{"id":6627,"date":"2026-11-01T19:34:20","date_gmt":"2026-11-01T16:04:20","guid":{"rendered":"https:\/\/kimiahost.com\/blog\/?p=6627"},"modified":"2026-11-07T19:59:32","modified_gmt":"2026-11-07T16:29:32","slug":"best-gpu-server-for-artificial-intelligence","status":"publish","type":"post","link":"https:\/\/kimiahost.com\/blog\/best-gpu-server-for-artificial-intelligence\/","title":{"rendered":"\u0628\u0647\u062a\u0631\u06cc\u0646 \u0633\u0631\u0648\u0631 GPU \u0628\u0631\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646"},"content":{"rendered":"<p>&nbsp;<\/p>\n<p>\u0627\u0646\u062a\u062e\u0627\u0628 <strong>\u0628\u0647\u062a\u0631\u06cc\u0646 \u0633\u0631\u0648\u0631 GPU \u0628\u0631\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc<\/strong> \u0641\u0642\u0637 \u0628\u0647 \u0642\u062f\u0631\u062a \u06a9\u0627\u0631\u062a \u06af\u0631\u0627\u0641\u06cc\u06a9 \u0628\u0633\u062a\u06af\u06cc \u0646\u062f\u0627\u0631\u062f. \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646\u06cc\u060c \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u060c \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631\u060c \u0633\u0627\u062e\u062a \u0686\u062a\u200c\u0628\u0627\u062a \u0648 \u0627\u062c\u0631\u0627\u06cc \u0633\u0631\u0648\u06cc\u0633\u200c\u0647\u0627\u06cc AI\u060c \u0628\u0627\u06cc\u062f VRAM\u060c \u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647\u060c RAM\u060c \u0641\u0636\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647\u200c\u0633\u0627\u0632\u06cc \u0648 \u067e\u0647\u0646\u0627\u06cc \u0628\u0627\u0646\u062f \u0631\u0627 \u0645\u062a\u0646\u0627\u0633\u0628 \u0628\u0627 \u067e\u0631\u0648\u0698\u0647 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0633\u0631\u0648\u0631 GPU \u0628\u0631\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0627\u06cc\u062f \u0686\u0647 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f\u060c \u0686\u0646\u062f \u06af\u06cc\u06af VRAM \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0644\u0627\u0632\u0645 \u0627\u0633\u062a \u0648 \u0686\u0637\u0648\u0631 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u06cc\u0646 \u0633\u0631\u0648\u0631 GPU \u0627\u0628\u0631\u06cc \u0648 \u0627\u062e\u062a\u0635\u0627\u0635\u06cc \u0627\u0646\u062a\u062e\u0627\u0628 \u062f\u0631\u0633\u062a\u06cc \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f.<\/p>\n<h2>\u0633\u0631\u0648\u0631 GPU \u0628\u0631\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0686\u06cc\u0633\u062a\u061f<\/h2>\n<p>\u0633\u0631\u0648\u0631 GPU \u0628\u0631\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc\u060c \u0633\u0631\u0648\u0631\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 CPU \u0648 RAM\u060c \u0627\u0632 \u06cc\u06a9 \u06cc\u0627 \u0686\u0646\u062f \u06a9\u0627\u0631\u062a \u06af\u0631\u0627\u0641\u06cc\u06a9 \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0645\u0648\u0627\u0632\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f. GPU\u0647\u0627 \u0628\u0647\u200c\u062f\u0644\u06cc\u0644 \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0647\u0645\u200c\u0632\u0645\u0627\u0646 \u062d\u062c\u0645 \u0632\u06cc\u0627\u062f\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647\u060c \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0648 \u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0645\u0646\u0627\u0633\u0628 \u0647\u0633\u062a\u0646\u062f.<\/p>\n<p>\u062f\u0631 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc\u060c CPU \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0648\u0638\u0627\u06cc\u0641 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0633\u06cc\u0633\u062a\u0645\u060c \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0648 \u0627\u062c\u0631\u0627\u06cc \u06a9\u062f\u0647\u0627\u06cc \u0639\u0645\u0648\u0645\u06cc \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc\u200c\u062f\u0647\u062f\u061b \u0627\u0645\u0627 GPU \u0648\u0638\u0627\u06cc\u0641 \u0633\u0646\u06af\u06cc\u0646 \u0645\u0627\u0646\u0646\u062f \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0645\u0627\u062a\u0631\u06cc\u0633\u06cc\u060c \u0622\u0645\u0648\u0632\u0634 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0648 \u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0647\u0627 \u0631\u0627 \u0633\u0631\u06cc\u0639\u200c\u062a\u0631 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc\u200c\u062f\u0647\u062f. \u0633\u0631\u0648\u0631\u0647\u0627\u06cc GPU \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u060c \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0645\u062f\u0644 \u0648 \u0631\u0646\u062f\u0631\u06cc\u0646\u06af \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647\u200c\u0627\u0646\u062f.<\/p>\n<h2>\u062a\u0641\u0627\u0648\u062a \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u0648 \u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644 \u062f\u0631 AI<\/h2>\n<p>\u0642\u0628\u0644 \u0627\u0632 \u0627\u0646\u062a\u062e\u0627\u0628 \u0633\u0631\u0648\u0631\u060c \u0628\u0627\u06cc\u062f \u0628\u062f\u0627\u0646\u06cc\u062f \u067e\u0631\u0648\u0698\u0647 \u0634\u0645\u0627 \u062f\u0631 \u0645\u0631\u062d\u0644\u0647 <strong>Training<\/strong> \u0627\u0633\u062a \u06cc\u0627 <strong>Inference<\/strong>. \u0627\u06cc\u0646 \u062a\u0641\u0627\u0648\u062a \u062a\u0623\u062b\u06cc\u0631 \u0645\u0633\u062a\u0642\u06cc\u0645\u06cc \u0631\u0648\u06cc \u0627\u0646\u062a\u062e\u0627\u0628 GPU\u060c VRAM \u0648 \u0647\u0632\u06cc\u0646\u0647 \u0633\u0631\u0648\u0631 \u062f\u0627\u0631\u062f.<\/p>\n<h3>\u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u06cc\u0627 Training<\/h3>\n<p>\u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u06cc\u0639\u0646\u06cc \u0645\u062f\u0644 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u06cc\u0627\u062f \u0645\u06cc\u200c\u06af\u06cc\u0631\u062f. \u0627\u06cc\u0646 \u0641\u0631\u0622\u06cc\u0646\u062f \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0628\u0647 GPU \u0642\u062f\u0631\u062a\u0645\u0646\u062f\u062a\u0631\u060c VRAM \u0628\u06cc\u0634\u062a\u0631\u060c RAM \u0628\u0627\u0644\u0627\u062a\u0631 \u0648 \u0641\u0636\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647\u200c\u0633\u0627\u0632\u06cc \u0633\u0631\u06cc\u0639 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u062f. \u062f\u0631 \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644\u060c \u062d\u062c\u0645 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0648 \u0627\u0646\u062f\u0627\u0632\u0647 Batch \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0645\u0635\u0631\u0641 VRAM \u0631\u0627 \u0628\u0647\u200c\u0634\u062f\u062a \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0647\u062f.<\/p>\n<h3>\u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644 \u06cc\u0627 Inference<\/h3>\n<p>\u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644 \u06cc\u0639\u0646\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644 \u0622\u0645\u0648\u0632\u0634\u200c\u062f\u06cc\u062f\u0647 \u0628\u0631\u0627\u06cc \u067e\u0627\u0633\u062e\u200c\u062f\u0627\u062f\u0646 \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u06cc\u0627 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f. \u0628\u0631\u0627\u06cc \u0645\u062b\u0627\u0644\u060c \u0648\u0642\u062a\u06cc \u06cc\u06a9 \u0686\u062a\u200c\u0628\u0627\u062a \u0628\u0647 \u0633\u0648\u0627\u0644 \u06a9\u0627\u0631\u0628\u0631 \u067e\u0627\u0633\u062e \u0645\u06cc\u200c\u062f\u0647\u062f \u06cc\u0627 \u06cc\u06a9 \u0645\u062f\u0644 \u062a\u0635\u0648\u06cc\u0631\u06cc \u062a\u0635\u0648\u06cc\u0631 \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc\u200c\u06a9\u0646\u062f\u060c \u062f\u0631 \u0645\u0631\u062d\u0644\u0647 Inference \u0647\u0633\u062a\u06cc\u062f.<\/p>\n<p>\u0628\u0631\u0627\u06cc Inference \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0628\u0647 \u0645\u0646\u0627\u0628\u0639 \u06a9\u0645\u062a\u0631\u06cc \u0646\u0633\u0628\u062a \u0628\u0647 Training \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u062f\u061b \u0627\u0645\u0627 \u0627\u06af\u0631 \u062a\u0639\u062f\u0627\u062f \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0632\u06cc\u0627\u062f \u0628\u0627\u0634\u062f \u06cc\u0627 \u0645\u062f\u0644 \u0628\u0627\u06cc\u062f \u067e\u0627\u0633\u062e\u200c\u0647\u0627\u06cc \u0633\u0631\u06cc\u0639 \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u062f\u060c \u0627\u0646\u062a\u062e\u0627\u0628 GPU \u0648 VRAM \u0645\u0646\u0627\u0633\u0628 \u0627\u0647\u0645\u06cc\u062a \u0632\u06cc\u0627\u062f\u06cc \u067e\u06cc\u062f\u0627 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<h2>\u0645\u0647\u0645\u200c\u062a\u0631\u06cc\u0646 \u0641\u0627\u06a9\u062a\u0648\u0631\u0647\u0627\u06cc \u0627\u0646\u062a\u062e\u0627\u0628 \u0633\u0631\u0648\u0631 GPU \u0628\u0631\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc<\/h2>\n<h3>\u06f1. \u0638\u0631\u0641\u06cc\u062a VRAM \u06a9\u0627\u0631\u062a \u06af\u0631\u0627\u0641\u06cc\u06a9<\/h3>\n<p>VRAM \u06cc\u0627 \u062d\u0627\u0641\u0638\u0647 \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc\u060c \u0645\u0647\u0645\u200c\u062a\u0631\u06cc\u0646 \u0641\u0627\u06a9\u062a\u0648\u0631 \u062f\u0631 \u0627\u0646\u062a\u062e\u0627\u0628 \u0633\u0631\u0648\u0631 GPU \u0628\u0631\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a. \u0645\u062f\u0644 \u0648 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634\u06cc \u0628\u0627\u06cc\u062f \u062f\u0631 VRAM \u0642\u0631\u0627\u0631 \u0628\u06af\u06cc\u0631\u0646\u062f\u061b \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0627\u06af\u0631 VRAM \u06a9\u0645 \u0628\u0627\u0634\u062f\u060c \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0627 \u062e\u0637\u0627\u06cc Out of Memory \u0645\u0648\u0627\u062c\u0647 \u0634\u0648\u06cc\u062f \u06cc\u0627 \u0645\u062c\u0628\u0648\u0631 \u0634\u0648\u06cc\u062f \u0645\u062f\u0644 \u0631\u0627 \u0628\u0627 \u06a9\u06cc\u0641\u06cc\u062a \u0648 \u0633\u0631\u0639\u062a \u06a9\u0645\u062a\u0631\u06cc \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u062a\u0642\u0631\u06cc\u0628\u06cc\u060c \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06f7 \u0645\u06cc\u0644\u06cc\u0627\u0631\u062f \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u06cc \u062f\u0631 \u062d\u0627\u0644\u062a FP16 \u062d\u062f\u0648\u062f \u06f1\u06f4 \u06af\u06cc\u06af\u0627\u0628\u0627\u06cc\u062a VRAM \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u0646\u062f. \u0627\u0644\u0628\u062a\u0647 \u0627\u06cc\u0646 \u0639\u062f\u062f \u062b\u0627\u0628\u062a \u0646\u06cc\u0633\u062a \u0648 \u062d\u062c\u0645 \u0648\u0627\u0642\u0639\u06cc \u0645\u0635\u0631\u0641 \u0628\u0647 \u0645\u0639\u0645\u0627\u0631\u06cc \u0645\u062f\u0644\u060c \u0637\u0648\u0644 \u0645\u062a\u0646\u060c Batch Size \u0648 \u0631\u0648\u0634 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0628\u0633\u062a\u06af\u06cc \u062f\u0627\u0631\u062f.<\/p>\n<h3>\u06f2. \u0646\u0648\u0639 \u0648 \u0642\u062f\u0631\u062a GPU<\/h3>\n<p>\u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0633\u0628\u06a9\u060c \u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9 \u0648 \u062a\u0633\u062a \u0627\u0648\u0644\u06cc\u0647\u060c GPU\u0647\u0627\u06cc \u0645\u06cc\u0627\u0646\u200c\u0631\u062f\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0645\u0646\u0627\u0633\u0628 \u0628\u0627\u0634\u0646\u062f. \u0627\u0645\u0627 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af\u060c \u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646\u06cc \u0633\u0646\u06af\u06cc\u0646\u060c \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0648 \u0633\u0631\u0648\u06cc\u0633\u200c\u062f\u0647\u06cc \u0647\u0645\u200c\u0632\u0645\u0627\u0646 \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0632\u06cc\u0627\u062f\u060c GPU\u0647\u0627\u06cc \u062d\u0631\u0641\u0647\u200c\u0627\u06cc \u0648 \u067e\u0631\u062d\u0627\u0641\u0638\u0647 \u0627\u0646\u062a\u062e\u0627\u0628 \u0628\u0647\u062a\u0631\u06cc \u0647\u0633\u062a\u0646\u062f.<\/p>\n<p>\u062f\u0631 \u0627\u0646\u062a\u062e\u0627\u0628 GPU \u0641\u0642\u0637 \u0628\u0647 \u0642\u062f\u0631\u062a \u067e\u0631\u062f\u0627\u0632\u0634\u06cc \u0646\u06af\u0627\u0647 \u0646\u06a9\u0646\u06cc\u062f\u061b \u0645\u06cc\u0632\u0627\u0646 VRAM\u060c \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u0641\u0631\u06cc\u0645\u200c\u0648\u0631\u06a9\u200c\u0647\u0627\u06cc AI\u060c \u062f\u0631\u0627\u06cc\u0648\u0631\u0647\u0627 \u0648 \u0633\u0627\u0632\u06af\u0627\u0631\u06cc \u0628\u0627 \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631\u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0645\u0627 \u0646\u06cc\u0632 \u0627\u0647\u0645\u06cc\u062a \u062f\u0627\u0631\u0646\u062f.<\/p>\n<h3>\u06f3. \u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647 CPU \u0648 \u062d\u0627\u0641\u0638\u0647 RAM<\/h3>\n<p>GPU \u0628\u0647\u200c\u062a\u0646\u0647\u0627\u06cc\u06cc \u06a9\u0627\u0641\u06cc \u0646\u06cc\u0633\u062a. CPU \u0628\u0627\u06cc\u062f \u0628\u062a\u0648\u0627\u0646\u062f \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u0622\u0645\u0627\u062f\u0647 \u0648 \u0645\u0646\u062a\u0642\u0644 \u06a9\u0646\u062f \u0648 RAM \u0628\u0627\u06cc\u062f \u0628\u0631\u0627\u06cc \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u067e\u0631\u062f\u0627\u0632\u0634\u200c\u0647\u0627 \u0648 \u0627\u0646\u062a\u0642\u0627\u0644 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u0647 GPU \u06a9\u0627\u0641\u06cc \u0628\u0627\u0634\u062f. NVIDIA \u062a\u0648\u0635\u06cc\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f \u062d\u0627\u0641\u0638\u0647 \u0633\u06cc\u0633\u062a\u0645 \u062d\u062f\u0627\u0642\u0644 \u062f\u0648 \u0628\u0631\u0627\u0628\u0631 \u0645\u062c\u0645\u0648\u0639 \u062d\u0627\u0641\u0638\u0647 GPU \u0628\u0627\u0634\u062f \u0648 \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u0645\u062a\u0648\u0627\u0632\u0646 \u0628\u06cc\u0646 \u06a9\u0627\u0646\u0627\u0644\u200c\u0647\u0627\u06cc \u062d\u0627\u0641\u0638\u0647 \u062a\u0648\u0632\u06cc\u0639 \u0634\u0648\u062f.<\/p>\n<p>\u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc AI\u060c \u06a9\u0645\u0628\u0648\u062f RAM \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0627\u0639\u062b \u06a9\u0646\u062f\u06cc \u067e\u0631\u062f\u0627\u0632\u0634\u060c \u062a\u0648\u0642\u0641 \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u06cc\u0627 \u06a9\u0627\u0647\u0634 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0633\u0631\u0648\u06cc\u0633 \u0634\u0648\u062f. \u06a9\u0645\u0628\u0648\u062f \u062d\u0627\u0641\u0638\u0647 \u06cc\u06a9\u06cc \u0627\u0632 \u0639\u0648\u0627\u0645\u0644 \u06a9\u0627\u0647\u0634 \u0639\u0645\u0644\u06a9\u0631\u062f \u062f\u0631 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0627\u0633\u062a.<\/p>\n<h3>\u06f4. \u0641\u0636\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647\u200c\u0633\u0627\u0632\u06cc NVMe<\/h3>\n<p>\u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc\u060c \u0633\u0631\u0639\u062a \u062e\u0648\u0627\u0646\u062f\u0646 \u0648 \u0646\u0648\u0634\u062a\u0646 \u062f\u0627\u062f\u0647 \u0627\u0647\u0645\u06cc\u062a \u0632\u06cc\u0627\u062f\u06cc \u062f\u0627\u0631\u062f. \u0627\u06af\u0631 \u062f\u06cc\u062a\u0627\u0633\u062a \u0628\u0632\u0631\u06af \u062f\u0627\u0631\u06cc\u062f \u06cc\u0627 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0633\u0646\u06af\u06cc\u0646 \u0631\u0627 \u0630\u062e\u06cc\u0631\u0647 \u0648 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0645\u06cc\u200c\u06a9\u0646\u06cc\u062f\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 NVMe SSD \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0633\u0631\u0639\u062a \u0622\u0645\u0648\u0632\u0634 \u0648 \u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644 \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0647\u062f.<\/p>\n<p>\u0628\u0631\u0627\u06cc Training\u060c \u0633\u0631\u0639\u062a \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0645\u0627\u0646\u0639 \u0627\u0635\u0644\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0627\u0634\u062f. \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0641\u0642\u0637 \u0628\u0647 GPU \u0641\u06a9\u0631 \u0646\u06a9\u0646\u06cc\u062f\u061b \u0630\u062e\u06cc\u0631\u0647\u200c\u0633\u0627\u0632\u06cc \u0633\u0631\u06cc\u0639 \u0648 \u0634\u0628\u06a9\u0647 \u067e\u0627\u06cc\u062f\u0627\u0631 \u0646\u06cc\u0632 \u0628\u062e\u0634 \u0645\u0647\u0645\u06cc \u0627\u0632 \u0632\u06cc\u0631\u0633\u0627\u062e\u062a \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0647\u0633\u062a\u0646\u062f.<\/p>\n<h3>\u06f5. \u067e\u0647\u0646\u0627\u06cc \u0628\u0627\u0646\u062f \u0648 \u0634\u0628\u06a9\u0647<\/h3>\n<p>\u0627\u06af\u0631 \u0686\u062a\u200c\u0628\u0627\u062a\u060c API \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc\u060c \u0633\u0631\u0648\u06cc\u0633 \u062a\u0648\u0644\u06cc\u062f \u062a\u0635\u0648\u06cc\u0631 \u06cc\u0627 \u067e\u0644\u062a\u0641\u0631\u0645 \u067e\u0631\u062f\u0627\u0632\u0634 \u0648\u06cc\u062f\u06cc\u0648 \u0631\u0627\u0647\u200c\u0627\u0646\u062f\u0627\u0632\u06cc \u0645\u06cc\u200c\u06a9\u0646\u06cc\u062f\u060c \u067e\u0647\u0646\u0627\u06cc \u0628\u0627\u0646\u062f \u0648 \u067e\u0627\u06cc\u062f\u0627\u0631\u06cc \u0634\u0628\u06a9\u0647 \u0627\u0647\u0645\u06cc\u062a \u0632\u06cc\u0627\u062f\u06cc \u062f\u0627\u0631\u0646\u062f. \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0628\u0627\u06cc\u062f \u0628\u062a\u0648\u0627\u0646\u0646\u062f \u0628\u062f\u0648\u0646 \u062a\u0623\u062e\u06cc\u0631 \u0632\u06cc\u0627\u062f \u0628\u0647 \u0633\u0631\u0648\u06cc\u0633 \u0634\u0645\u0627 \u062f\u0633\u062a\u0631\u0633\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0646\u062f.<\/p>\n<p>\u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062d\u062c\u06cc\u0645 \u0645\u0646\u062a\u0642\u0644 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u06cc\u0627 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0631\u0627 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f\u060c \u0633\u0631\u0639\u062a \u0634\u0628\u06a9\u0647 \u0648 \u06a9\u06cc\u0641\u06cc\u062a \u0627\u062a\u0635\u0627\u0644 \u0633\u0631\u0648\u0631 \u0627\u0647\u0645\u06cc\u062a \u0648\u06cc\u0698\u0647\u200c\u0627\u06cc \u062f\u0627\u0631\u062f.<\/p>\n<h2>\u0686\u0646\u062f \u06af\u06cc\u06af VRAM \u0628\u0631\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0644\u0627\u0632\u0645 \u0627\u0633\u062a\u061f<\/h2>\n<p>\u0645\u06cc\u0632\u0627\u0646 VRAM \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0646\u0648\u0639 \u0645\u062f\u0644\u060c \u062d\u062c\u0645 \u062f\u0627\u062f\u0647\u060c \u0637\u0648\u0644 \u0648\u0631\u0648\u062f\u06cc \u0648 \u0631\u0648\u0634 \u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644 \u0628\u0633\u062a\u06af\u06cc \u062f\u0627\u0631\u062f. \u062f\u0631 \u062c\u062f\u0648\u0644 \u0632\u06cc\u0631 \u06cc\u06a9 \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u062a\u0642\u0631\u06cc\u0628\u06cc \u0628\u0631\u0627\u06cc \u0627\u0646\u062a\u062e\u0627\u0628 \u0633\u0631\u0648\u0631 GPU \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<table>\n<thead>\n<tr>\n<th>\u0646\u0648\u0639 \u067e\u0631\u0648\u0698\u0647<\/th>\n<th>VRAM \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u06cc<\/th>\n<th>\u06a9\u0627\u0631\u0628\u0631\u062f \u0645\u0646\u0627\u0633\u0628<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0633\u0628\u06a9 \u0648 \u062a\u0633\u062a \u0645\u062f\u0644<\/td>\n<td>\u06f8 \u062a\u0627 \u06f1\u06f2 \u06af\u06cc\u06af\u0627\u0628\u0627\u06cc\u062a<\/td>\n<td>\u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9\u060c \u062a\u0633\u062a \u0648 \u062a\u0648\u0633\u0639\u0647 \u0627\u0648\u0644\u06cc\u0647<\/td>\n<\/tr>\n<tr>\n<td>\u0686\u062a\u200c\u0628\u0627\u062a \u0648 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646\u06cc \u0645\u062a\u0648\u0633\u0637<\/td>\n<td>\u06f1\u06f6 \u062a\u0627 \u06f2\u06f4 \u06af\u06cc\u06af\u0627\u0628\u0627\u06cc\u062a<\/td>\n<td>\u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646\u06cc\u060c \u0686\u062a\u200c\u0628\u0627\u062a \u0648 API \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc<\/td>\n<\/tr>\n<tr>\n<td>\u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062a\u0635\u0648\u06cc\u0631\u06cc \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631<\/td>\n<td>\u06f1\u06f6 \u062a\u0627 \u06f2\u06f4 \u06af\u06cc\u06af\u0627\u0628\u0627\u06cc\u062a<\/td>\n<td>\u062a\u0648\u0644\u06cc\u062f \u062a\u0635\u0648\u06cc\u0631\u060c \u0648\u06cc\u0631\u0627\u06cc\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u0628\u0635\u0631\u06cc<\/td>\n<\/tr>\n<tr>\n<td>\u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0645\u062a\u0648\u0633\u0637<\/td>\n<td>\u06f2\u06f4 \u06af\u06cc\u06af\u0627\u0628\u0627\u06cc\u062a \u0648 \u0628\u06cc\u0634\u062a\u0631<\/td>\n<td>Fine-tuning \u0648 \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646<\/td>\n<\/tr>\n<tr>\n<td>\u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0648 \u0633\u0627\u0632\u0645\u0627\u0646\u06cc<\/td>\n<td>\u06f4\u06f0 \u06af\u06cc\u06af\u0627\u0628\u0627\u06cc\u062a \u0648 \u0628\u06cc\u0634\u062a\u0631<\/td>\n<td>\u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0633\u0646\u06af\u06cc\u0646\u060c \u0633\u0631\u0648\u06cc\u0633\u200c\u062f\u0647\u06cc \u067e\u0631\u062a\u0631\u0627\u0641\u06cc\u06a9 \u0648 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0633\u0627\u0632\u0645\u0627\u0646\u06cc<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u0627\u06cc\u0646 \u0627\u0639\u062f\u0627\u062f \u0641\u0642\u0637 \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u0627\u0648\u0644\u06cc\u0647 \u0647\u0633\u062a\u0646\u062f. \u0628\u0631\u0627\u06cc \u0627\u0646\u062a\u062e\u0627\u0628 \u062f\u0642\u06cc\u0642\u060c \u0628\u0627\u06cc\u062f \u0627\u0646\u062f\u0627\u0632\u0647 \u0645\u062f\u0644\u060c \u0631\u0648\u0634 \u0627\u062c\u0631\u0627\u060c \u062a\u0639\u062f\u0627\u062f \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0647\u0645\u200c\u0632\u0645\u0627\u0646 \u0648 \u0646\u0648\u0639 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u067e\u0631\u0648\u0698\u0647 \u0631\u0627 \u062f\u0631 \u0646\u0638\u0631 \u0628\u06af\u06cc\u0631\u06cc\u062f. NVIDIA \u0646\u06cc\u0632 \u062a\u0648\u0635\u06cc\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0628\u0631\u0627\u06cc \u0631\u0634\u062f \u0622\u06cc\u0646\u062f\u0647 \u0645\u062f\u0644\u200c\u0647\u0627 \u0648 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u060c \u0638\u0631\u0641\u06cc\u062a VRAM \u0631\u0627 \u0628\u06cc\u0634\u062a\u0631 \u0627\u0632 \u0646\u06cc\u0627\u0632 \u0641\u0639\u0644\u06cc \u062f\u0631 \u0646\u0638\u0631 \u0628\u06af\u06cc\u0631\u06cc\u062f.<\/p>\n<h2>\u0628\u0647\u062a\u0631\u06cc\u0646 \u0633\u0631\u0648\u0631 GPU \u0628\u0631\u0627\u06cc \u0627\u0646\u0648\u0627\u0639 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc<\/h2>\n<h3>\u0633\u0631\u0648\u0631 GPU \u0628\u0631\u0627\u06cc \u0686\u062a\u200c\u0628\u0627\u062a \u0648 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646\u06cc<\/h3>\n<p>\u0628\u0631\u0627\u06cc \u0631\u0627\u0647\u200c\u0627\u0646\u062f\u0627\u0632\u06cc \u0686\u062a\u200c\u0628\u0627\u062a \u0647\u0648\u0634\u0645\u0646\u062f\u060c \u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644 \u0632\u0628\u0627\u0646\u06cc \u0645\u062d\u0644\u06cc \u06cc\u0627 \u0633\u0627\u062e\u062a API \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc\u060c \u0633\u0631\u0648\u0631\u06cc \u0628\u0627 VRAM \u06a9\u0627\u0641\u06cc\u060c CPU \u0645\u0646\u0627\u0633\u0628 \u0648 \u0641\u0636\u0627\u06cc NVMe \u0633\u0631\u06cc\u0639 \u0627\u0646\u062a\u062e\u0627\u0628 \u0628\u0647\u062a\u0631\u06cc \u0627\u0633\u062a. \u0627\u06af\u0631 \u062a\u0639\u062f\u0627\u062f \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0632\u06cc\u0627\u062f \u0627\u0633\u062a\u060c \u0628\u0627\u06cc\u062f \u062a\u0648\u0627\u0646 \u067e\u0627\u0633\u062e\u200c\u062f\u0647\u06cc \u0647\u0645\u200c\u0632\u0645\u0627\u0646 \u0633\u0631\u0648\u0631 \u0631\u0627 \u0646\u06cc\u0632 \u062f\u0631 \u0646\u0638\u0631 \u0628\u06af\u06cc\u0631\u06cc\u062f.<\/p>\n<p>\u0628\u0631\u0627\u06cc \u0686\u062a\u200c\u0628\u0627\u062a\u200c\u0647\u0627\u06cc \u0633\u0627\u0632\u0645\u0627\u0646\u06cc\u060c \u062a\u0631\u06a9\u06cc\u0628 \u0645\u062f\u0644 \u0632\u0628\u0627\u0646\u06cc \u0628\u0627 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u0646\u0634 \u062f\u0627\u062e\u0644\u06cc \u0648 \u0645\u0639\u0645\u0627\u0631\u06cc RAG \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u06af\u0632\u06cc\u0646\u0647 \u0645\u0646\u0627\u0633\u0628\u06cc \u0628\u0627\u0634\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u062d\u0627\u0644\u062a\u060c \u0633\u0631\u0648\u0631 GPU \u0628\u0627\u06cc\u062f \u0628\u062a\u0648\u0627\u0646\u062f \u0647\u0645 \u0645\u062f\u0644 \u0632\u0628\u0627\u0646\u06cc \u0648 \u0647\u0645 \u062c\u0633\u062a\u200c\u0648\u062c\u0648\u06cc \u0628\u0631\u062f\u0627\u0631\u06cc \u0631\u0627 \u0628\u0627 \u0633\u0631\u0639\u062a \u0645\u0646\u0627\u0633\u0628 \u0627\u062c\u0631\u0627 \u06a9\u0646\u062f.<\/p>\n<h3>\u0633\u0631\u0648\u0631 GPU \u0628\u0631\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u062a\u0635\u0648\u06cc\u0631 \u0648 \u0648\u06cc\u062f\u06cc\u0648<\/h3>\n<p>\u0627\u06af\u0631 \u0642\u0635\u062f \u0631\u0627\u0647\u200c\u0627\u0646\u062f\u0627\u0632\u06cc \u0633\u0631\u0648\u06cc\u0633 \u062a\u0648\u0644\u06cc\u062f \u062a\u0635\u0648\u06cc\u0631\u060c \u0648\u06cc\u0631\u0627\u06cc\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0627 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u06cc\u0627 \u067e\u0631\u062f\u0627\u0632\u0634 \u0648\u06cc\u062f\u06cc\u0648 \u062f\u0627\u0631\u06cc\u062f\u060c VRAM \u0646\u0642\u0634 \u0645\u0647\u0645\u06cc \u062f\u0627\u0631\u062f. \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062a\u0635\u0648\u06cc\u0631\u06cc \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0628\u0631\u0627\u06cc \u0631\u0632\u0648\u0644\u0648\u0634\u0646 \u0628\u0627\u0644\u0627\u062a\u0631\u060c \u067e\u0631\u062f\u0627\u0632\u0634 \u0647\u0645\u200c\u0632\u0645\u0627\u0646 \u0648 \u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647\u200c\u062a\u0631 \u0628\u0647 \u062d\u0627\u0641\u0638\u0647 \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc \u0628\u06cc\u0634\u062a\u0631\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u0646\u062f.<\/p>\n<p>\u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0646\u0648\u0639 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u060c \u0633\u0631\u0648\u0631\u06cc \u0628\u0627 VRAM \u0628\u0627\u0644\u0627\u060c \u0630\u062e\u06cc\u0631\u0647\u200c\u0633\u0627\u0632\u06cc \u0633\u0631\u06cc\u0639 \u0648 \u067e\u0647\u0646\u0627\u06cc \u0628\u0627\u0646\u062f \u0645\u0646\u0627\u0633\u0628 \u0627\u0646\u062a\u062e\u0627\u0628 \u0628\u0647\u062a\u0631\u06cc \u0627\u0633\u062a\u061b \u0628\u0647\u200c\u062e\u0635\u0648\u0635 \u0627\u06af\u0631 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0628\u062e\u0648\u0627\u0647\u0646\u062f \u0686\u0646\u062f \u062a\u0635\u0648\u06cc\u0631 \u06cc\u0627 \u0648\u06cc\u062f\u06cc\u0648 \u0631\u0627 \u0647\u0645\u200c\u0632\u0645\u0627\u0646 \u062a\u0648\u0644\u06cc\u062f \u06a9\u0646\u0646\u062f.<\/p>\n<h3>\u0633\u0631\u0648\u0631 GPU \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u0627\u062e\u062a\u0635\u0627\u0635\u06cc<\/h3>\n<p>\u0627\u06af\u0631 \u0642\u0635\u062f \u062f\u0627\u0631\u06cc\u062f \u0645\u062f\u0644 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u062e\u062a\u0635\u0627\u0635\u06cc \u0628\u0633\u0627\u0632\u06cc\u062f \u06cc\u0627 \u0645\u062f\u0644 \u0645\u0648\u062c\u0648\u062f \u0631\u0627 \u0628\u0627 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0633\u0627\u0632\u0645\u0627\u0646 \u062e\u0648\u062f Fine-tune \u06a9\u0646\u06cc\u062f\u060c \u0628\u0647 \u0633\u0631\u0648\u0631 GPU \u0642\u062f\u0631\u062a\u0645\u0646\u062f\u062a\u0631\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u062d\u0627\u0644\u062a\u060c GPU \u067e\u0631\u062d\u0627\u0641\u0638\u0647\u060c RAM \u0628\u0627\u0644\u0627\u060c \u0641\u0636\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647\u200c\u0633\u0627\u0632\u06cc \u0633\u0631\u06cc\u0639 \u0648 \u0633\u06cc\u0633\u062a\u0645 \u062e\u0646\u06a9\u200c\u06a9\u0646\u0646\u062f\u0647 \u0645\u0646\u0627\u0633\u0628 \u0627\u0647\u0645\u06cc\u062a \u0628\u06cc\u0634\u062a\u0631\u06cc \u067e\u06cc\u062f\u0627 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/p>\n<p>\u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0645\u0646\u0627\u0628\u0639 \u0628\u06cc\u0634\u062a\u0631\u06cc \u0646\u0633\u0628\u062a \u0628\u0647 Inference \u0645\u0635\u0631\u0641 \u0645\u06cc\u200c\u06a9\u0646\u062f\u061b \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc\u060c \u0627\u0646\u062a\u062e\u0627\u0628 \u0633\u0631\u0648\u0631 \u0628\u0627 \u0638\u0631\u0641\u06cc\u062a \u0628\u0627\u0644\u0627\u062a\u0631 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0627\u0632 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u062f\u0631 \u0622\u06cc\u0646\u062f\u0647 \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u06a9\u0646\u062f.<\/p>\n<h2>\u0633\u0631\u0648\u0631 GPU \u0627\u0628\u0631\u06cc \u0628\u0647\u062a\u0631 \u0627\u0633\u062a \u06cc\u0627 \u0633\u0631\u0648\u0631 \u0627\u062e\u062a\u0635\u0627\u0635\u06cc\u061f<\/h2>\n<p>\u0627\u0646\u062a\u062e\u0627\u0628 \u0628\u06cc\u0646 \u0633\u0631\u0648\u0631 GPU \u0627\u0628\u0631\u06cc \u0648 \u0633\u0631\u0648\u0631 \u0627\u062e\u062a\u0635\u0627\u0635\u06cc \u0628\u0647 \u0645\u0631\u062d\u0644\u0647 \u067e\u0631\u0648\u0698\u0647\u060c \u0628\u0648\u062f\u062c\u0647 \u0648 \u0646\u06cc\u0627\u0632 \u0645\u0646\u0627\u0628\u0639 \u0634\u0645\u0627 \u0628\u0633\u062a\u06af\u06cc \u062f\u0627\u0631\u062f.<\/p>\n<table>\n<thead>\n<tr>\n<th>\u06af\u0632\u06cc\u0646\u0647<\/th>\n<th>\u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc<\/th>\n<th>\u0645\u0632\u06cc\u062a \u0627\u0635\u0644\u06cc<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0633\u0631\u0648\u0631 GPU \u0627\u0628\u0631\u06cc<\/td>\n<td>\u062a\u0633\u062a\u060c \u062a\u0648\u0633\u0639\u0647\u060c \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0645\u062a\u063a\u06cc\u0631 \u0648 \u0627\u0633\u062a\u0627\u0631\u062a\u0627\u067e\u200c\u0647\u0627<\/td>\n<td>\u0634\u0631\u0648\u0639 \u0633\u0631\u06cc\u0639\u200c\u062a\u0631 \u0648 \u0627\u0646\u0639\u0637\u0627\u0641\u200c\u067e\u0630\u06cc\u0631\u06cc \u0628\u06cc\u0634\u062a\u0631<\/td>\n<\/tr>\n<tr>\n<td>\u0633\u0631\u0648\u0631 GPU \u0627\u062e\u062a\u0635\u0627\u0635\u06cc<\/td>\n<td>\u0633\u0631\u0648\u06cc\u0633\u200c\u0647\u0627\u06cc \u067e\u0627\u06cc\u062f\u0627\u0631\u060c \u062a\u0631\u0627\u0641\u06cc\u06a9 \u0628\u0627\u0644\u0627 \u0648 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0628\u0644\u0646\u062f\u0645\u062f\u062a<\/td>\n<td>\u06a9\u0646\u062a\u0631\u0644 \u0628\u06cc\u0634\u062a\u0631 \u0631\u0648\u06cc \u0645\u0646\u0627\u0628\u0639 \u0648 \u0639\u0645\u0644\u06a9\u0631\u062f \u067e\u0627\u06cc\u062f\u0627\u0631\u062a\u0631<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u0627\u06af\u0631 \u062a\u0627\u0632\u0647 \u067e\u0631\u0648\u0698\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062e\u0648\u062f \u0631\u0627 \u0634\u0631\u0648\u0639 \u06a9\u0631\u062f\u0647\u200c\u0627\u06cc\u062f\u060c \u0633\u0631\u0648\u0631 GPU \u0627\u0628\u0631\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u0646\u0627\u0633\u0628\u06cc \u0628\u0627\u0634\u062f. \u0627\u0645\u0627 \u0627\u06af\u0631 \u0633\u0631\u0648\u06cc\u0633 \u0634\u0645\u0627 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u062b\u0627\u0628\u062a \u062f\u0627\u0631\u062f\u060c \u067e\u0627\u0633\u062e\u200c\u062f\u0647\u06cc \u0633\u0631\u06cc\u0639 \u0645\u0647\u0645 \u0627\u0633\u062a \u06cc\u0627 \u0645\u062f\u0644 \u0628\u0627\u06cc\u062f \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u062f\u0627\u0626\u0645\u06cc \u0627\u062c\u0631\u0627 \u0634\u0648\u062f\u060c \u0633\u0631\u0648\u0631 \u0627\u062e\u062a\u0635\u0627\u0635\u06cc GPU \u06af\u0632\u06cc\u0646\u0647 \u0642\u0627\u0628\u0644\u200c\u0627\u0639\u062a\u0645\u0627\u062f\u062a\u0631\u06cc \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f.<\/p>\n<h2>\u0686\u06a9\u200c\u0644\u06cc\u0633\u062a \u062e\u0631\u06cc\u062f \u0633\u0631\u0648\u0631 GPU \u0628\u0631\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc<\/h2>\n<p>\u0642\u0628\u0644 \u0627\u0632 \u062e\u0631\u06cc\u062f \u0633\u0631\u0648\u0631 GPU \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc\u060c \u0627\u06cc\u0646 \u0645\u0648\u0627\u0631\u062f \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f:<\/p>\n<ul>\n<li>\u0645\u06cc\u0632\u0627\u0646 VRAM \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0645\u062f\u0644 \u06cc\u0627 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0634\u0645\u0627<\/li>\n<li>\u062a\u0639\u062f\u0627\u062f \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0647\u0645\u200c\u0632\u0645\u0627\u0646 \u0648 \u0645\u06cc\u0632\u0627\u0646 \u062a\u0631\u0627\u0641\u06cc\u06a9 \u0633\u0631\u0648\u06cc\u0633<\/li>\n<li>\u0646\u06cc\u0627\u0632 \u0628\u0647 Training\u060c Inference \u06cc\u0627 \u0647\u0631 \u062f\u0648<\/li>\n<li>\u062d\u062c\u0645 \u062f\u06cc\u062a\u0627\u0633\u062a \u0648 \u0633\u0631\u0639\u062a \u062e\u0648\u0627\u0646\u062f\u0646 \u0648 \u0646\u0648\u0634\u062a\u0646 \u062f\u0627\u062f\u0647<\/li>\n<li>\u0645\u06cc\u0632\u0627\u0646 RAM \u0648 \u062a\u0648\u0627\u0646 \u067e\u0631\u062f\u0627\u0632\u0634\u06cc CPU<\/li>\n<li>\u0641\u0636\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647\u200c\u0633\u0627\u0632\u06cc NVMe \u0648 \u0638\u0631\u0641\u06cc\u062a \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u0631\u0634\u062f<\/li>\n<li>\u067e\u0647\u0646\u0627\u06cc \u0628\u0627\u0646\u062f\u060c \u067e\u0627\u06cc\u062f\u0627\u0631\u06cc \u0634\u0628\u06a9\u0647 \u0648 \u06a9\u06cc\u0641\u06cc\u062a \u0627\u062a\u0635\u0627\u0644<\/li>\n<li>\u0633\u0627\u0632\u06af\u0627\u0631\u06cc \u0628\u0627 Python\u060c PyTorch\u060c TensorFlow\u060c Docker \u0648 CUDA<\/li>\n<li>\u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0641\u0646\u06cc\u060c \u0622\u067e\u200c\u062a\u0627\u06cc\u0645 \u0648 \u0627\u0645\u06a9\u0627\u0646 \u0627\u0631\u062a\u0642\u0627\u06cc \u0645\u0646\u0627\u0628\u0639<\/li>\n<\/ul>\n<h2>\u0633\u0648\u0627\u0644\u0627\u062a \u0645\u062a\u062f\u0627\u0648\u0644 \u062f\u0631\u0628\u0627\u0631\u0647 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0633\u0631\u0648\u0631 GPU \u0628\u0631\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc<\/h2>\n<h3>\u0628\u0647\u062a\u0631\u06cc\u0646 \u0633\u0631\u0648\u0631 GPU \u0628\u0631\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u06a9\u062f\u0627\u0645 \u0627\u0633\u062a\u061f<\/h3>\n<p>\u0628\u0647\u062a\u0631\u06cc\u0646 \u0633\u0631\u0648\u0631 GPU \u0628\u0631\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc\u060c \u0633\u0631\u0648\u0631\u06cc \u0627\u0633\u062a \u06a9\u0647 VRAM\u060c CPU\u060c RAM\u060c \u0641\u0636\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647\u200c\u0633\u0627\u0632\u06cc \u0648 \u0634\u0628\u06a9\u0647 \u0622\u0646 \u0628\u0627 \u0646\u06cc\u0627\u0632 \u067e\u0631\u0648\u0698\u0647 \u0634\u0645\u0627 \u0647\u0645\u0627\u0647\u0646\u06af \u0628\u0627\u0634\u062f.<\/p>\n<p>\u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646\u06cc \u0648 \u0686\u062a\u200c\u0628\u0627\u062a\u060c VRAM \u0628\u0627\u0644\u0627\u062a\u0631 \u0627\u0647\u0645\u06cc\u062a \u0632\u06cc\u0627\u062f\u06cc \u062f\u0627\u0631\u062f\u061b \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u0646\u06cc\u0632 GPU \u0642\u062f\u0631\u062a\u0645\u0646\u062f\u062a\u0631 \u0648 RAM \u0628\u06cc\u0634\u062a\u0631 \u0644\u0627\u0632\u0645 \u0627\u0633\u062a.<\/p>\n<h3>\u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0686\u0646\u062f \u06af\u06cc\u06af VRAM \u0644\u0627\u0632\u0645 \u0627\u0633\u062a\u061f<\/h3>\n<p>\u0628\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u06f8 \u062a\u0627 \u06f1\u06f2 \u06af\u06cc\u06af\u0627\u0628\u0627\u06cc\u062a \u06a9\u0627\u0641\u06cc \u0628\u0627\u0634\u062f\u060c \u0627\u0645\u0627 \u0628\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646\u06cc \u0645\u062a\u0648\u0633\u0637\u060c \u062a\u0648\u0644\u06cc\u062f \u062a\u0635\u0648\u06cc\u0631 \u0648 \u0633\u0631\u0648\u06cc\u0633\u200c\u062f\u0647\u06cc \u0647\u0645\u200c\u0632\u0645\u0627\u0646 \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u06f1\u06f6 \u062a\u0627 \u06f2\u06f4 \u06af\u06cc\u06af\u0627\u0628\u0627\u06cc\u062a \u06cc\u0627 \u0628\u06cc\u0634\u062a\u0631 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0645\u06cc\u200c\u0634\u0648\u062f. \u0627\u0646\u062f\u0627\u0632\u0647 \u062f\u0642\u06cc\u0642 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0646\u0648\u0639 \u0645\u062f\u0644 \u0648 \u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u0627\u062c\u0631\u0627 \u0628\u0633\u062a\u06af\u06cc \u062f\u0627\u0631\u062f.<\/p>\n<h3>\u0622\u06cc\u0627 \u0628\u0631\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0627\u06cc\u062f \u0633\u0631\u0648\u0631 GPU \u0627\u062e\u062a\u0635\u0627\u0635\u06cc \u0628\u062e\u0631\u0645\u061f<\/h3>\n<p>\u0627\u06af\u0631 \u0633\u0631\u0648\u06cc\u0633 \u0634\u0645\u0627 \u062f\u0627\u0626\u0645\u06cc \u0627\u0633\u062a\u060c \u062a\u0639\u062f\u0627\u062f \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0632\u06cc\u0627\u062f \u0627\u0633\u062a \u06cc\u0627 \u067e\u0627\u0633\u062e\u200c\u062f\u0647\u06cc \u0633\u0631\u06cc\u0639 \u0627\u0647\u0645\u06cc\u062a \u062f\u0627\u0631\u062f\u060c \u0633\u0631\u0648\u0631 GPU \u0627\u062e\u062a\u0635\u0627\u0635\u06cc \u0627\u0646\u062a\u062e\u0627\u0628 \u0628\u0647\u062a\u0631\u06cc \u0627\u0633\u062a. \u0628\u0631\u0627\u06cc \u062a\u0633\u062a \u0648 \u062a\u0648\u0633\u0639\u0647 \u0627\u0648\u0644\u06cc\u0647\u060c \u0633\u0631\u0648\u0631 GPU \u0627\u0628\u0631\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0627\u0646\u0639\u0637\u0627\u0641\u200c\u067e\u0630\u06cc\u0631\u06cc \u0628\u06cc\u0634\u062a\u0631\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u062f.<\/p>\n<h3>\u0622\u06cc\u0627 RAM \u0633\u0631\u0648\u0631 \u0628\u0631\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0647\u0645 \u0627\u0633\u062a\u061f<\/h3>\n<p>\u0628\u0644\u0647. RAM \u0628\u0631\u0627\u06cc \u0627\u0646\u062a\u0642\u0627\u0644 \u062f\u0627\u062f\u0647 \u0628\u0647 GPU\u060c \u0627\u062c\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634\u200c\u0647\u0627\u06cc \u062c\u0627\u0646\u0628\u06cc \u0648 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627 \u0627\u0647\u0645\u06cc\u062a \u062f\u0627\u0631\u062f. NVIDIA \u062a\u0648\u0635\u06cc\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f \u062d\u0627\u0641\u0638\u0647 \u0633\u06cc\u0633\u062a\u0645 \u062d\u062f\u0627\u0642\u0644 \u062f\u0648 \u0628\u0631\u0627\u0628\u0631 \u0645\u062c\u0645\u0648\u0639 \u062d\u0627\u0641\u0638\u0647 GPU \u0628\u0627\u0634\u062f.<\/p>\n<h2>\u062c\u0645\u0639\u200c\u0628\u0646\u062f\u06cc<\/h2>\n<p>\u0628\u0647\u062a\u0631\u06cc\u0646 \u0633\u0631\u0648\u0631 GPU \u0628\u0631\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc\u060c \u0633\u0631\u0648\u0631\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 GPU \u0642\u062f\u0631\u062a\u0645\u0646\u062f\u060c VRAM \u06a9\u0627\u0641\u06cc\u060c RAM \u0645\u0646\u0627\u0633\u0628\u060c \u0641\u0636\u0627\u06cc NVMe \u0633\u0631\u06cc\u0639 \u0648 \u067e\u0647\u0646\u0627\u06cc \u0628\u0627\u0646\u062f \u067e\u0627\u06cc\u062f\u0627\u0631 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f. \u0627\u06af\u0631 \u067e\u0631\u0648\u0698\u0647 \u0634\u0645\u0627 \u0686\u062a\u200c\u0628\u0627\u062a\u060c \u062a\u0648\u0644\u06cc\u062f \u062a\u0635\u0648\u06cc\u0631\u060c \u067e\u0631\u062f\u0627\u0632\u0634 \u0648\u06cc\u062f\u06cc\u0648 \u06cc\u0627 \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u0627\u062e\u062a\u0635\u0627\u0635\u06cc \u0627\u0633\u062a\u060c \u0627\u0646\u062a\u062e\u0627\u0628 \u062f\u0631\u0633\u062a \u0633\u0631\u0648\u0631 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0633\u0631\u0639\u062a \u062a\u0648\u0633\u0639\u0647 \u0648 \u06a9\u06cc\u0641\u06cc\u062a \u0633\u0631\u0648\u06cc\u0633 \u0634\u0645\u0627 \u0631\u0627 \u0628\u0647\u200c\u0637\u0648\u0631 \u0645\u062d\u0633\u0648\u0633\u06cc \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0647\u062f.<\/p>\n<p>\u0628\u0631\u0627\u06cc \u0634\u0631\u0648\u0639 \u067e\u0631\u0648\u0698\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f <a 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