0631 \u0688\u0627\u0626\u06cc \u067e\u0631 \u0645\u0648\u062c\u0648\u062f \u062a\u0645\u0627\u0645 \u06a9\u0645\u067e\u06cc\u0648\u0679\u0646\u06af \u0688\u06cc\u0648\u0627\u0626\u0633\u0632 \u06a9\u06d2 \u0630\u0631\u06cc\u0639\u06d2 \u0627\u0633 \u06a9\u0627 \u0627\u0634\u062a\u0631\u0627\u06a9 \u06a9\u06cc\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u06d4 \u0628\u0644\u06cc\u06a9 \u0648\u06cc\u0644 64-65MB \u0641\u06cc \u0688\u0627\u0626\u06cc \u0641\u0631\u0627\u06c1\u0645 \u06a9\u0631\u062a\u0627 \u06c1\u06d2 (\u062a\u0642\u0631\u06cc\u0628\u0627\u064b 126MB \u062a\u0645\u0627\u0645 \u0688\u0648\u0626\u0644 \u0688\u0627\u0626\u06cc \u0645\u0627\u0688\u06cc\u0648\u0644\u0632 \u0645\u06cc\u06ba)\u06d4 \u06cc\u06c1 Hopper \u06a9\u06d2 50MB \u06a9\u06d2 \u0645\u0642\u0627\u0628\u0644\u06d2 \u0645\u06cc\u06ba 2.5x \u0627\u0636\u0627\u0641\u06c1 \u06c1\u06d2 \u0627\u0648\u0631 \u0686\u06be\u0648\u0679\u06d2 L1 \u0641\u06cc SM \u06a9\u06cc \u062a\u0644\u0627\u0641\u06cc \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>AI \u06a9\u0627\u0645 \u06a9\u06d2 \u0628\u0648\u062c\u06be \u0645\u06cc\u06ba\u060c \u0627\u0646 \u067e\u0679 \u06a9\u06d2 \u0645\u062e\u062a\u0644\u0641 \u0628\u06cc\u0686\u0648\u06ba \u0645\u06cc\u06ba \u0627\u06cc\u06a9 \u06c1\u06cc \u0645\u0627\u0688\u0644 \u06a9\u06d2 \u0648\u0632\u0646 \u062a\u06a9 \u0628\u0627\u0631 \u0628\u0627\u0631 \u0631\u0633\u0627\u0626\u06cc \u062d\u0627\u0635\u0644 \u06a9\u06cc \u062c\u0627\u062a\u06cc \u06c1\u06d2\u06d4 \u0627\u06cc\u06a9 \u0628\u0691\u06d2 L2 \u06a9\u06cc\u0634\u06d2 \u06a9\u0627 \u0645\u0637\u0644\u0628 \u06c1\u06d2 \u06a9\u06c1 \u0627\u0646 \u0645\u06cc\u06ba \u0633\u06d2 \u0632\u06cc\u0627\u062f\u06c1 \u0648\u0632\u0646 \u06a9\u0648 \u062a\u0639\u06cc\u0646\u0627\u062a\u06cc\u0648\u06ba \u06a9\u06d2 \u062f\u0631\u0645\u06cc\u0627\u0646 \u0686\u067e \u067e\u0631 \u0631\u06a9\u06be\u0627 \u062c\u0627 \u0633\u06a9\u062a\u0627 \u06c1\u06d2\u060c \u062c\u0633 \u0633\u06d2 HBM \u0645\u06cc\u06ba \u0645\u06c1\u0646\u06af\u06cc \u0686\u0627\u0644\u0648\u06ba \u06a9\u06cc \u0628\u0686\u062a \u06c1\u0648\u062a\u06cc \u06c1\u06d2\u06d4 \u0627\u0646\u0641\u0631\u0646\u0633 \u0633\u0631\u0648\u0646\u06af \u06a9\u06d2 \u0644\u06cc\u06d2 \u062c\u06c1\u0627\u06ba \u0627\u06cc\u06a9 \u06c1\u06cc \u0645\u0627\u0688\u0644 \u06c1\u0632\u0627\u0631\u0648\u06ba \u062f\u0631\u062e\u0648\u0627\u0633\u062a\u0648\u06ba \u067e\u0631 \u06a9\u0627\u0631\u0631\u0648\u0627\u0626\u06cc \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u060c \u06cc\u06c1 \u0628\u0631\u0627\u06c1 \u0631\u0627\u0633\u062a \u06a9\u0645 \u062a\u0627\u062e\u06cc\u0631 \u0627\u0648\u0631 \u0628\u0691\u06be\u06d2 \u06c1\u0648\u0626\u06d2 \u062a\u06be\u0631\u0648 \u067e\u0679 \u06a9\u0627 \u062a\u0631\u062c\u0645\u06c1 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u0688\u0648\u0626\u0644 \u0688\u0627\u0626\u06cc \u0688\u06cc\u0632\u0627\u0626\u0646 \u06cc\u06c1\u0627\u06ba \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u06a9\u0648 \u0645\u062a\u0639\u0627\u0631\u0641 \u06a9\u0631\u0627\u06cc\u0627 \u06c1\u06d2\u06d4 \u06c1\u0631 \u0688\u0627\u0626\u06cc \u06a9\u0627 \u0627\u067e\u0646\u0627 63MB L2 \u067e\u0627\u0631\u0679\u06cc\u0634\u0646 \u06c1\u0648\u062a\u0627 \u06c1\u06d2\u06d4 \u062f\u06cc\u06af\u0631 \u0688\u0627\u0626\u0632 \u067e\u0631 \u06a9\u06cc\u0634 \u06a9\u0631\u062f\u06c1 \u0688\u06cc\u0679\u0627 \u062a\u06a9 \u0631\u0633\u0627\u0626\u06cc \u06a9\u06d2 \u0644\u06cc\u06d2 NV-HBI \u0627\u0646\u0679\u0631 \u06a9\u0646\u06cc\u06a9\u0679 \u06a9\u0648 10TB\/s \u06a9\u06cc \u0631\u0641\u062a\u0627\u0631 \u0633\u06d2 \u0639\u0628\u0648\u0631 \u06a9\u0631\u0646\u06d2 \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u06c1\u0648\u062a\u06cc \u06c1\u06d2\u060c \u062c\u0648 \u06a9\u06c1 \u0645\u0642\u0627\u0645\u06cc L2 \u0631\u0633\u0627\u0626\u06cc \u0633\u06d2 \u0627\u0628 \u0628\u06be\u06cc \u0633\u0633\u062a \u06c1\u06d2\u06d4 NVIDIA \u06a9\u0627 \u0633\u0627\u0641\u0679 \u0648\u06cc\u0626\u0631 \u0627\u0633\u0679\u06cc\u06a9 \u0627\u0633 \u06a9\u0648 \u0634\u0641\u0627\u0641 \u0637\u0631\u06cc\u0642\u06d2 \u0633\u06d2 \u06c1\u06cc\u0646\u0688\u0644 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u060c \u0644\u06cc\u06a9\u0646 \u06a9\u0627\u0631\u06a9\u0631\u062f\u06af\u06cc \u0633\u06d2 \u0622\u06af\u0627\u06c1 \u0627\u0646\u062c\u06cc\u0646\u0626\u0631\u0632 \u06a9\u0648 \u0622\u06af\u0627\u06c1 \u06c1\u0648\u0646\u0627 \u0686\u0627\u06c1\u06cc\u06d2 \u06a9\u06c1 \u0688\u0627\u0626\u06cc \u0628\u06be\u0631 \u0645\u06cc\u06ba \u0688\u06cc\u0679\u0627 \u06a9\u06cc \u062c\u06af\u06c1 \u06a9\u0627 \u062a\u0639\u06cc\u0646 \u06a9\u06cc\u0634 \u06a9\u06cc \u06a9\u0627\u0631\u06a9\u0631\u062f\u06af\u06cc \u06a9\u0648 \u0645\u062a\u0627\u062b\u0631 \u06a9\u0631 \u0633\u06a9\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<h3 id=\"heading-hbm3e-the-main-memory-pool\">HBM3e: \u0645\u06cc\u0646 \u0645\u06cc\u0645\u0648\u0631\u06cc \u067e\u0648\u0644<\/h3>\n<p>\u06c1\u0627\u0626\u06cc \u0628\u06cc\u0646\u0688\u0648\u0688\u062a\u06be \u0645\u06cc\u0645\u0648\u0631\u06cc (HBM3e) \u0645\u0627\u0688\u0644 \u06a9\u06d2 \u0648\u0632\u0646\u060c \u0627\u06cc\u06a9\u0679\u06cc\u0648\u06cc\u0634\u0646\u060c \u06af\u0631\u06cc\u0688\u06cc\u0626\u0646\u0679\u0633\u060c \u0627\u0648\u0631 \u0627\u0646 \u067e\u0679 \u0688\u06cc\u0679\u0627 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0628\u0646\u06cc\u0627\u062f\u06cc \u0627\u0633\u0679\u0648\u0631\u06cc\u062c \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u06a9\u0627\u0645 \u06a9\u0631\u062a\u06cc \u06c1\u06d2\u06d4 \u0628\u0644\u06cc\u06a9 \u0648\u06cc\u0644 \u06a9\u0627 HBM3e 8TB\/s \u0628\u06cc\u0646\u0688\u0648\u062a\u06be \u0641\u06cc GPU \u0641\u0631\u0627\u06c1\u0645 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u060c \u062c\u0648 Hopper \u06a9\u06d2 3.35TB\/s HBM3 \u0633\u06d2 \u062a\u0642\u0631\u06cc\u0628\u0627\u064b 2.4x \u062a\u06cc\u0632 \u06c1\u06d2\u06d4<\/p>\n<p>\u0641\u0632\u06cc\u06a9\u0644 \u0646\u0641\u0627\u0630 8-Hi \u0627\u0633\u0679\u06cc\u06a9 \u0688\u06cc\u0632\u0627\u0626\u0646 \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u0627\u0633 \u06a9\u0627 \u0645\u0637\u0644\u0628 \u06c1\u06d2 \u06a9\u06c1 \u0622\u0679\u06be DRAM \u0688\u06cc\u0632 \u0639\u0645\u0648\u062f\u06cc \u0637\u0648\u0631 \u067e\u0631 \u0627\u0633\u0679\u06cc\u06a9 \u06a9\u06cc\u06d2 \u06af\u0626\u06d2 \u06c1\u06cc\u06ba \u06c1\u0631 \u0627\u06cc\u06a9 24GB \u0641\u06cc \u0627\u0633\u0679\u06cc\u06a9 \u06a9\u06d2 \u0644\u06cc\u06d2 3GB \u0641\u0631\u0627\u06c1\u0645 \u06a9\u0631\u06d2 \u06af\u0627\u06d4 \u06a9\u0644 8 \u0627\u0633\u0679\u06cc\u06a9 (4 \u0641\u06cc \u0688\u0627\u0626\u06cc) \u06a9\u06d2 \u0633\u0627\u062a\u06be\u060c B200 GPU 192GB \u0622\u0646 \u067e\u06cc\u06a9\u062c \u0645\u06cc\u0645\u0648\u0631\u06cc \u067e\u06cc\u0634 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u060c \u0644\u06cc\u06a9\u0646 \u062c\u0628 ECC \u0627\u0648\u0631 \u0633\u0633\u0679\u0645 \u0627\u0648\u0648\u0631 \u06c1\u06cc\u0688 \u06a9\u0648 \u0645\u062f\u0646\u0638\u0631 \u0631\u06a9\u06be\u0627 \u062c\u0627\u0626\u06d2 \u062a\u0648 180GB \u062f\u0633\u062a\u06cc\u0627\u0628 \u06c1\u06d2\u06d4<\/p>\n<p>\u0628\u06cc\u0646\u0688\u0648\u062a\u06be \u0645\u06cc\u06ba \u06cc\u06c1 \u0627\u0636\u0627\u0641\u06c1 \u0628\u06c1\u062a \u0627\u06c1\u0645 \u06c1\u06d2\u06d4 \u0679\u06cc\u0646\u0633\u0631 \u06a9\u0648\u0631 \u0622\u067e\u0631\u06cc\u0634\u0646\u0632 \u0688\u06cc\u0679\u0627 \u06a9\u0648 \u0632\u0628\u0631\u062f\u0633\u062a \u0634\u0631\u062d\u0648\u06ba \u067e\u0631 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0627\u06af\u0631 HBM \u062a\u06cc\u0632\u06cc \u0633\u06d2 \u0688\u06cc\u0679\u0627 \u0688\u06cc\u0644\u06cc\u0648\u0631 \u0646\u06c1\u06cc\u06ba \u06a9\u0631 \u0633\u06a9\u062a\u0627\u060c \u062a\u0648 \u06a9\u0645\u067e\u06cc\u0648\u0679\u0646\u06af \u0688\u06cc\u0648\u0627\u0626\u0633 \u0645\u0646\u062c\u0645\u062f \u06c1\u0648 \u062c\u0627\u0626\u06d2 \u06af\u06cc\u060c \u062c\u0633 \u0633\u06d2 \u0645\u06c1\u0646\u06af\u0627 \u0633\u0644\u06cc\u06a9\u0648\u0646 \u0628\u06cc\u06a9\u0627\u0631 \u06c1\u0648 \u062c\u0627\u0626\u06d2 \u06af\u0627\u06d4 \u0628\u0644\u06cc\u06a9 \u0648\u06cc\u0644 \u06a9\u0627 8TB\/s \u0633\u0628 \u0633\u06d2 \u0628\u0691\u06d2 \u0645\u06cc\u0679\u0631\u06a9\u0633 \u0636\u0631\u0628 \u06a9\u06d2 \u062f\u0648\u0631\u0627\u0646 \u0628\u06be\u06cc \u0679\u06cc\u0646\u0633\u0631 \u06a9\u0648\u0631 \u06a9\u0648 \u0641\u06cc\u0688 \u06a9\u0631\u062a\u0627 \u0631\u06c1\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<h3 id=\"heading-lpddr5x-the-extended-tier\">LPDDR5X: \u062a\u0648\u0633\u06cc\u0639\u06cc \u062a\u06c1\u06c1<\/h3>\n<p>GPU \u067e\u0631 HBM \u06a9\u06d2 \u0639\u0644\u0627\u0648\u06c1\u060c Grace CPU \u067e\u0631 LPDDR5X \u0645\u06cc\u0645\u0648\u0631\u06cc \u06c1\u06d2\u06d4 \u06cc\u06c1 \u0645\u06cc\u0645\u0648\u0631\u06cc \u062a\u0642\u0631\u06cc\u0628\u0627\u064b 480GB \u062a\u06a9 \u0645\u0642\u0627\u0645\u06cc \u0637\u0648\u0631 \u067e\u0631 500GB\/s \u062a\u06a9 \u0627\u0648\u0631 ~900GB\/s \u062a\u06a9 \u0642\u0627\u0628\u0644 \u0631\u0633\u0627\u0626\u06cc \u06c1\u06d2 \u062c\u0628 GPU \u0633\u06d2 NVLink C-2-C \u06a9\u06d2 \u0630\u0631\u06cc\u0639\u06d2 \u0631\u0633\u0627\u0626\u06cc \u062d\u0627\u0635\u0644 \u06a9\u06cc \u062c\u0627\u062a\u06cc \u06c1\u06d2\u06d4<\/p>\n<p>GPU \u067e\u0631 LPDDR5X \u062a\u06a9 \u0631\u0633\u0627\u0626\u06cc \u0645\u06cc\u06ba HBM \u06a9\u06d2 \u0645\u0642\u0627\u0628\u0644\u06d2 \u0645\u06cc\u06ba \u062a\u0642\u0631\u06cc\u0628\u0627\u064b 10x \u06a9\u0645 \u0628\u06cc\u0646\u0688\u0648\u062a\u06be \u0627\u0648\u0631 \u0632\u06cc\u0627\u062f\u06c1 \u062a\u0627\u062e\u06cc\u0631 \u06c1\u0648\u062a\u06cc \u06c1\u06d2\u06d4 \u062a\u0627\u06c1\u0645\u060c \u06cc\u06c1 NVMe SSD \u06cc\u0627 \u0646\u06cc\u0679 \u0648\u0631\u06a9 \u0627\u0633\u0679\u0648\u0631\u06cc\u062c \u0633\u06d2 \u06a9\u06c1\u06cc\u06ba \u0632\u06cc\u0627\u062f\u06c1 \u062a\u06cc\u0632 \u06c1\u06d2\u06d4<\/p>\n<p>LPDDR5X \u0627\u06cc\u06a9 \u062a\u06cc\u0632 \u0631\u0641\u062a\u0627\u0631 \u0627\u0648\u0648\u0631 \u0641\u0644\u0648 \u067e\u0631\u062a \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u06a9\u0627\u0645 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u0648\u06c1 \u0688\u06cc\u0679\u0627 \u062c\u0648 HBM \u0645\u06cc\u06ba \u0641\u0679 \u0646\u06c1\u06cc\u06ba \u06c1\u0648\u062a\u0627 \u06c1\u06d2\u060c \u062c\u06cc\u0633\u06d2 \u0628\u0691\u06d2 \u0627\u06cc\u0645\u0628\u06cc\u0688\u0646\u06af \u0679\u06cc\u0628\u0644\u0632\u060c \u0637\u0648\u06cc\u0644 \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 \u06a9\u06d2 \u062a\u062e\u0645\u06cc\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 KV \u06a9\u06cc\u0686\u0632\u060c \u0627\u0648\u0631 \u0686\u06cc\u06a9 \u067e\u0648\u0627\u0626\u0646\u0679 \u0628\u0641\u0631\u0632\u060c \u06a9\u0627\u0631\u06a9\u0631\u062f\u06af\u06cc \u0645\u06cc\u06ba \u0646\u0645\u0627\u06cc\u0627\u06ba \u06a9\u0645\u06cc \u06a9\u06d2 \u0628\u063a\u06cc\u0631 CPU \u0645\u06cc\u0645\u0648\u0631\u06cc \u0645\u06cc\u06ba \u0631\u06c1 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<h3 id=\"heading-data-flow-in-practice\">\u0627\u0635\u0644 \u0688\u06cc\u0679\u0627 \u06a9\u0627 \u0628\u06c1\u0627\u0624<\/h3>\n<p>\u062c\u0628 \u0628\u0644\u06cc\u06a9 \u0648\u06cc\u0644 GPUs AI \u06a9\u0627\u0645 \u06a9\u06d2 \u0628\u0648\u062c\u06be \u06a9\u0648 \u0686\u0644\u0627\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u062a\u0648 \u0688\u06cc\u0679\u0627 \u0645\u0631\u062d\u0644\u06c1 \u0648\u0627\u0631 \u0627\u0633 \u062f\u0631\u062c\u06c1 \u0628\u0646\u062f\u06cc \u0633\u06d2 \u06af\u0632\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<ol>\n<li>\n<p><strong>\u0645\u0627\u0688\u0644 \u0644\u0648\u0688\u0646\u06af<\/strong>: \u0648\u0632\u0646 \u06a9\u0648 \u0627\u0633\u0679\u0648\u0631\u06cc\u062c \u2192 CPU \u0645\u06cc\u0645\u0648\u0631\u06cc \u2192 HBM \u0633\u06d2 \u0645\u0646\u062a\u0642\u0644 \u06a9\u06cc\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2 (\u06cc\u0627 \u0627\u06af\u0631 HBM \u0628\u06be\u0631\u0627 \u06c1\u0648\u0627 \u06c1\u0648 \u062a\u0648 LPDDR5X \u0645\u06cc\u06ba \u0631\u06a9\u06be\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2)\u06d4<\/p>\n<\/li>\n<li>\n<p><strong>\u0628\u06cc\u0686 \u067e\u0631\u0648\u0633\u06cc\u0633\u0646\u06af<\/strong>: \u0688\u06cc\u0679\u0627 \u0633\u0679\u0631\u06cc\u0645 \u06a9\u0648 HBM \u0645\u06cc\u06ba \u0627\u0648\u0631 \u067e\u06be\u0631 L2 \u0645\u06cc\u06ba \u062f\u0627\u062e\u0644 \u06a9\u0631\u06cc\u06ba \u062c\u0628 SM \u06a9\u06cc \u0637\u0631\u0641 \u0633\u06d2 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u06a9\u06cc \u062c\u0627\u0626\u06d2\u06d4<\/p>\n<\/li>\n<li>\n<p><strong>\u062d\u0633\u0627\u0628 \u0644\u06af\u0627\u0646\u0627<\/strong>: \u0641\u0639\u0627\u0644 \u0688\u06cc\u0679\u0627 L2 \u2192 L1\/Shared \u2192 \u0679\u0627\u0633\u06a9 \u0627\u06cc\u06af\u0632\u06cc\u06a9\u06cc\u0648\u0634\u0646 \u06a9\u06d2 \u0645\u0637\u0627\u0628\u0642 \u0631\u062c\u0633\u0679\u0631 \u0633\u06d2 \u0645\u0646\u062a\u0642\u0644 \u06c1\u0648\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<\/li>\n<li>\n<p><strong>\u062d\u0633\u0627\u0628<\/strong>: \u0646\u062a\u0627\u0626\u062c \u062f\u0631\u062c\u06c1 \u0628\u0646\u062f\u06cc \u06a9\u06d2 \u0633\u0627\u062a\u06be HBM \u06cc\u0627 CPU \u0645\u06cc\u0645\u0648\u0631\u06cc \u0645\u06cc\u06ba \u0648\u0627\u067e\u0633 \u0622\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<\/li>\n<\/ol>\n<p>\u06c1\u0631 \u067e\u0631\u062a \u0627\u067e\u0646\u06d2 \u0627\u0648\u067e\u0631 \u06a9\u06cc \u067e\u0631\u062a \u06a9\u06d2 \u0644\u06cc\u06d2 \u0628\u0641\u0631 \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u06a9\u0627\u0645 \u06a9\u0631\u062a\u06cc \u06c1\u06d2\u06d4<\/p>\n<h2 id=\"heading-practical-example-running-llama-3-70b\">\u062d\u0642\u06cc\u0642\u06cc \u062f\u0646\u06cc\u0627 \u06a9\u06cc \u0645\u062b\u0627\u0644: Llama 3 70B \u0686\u0644\u0627\u0646\u0627<\/h2>\n<p>\u0627\u06cc\u06a9\u0633\u0679\u0631\u067e\u0648\u0644\u06cc\u0634\u0646 \u06a9\u06d2 \u0644\u06cc\u06d2\u060c Llama 3 70B \u06a9\u06cc \u062a\u0639\u06cc\u0646\u0627\u062a\u06cc \u067e\u0631 \u063a\u0648\u0631 \u06a9\u0631\u06cc\u06ba\u06d4 FP16 \u062f\u0631\u0633\u062a\u06af\u06cc \u067e\u0631 (GB200 FP4 \u0633\u06d2 \u06a9\u0645 \u06c1\u0648 \u0633\u06a9\u062a\u0627 \u06c1\u06d2)\u060c \u0622\u067e \u06a9\u0648 \u0635\u0631\u0641 \u0645\u0627\u0688\u0644 \u06a9\u06d2 \u0648\u0632\u0646 \u06a9\u06d2 \u0644\u06cc\u06d2 \u062a\u0642\u0631\u06cc\u0628\u0627\u064b 140GB \u0645\u06cc\u0645\u0648\u0631\u06cc \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u06c1\u0648\u06af\u06cc\u06d4<\/p>\n<p><strong>Hopper H100 (80GB HBM3):<\/strong> \u0645\u0627\u0688\u0644 \u0641\u0679 \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u06d4 \u0622\u067e \u06a9\u0648 \u06cc\u0627 \u062a\u0648 \u062c\u0627\u0631\u062d\u0627\u0646\u06c1 \u0627\u0646\u062f\u0627\u0632 \u0645\u06cc\u06ba \u06a9\u0648\u0627\u0646\u0679\u0627\u0626\u0632 \u06a9\u0631\u0646\u06d2 \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u06c1\u06d2\u060c \u0645\u062a\u0639\u062f\u062f GPUs \u0645\u06cc\u06ba \u0679\u06cc\u0646\u0633\u0631 \u06a9\u06cc \u06c1\u0645 \u0622\u06c1\u0646\u06af\u06cc \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u0646\u0627 \u06c1\u0648\u06af\u0627\u060c \u06cc\u0627 PCIe \u06a9\u06d2 \u0630\u0631\u06cc\u0639\u06d2 CPU \u0645\u06cc\u0645\u0648\u0631\u06cc \u067e\u0631 \u067e\u0631\u062a\u0648\u06ba \u06a9\u0648 \u0622\u0641 \u0644\u0648\u0688 \u06a9\u0631\u0646\u0627 \u06c1\u0648\u06af\u0627 (\u062c\u0648 ~ 64GB\/s \u067e\u0631 \u0633\u0633\u062a \u06c1\u06d2)\u06d4<\/p>\n<p><strong>\u0633\u0646\u06af\u0644 GB200 \u0633\u067e\u0631\u0686\u0650\u067e (~360GB \u0642\u0627\u0628\u0644 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 HBM3e + ~480GB LPDDR5X):<\/strong> \u0645\u06a9\u0645\u0644 140GB \u0645\u0627\u0688\u0644 \u0622\u0633\u0627\u0646\u06cc \u0633\u06d2 \u0627\u06cc\u06a9 GPU \u067e\u0631 HBM \u06a9\u0648 \u0641\u0679 \u06a9\u0631 \u062f\u06cc\u062a\u0627 \u06c1\u06d2\u060c \u062f\u0648\u0633\u0631\u06d2 GPU \u067e\u0631 HBM \u0627\u0648\u0631 KV \u06a9\u06cc\u0634\u06d2\u060c \u0628\u06cc\u0686 \u067e\u0631\u0648\u0633\u06cc\u0633\u0646\u06af\u060c \u06cc\u0627 \u0645\u062a\u0639\u062f\u062f \u0645\u0627\u0688\u0644 \u0645\u062b\u0627\u0644\u0648\u06ba \u06a9\u0648 \u0686\u0644\u0627\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u062f\u0633\u062a\u06cc\u0627\u0628 \u062a\u0645\u0627\u0645 CPU \u0645\u06cc\u0645\u0648\u0631\u06cc\u06d4 \u06a9\u0648\u0626\u06cc \u0645\u0627\u0688\u0644 \u0645\u062a\u0648\u0627\u0632\u06cc \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u06d4 \u06cc\u0627\u062f\u062f\u0627\u0634\u062a \u06a9\u06cc \u062d\u062f\u0648\u062f \u06a9\u06cc \u0648\u062c\u06c1 \u0633\u06d2 \u062c\u0627\u0631\u062d\u0627\u0646\u06c1 \u06a9\u0648\u0627\u0646\u0679\u0627\u0626\u0632\u06cc\u0634\u0646 \u067e\u0631 \u0645\u062c\u0628\u0648\u0631 \u0646\u06c1\u06cc\u06ba \u06a9\u06cc\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u06d4 GB200 Superchip \u062a\u062e\u0645\u06cc\u0646\u06cc \u062e\u0635\u0648\u0635\u06cc\u0627\u062a \u0641\u0631\u0627\u06c1\u0645 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 <strong>\u062f\u0633\u062a\u06cc\u0627\u0628 \u0645\u06cc\u0645\u0648\u0631\u06cc \u06a9\u0627 10x<\/strong> \u0627\u06cc\u06a9 H100 \u06cc\u06a9\u0633\u0631 \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u062c\u0648 \u0627\u06cc\u06a9 \u0688\u06cc\u0648\u0627\u0626\u0633 \u0645\u06cc\u06ba \u0641\u0679 \u0628\u06cc\u0679\u06be\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u06cc\u06c1 \u0628\u0644\u06cc\u06a9 \u0648\u06cc\u0644 \u0645\u06cc\u0645\u0648\u0631\u06cc \u0641\u0646 \u062a\u0639\u0645\u06cc\u0631 \u06a9\u0627 \u062d\u0642\u06cc\u0642\u06cc \u0627\u062b\u0631 \u06c1\u06d2\u06d4 \u062c\u0646 \u0645\u0627\u0688\u0644\u0632 \u06a9\u0648 \u067e\u06c1\u0644\u06d2 \u0645\u0644\u0679\u06cc \u062c\u06cc \u067e\u06cc \u06cc\u0648 \u0633\u06cc\u0679 \u0627\u067e \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u06c1\u0648\u062a\u06cc \u062a\u06be\u06cc \u0648\u06c1 \u0627\u0628 \u0627\u06cc\u06a9 \u06c1\u06cc \u0633\u067e\u0631 \u0686\u067e \u067e\u0631 \u0686\u0644 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u062a\u0639\u06cc\u0646\u0627\u062a\u06cc \u06a9\u0648 \u0622\u0633\u0627\u0646 \u0628\u0646\u0627 \u06a9\u0631 \u0627\u0648\u0631 \u0627\u0646\u0679\u0631-GPU \u06a9\u0645\u06cc\u0648\u0646\u06cc\u06a9\u06cc\u0634\u0646 \u0627\u0648\u0648\u0631 \u06c1\u06cc\u0688 \u06a9\u0648 \u06a9\u0645 \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<h2 id=\"heading-conclusion\">\u0646\u062a\u06cc\u062c\u06c1<\/h2>\n<p>AI \u06c1\u0627\u0631\u0688\u0648\u06cc\u0626\u0631 \u0645\u06cc\u06ba \u0645\u06cc\u0645\u0648\u0631\u06cc \u06c1\u0645\u06cc\u0634\u06c1 \u0633\u06d2 \u0627\u06cc\u06a9 \u0645\u062d\u062f\u0648\u062f \u0639\u0646\u0635\u0631 \u0631\u06c1\u06cc \u06c1\u06d2\u06d4 \u0628\u0644\u06cc\u06a9 \u0648\u06cc\u0644 \u0645\u0633\u0627\u0648\u0627\u062a \u06a9\u0648 \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u0688\u0648\u0626\u0644 \u0688\u0627\u0626\u06cc GPUs\u060c HBM3e \u06a9\u0648 8TB\/s \u0628\u06cc\u0646\u0688\u0648\u062a\u06be \u06a9\u06d2 \u0633\u0627\u062a\u06be\u060c \u0627\u0648\u0631 NVLink C2C \u06a9\u06d2 \u0630\u0631\u06cc\u0639\u06d2 \u0645\u0631\u0628\u0648\u0637 CPU-GPU \u0645\u06cc\u0645\u0648\u0631\u06cc \u06a9\u0648 \u0645\u0644\u0627 \u06a9\u0631\u060c NVIDIA \u0646\u06d2 \u0627\u06cc\u06a9 \u0627\u06cc\u0633\u0627 \u0646\u0638\u0627\u0645 \u0641\u0631\u0627\u06c1\u0645 \u06a9\u06cc\u0627 \u06c1\u06d2 \u062c\u06c1\u0627\u06ba \u0627\u06cc\u06a9 \u0648\u0627\u062d\u062f \u0633\u067e\u0631 \u0686\u067e \u0627\u067e\u0646\u06d2 \u067e\u06cc\u0634\u0631\u0648 \u0633\u06d2 \u062a\u0642\u0631\u06cc\u0628\u0627\u064b 10 \u06af\u0646\u0627 \u0632\u06cc\u0627\u062f\u06c1 \u0642\u0627\u0628\u0644 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u0645\u06cc\u0645\u0648\u0631\u06cc \u0641\u0631\u0627\u06c1\u0645 \u06a9\u0631\u062a\u06cc \u06c1\u06d2\u06d4 \u0648\u06c1 \u0645\u0627\u0688\u0644 \u062c\u0646 \u06a9\u0648 \u06a9\u0628\u06be\u06cc \u067e\u06cc\u0686\u06cc\u062f\u06c1 \u0645\u0644\u0679\u06cc-GPU \u0622\u0631\u06a9\u06cc\u0633\u0679\u0631\u06cc\u0634\u0646 \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u06c1\u0648\u062a\u06cc \u062a\u06be\u06cc \u0627\u0628 \u0627\u06cc\u06a9 \u06c1\u06cc \u0688\u06cc\u0648\u0627\u0626\u0633 \u0645\u06cc\u06ba \u0641\u0679 \u06c1\u0648 \u062c\u0627\u062a\u06cc \u06c1\u06d2\u06d4<\/p>\n<p>AI \u0627\u0646\u062c\u06cc\u0646\u0626\u0631\u0632 \u06a9\u06d2 \u0644\u06cc\u06d2\u060c \u0627\u0633 \u06a9\u0627 \u0645\u0637\u0644\u0628 \u06c1\u06d2 \u06a9\u06c1 \u0645\u06cc\u0645\u0648\u0631\u06cc \u06a9\u06cc \u0631\u06a9\u0627\u0648\u0679\u0648\u06ba \u06a9\u0648 \u062d\u0644 \u06a9\u0631\u0646\u06d2 \u0645\u06cc\u06ba \u06a9\u0645 \u0648\u0642\u062a \u06af\u0632\u0627\u0631\u0646\u0627 \u0627\u0648\u0631 \u0628\u06c1\u062a\u0631 \u0645\u0627\u0688\u0644\u0632 \u06a9\u06cc \u062a\u0639\u0645\u06cc\u0631 \u0645\u06cc\u06ba \u0632\u06cc\u0627\u062f\u06c1 \u0648\u0642\u062a\u06d4 \u0641\u0646 \u062a\u0639\u0645\u06cc\u0631 \u0646\u06c1 \u0635\u0631\u0641 \u062a\u06cc\u0632 \u062a\u0631 \u06c1\u06d2 \u0628\u0644\u06a9\u06c1 \u0627\u0633 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u06a9\u0627\u0645 \u06a9\u0631\u0646\u06d2 \u0645\u06cc\u06ba \u0628\u0646\u06cc\u0627\u062f\u06cc \u0637\u0648\u0631 \u067e\u0631 \u0622\u0633\u0627\u0646 \u0628\u06be\u06cc \u06c1\u06d2\u06d4<\/p>\n<p>\u062c\u06cc\u0633\u0627 \u06a9\u06c1 \u0645\u0627\u0688\u0644 \u0628\u0691\u06be\u062a\u0627 \u06c1\u06cc \u062c\u0627 \u0631\u06c1\u0627 \u06c1\u06d2\u060c \u0628\u0644\u06cc\u06a9 \u0648\u06cc\u0644 \u06a9\u0627 \u0645\u06cc\u0645\u0648\u0631\u06cc-\u067e\u06c1\u0644\u0627 \u0688\u06cc\u0632\u0627\u0626\u0646 \u0641\u0644\u0633\u0641\u06c1 \u0627\u0633 \u0637\u0631\u0641 \u0627\u0634\u0627\u0631\u06c1 \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u06a9\u06c1 GPU \u0641\u0646 \u062a\u0639\u0645\u06cc\u0631 \u06a9\u06c1\u0627\u06ba \u062c\u0627 \u0631\u06c1\u06d2 \u06c1\u06cc\u06ba: \u0633\u062e\u062a \u0627\u0646\u0636\u0645\u0627\u0645\u060c \u0645\u062a\u062d\u062f \u0645\u06cc\u0645\u0648\u0631\u06cc \u067e\u0648\u0644\u0632\u060c \u0627\u0648\u0631 \u0627\u0646\u062a\u06c1\u0627\u0626\u06cc \u0627\u06c1\u0645 \u06a9\u0627\u0645 \u06a9\u06d2 \u0628\u0648\u062c\u06be \u06a9\u06d2 \u0644\u06cc\u06d2 \u062e\u0635\u0648\u0635\u06cc \u06c1\u0627\u0631\u0688 \u0648\u06cc\u0626\u0631\u06d4<\/p>\n<h3 id=\"heading-references\">\u062d\u0648\u0627\u0644\u06c1 \u062c\u0627\u062a<\/h3>\n<ol>\n<li>\n<p>NVIDIA \u0628\u0644\u06cc\u06a9 \u0648\u06cc\u0644 \u0622\u0631\u06a9\u06cc\u0679\u06cc\u06a9\u0686\u0631 \u062a\u06a9\u0646\u06cc\u06a9\u06cc \u0645\u062e\u062a\u0635\u0631: https:\/\/resources.nvidia.com\/en-us-blackwell-architecture<\/p>\n<\/li>\n<li>\n<p>NVIDIA \u0628\u0644\u06cc\u06a9 \u0648\u06cc\u0644 \u0622\u0631\u06a9\u06cc\u0679\u06cc\u06a9\u0686\u0631: \u0627\u06cc\u06a9 \u06af\u06c1\u0631\u06cc \u063a\u0648\u0637\u06c1: https:\/\/medium.com\/@kvnagesh\/nvidia-blackwell-architecture-a-deep-dive-into-the-next- Generation-of-ai-computing-79c2b1ce3c1b<\/p>\n<\/li>\n<li>\n<p>AI \u0633\u0633\u0679\u0645\u0632 \u067e\u0631\u0641\u0627\u0631\u0645\u0646\u0633 \u0627\u0646\u062c\u06cc\u0646\u0626\u0631\u0646\u06af: https:\/\/learning.oreilly.com\/library\/view\/ai-systems-performance\/9798341627772\/<\/p>\n<\/li>\n<li>\n<p>GPU \u06a9\u06cc \u0645\u06cc\u0645\u0648\u0631\u06cc \u06a9\u0627 \u062f\u0631\u062c\u06c1 \u0628\u0646\u062f\u06cc**:** https:\/\/www.arccompute.io\/arc-blog\/gpu-101-memory-hierarchy<\/p>\n<\/li>\n<li>\n<p>GPU \u0645\u06cc\u0645\u0648\u0631\u06cc \u0628\u06cc\u0646\u0688\u0648\u062a\u06be \u0627\u0648\u0631 \u06a9\u0627\u0631\u06a9\u0631\u062f\u06af\u06cc \u067e\u0631 \u0627\u0633 \u06a9\u0627 \u0627\u062b\u0631: https:\/\/www.digitalocean.com\/community\/tutorials\/gpu-memory-bandwidth<\/p>\n<\/li>\n<li>\n<p>AI \u0633\u0633\u0679\u0645\u0632 \u06af\u06cc\u0645: https:\/\/medium.com\/@adi.fu7\/the-ai-systems-game-are-chip-to-chip-interconnects-the-future-of-inference-ec3bbda53eb3<\/p>\n<\/li>\n<li>\n<p>CUDA GPU \u0645\u06cc\u0645\u0648\u0631\u06cc \u06a9\u06cc \u0627\u0642\u0633\u0627\u0645: https:\/\/medium.com\/@jghaly00\/cuda-gpu-memory-types-a07428b3eb16<\/p>\n<\/li>\n<\/ol><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u06c1\u0631 GPU \u0646\u0633\u0644 \u0627\u06cc\u06a9 \u06c1\u06cc \u0631\u06a9\u0627\u0648\u0679 \u06a9\u06d2 \u062a\u0627\u0628\u0639 \u06c1\u06d2: \u0645\u06cc\u0645\u0648\u0631\u06cc\u06d4 \u0645\u0627\u0688\u0644\u0632 \u0645\u06cc\u0645\u0648\u0631\u06cc \u06a9\u06cc \u0635\u0644\u0627\u062d\u06cc\u062a \u0633\u06d2 \u0632\u06cc\u0627\u062f\u06c1 \u062a\u06cc\u0632\u06cc \u0633\u06d2 \u0628\u0691\u06be\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u0627\u0646\u062c\u06cc\u0646\u0626\u0631\u0632 \u06a9\u0648 \u067e\u06cc\u0686\u06cc\u062f\u06c1 \u0645\u0644\u0679\u06cc-GPU \u0633\u06cc\u0679 \u0627\u067e \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u0646\u06d2\u060c \u062c\u0627\u0631\u062d\u0627\u0646\u06c1 \u06a9\u0648\u0627\u0646\u0679\u0627\u0626\u0632\u06cc\u0634\u0646\u060c \u06cc\u0627 \u062a\u06a9\u0644\u06cc\u0641 \u062f\u06c1 \u062a\u062c\u0627\u0631\u062a \u06a9\u0631\u0646\u06d2 \u067e\u0631 \u0645\u062c\u0628\u0648\u0631 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 NVIDIA \u06a9\u0627 \u0628\u0644\u06cc\u06a9 \u0648\u06cc\u0644 \u0641\u0646 \u062a\u0639\u0645\u06cc\u0631\u060c \u062c\u0648 2024 \u0645\u06cc\u06ba \u06c1\u0648\u067e\u0631 \u06a9\u06cc \u067e\u06cc\u0631\u0648\u06cc \u06a9\u0631\u06d2 \u06af\u0627\u060c \u0627\u0633 \u0645\u0633\u0626\u0644\u06d2 [&hellip;]<\/p>\n","protected":false},"author":7,"featured_media":22863,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center 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