{"id":35335,"date":"2026-03-17T12:02:49","date_gmt":"2026-03-17T12:02:49","guid":{"rendered":"https:\/\/aisuperior.com\/?p=35335"},"modified":"2026-03-17T12:02:49","modified_gmt":"2026-03-17T12:02:49","slug":"llm-serving-benchmark-benchmark-cost","status":"publish","type":"post","link":"https:\/\/aisuperior.com\/ar\/llm-serving-benchmark-benchmark-cost\/","title":{"rendered":"\u062f\u0644\u064a\u0644 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0645\u0639\u064a\u0627\u0631\u064a\u0629 \u0644\u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0641\u064a \u0627\u0644\u0642\u0627\u0646\u0648\u0646 \u0644\u0639\u0627\u0645 2026"},"content":{"rendered":"<p><b>\u0645\u0644\u062e\u0635 \u0633\u0631\u064a\u0639:<\/b><span style=\"font-weight: 400;\"> \u062a\u0642\u064a\u0633 \u0645\u0639\u0627\u064a\u064a\u0631 \u0623\u062f\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a 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\u0648\u0627\u062d\u062f. \u0641\u0647\u0645 \u064a\u0631\u0643\u0632\u0648\u0646 \u0639\u0644\u0649 \u0645\u0639\u064a\u0627\u0631 \u0648\u0627\u062d\u062f \u0641\u0642\u0637\u060c \u062b\u0645 \u064a\u0631\u0648\u0646 \u0627\u0644\u0646\u0641\u0642\u0627\u062a \u062a\u062a\u0635\u0627\u0639\u062f \u0628\u0634\u0643\u0644 \u062e\u0627\u0631\u062c \u0639\u0646 \u0627\u0644\u0633\u064a\u0637\u0631\u0629.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">\u0641\u0647\u0645 \u0645\u0639\u0627\u064a\u064a\u0631 \u062e\u062f\u0645\u0629 \u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0627\u0644\u0642\u0627\u0646\u0648\u0646<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u062a\u0642\u064a\u0633 \u0645\u0639\u0627\u064a\u064a\u0631 \u0627\u0644\u0623\u062f\u0627\u0621 \u0643\u064a\u0641\u064a\u0629 \u062a\u0635\u0631\u0641 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0648\u062c\u0647 (LLMs) \u0641\u064a \u0638\u0644 \u0638\u0631\u0648\u0641 \u0645\u062d\u062f\u062f\u0629. \u0648\u0639\u0644\u0649 \u0639\u0643\u0633 \u0644\u0648\u062d\u0627\u062a \u0635\u062f\u0627\u0631\u0629 \u062c\u0648\u062f\u0629 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u064a \u062a\u0635\u0646\u0641 \u0642\u062f\u0631\u0629 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644\u060c \u062a\u0631\u0643\u0632 \u0645\u0639\u0627\u064a\u064a\u0631 \u0627\u0644\u062e\u062f\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u062a\u0634\u063a\u064a\u0644\u064a\u0629: \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629\u060c \u0648\u0632\u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629\u060c \u0648\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u0648\u0627\u0631\u062f\u060c \u0648\u0641\u064a \u0627\u0644\u0646\u0647\u0627\u064a\u0629\u060c \u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u0645\u062b\u0644 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0639\u0627\u064a\u064a\u0631 MLCommons MLPerf Inference \u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a \u0644\u0642\u064a\u0627\u0633 \u0623\u062f\u0627\u0621 \u0623\u062d\u0645\u0627\u0644 \u0627\u0644\u0639\u0645\u0644 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a. \u0648\u0642\u062f \u0642\u062f\u0645 \u0627\u0644\u0625\u0635\u062f\u0627\u0631 5.1 \u0645\u0646 MLPerf Inference \u0646\u0645\u0648\u0630\u062c Llama3.1-8B \u0643\u0645\u0639\u064a\u0627\u0631\u060c \u0645\u0648\u0641\u0631\u064b\u0627 \u0637\u0648\u0644 \u0633\u064a\u0627\u0642 \u064a\u0628\u0644\u063a 128,000 \u0631\u0645\u0632\u064b\u0627\u060c \u0645\u0627 \u064a\u0639\u0643\u0633 \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0641\u064a \u0627\u0644\u0648\u0627\u0642\u0639 \u0627\u0644\u0639\u0645\u0644\u064a.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0644\u0643\u0646 \u0627\u0646\u062a\u0638\u0631 \u0644\u062d\u0638\u0629 - \u0645\u0627 \u0627\u0644\u0630\u064a \u064a\u0647\u0645 \u0641\u0639\u0644\u0627\u064b \u0639\u0646\u062f \u0625\u062c\u0631\u0627\u0621 \u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u0645\u0639\u064a\u0627\u0631\u064a\u0629\u061f<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0645\u0624\u0634\u0631\u0627\u062a \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u064a\u0642\u064a\u0633 \u0645\u0639\u062f\u0644 \u0646\u0642\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u062f\u062f \u0627\u0644\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062a\u0645 \u0645\u0639\u0627\u0644\u062c\u062a\u0647\u0627 \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629. \u0648\u064a\u0639\u0646\u064a \u0627\u0631\u062a\u0641\u0627\u0639 \u0645\u0639\u062f\u0644 \u0646\u0642\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062e\u062f\u0645\u0629 \u0639\u062f\u062f \u0623\u0643\u0628\u0631 \u0645\u0646 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0641\u0633 \u0627\u0644\u0623\u062c\u0647\u0632\u0629. \u064a\u062d\u0633\u0628 \u0628\u0631\u0646\u0627\u0645\u062c GuideLLM \u0627\u0644\u0646\u0633\u0628 \u0627\u0644\u0645\u0626\u0648\u064a\u0629 \u0627\u0644\u0634\u0627\u0645\u0644\u0629\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u0646\u0633\u0628 \u0627\u0644\u0645\u0626\u0648\u064a\u0629 0.1\u060c 1\u060c 5\u060c 10\u060c 25\u060c 75\u060c 90\u060c 95\u060c \u064899 \u0644\u0645\u0639\u062f\u0644 \u0646\u0642\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0645\u0642\u0627\u064a\u064a\u0633 \u0623\u062e\u0631\u0649.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u064a\u0642\u064a\u0633 \u0632\u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0648\u0642\u062a \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629. \u064a\u062d\u062f\u062f MLPerf \u0642\u064a\u0648\u062f\u064b\u0627 \u0645\u062d\u062f\u062f\u0629 \u0644\u0632\u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0644\u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629. \u062a\u0642\u064a\u0633 \u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u0627\u0644\u062a\u062f\u0641\u0642 \u0627\u0644\u0641\u0631\u062f\u064a \u0632\u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0639\u0646\u062f \u0627\u0644\u0646\u0633\u0628\u0629 \u0627\u0644\u0645\u0626\u0648\u064a\u0629 \u0627\u0644\u062a\u0633\u0639\u064a\u0646\u060c \u0628\u064a\u0646\u0645\u0627 \u062a\u0633\u062a\u0647\u062f\u0641 \u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u0627\u0644\u062e\u0627\u062f\u0645 \u0623\u0648\u0642\u0627\u062a \u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0623\u0642\u0644 \u0645\u0646 \u062b\u0627\u0646\u064a\u0629 \u0644\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u0641\u0627\u0639\u0644\u064a\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u064a\u064f\u0639\u062f\u0651 \u0648\u0642\u062a \u0638\u0647\u0648\u0631 \u0623\u0648\u0644 \u0631\u0645\u0632 (TTFT) \u0639\u0627\u0645\u0644\u0627\u064b \u0645\u0647\u0645\u0627\u064b \u0641\u064a \u062a\u062c\u0631\u0628\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645. \u0648\u0628\u0635\u0631\u0627\u062d\u0629\u060c \u064a\u0644\u0627\u062d\u0638 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0648\u0646 \u0639\u0646\u062f\u0645\u0627 \u064a\u0633\u062a\u063a\u0631\u0642 \u0638\u0647\u0648\u0631 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0623\u0643\u062b\u0631 \u0645\u0646 200-300 \u0645\u0644\u0644\u064a \u062b\u0627\u0646\u064a\u0629. \u0648\u064a\u0624\u062b\u0631 \u0647\u0630\u0627 \u0627\u0644\u0645\u0642\u064a\u0627\u0633 \u0628\u0634\u0643\u0644 \u0645\u0628\u0627\u0634\u0631 \u0639\u0644\u0649 \u0633\u0631\u0639\u0629 \u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u064a\u062e\u062a\u0644\u0641 \u0645\u0639\u062f\u0644 \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0631\u0645\u0648\u0632 \u0639\u0646 \u0645\u0639\u062f\u0644 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0637\u0644\u0628\u0627\u062a. \u0641\u0647\u0648 \u064a\u0642\u064a\u0633 \u0639\u062f\u062f \u0627\u0644\u0631\u0645\u0648\u0632 \u0627\u0644\u0645\u0646\u062a\u062c\u0629 \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629\u060c \u0648\u0647\u0648 \u0645\u0627 \u064a\u0631\u062a\u0628\u0637 \u0627\u0631\u062a\u0628\u0627\u0637\u064b\u0627 \u0645\u0628\u0627\u0634\u0631\u064b\u0627 \u0628\u0633\u0631\u0639\u0629 \u0627\u0644\u0625\u062e\u0631\u0627\u062c \u0627\u0644\u062a\u064a \u064a\u0631\u0627\u0647\u0627 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645. \u0648\u062a\u0634\u064a\u0631 \u0627\u0644\u0623\u0628\u062d\u0627\u062b \u0627\u0644\u062d\u062f\u064a\u062b\u0629 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0646\u0645\u0627\u0630\u062c \u0644\u063a\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0625\u0644\u0649 \u0648\u062c\u0648\u062f \u062a\u0642\u0644\u0628\u0627\u062a \u0643\u0628\u064a\u0631\u0629 \u0641\u064a \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0623\u062b\u0646\u0627\u0621 \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0631\u0645\u0648\u0632\u060c \u0645\u0645\u0627 \u064a\u0624\u062b\u0631 \u0639\u0644\u0649 \u0647\u0630\u0627 \u0627\u0644\u0645\u0642\u064a\u0627\u0633.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u0645\u0639\u064a\u0627\u0631\u064a\u0629 \u0642\u064a\u0627\u0633\u064a\u0629<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u064a\u064f\u062d\u062f\u062f \u0628\u0631\u0646\u0627\u0645\u062c MLPerf \u0623\u0631\u0628\u0639\u0629 \u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u0631\u0626\u064a\u0633\u064a\u0629. \u0643\u0644 \u0645\u0646\u0647\u0627 \u064a\u062d\u0627\u0643\u064a \u0623\u0646\u0645\u0627\u0637 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629 \u0628\u062e\u0635\u0627\u0626\u0635 \u062a\u062d\u0645\u064a\u0644 \u0645\u062d\u062f\u062f\u0629.<\/span><\/p>\n<table>\n<thead>\n<tr>\n<th><span style=\"font-weight: 400;\">\u0633\u064a\u0646\u0627\u0631\u064a\u0648<\/span><\/th>\n<th><span style=\"font-weight: 400;\">\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a<\/span><\/th>\n<th><span style=\"font-weight: 400;\">\u0642\u064a\u0648\u062f \u0632\u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629<\/span><\/th>\n<th><span style=\"font-weight: 400;\">\u0645\u0642\u064a\u0627\u0633 \u0627\u0644\u0623\u062f\u0627\u0621<\/span><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><span style=\"font-weight: 400;\">\u062a\u062f\u0641\u0642 \u0648\u0627\u062d\u062f<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u0645\u062a\u0633\u0644\u0633\u0644\u0629<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0627\u0644\u0646\u0633\u0628\u0629 \u0627\u0644\u0645\u0626\u0648\u064a\u0629 \u0627\u0644\u062a\u0633\u0639\u064a\u0646<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0632\u0645\u0646 \u0627\u0633\u062a\u062c\u0627\u0628\u0629 90%-ile<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u0628\u062b \u0645\u062a\u0639\u062f\u062f<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u062f\u0641\u0639\u0627\u062a \u0630\u0627\u062a \u0641\u062a\u0631\u0627\u062a \u0632\u0645\u0646\u064a\u0629 \u062b\u0627\u0628\u062a\u0629<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0627\u0644\u0646\u0633\u0628\u0629 \u0627\u0644\u0645\u0626\u0648\u064a\u0629 99<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0623\u0642\u0635\u0649 \u062a\u062f\u0641\u0642\u0627\u062a<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u0627\u0644\u062e\u0627\u062f\u0645<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u062a\u0648\u0632\u064a\u0639 \u0628\u0648\u0627\u0633\u0648\u0646<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0627\u0644\u0646\u0633\u0628\u0629 \u0627\u0644\u0645\u0626\u0648\u064a\u0629 99<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0639\u062f\u062f \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u063a\u064a\u0631 \u0645\u062a\u0635\u0644 \u0628\u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u062c\u0645\u064a\u0639 \u0627\u0644\u0627\u0633\u062a\u0641\u0633\u0627\u0631\u0627\u062a \u0639\u0644\u0649<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0644\u0627 \u0623\u062d\u062f<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u0627\u0644\u0625\u062c\u0645\u0627\u0644\u064a\u0629<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><span style=\"font-weight: 400;\">\u062a\u062d\u0627\u0643\u064a \u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u0627\u0644\u062e\u0627\u062f\u0645 \u0623\u062d\u0645\u0627\u0644 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (API) \u0641\u064a \u0628\u064a\u0626\u0629 \u0627\u0644\u0625\u0646\u062a\u0627\u062c \u0645\u0639 \u0637\u0644\u0628\u0627\u062a \u0645\u0648\u0632\u0639\u0629 \u0648\u0641\u0642\u064b\u0627 \u0644\u062a\u0648\u0632\u064a\u0639 \u0628\u0648\u0627\u0633\u0648\u0646. \u064a\u0639\u0643\u0633 \u0647\u0630\u0627 \u0627\u0644\u0646\u0645\u0637 \u0633\u0644\u0648\u0643 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0648\u0627\u0642\u0639\u064a \u062d\u064a\u062b \u062a\u0635\u0644 \u0627\u0644\u0637\u0644\u0628\u0627\u062a \u0628\u0634\u0643\u0644 \u0639\u0634\u0648\u0627\u0626\u064a \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0641\u062a\u0631\u0627\u062a \u0632\u0645\u0646\u064a\u0629 \u062b\u0627\u0628\u062a\u0629.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">\u0642\u064a\u0627\u0633 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0641\u064a \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u062e\u0637\u064a \u0627\u0644\u0645\u062e\u062a\u0644\u0637<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u064a\u062a\u0637\u0644\u0628 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0641\u0647\u0645 \u0643\u0644 \u0645\u0646 \u0627\u0644\u0646\u0641\u0642\u0627\u062a \u0627\u0644\u0645\u0628\u0627\u0634\u0631\u0629 \u0648\u063a\u064a\u0631 \u0627\u0644\u0645\u0628\u0627\u0634\u0631\u0629. \u064a\u0633\u0627\u0647\u0645 \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0623\u062c\u0647\u0632\u0629\u060c \u0648\u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0637\u0627\u0642\u0629\u060c \u0648\u0631\u0633\u0648\u0645 \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629\u060c \u0648\u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u062a\u0634\u063a\u064a\u0644\u064a\u0629 \u0627\u0644\u0639\u0627\u0645\u0629 \u0641\u064a \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0625\u062c\u0645\u0627\u0644\u064a\u0629 \u0644\u0644\u0645\u0644\u0643\u064a\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0648\u0641\u0642\u064b\u0627 \u0644\u0625\u0637\u0627\u0631 \u0627\u0642\u062a\u0635\u0627\u062f\u064a\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0645\u0646 \u0641\u0631\u064a\u0642 WiNGPT\u060c \u064a\u0646\u0628\u063a\u064a \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0633\u062a\u062f\u0644\u0627\u0644 LLM \u0628\u0627\u0639\u062a\u0628\u0627\u0631\u0647 \u0625\u0646\u062a\u0627\u062c\u064b\u0627 \u0630\u0643\u064a\u064b\u0627 \u0645\u062f\u0641\u0648\u0639\u064b\u0627 \u0628\u0627\u0644\u062d\u0648\u0633\u0628\u0629. \u0641\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u062a\u0628\u0644\u063a \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a A800 80G \u062d\u0648\u0627\u0644\u064a $0.79 \u0641\u064a \u0627\u0644\u0633\u0627\u0639\u0629\u060c \u0648\u062a\u062a\u0631\u0627\u0648\u062d \u0639\u0627\u062f\u0629\u064b \u0628\u064a\u0646 $0.51 \u0648$0.99 \u0641\u064a \u0627\u0644\u0633\u0627\u0639\u0629 \u0641\u064a \u0638\u0644 \u0627\u0641\u062a\u0631\u0627\u0636\u0627\u062a \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0634\u0627\u0626\u0639\u0629.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0645\u0643\u0648\u0646\u0627\u062a \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0625\u062c\u0645\u0627\u0644\u064a\u0629 \u0644\u0644\u0645\u0644\u0643\u064a\u0629<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u062a\u0628\u062f\u0623 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0645\u0646 \u0644\u062d\u0638\u0629 \u0627\u0644\u0634\u0631\u0627\u0621. \u0642\u062f \u062a\u0635\u0644 \u062a\u0643\u0644\u0641\u0629 \u062a\u0643\u0648\u064a\u0646\u0627\u062a \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0645\u0632\u0648\u062f\u0629 \u0628\u0640 8 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0629 \u0625\u0644\u0649 1.4 \u0645\u0644\u064a\u0627\u0631 \u062f\u0648\u0644\u0627\u0631 \u0623\u0648 \u0623\u0643\u062b\u0631\u060c \u0648\u0630\u0644\u0643 \u062d\u0633\u0628 \u0637\u0631\u0627\u0632 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0629. \u0648\u0639\u0627\u062f\u0629\u064b \u0645\u0627 \u064a\u062a\u0628\u0639 \u0627\u0644\u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u062f\u0648\u0631\u0629 \u0645\u062f\u062a\u0647\u0627 \u0623\u0631\u0628\u0639 \u0633\u0646\u0648\u0627\u062a \u0641\u064a \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0646\u0634\u0631 \u0627\u0644\u0645\u0624\u0633\u0633\u064a\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u0634\u0645\u0644 \u062a\u0643\u0627\u0644\u064a\u0641 \u062a\u0648\u0641\u064a\u0631 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0631\u0633\u0648\u0645 \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629\u060c \u0648\u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0637\u0627\u0642\u0629\u060c \u0648\u0627\u0644\u062a\u0628\u0631\u064a\u062f\u060c \u0648\u0645\u0633\u0627\u062d\u0629 \u0627\u0644\u062e\u0648\u0627\u062f\u0645. \u0648\u062a\u062a\u0631\u0627\u0643\u0645 \u0647\u0630\u0647 \u0627\u0644\u0646\u0641\u0642\u0627\u062a \u0627\u0644\u062a\u0634\u063a\u064a\u0644\u064a\u0629 \u0628\u0645\u0631\u0648\u0631 \u0627\u0644\u0648\u0642\u062a. \u0623\u0645\u0627 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0646\u0634\u0631 \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629\u060c \u0641\u062a\u062e\u062a\u0644\u0641 \u0623\u0633\u0639\u0627\u0631 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0646\u0648\u0639 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0648\u0627\u0644\u0645\u0646\u0637\u0642\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u064f\u0636\u064a\u0641 \u0631\u0633\u0648\u0645 \u062a\u0631\u062e\u064a\u0635 \u0627\u0644\u0628\u0631\u0627\u0645\u062c \u0648\u0635\u064a\u0627\u0646\u062a\u0647\u0627 \u062a\u0643\u0627\u0644\u064a\u0641 \u0645\u062a\u0643\u0631\u0631\u0629. \u062a\u064f\u0644\u063a\u064a \u0623\u064f\u0637\u0631 \u0627\u0644\u062e\u062f\u0645\u0629 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0645\u062b\u0644 vLLM \u0631\u0633\u0648\u0645 \u0627\u0644\u062a\u0631\u062e\u064a\u0635\u060c \u0644\u0643\u0646 \u0627\u0644\u062d\u0644\u0648\u0644 \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629 \u062a\u0641\u0631\u0636 \u0631\u0633\u0648\u0645\u064b\u0627 \u0639\u0644\u0649 \u0643\u0644 \u0639\u0645\u0644\u064a\u0629 \u0646\u0634\u0631 \u0623\u0648 \u0639\u0644\u0649 \u0643\u0644 \u0631\u0645\u0632 \u0645\u0645\u064a\u0632 \u062a\u062a\u0645 \u0645\u0639\u0627\u0644\u062c\u062a\u0647.<\/span><\/p>\n<p><img fetchpriority=\"high\" decoding=\"async\" class=\"alignnone wp-image-35339 size-full\" src=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/03\/image1-30.webp\" alt=\"\u064a\u064f\u0638\u0647\u0631 \u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0625\u062c\u0645\u0627\u0644\u064a\u0629 \u0644\u0644\u0645\u0644\u0643\u064a\u0629 \u0639\u0644\u0649 \u0645\u062f\u0649 \u0623\u0631\u0628\u0639 \u0633\u0646\u0648\u0627\u062a \u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0646\u0634\u0631 \u0625\u062f\u0627\u0631\u0629 \u062f\u0648\u0631\u0629 \u062d\u064a\u0627\u0629 \u0627\u0644\u0645\u0646\u062a\u062c \u0644\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0623\u0646 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0648\u0627\u0644\u0637\u0627\u0642\u0629 \u0647\u0645\u0627 \u0627\u0644\u0645\u062d\u0631\u0643\u0627\u0646 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0627\u0646 \u0644\u0644\u0646\u0641\u0642\u0627\u062a.\" width=\"1267\" height=\"620\" srcset=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/03\/image1-30.webp 1267w, https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/03\/image1-30-300x147.webp 300w, https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/03\/image1-30-1024x501.webp 1024w, https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/03\/image1-30-768x376.webp 768w, https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/03\/image1-30-18x9.webp 18w\" sizes=\"(max-width: 1267px) 100vw, 1267px\" \/><\/p>\n<h3><span style=\"font-weight: 400;\">\u0645\u0642\u0627\u0631\u0646\u0629 \u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0645\u0642\u0627\u0628\u0644 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (API)<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u062a\u0643\u0634\u0641 \u0646\u0633\u0628 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0639\u0646 \u0627\u062e\u062a\u0644\u0627\u0641\u0627\u062a \u0643\u0628\u064a\u0631\u0629 \u0628\u064a\u0646 \u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u0646\u0634\u0631. \u0648\u062a\u064f\u0638\u0647\u0631 \u0627\u0644\u0623\u0628\u062d\u0627\u062b \u0627\u0644\u062a\u064a \u0646\u0634\u0631\u062a\u0647\u0627 \u0634\u0631\u0643\u0629 Fin AI \u0623\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0635\u063a\u0631 \u062d\u062c\u0645\u0627\u064b \u062a\u064f\u062d\u0642\u0642 \u0648\u0641\u0648\u0631\u0627\u062a \u0643\u0628\u064a\u0631\u0629 \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629.<\/span><\/p>\n<table>\n<thead>\n<tr>\n<th><span style=\"font-weight: 400;\">\u0646\u0645\u0648\u0630\u062c<\/span><\/th>\n<th><span style=\"font-weight: 400;\">\u062d\u062f\u0648\u062f<\/span><\/th>\n<th><span style=\"font-weight: 400;\">\u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0645\u0642\u0627\u0628\u0644 GPT-4.1<\/span><\/th>\n<th><span style=\"font-weight: 400;\">\u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0645\u0639 GPT-4.1 Mini<\/span><\/th>\n<th><span style=\"font-weight: 400;\">\u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0645\u0642\u0627\u0628\u0644 \u0627\u0644\u0633\u0648\u0646\u064a\u062a 3.7<\/span><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><span style=\"font-weight: 400;\">\u062c\u064a\u0645\u0627 3 4\u0628<\/span><\/td>\n<td><span style=\"font-weight: 400;\">4\u0628<\/span><\/td>\n<td><span style=\"font-weight: 400;\">0.04<\/span><\/td>\n<td><span style=\"font-weight: 400;\">0.20<\/span><\/td>\n<td><span style=\"font-weight: 400;\">0.01<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u062f\u064a\u0628 \u0633\u064a\u0643 \u0644\u0627\u0645\u0627 8 \u0628\u064a<\/span><\/td>\n<td><span style=\"font-weight: 400;\">8\u0628<\/span><\/td>\n<td><span style=\"font-weight: 400;\">0.05<\/span><\/td>\n<td><span style=\"font-weight: 400;\">0.27<\/span><\/td>\n<td><span style=\"font-weight: 400;\">0.01<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u0643\u0648\u064a\u0646 3 14\u0628<\/span><\/td>\n<td><span style=\"font-weight: 400;\">14\u0628<\/span><\/td>\n<td><span style=\"font-weight: 400;\">0.05<\/span><\/td>\n<td><span style=\"font-weight: 400;\">0.27<\/span><\/td>\n<td><span style=\"font-weight: 400;\">0.01<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u062c\u064a\u0645\u0627 3 27\u0628<\/span><\/td>\n<td><span style=\"font-weight: 400;\">27\u0628<\/span><\/td>\n<td><span style=\"font-weight: 400;\">0.34<\/span><\/td>\n<td><span style=\"font-weight: 400;\">1.71<\/span><\/td>\n<td><span style=\"font-weight: 400;\">0.08<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u062f\u064a\u0628 \u0633\u064a\u0643 \u0644\u0627\u0645\u0627 70 \u0628\u064a<\/span><\/td>\n<td><span style=\"font-weight: 400;\">70\u0628<\/span><\/td>\n<td><span style=\"font-weight: 400;\">1.70<\/span><\/td>\n<td><span style=\"font-weight: 400;\">8.49<\/span><\/td>\n<td><span style=\"font-weight: 400;\">1.10<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u0643\u0648\u064a\u0646 3 235\u0628<\/span><\/td>\n<td><span style=\"font-weight: 400;\">235\u0628<\/span><\/td>\n<td><span style=\"font-weight: 400;\">2.17<\/span><\/td>\n<td><span style=\"font-weight: 400;\">10.83<\/span><\/td>\n<td><span style=\"font-weight: 400;\">1.40<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><span style=\"font-weight: 400;\">\u062a\u064f\u0639\u062f\u0651 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0635\u063a\u0631 \u062d\u062c\u0645\u0627\u064b \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0623\u0642\u0644 \u0645\u0646 14 \u0645\u0644\u064a\u0627\u0631 \u0645\u064f\u0639\u0627\u0645\u0644 \u0623\u0642\u0644 \u062a\u0643\u0644\u0641\u0629 \u0628\u0643\u062b\u064a\u0631 \u0645\u0646 \u0646\u0645\u0627\u0630\u062c \u0641\u0626\u0629 GPT-4\u060c \u062d\u064a\u062b \u062a\u064f\u0634\u064a\u0631 \u0627\u0644\u0623\u0628\u062d\u0627\u062b \u0625\u0644\u0649 \u0623\u0646 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u062a\u062a\u0631\u0627\u0648\u062d \u0628\u064a\u0646 0.04 \u06480.05 \u0636\u0639\u0641 \u062a\u0643\u0644\u0641\u0629 GPT-4.1. \u0648\u0647\u0630\u0627 \u064a\u064f\u0639\u062f\u0651 \u062a\u062d\u0648\u0644\u0627\u064b \u062c\u0630\u0631\u064a\u0627\u064b \u0644\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u062d\u062c\u0645 \u0627\u0644\u0643\u0628\u064a\u0631 \u062d\u064a\u062b \u062a\u0633\u0645\u062d \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u062c\u0648\u062f\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0645\u0627\u0630\u062c \u0623\u0635\u063a\u0631.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0648\u062b\u0651\u0642 \u0641\u0631\u064a\u0642 \u0647\u0646\u062f\u0633\u0629 Salesforce \u062a\u0648\u0641\u064a\u0631\u064b\u0627 \u064a\u0632\u064a\u062f \u0639\u0646 1 \u062a\u0631\u064a\u0644\u064a\u0648\u0646 \u06484 \u062a\u0631\u064a\u0644\u064a\u0648\u0646\u0627\u062a \u0648500 \u0623\u0644\u0641 \u062f\u0648\u0644\u0627\u0631 \u0633\u0646\u0648\u064a\u064b\u0627 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0633\u062a\u0628\u062f\u0627\u0644 \u062a\u0628\u0639\u064a\u0627\u062a LLM \u0627\u0644\u062d\u064a\u0629 \u0628\u062e\u062f\u0645\u0629 \u0648\u0647\u0645\u064a\u0629 \u0644\u062a\u0637\u0648\u064a\u0631 \u0648\u0642\u064a\u0627\u0633 \u0623\u062f\u0627\u0621 \u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644. \u0648\u0642\u062f \u0623\u062f\u0649 \u0630\u0644\u0643 \u0625\u0644\u0649 \u0625\u0644\u063a\u0627\u0621 \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0631\u0645\u0648\u0632 \u0627\u0644\u0645\u0645\u064a\u0632\u0629 \u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0645\u0627 \u0642\u0628\u0644 \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u060c \u0645\u0639 \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0642\u062f\u0631\u0627\u062a \u0627\u0644\u062a\u062d\u0642\u0642 \u0639\u0646\u062f 16000 \u0637\u0644\u0628 \u0641\u064a \u0627\u0644\u062f\u0642\u064a\u0642\u0629\u060c \u0648\u0633\u0639\u0629 \u0642\u0635\u0648\u0649 \u062a\u062a\u062c\u0627\u0648\u0632 24000 \u0637\u0644\u0628 \u0641\u064a \u0627\u0644\u062f\u0642\u064a\u0642\u0629.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">\u0623\u062f\u0648\u0627\u062a \u0648\u0623\u0637\u0631 \u0642\u064a\u0627\u0633 \u0627\u0644\u0623\u062f\u0627\u0621<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u062a\u062f\u0639\u0645 \u0623\u0637\u0631 \u0639\u0645\u0644 \u0645\u062a\u0639\u062f\u062f\u0629 \u0645\u0639\u0627\u064a\u064a\u0631 \u062e\u062f\u0645\u0629 \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0646\u0647\u062c\u064a\u0629. \u064a\u0642\u062f\u0645 \u0643\u0644 \u0645\u0646\u0647\u0627 \u0625\u0645\u0643\u0627\u0646\u064a\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629 \u0644\u0642\u064a\u0627\u0633 \u0627\u0644\u0623\u062f\u0627\u0621 \u0648\u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u062a\u0643\u0644\u0641\u0629.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0645\u062c\u0645\u0648\u0639\u0629 \u0623\u062f\u0648\u0627\u062a \u0642\u064a\u0627\u0633 \u0623\u062f\u0627\u0621 vLLM<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u064a\u0648\u0641\u0631 \u0645\u0634\u0631\u0648\u0639 vLLM \u0623\u062f\u0648\u0627\u062a \u0642\u064a\u0627\u0633 \u0623\u062f\u0627\u0621 \u0645\u062f\u0645\u062c\u0629 \u0644\u0642\u064a\u0627\u0633 \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u0648\u0632\u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629. \u064a\u062f\u0639\u0645 \u0647\u0630\u0627 \u0627\u0644\u0625\u0637\u0627\u0631 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062a\u0646\u0648\u0639\u0629 \u062a\u0634\u0645\u0644 ShareGPT \u0648BurstGPT \u0648\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0634\u0648\u0627\u0626\u064a\u0629 \u0627\u0635\u0637\u0646\u0627\u0639\u064a\u0629 \u0645\u064f\u0648\u0644\u064e\u0651\u062f\u0629 \u0645\u0646 \u0645\u064f\u062c\u0632\u0650\u0651\u0626\u0627\u062a \u0627\u0644\u0646\u0645\u0627\u0630\u062c.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u0634\u0645\u0644 \u0645\u0639\u0627\u064a\u064a\u0631 \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0640 vLLM \u062d\u062f\u0648\u062f \u0627\u0644\u062a\u0632\u0627\u0645\u0646 \u0627\u0644\u0642\u0635\u0648\u0649\u060c \u0648\u0645\u0639\u062f\u0644\u0627\u062a \u0627\u0644\u0637\u0644\u0628\u0627\u062a\u060c \u0648\u0627\u062e\u062a\u064a\u0627\u0631 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0636\u0628\u0637 \u062d\u062f \u0627\u0644\u062a\u0632\u0627\u0645\u0646 \u0627\u0644\u0623\u0642\u0635\u0649 \u0639\u0644\u0649 10 \u064a\u0639\u0646\u064a \u0623\u0646 \u0627\u0644\u062e\u0627\u062f\u0645 \u064a\u0639\u0627\u0644\u062c \u0645\u0627 \u064a\u0635\u0644 \u0625\u0644\u0649 10 \u0637\u0644\u0628\u0627\u062a \u0641\u064a \u0648\u0642\u062a \u0648\u0627\u062d\u062f\u060c \u0648\u064a\u0636\u0639 \u0627\u0644\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0625\u0636\u0627\u0641\u064a\u0629 \u0641\u064a \u0642\u0627\u0626\u0645\u0629 \u0627\u0644\u0627\u0646\u062a\u0638\u0627\u0631 \u062d\u062a\u0649 \u062a\u062a\u0648\u0641\u0631 \u0633\u0639\u0629 \u0643\u0627\u0641\u064a\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0623\u0638\u0647\u0631\u062a \u0645\u0639\u0627\u064a\u064a\u0631 \u0627\u0644\u0623\u062f\u0627\u0621 \u0644\u0625\u0635\u062f\u0627\u0631 vLLM-ascend v0.7.3 \u0623\u062f\u0627\u0621\u064b \u0645\u062a\u0645\u064a\u0632\u064b\u0627 \u0645\u0639 \u0646\u0645\u0648\u0630\u062c\u064a Qwen2.5-7B-Instruct \u0648 Qwen2.5-VL-7B-Instruct \u0628\u0645\u0639\u062f\u0644\u0627\u062a QPS \u062a\u0628\u0644\u063a 1 \u0648 4 \u0648 16 \u0648\u0645\u0627 \u0644\u0627 \u0646\u0647\u0627\u064a\u0629 (\u063a\u064a\u0631 \u0645\u062d\u062f\u0648\u062f). \u0627\u0633\u062a\u064f\u062e\u062f\u0645 \u0641\u064a \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 200 \u0645\u064f\u062f\u062e\u0644 \u0645\u064f\u062e\u062a\u0627\u0631 \u0639\u0634\u0648\u0627\u0626\u064a\u064b\u0627 \u0645\u0646 \u0645\u062c\u0645\u0648\u0639\u062a\u064a \u0628\u064a\u0627\u0646\u0627\u062a ShareGPT \u0648 vision-arena \u0645\u0639 \u0628\u0630\u0648\u0631 \u0639\u0634\u0648\u0627\u0626\u064a\u0629 \u062b\u0627\u0628\u062a\u0629 \u0644\u0636\u0645\u0627\u0646 \u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u062a\u0643\u0631\u0627\u0631 \u0627\u0644\u0646\u062a\u0627\u0626\u062c.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u062f\u0644\u064a\u0644 \u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0627\u0644\u0642\u0627\u0646\u0648\u0646 \u0644\u062a\u0642\u064a\u064a\u0645 \u0623\u062f\u0627\u0621 \u0627\u0644\u0625\u0646\u062a\u0627\u062c<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u064a\u062e\u062a\u0635 \u0628\u0631\u0646\u0627\u0645\u062c GuideLLM \u0645\u0646 \u0645\u0634\u0631\u0648\u0639 vLLM \u0628\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0641\u064a \u0627\u0644\u0639\u0627\u0644\u0645 \u0627\u0644\u062d\u0642\u064a\u0642\u064a. \u0648\u0647\u0648 \u064a\u062d\u0627\u0643\u064a \u0623\u0646\u0645\u0627\u0637 \u062d\u0631\u0643\u0629 \u0645\u0631\u0648\u0631 \u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0645\u0644\u0641\u0627\u062a \u062a\u0639\u0631\u064a\u0641 \u0627\u0644\u062d\u0645\u0644 \u0627\u0644\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0643\u0648\u064a\u0646.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u064a\u062f\u0639\u0645 \u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u062a\u062d\u0645\u064a\u0644 \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0645\u0639\u062f\u0644 \u0627\u0644\u0637\u0644\u0628\u0627\u062a \u0645\u0639\u062f\u0644\u0627\u062a \u0637\u0644\u0628\u0627\u062a \u062b\u0627\u0628\u062a\u0629. \u064a\u0648\u0641\u0631 \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0628\u0645\u0639\u062f\u0644 10 \u0637\u0644\u0628\u0627\u062a \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u0644\u0645\u062f\u0629 20 \u062b\u0627\u0646\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0635\u0637\u0646\u0627\u0639\u064a\u0629 \u0645\u0643\u0648\u0646\u0629 \u0645\u0646 128 \u0631\u0645\u0632\u064b\u0627 \u0644\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0648256 \u0631\u0645\u0632\u064b\u0627 \u0644\u0644\u0625\u062e\u0631\u0627\u062c \u0642\u064a\u0627\u0633\u0627\u062a \u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629. \u062a\u062d\u0633\u0628 \u0627\u0644\u0623\u062f\u0627\u0629 \u062a\u0648\u0632\u064a\u0639\u0627\u062a \u0645\u0626\u0648\u064a\u0629 \u0634\u0627\u0645\u0644\u0629\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u0646\u0633\u0628 \u0627\u0644\u0645\u0626\u0648\u064a\u0629 0.1\u060c 1\u060c 5\u060c 10\u060c 25\u060c 50\u060c 75\u060c 90\u060c 95\u060c 99\u060c \u064899.9 \u0644\u0643\u0644 \u0645\u0642\u064a\u0627\u0633.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u064f\u0639\u062f\u0651 \u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0623\u062d\u0645\u0627\u0644 \u0645\u0647\u0645\u0629 \u0644\u0623\u0646 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u062a\u064f\u0648\u0644\u0651\u062f \u0623\u0634\u0643\u0627\u0644\u0627\u064b \u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u0646 \u062d\u0631\u0643\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u064a\u0643\u0634\u0641 \u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0627\u0646\u0641\u062c\u0627\u0631 \u0639\u0646 \u0633\u0644\u0648\u0643 \u0627\u0644\u0646\u0638\u0627\u0645 \u062a\u062d\u062a \u062a\u0623\u062b\u064a\u0631 \u0627\u0631\u062a\u0641\u0627\u0639\u0627\u062a \u0645\u0641\u0627\u062c\u0626\u0629 \u0641\u064a \u0627\u0644\u0623\u062d\u0645\u0627\u0644\u060c \u0628\u064a\u0646\u0645\u0627 \u064a\u0642\u064a\u0633 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0645\u0633\u062a\u0645\u0631 \u0623\u062f\u0627\u0621 \u0627\u0644\u0646\u0638\u0627\u0645 \u0641\u064a \u062d\u0627\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u0642\u0631\u0627\u0631.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0645\u0639\u0627\u064a\u064a\u0631 \u0627\u0633\u062a\u062f\u0644\u0627\u0644 MLPerf<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u064a\u0645\u062b\u0644 \u0627\u062e\u062a\u0628\u0627\u0631 MLPerf Inference \u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u0639\u062a\u0645\u062f. \u062a\u063a\u0637\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0639\u064a\u0627\u0631\u064a\u0629 \u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u0645\u0631\u0627\u0643\u0632 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0645\u062d\u0645\u0648\u0644\u0629 \u0645\u0639 \u0623\u062d\u0645\u0627\u0644 \u0639\u0645\u0644 \u0645\u0648\u062d\u062f\u0629 \u0639\u0628\u0631 \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0624\u064a\u0629 \u0648\u0627\u0644\u0643\u0644\u0627\u0645 \u0648\u0627\u0644\u0644\u063a\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0641\u064a \u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u0645\u0631\u0627\u0643\u0632 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u064a\u0642\u064a\u0633 MLPerf \u0639\u062f\u062f \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u0627\u0644\u0648\u0627\u062d\u062f\u0629 \u0636\u0645\u0646 \u0642\u064a\u0648\u062f \u0632\u0645\u0646 \u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0645\u062d\u062f\u062f\u0629. \u0623\u0645\u0627 \u0645\u0639\u0627\u064a\u064a\u0631 \u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0641\u062a\u0633\u062a\u062e\u062f\u0645 \u0623\u0646\u0645\u0627\u0637 \u0627\u0633\u062a\u0639\u0644\u0627\u0645 \u0645\u0648\u0632\u0639\u0629 \u0648\u0641\u0642\u064b\u0627 \u0644\u062a\u0648\u0632\u064a\u0639 \u0628\u0648\u0627\u0633\u0648\u0646 \u0645\u0639 \u0623\u0647\u062f\u0627\u0641 \u0632\u0645\u0646 \u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0639\u0646\u062f \u0627\u0644\u0646\u0633\u0628\u0629 \u0627\u0644\u0645\u0626\u0648\u064a\u0629 99. \u0628\u064a\u0646\u0645\u0627 \u062a\u0639\u0645\u0644 \u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u0639\u062f\u0645 \u0627\u0644\u0627\u062a\u0635\u0627\u0644 \u0639\u0644\u0649 \u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u0625\u0644\u0649 \u0623\u0642\u0635\u0649 \u062d\u062f \u062f\u0648\u0646 \u0642\u064a\u0648\u062f \u0639\u0644\u0649 \u0632\u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0623\u0636\u0627\u0641 \u0627\u0644\u0625\u0635\u062f\u0627\u0631 5.1 \u0645\u0646 MLPerf Inference \u0645\u0639\u064a\u0627\u0631 Llama3.1-8B \u0627\u0644\u0630\u064a \u064a\u062f\u0639\u0645 \u0633\u064a\u0627\u0642 128,000 \u0631\u0645\u0632. \u064a\u0639\u0643\u0633 \u0647\u0630\u0627 \u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u062d\u062f\u064a\u062b\u0629 \u0644\u0645\u0647\u0627\u0645 \u0641\u0647\u0645 \u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0637\u0648\u064a\u0644 \u0648\u062a\u0648\u0644\u064a\u062f\u0647.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">\u0627\u0644\u0645\u0641\u0627\u0636\u0644\u0627\u062a \u0628\u064a\u0646 \u062a\u0643\u0644\u0641\u0629 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0648\u0623\u062f\u0627\u0626\u0647\u0627<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u064a\u0624\u062b\u0631 \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0645\u0643\u0648\u0646\u0627\u062a \u0627\u0644\u0645\u0627\u062f\u064a\u0629 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0639\u0644\u0649 \u0643\u0644 \u0645\u0646 \u0627\u0644\u0623\u062f\u0627\u0621 \u0648\u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u062a\u0643\u0644\u0641\u0629. \u062a\u0643\u0634\u0641 \u0627\u0644\u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0641\u064a \u0625\u062f\u0627\u0631\u0629 \u062f\u0648\u0631\u0629 \u062d\u064a\u0627\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0629 \u063a\u064a\u0631 \u0645\u062a\u062c\u0627\u0646\u0633\u0629 \u0623\u0646 \u0623\u0646\u0648\u0627\u0639 \u0648\u062d\u062f\u0627\u062a \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0629 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u062a\u062a\u0648\u0627\u0641\u0642 \u0645\u0639 \u062e\u0635\u0627\u0626\u0635 \u0623\u062d\u0645\u0627\u0644 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629.<\/span><\/p>\n<table>\n<thead>\n<tr>\n<th><span style=\"font-weight: 400;\">\u0646\u0648\u0639 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a<\/span><\/th>\n<th><span style=\"font-weight: 400;\">\u0630\u0631\u0648\u0629 FP16 FLOPS<\/span><\/th>\n<th><span style=\"font-weight: 400;\">\u0639\u0631\u0636 \u0646\u0637\u0627\u0642 \u0627\u0644\u0630\u0627\u0643\u0631\u0629<\/span><\/th>\n<th><span style=\"font-weight: 400;\">\u062d\u062f \u0627\u0644\u0630\u0627\u0643\u0631\u0629<\/span><\/th>\n<th><span style=\"font-weight: 400;\">\u0627\u0644\u0633\u0639\u0631 \u0628\u0627\u0644\u0633\u0627\u0639\u0629<\/span><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><span style=\"font-weight: 400;\">A6000<\/span><\/td>\n<td><span style=\"font-weight: 400;\">91 \u062a\u064a\u0631\u0627\u0641\u0644\u0648\u0628<\/span><\/td>\n<td><span style=\"font-weight: 400;\">768 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a\/\u062b\u0627\u0646\u064a\u0629<\/span><\/td>\n<td><span style=\"font-weight: 400;\">48 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/span><\/td>\n<td><span style=\"font-weight: 400;\">$0.83<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">A40<\/span><\/td>\n<td><span style=\"font-weight: 400;\">150 \u062a\u064a\u0631\u0627\u0641\u0644\u0648\u0628<\/span><\/td>\n<td><span style=\"font-weight: 400;\">696 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a\/\u062b\u0627\u0646\u064a\u0629<\/span><\/td>\n<td><span style=\"font-weight: 400;\">48 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/span><\/td>\n<td><span style=\"font-weight: 400;\">$0.55<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">L40<\/span><\/td>\n<td><span style=\"font-weight: 400;\">181 \u062a\u064a\u0631\u0627\u0641\u0644\u0648\u0628<\/span><\/td>\n<td><span style=\"font-weight: 400;\">864 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a\/\u062b\u0627\u0646\u064a\u0629<\/span><\/td>\n<td><span style=\"font-weight: 400;\">48 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/span><\/td>\n<td><span style=\"font-weight: 400;\">$1.15<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><span style=\"font-weight: 400;\">\u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u064a\u0643\u0648\u0646 \u0639\u0631\u0636 \u0646\u0637\u0627\u0642 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0623\u0647\u0645 \u0645\u0646 \u0633\u0639\u0629 \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0641\u064a \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u062e\u0637\u064a. \u0648\u062a\u0639\u062a\u0645\u062f \u0639\u0645\u0644\u064a\u0629 \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0631\u0645\u0648\u0632 \u0639\u0644\u0649 \u0627\u0644\u0630\u0627\u0643\u0631\u0629\u060c \u062d\u064a\u062b \u064a\u062a\u0645 \u062a\u062d\u0645\u064a\u0644 \u0623\u0648\u0632\u0627\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0634\u0643\u0644 \u0645\u062a\u0643\u0631\u0631 \u0645\u0646 \u0630\u0627\u0643\u0631\u0629 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a. \u064a\u0628\u0644\u063a \u0639\u0631\u0636 \u0646\u0637\u0627\u0642 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0641\u064a \u062c\u0647\u0627\u0632 A6000 768 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a\/\u062b\u0627\u0646\u064a\u0629\u060c \u0648\u0647\u0648 \u0623\u0642\u0644 \u0645\u0646 \u062c\u0647\u0627\u0632 L40 (864 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a\/\u062b\u0627\u0646\u064a\u0629) \u0648\u0623\u0642\u0644 \u0628\u0643\u062b\u064a\u0631 \u0645\u0646 \u062c\u0647\u0627\u0632\u064a H100 \u0623\u0648 A100 (2-3 \u062a\u064a\u0631\u0627\u0628\u0627\u064a\u062a\/\u062b\u0627\u0646\u064a\u0629).<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u0639\u0645\u0644 \u0639\u0645\u0644\u064a\u0627\u062a \u0646\u0634\u0631 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u062c\u0627\u0646\u0633\u0629 \u0639\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0645\u0637\u0627\u0628\u0642\u0629 \u0642\u062f\u0631\u0627\u062a \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0645\u0639 \u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0637\u0644\u0628. \u064a\u062a\u0645 \u062a\u0648\u062c\u064a\u0647 \u0627\u0644\u0637\u0644\u0628\u0627\u062a \u0643\u062b\u064a\u0641\u0629 \u0627\u0644\u062d\u0633\u0627\u0628 \u0625\u0644\u0649 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0642\u062f\u0631\u0629 \u0627\u0644\u0639\u0627\u0644\u064a\u0629 \u0639\u0644\u0649 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (FLOPS)\u060c \u0628\u064a\u0646\u0645\u0627 \u062a\u0641\u0636\u0644 \u0627\u0644\u0637\u0644\u0628\u0627\u062a \u0643\u062b\u064a\u0641\u0629 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u062e\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u0646\u0637\u0627\u0642 \u0627\u0644\u062a\u0631\u062f\u062f\u064a \u0627\u0644\u0639\u0627\u0644\u064a. \u064a\u064f\u062d\u0633\u0651\u0646 \u0647\u0630\u0627 \u0627\u0644\u0646\u0647\u062c \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0639\u0628\u0631 \u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0645\u062a\u0646\u0648\u0639\u0629.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u062d\u062c\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0623\u062c\u0647\u0632\u0629<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u064a\u064f\u062d\u062f\u062f \u0639\u062f\u062f \u0627\u0644\u0645\u0639\u0627\u0645\u0644\u0627\u062a \u0628\u0634\u0643\u0644 \u0645\u0628\u0627\u0634\u0631 \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u062f\u0646\u0649 \u0644\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0630\u0627\u0643\u0631\u0629. \u062a\u062a\u0637\u0644\u0628 \u062f\u0642\u0629 FP16 \u062d\u0648\u0627\u0644\u064a 2 \u0628\u0627\u064a\u062a \u0644\u0643\u0644 \u0645\u0639\u0627\u0645\u0644\u060c \u0628\u064a\u0646\u0645\u0627 \u064a\u0642\u0644\u0644 \u0627\u0644\u062a\u0643\u0645\u064a\u0645 \u0630\u0648 4 \u0628\u062a \u0647\u0630\u0627 \u0625\u0644\u0649 \u062d\u0648\u0627\u0644\u064a 0.5 \u0628\u0627\u064a\u062a \u0644\u0643\u0644 \u0645\u0639\u0627\u0645\u0644.<\/span><\/p>\n<p><img decoding=\"async\" class=\"alignnone wp-image-35337 size-full\" src=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/03\/image3-12.webp\" alt=\"\u064a\u062d\u062f\u062f \u0639\u062f\u062f \u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u062f\u0646\u0649 \u0644\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a \u0644\u0644\u0641\u064a\u062f\u064a\u0648\u060c \u062d\u064a\u062b \u064a\u0642\u0644\u0644 \u0627\u0644\u062a\u0643\u0645\u064a\u0645 \u0630\u0648 4 \u0628\u062a \u0645\u0646 \u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0628\u062d\u0648\u0627\u0644\u064a 75% \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u062f\u0642\u0629 FP16.\" width=\"1334\" height=\"330\" srcset=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/03\/image3-12.webp 1334w, https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/03\/image3-12-300x74.webp 300w, https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/03\/image3-12-1024x253.webp 1024w, https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/03\/image3-12-768x190.webp 768w, https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/03\/image3-12-18x4.webp 18w\" sizes=\"(max-width: 1334px) 100vw, 1334px\" \/><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u062a\u0641\u0627\u0648\u062a \u062e\u064a\u0627\u0631\u0627\u062a \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u0625\u0645\u0643\u0627\u0646\u064a\u0627\u062a \u0648\u0627\u0644\u062a\u0643\u0644\u0641\u0629. \u062a\u062f\u0639\u0645 \u0645\u062b\u064a\u0644\u0627\u062a AWS g4dn.xlarge \u0623\u062d\u0645\u0627\u0644 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a \u0645\u0646 \u0627\u0644\u0641\u0626\u0629 \u0627\u0644\u0627\u0633\u062a\u0647\u0644\u0627\u0643\u064a\u0629. \u0628\u064a\u0646\u0645\u0627 \u062a\u0648\u0641\u0631 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\u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0641\u0639\u0644\u064a\u0629 \u0644\u0643\u0644 \u0637\u0644\u0628 \u0644\u0627\u062a\u062e\u0627\u0630 \u0642\u0631\u0627\u0631\u0627\u062a \u0646\u0634\u0631 \u0645\u062f\u0631\u0648\u0633\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u0646\u0642\u0633\u0645 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0625\u0644\u0649 \u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0634\u0631\u0627\u0621 \u0648\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0627\u0633\u062a\u0647\u0644\u0627\u0643. \u062e\u0627\u062f\u0645 \u0645\u0632\u0648\u062f \u0628\u0640 8 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0629 (GPU) \u0628\u0633\u0639\u0631 $320,000 \u0645\u0639 \u0641\u062a\u0631\u0629 \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0645\u062f\u062a\u0647\u0627 4 \u0633\u0646\u0648\u0627\u062a\u060c \u064a\u0643\u0644\u0641 $80,000 \u0633\u0646\u0648\u064a\u064b\u0627 \u0623\u0648 \u0645\u0627 \u064a\u0642\u0627\u0631\u0628 $9.13 \u0641\u064a \u0627\u0644\u0633\u0627\u0639\u0629 \u0628\u0627\u0641\u062a\u0631\u0627\u0636 \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0639\u0644\u0649 \u0645\u062f\u0627\u0631 \u0627\u0644\u0633\u0627\u0639\u0629 \u0637\u0648\u0627\u0644 \u0623\u064a\u0627\u0645 \u0627\u0644\u0623\u0633\u0628\u0648\u0639.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u0634\u0645\u0644 \u0627\u0644\u0645\u0635\u0627\u0631\u064a\u0641 \u0627\u0644\u062a\u0634\u063a\u064a\u0644\u064a\u0629 \u0631\u0633\u0648\u0645 \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629\u060c \u0648\u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0637\u0627\u0642\u0629\u060c \u0648\u0627\u0644\u0635\u064a\u0627\u0646\u0629. \u062a\u064f\u0633\u0647\u0651\u0644 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0646\u0634\u0631 \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0647\u0630\u0647 \u0627\u0644\u062d\u0633\u0627\u0628\u0627\u062a\u060c \u062d\u064a\u062b \u062a\u0634\u0645\u0644 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0628\u0627\u0644\u0633\u0627\u0639\u0629 \u0645\u0639\u0638\u0645 \u0627\u0644\u0645\u0635\u0627\u0631\u064a\u0641 \u0627\u0644\u062a\u0634\u063a\u064a\u0644\u064a\u0629. \u0623\u0645\u0627 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0646\u0634\u0631 \u0630\u0627\u062a\u064a\u0629 \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0641\u062a\u062a\u0637\u0644\u0628 \u062a\u062a\u0628\u0639\u064b\u0627 \u0645\u0646\u0641\u0635\u0644\u0627\u064b \u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0645\u0646\u0634\u0623\u0629\u060c \u0648\u0627\u0644\u0637\u0627\u0642\u0629 \u0628\u0623\u0633\u0639\u0627\u0631 \u0646\u0645\u0648\u0630\u062c\u064a\u0629 \u062a\u062a\u0631\u0627\u0648\u062d \u0628\u064a\u0646 0.10 \u06480.15 \u0644\u0643\u0644 \u0643\u064a\u0644\u0648\u0648\u0627\u0637 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width=\"1309\" height=\"555\" srcset=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/03\/image2-26.webp 1309w, https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/03\/image2-26-300x127.webp 300w, https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/03\/image2-26-1024x434.webp 1024w, https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/03\/image2-26-768x326.webp 768w, https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/03\/image2-26-18x8.webp 18w\" sizes=\"(max-width: 1309px) 100vw, 1309px\" \/><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u062c\u0645\u0639 \u0635\u064a\u063a\u0629 \u062d\u0633\u0627\u0628 \u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0637\u0644\u0628 \u0627\u0644\u0648\u0627\u062d\u062f \u0628\u064a\u0646 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0628\u0627\u0644\u0633\u0627\u0639\u0629 \u0648\u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u0627\u0644\u0645\u0642\u0627\u0633\u0629:<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0637\u0644\u0628 \u0627\u0644\u0648\u0627\u062d\u062f = \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0628\u0627\u0644\u0633\u0627\u0639\u0629 \u00f7 (\u0639\u062f\u062f \u0627\u0644\u0637\u0644\u0628\u0627\u062a \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u00d7 3600)<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0639\u0645\u0644\u064a\u0629 \u0646\u0634\u0631 \u062a\u0643\u0644\u0641\u062a\u0647\u0627 $10 \u0641\u064a \u0627\u0644\u0633\u0627\u0639\u0629 \u0648\u062a\u062e\u062f\u0645 50 \u0637\u0644\u0628\u064b\u0627 \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629\u060c \u0641\u0625\u0646 \u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0637\u0644\u0628 \u0627\u0644\u0648\u0627\u062d\u062f \u062a\u0633\u0627\u0648\u064a $0.0000556 \u0623\u0648 \u0645\u0627 \u064a\u0642\u0631\u0628 \u0645\u0646 $0.056 \u0644\u0643\u0644 1000 \u0637\u0644\u0628.<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone  wp-image-26755\" src=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2024\/12\/AI-Superior-300x55-1.png\" alt=\"\" width=\"302\" height=\"81\" srcset=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2024\/12\/AI-Superior-300x55-1.png 4000w, https:\/\/aisuperior.com\/wp-content\/uploads\/2024\/12\/AI-Superior-300x55-1-300x81.png 300w, https:\/\/aisuperior.com\/wp-content\/uploads\/2024\/12\/AI-Superior-300x55-1-1024x275.png 1024w, https:\/\/aisuperior.com\/wp-content\/uploads\/2024\/12\/AI-Superior-300x55-1-768x207.png 768w, https:\/\/aisuperior.com\/wp-content\/uploads\/2024\/12\/AI-Superior-300x55-1-1536x413.png 1536w, https:\/\/aisuperior.com\/wp-content\/uploads\/2024\/12\/AI-Superior-300x55-1-2048x551.png 2048w, https:\/\/aisuperior.com\/wp-content\/uploads\/2024\/12\/AI-Superior-300x55-1-18x5.png 18w\" sizes=\"(max-width: 302px) 100vw, 302px\" \/><\/p>\n<h2><span style=\"font-weight: 400;\">\u062e\u0641\u0636 \u062a\u0643\u0627\u0644\u064a\u0641 \u062e\u062f\u0645\u0629 \u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0627\u0644\u0642\u0627\u0646\u0648\u0646 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0643\u062b\u0631 \u0630\u0643\u0627\u0621\u064b<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u063a\u0627\u0644\u0628\u0627\u064b \u0645\u0627 \u062a\u0631\u0643\u0632 \u0645\u0639\u0627\u064a\u064a\u0631 \u0627\u0644\u0623\u062f\u0627\u0621 \u0639\u0644\u0649 \u0627\u0644\u0631\u0645\u0648\u0632 \u0648\u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0648\u0623\u0633\u0639\u0627\u0631 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629. \u0644\u0643\u0646 \u0627\u0644\u0641\u0631\u0648\u0642\u0627\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 \u0641\u064a \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0639\u0627\u062f\u0629\u064b \u0645\u0627 \u062a\u0646\u0634\u0623 \u0645\u0646 \u0643\u064a\u0641\u064a\u0629 \u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u0646\u0634\u0631\u0647. <\/span><a href=\"https:\/\/aisuperior.com\/ar\/\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">\u0645\u062a\u0641\u0648\u0642\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/span><\/a><span style=\"font-weight: 400;\"> \u064a\u0639\u0645\u0644 \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0647\u0646\u062f\u0633\u0629 - \u0628\u0646\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0627\u0644\u0645\u062e\u0635\u0635\u0629\u060c \u0648\u062a\u062d\u0633\u064a\u0646 \u0645\u0633\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u060c \u0648\u0647\u064a\u0643\u0644\u0629 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0646\u0634\u0631 \u0628\u062d\u064a\u062b \u062a\u0639\u0645\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0628\u0643\u0641\u0627\u0621\u0629 \u0641\u064a \u0628\u064a\u0626\u0629 \u0627\u0644\u0625\u0646\u062a\u0627\u062c.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0625\u0630\u0627 \u0623\u0638\u0647\u0631\u062a \u0645\u0639\u0627\u064a\u064a\u0631 \u0627\u0644\u0623\u062f\u0627\u0621 \u0644\u062f\u064a\u0643 \u062a\u0643\u0627\u0644\u064a\u0641 \u062e\u062f\u0645\u0629 \u0639\u0627\u0644\u064a\u0629\u060c \u0641\u0642\u062f \u062a\u0643\u0648\u0646 \u0627\u0644\u0645\u0634\u0643\u0644\u0629 \u0641\u064a \u0628\u0646\u064a\u0629 \u0627\u0644\u0646\u0638\u0627\u0645 \u0623\u0648 \u0625\u0639\u062f\u0627\u062f \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644. \u062a\u0648\u0627\u0635\u0644 \u0645\u0639 <\/span><a href=\"https:\/\/aisuperior.com\/ar\/contact\/\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">\u0645\u062a\u0641\u0648\u0642\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/span><\/a><span style=\"font-weight: 400;\"> \u0644\u0645\u0631\u0627\u062c\u0639\u0629 \u0646\u0638\u0627\u0645 \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u062e\u0627\u0635 \u0628\u0643 \u0648\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0644\u062a\u0642\u0644\u064a\u0644 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u062e\u062f\u0645\u0629.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">\u0633\u064a\u0631 \u0639\u0645\u0644 \u0627\u0644\u0642\u064a\u0627\u0633 \u0627\u0644\u0645\u0639\u064a\u0627\u0631\u064a \u0627\u0644\u0639\u0645\u0644\u064a<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u062a\u062a\u0628\u0639 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0629 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\u0639\u0634\u0648\u0627\u0626\u064a\u0629 \u062b\u0627\u0628\u062a\u0629 \u0646\u062a\u0627\u0626\u062c \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0643\u0631\u0627\u0631.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u062a\u064a\u062d \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u0629 \u0625\u062c\u0631\u0627\u0621 \u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0645\u0636\u0628\u0648\u0637\u0629 \u0644\u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u0645\u062d\u062f\u062f\u0629. \u0648\u064a\u0624\u062f\u064a \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0631\u0645\u0648\u0632 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a \u0625\u0644\u0649 \u0625\u0646\u0634\u0627\u0621 \u0645\u0637\u0627\u0644\u0628\u0627\u062a \u0630\u0627\u062a \u062a\u0648\u0632\u064a\u0639\u0627\u062a \u0623\u0637\u0648\u0627\u0644 \u0645\u062d\u062f\u062f\u0629 \u0645\u0633\u0628\u0642\u064b\u0627. \u0648\u064a\u062e\u062a\u0628\u0631 \u0647\u0630\u0627 \u0627\u0644\u0646\u0647\u062c \u062d\u0627\u0644\u0627\u062a \u0627\u0633\u062a\u062b\u0646\u0627\u0626\u064a\u0629 \u0645\u062b\u0644 \u0623\u0642\u0635\u0649 \u0637\u0648\u0644 \u0644\u0644\u0633\u064a\u0627\u0642 \u0623\u0648 \u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0631\u0645\u0648\u0632 \u063a\u064a\u0631 \u0627\u0644\u0645\u0623\u0644\u0648\u0641\u0629.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u062a\u062d\u0645\u064a\u0644 \u062a\u0643\u0648\u064a\u0646 \u0627\u0644\u0646\u0645\u0637<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u064a\u0642\u064a\u0633 \u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0645\u0639\u062f\u0644 \u0627\u0644\u062b\u0627\u0628\u062a \u0627\u0644\u0623\u062f\u0627\u0621 \u0641\u064a \u062d\u0627\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u0642\u0631\u0627\u0631. \u0648\u064a\u062d\u062f\u062f \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0628\u0645\u0639\u062f\u0644 10 \u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u0644\u0645\u062f\u0629 60 \u062b\u0627\u0646\u064a\u0629 \u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0648\u0632\u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629. \u0648\u064a\u062d\u062f\u062f \u0631\u0641\u0639 \u0627\u0644\u0645\u0639\u062f\u0644\u0627\u062a \u062a\u062f\u0631\u064a\u062c\u064a\u064b\u0627 \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u0642\u0635\u0649 \u0644\u0644\u062d\u0645\u0644 \u0627\u0644\u0645\u0633\u062a\u062f\u0627\u0645 \u0642\u0628\u0644 \u062a\u062f\u0647\u0648\u0631 \u0632\u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u064a\u0643\u0634\u0641 \u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0627\u0646\u062f\u0641\u0627\u0639 \u0639\u0646 \u0633\u0644\u0648\u0643 \u0627\u0644\u0646\u0638\u0627\u0645 \u0641\u064a \u0638\u0644 \u0627\u0631\u062a\u0641\u0627\u0639\u0627\u062a \u0645\u0641\u0627\u062c\u0626\u0629 \u0641\u064a \u062d\u0631\u0643\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0648\u064a\u064f\u0638\u0647\u0631 \u0631\u0641\u0639 \u0645\u0639\u062f\u0644 \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0645\u0646 \u0627\u0633\u062a\u0639\u0644\u0627\u0645 \u0648\u0627\u062d\u062f \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u0625\u0644\u0649 100 \u0627\u0633\u062a\u0639\u0644\u0627\u0645 \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u062e\u0644\u0627\u0644 10 \u062b\u0648\u0627\u0646\u064d\u060c \u0648\u0642\u064a\u0627\u0633 \u0632\u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u0639\u0627\u062f\u0629\u060c \u0645\u0631\u0648\u0646\u0629 \u0627\u0644\u0646\u0638\u0627\u0645. \u0648\u062a\u062a\u0639\u0631\u0636 \u0623\u0646\u0638\u0645\u0629 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\u0627\u0644\u0646\u0633\u0628\u0629 \u0627\u0644\u0645\u0626\u0648\u064a\u0629 \u0627\u0644\u062e\u0645\u0633\u064a\u0646 \u0645\u0642\u0628\u0648\u0644\u0627\u064b\u060c \u062a\u064f\u0638\u0647\u0631 \u0642\u064a\u0645 \u0627\u0644\u0646\u0633\u0628\u0629 \u0627\u0644\u0645\u0626\u0648\u064a\u0629 \u0627\u0644\u062a\u0627\u0633\u0639\u0629 \u0648\u0627\u0644\u062a\u0633\u0639\u064a\u0646 \u0623\u0633\u0648\u0623 \u062a\u062c\u0631\u0628\u0629 \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645. \u064a\u0642\u0648\u0645 GuideLLM \u0628\u062d\u0633\u0627\u0628 \u0627\u0644\u0646\u0633\u0628 \u0627\u0644\u0645\u0626\u0648\u064a\u0629 \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0627 \u0645\u0646 0.1% \u0625\u0644\u0649 99.9% \u0644\u0625\u062c\u0631\u0627\u0621 \u062a\u062d\u0644\u064a\u0644 \u0634\u0627\u0645\u0644.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u064a\u0634\u064a\u0631 \u0627\u0646\u062e\u0641\u0627\u0636 \u0645\u0639\u062f\u0644 \u0646\u0642\u0644 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\u0628\u0633\u0628\u0628 \u0627\u0644\u062d\u0631\u0627\u0631\u0629\u060c \u0623\u0648 \u0645\u0634\u0627\u0643\u0644 \u0646\u0638\u0627\u0645\u064a\u0629 \u0623\u062e\u0631\u0649.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">\u0627\u0639\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0637\u0627\u0642\u0629 \u0648\u0627\u0644\u0642\u062f\u0631\u0629<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u064a\u0624\u062b\u0631 \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0637\u0627\u0642\u0629 \u0628\u0634\u0643\u0644 \u0645\u0628\u0627\u0634\u0631 \u0639\u0644\u0649 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0648\u0627\u0644\u0627\u0633\u062a\u062f\u0627\u0645\u0629 \u0627\u0644\u0628\u064a\u0626\u064a\u0629. \u0648\u062a\u0624\u0643\u062f \u0623\u0628\u062d\u0627\u062b TokenPowerBench \u0623\u0646 \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0637\u0627\u0642\u0629 \u0641\u064a \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u064a\u062a\u062c\u0627\u0648\u0632 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0628\u0639\u0634\u0631\u0629 \u0623\u0636\u0639\u0627\u0641 \u0623\u0648 \u0623\u0643\u062b\u0631 \u0641\u064a \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0625\u0646\u062a\u0627\u062c \u0627\u0644\u062a\u064a \u062a\u0639\u0627\u0644\u062c \u0645\u0644\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u064a\u0648\u0645\u064a\u064b\u0627.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u064f\u0638\u0647\u0631 \u0628\u064a\u0627\u0646\u0627\u062a ML.ENERGY \u0627\u0644\u0645\u0639\u064a\u0627\u0631\u064a\u0629 \u0623\u0646 \u0627\u0644\u0637\u0627\u0642\u0629 \u0623\u0635\u0628\u062d\u062a \u0645\u0648\u0631\u062f\u0627\u064b \u0628\u0627\u0644\u063a \u0627\u0644\u0623\u0647\u0645\u064a\u0629 \u064a\u064f\u0645\u062b\u0644 \u0639\u0627\u0626\u0642\u0627\u064b \u0631\u0626\u064a\u0633\u064a\u0627\u064b. \u0641\u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0628\u0646\u064a\u0629 \u062a\u062d\u062a\u064a\u0629 \u0643\u0627\u0641\u064a\u0629 \u0644\u0644\u0637\u0627\u0642\u0629 \u0644\u062a\u0634\u063a\u064a\u0644 \u0623\u0633\u0627\u0637\u064a\u0644 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u064a\u0643\u0644\u0641 \u0623\u0643\u062b\u0631 \u0648\u064a\u0633\u062a\u063a\u0631\u0642 \u0648\u0642\u062a\u0627\u064b \u0623\u0637\u0648\u0644 \u0645\u0646 \u0634\u0631\u0627\u0621 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0641\u064a \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0646\u0627\u0637\u0642.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u064a\u064f\u062a\u064a\u062d \u0642\u064a\u0627\u0633 \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0637\u0627\u0642\u0629 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0639\u064a\u0627\u0631\u064a\u0629 \u0645\u0639\u0631\u0641\u0629 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641. \u064a\u062a\u0631\u0627\u0648\u062d \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0637\u0627\u0642\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a \u0644\u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0645\u0646 250 \u0648\u0627\u0637 \u0644\u0644\u0628\u0637\u0627\u0642\u0627\u062a \u0627\u0644\u0645\u064f\u062d\u0633\u0651\u0646\u0629 \u0644\u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u0637\u0627\u0642\u0629 \u0625\u0644\u0649 700 \u0648\u0627\u0637 \u0644\u0644\u0645\u064f\u0633\u0631\u0651\u0639\u0627\u062a \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0623\u062f\u0627\u0621. \u0648\u0628\u0633\u0639\u0631 $0.12 \u0644\u0643\u0644 \u0643\u064a\u0644\u0648\u0648\u0627\u0637 \u0633\u0627\u0639\u0629\u060c \u062a\u064f\u0643\u0644\u0651\u0641 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a \u0628\u0642\u062f\u0631\u0629 400 \u0648\u0627\u0637 \u062d\u0648\u0627\u0644\u064a $0.048 \u0641\u064a \u0627\u0644\u0633\u0627\u0639\u0629 \u0645\u0646 \u0627\u0644\u0643\u0647\u0631\u0628\u0627\u0621 \u0641\u0642\u0637.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0628\u0636\u0631\u0628 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0637\u0627\u0642\u0629 \u0641\u064a \u0639\u062f\u062f \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u0648\u0625\u0636\u0627\u0641\u0629 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u062a\u0634\u063a\u064a\u0644\u060c \u0646\u062d\u0635\u0644 \u0639\u0644\u0649 \u0625\u062c\u0645\u0627\u0644\u064a \u0646\u0641\u0642\u0627\u062a \u0627\u0644\u0637\u0627\u0642\u0629. \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u062e\u0627\u062f\u0645 \u0645\u0632\u0648\u062f \u0628\u0640 8 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a \u064a\u0633\u062a\u0647\u0644\u0643 3200 \u0648\u0627\u0637 \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u062a\u0634\u063a\u064a\u0644\u060c \u062a\u062a\u0631\u0627\u0648\u062d \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0637\u0627\u0642\u0629 \u0628\u064a\u0646 0.40 \u06480.50 \u062f\u0648\u0644\u0627\u0631\u064b\u0627 \u0623\u0645\u0631\u064a\u0643\u064a\u064b\u0627 \u0641\u064a \u0627\u0644\u0633\u0627\u0639\u0629\u060c \u0648\u0630\u0644\u0643 \u062d\u0633\u0628 \u0623\u0633\u0639\u0627\u0631 \u0627\u0644\u0643\u0647\u0631\u0628\u0627\u0621 \u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u0648\u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u062a\u0628\u0631\u064a\u062f.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">\u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629<\/span><\/h2>\n<div class=\"schema-faq-code\">\n<div class=\"faq-question\">\n<h3 class=\"faq-q\">\u0645\u0627 \u0647\u0648 \u062d\u062c\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0623\u0643\u062b\u0631 \u0641\u0639\u0627\u0644\u064a\u0629 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0644\u0646\u0634\u0631\u0647 \u0641\u064a \u0628\u064a\u0626\u0629 \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u061f<\/h3>\n<div>\n<p class=\"faq-a\">\u062a\u064f\u0648\u0641\u0631 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u064a \u062a\u062a\u0631\u0627\u0648\u062d \u0645\u0639\u0644\u0645\u0627\u062a\u0647\u0627 \u0628\u064a\u0646 7 \u0645\u0644\u064a\u0627\u0631\u0627\u062a \u064814 \u0645\u0644\u064a\u0627\u0631\u064b\u0627 \u0643\u0641\u0627\u0621\u0629 \u0639\u0627\u0644\u064a\u0629 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a. \u062a\u064f\u0634\u064a\u0631 \u0623\u0628\u062d\u0627\u062b \u0634\u0631\u0643\u0629 Fin AI \u0625\u0644\u0649 \u0623\u0646 \u062a\u0643\u0644\u0641\u0629 \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u062a\u064f\u0639\u0627\u062f\u0644 0.05 \u0636\u0639\u0641 \u062a\u0643\u0644\u0641\u0629 \u0646\u0645\u0627\u0630\u062c GPT-4 \u062a\u0642\u0631\u064a\u0628\u064b\u0627\u060c \u0645\u0639 \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u062c\u0648\u062f\u0629 \u0645\u0642\u0628\u0648\u0644\u0629 \u0644\u0645\u0647\u0627\u0645 \u0645\u062b\u0644 \u062f\u0639\u0645 \u0627\u0644\u0639\u0645\u0644\u0627\u0621\u060c \u0648\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0645\u062d\u062a\u0648\u0649\u060c \u0648\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0646\u0638\u0645\u0629. \u062a\u064f\u0646\u0627\u0633\u0628 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0635\u063a\u0631 \u062d\u062c\u0645\u064b\u0627 (1-3 \u0645\u0644\u064a\u0627\u0631\u0627\u062a) \u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0628\u0633\u064a\u0637\u0629\u060c \u0628\u064a\u0646\u0645\u0627 \u064a\u064f\u0646\u0635\u062d \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u064a \u062a\u0632\u064a\u062f \u0645\u0639\u0644\u0645\u0627\u062a\u0647\u0627 \u0639\u0646 70 \u0645\u0644\u064a\u0627\u0631\u064b\u0627 \u0644\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u0623\u0642\u0635\u0649 \u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644.<\/p>\n<\/div>\n<\/div>\n<div class=\"faq-question\">\n<h3 class=\"faq-q\">\u0643\u064a\u0641 \u064a\u0624\u062b\u0631 \u062d\u062c\u0645 \u0627\u0644\u062f\u0641\u0639\u0629 \u0639\u0644\u0649 \u062a\u0643\u0627\u0644\u064a\u0641 \u062a\u0642\u062f\u064a\u0645 \u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0641\u064a \u0627\u0644\u0642\u0627\u0646\u0648\u0646\u061f<\/h3>\n<div>\n<p class=\"faq-a\">\u064a\u0624\u062f\u064a \u0632\u064a\u0627\u062f\u0629 \u062d\u062c\u0645 \u0627\u0644\u062f\u064f\u0641\u0639\u0627\u062a \u0625\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u0648\u062a\u0642\u0644\u064a\u0644 \u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0637\u0644\u0628 \u0627\u0644\u0648\u0627\u062d\u062f \u0645\u0646 \u062e\u0644\u0627\u0644 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0641\u064a \u0648\u0642\u062a \u0648\u0627\u062d\u062f. \u0639\u0627\u062f\u0629\u064b \u0645\u0627 \u064a\u0624\u062f\u064a \u0645\u0636\u0627\u0639\u0641\u0629 \u062d\u062c\u0645 \u0627\u0644\u062f\u064f\u0641\u0639\u0629 \u0645\u0646 8 \u0625\u0644\u0649 16 \u0625\u0644\u0649 \u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u0628\u0645\u0642\u062f\u0627\u0631 40-60% \u062f\u0648\u0646 \u0632\u064a\u0627\u062f\u0629 \u0645\u0645\u0627\u062b\u0644\u0629 \u0641\u064a \u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0623\u062c\u0647\u0632\u0629. \u0645\u0639 \u0630\u0644\u0643\u060c \u064a\u0624\u062f\u064a \u062d\u062c\u0645 \u0627\u0644\u062f\u064f\u0641\u0639\u0629 \u0625\u0644\u0649 \u0632\u064a\u0627\u062f\u0629 \u0632\u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0644\u0644\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0641\u0631\u062f\u064a\u0629. \u062a\u0639\u0645\u0644 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u062f\u064a\u0646\u0627\u0645\u064a\u0643\u064a \u0639\u0644\u0649 \u062a\u062d\u0642\u064a\u0642 \u0627\u0644\u062a\u0648\u0627\u0632\u0646 \u0628\u064a\u0646 \u0647\u0630\u0647 \u0627\u0644\u0645\u0641\u0627\u0636\u0644\u0627\u062a \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0639\u062f\u064a\u0644 \u062d\u062c\u0645 \u0627\u0644\u062f\u064f\u0641\u0639\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u062d\u0645\u0644 \u0627\u0644\u062d\u0627\u0644\u064a\u060c \u0645\u0645\u0627 \u064a\u0632\u064a\u062f \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u0625\u0644\u0649 \u0623\u0642\u0635\u0649 \u062d\u062f \u062e\u0644\u0627\u0644 \u0641\u062a\u0631\u0627\u062a \u0630\u0631\u0648\u0629 \u0627\u0644\u0637\u0644\u0628 \u0645\u0639 \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0632\u0645\u0646 \u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0645\u0646\u062e\u0641\u0636 \u062e\u0644\u0627\u0644 \u0641\u062a\u0631\u0627\u062a \u0627\u0646\u062e\u0641\u0627\u0636 \u0627\u0644\u0637\u0644\u0628.<\/p>\n<\/div>\n<\/div>\n<div class=\"faq-question\">\n<h3 class=\"faq-q\">\u0647\u0644 \u064a\u0646\u0628\u063a\u064a \u0644\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0628\u0631\u0627\u0645\u062c \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062a\u0639\u0644\u0645 \u0630\u0627\u062a\u064a\u064b\u0627 \u0623\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629\u061f<\/h3>\n<div>\n<p class=\"faq-a\">\u0642\u062f \u064a\u0643\u0648\u0646 \u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0635\u063a\u064a\u0631\u0629 \u0630\u0627\u062a\u064a\u064b\u0627 \u062e\u064a\u0627\u0631\u064b\u0627 \u0641\u0639\u0627\u0644\u064b\u0627 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0646\u0634\u0631 \u0648\u0627\u0633\u0639\u0629 \u0627\u0644\u0646\u0637\u0627\u0642\u060c \u062d\u064a\u062b \u062a\u062e\u062a\u0644\u0641 \u0646\u0642\u0637\u0629 \u0627\u0644\u062a\u0639\u0627\u062f\u0644 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u062d\u062c\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u062a\u0643\u0648\u064a\u0646 \u0627\u0644\u0623\u062c\u0647\u0632\u0629. \u0648\u062f\u0648\u0646 \u0647\u0630\u0627 \u0627\u0644\u062d\u062f\u060c \u062a\u0638\u0644 \u0623\u0633\u0639\u0627\u0631 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629 \u062a\u0646\u0627\u0641\u0633\u064a\u0629 \u0639\u0646\u062f \u0627\u062d\u062a\u0633\u0627\u0628 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u062a\u0634\u063a\u064a\u0644\u064a\u0629. \u0648\u064a\u0645\u0643\u0646 \u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0646\u0634\u0631 \u0627\u0644\u0645\u0633\u062a\u0636\u0627\u0641\u0629 \u0630\u0627\u062a\u064a\u064b\u0627 \u0623\u0646 \u062a\u0648\u0641\u0631 \u0648\u0641\u0648\u0631\u0627\u062a \u0643\u0628\u064a\u0631\u0629 \u0641\u064a \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629\u060c \u0648\u0630\u0644\u0643 \u0627\u0639\u062a\u0645\u0627\u062f\u064b\u0627 \u0639\u0644\u0649 \u062d\u062c\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u062a\u0643\u0648\u064a\u0646 \u0627\u0644\u0646\u0634\u0631. \u0643\u0645\u0627 \u064a\u0646\u0628\u063a\u064a \u0639\u0644\u0649 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0645\u0631\u0627\u0639\u0627\u0629 \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u062e\u0628\u0631\u0629 \u0627\u0644\u0641\u0646\u064a\u0629\u060c \u0625\u0630 \u062a\u062a\u0637\u0644\u0628 \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0648\u0645\u0631\u0627\u0642\u0628\u062a\u0647\u0627 \u0648\u062a\u062d\u0633\u064a\u0646 \u0623\u062f\u0627\u0626\u0647\u0627\u060c \u0648\u0647\u064a \u0623\u0645\u0648\u0631 \u062a\u062a\u0648\u0644\u0627\u0647\u0627 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629 \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0627.<\/p>\n<\/div>\n<\/div>\n<div class=\"faq-question\">\n<h3 class=\"faq-q\">\u0645\u0627 \u0647\u064a \u0623\u062f\u0648\u0627\u062a \u0642\u064a\u0627\u0633 \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u062a\u064a \u062a\u0639\u0645\u0644 \u0628\u0634\u0643\u0644 \u0623\u0641\u0636\u0644 \u0644\u0642\u064a\u0627\u0633 \u0623\u062f\u0627\u0621 \u062e\u062f\u0645\u0629 LLM\u061f<\/h3>\n<div>\n<p class=\"faq-a\">\u064a\u062a\u0641\u0648\u0642 GuideLLM \u0641\u064a \u0642\u064a\u0627\u0633 \u0627\u0644\u0623\u062f\u0627\u0621 \u0641\u064a \u0628\u064a\u0626\u0627\u062a \u0627\u0644\u0625\u0646\u062a\u0627\u062c \u0627\u0644\u0648\u0627\u0642\u0639\u064a\u0629 \u0628\u0641\u0636\u0644 \u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u062a\u062d\u0645\u064a\u0644 \u0627\u0644\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u062e\u0635\u064a\u0635 \u0648\u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u0634\u0627\u0645\u0644\u0629. \u062a\u0648\u0641\u0631 \u0645\u062c\u0645\u0648\u0639\u0629 \u0623\u062f\u0648\u0627\u062a \u0642\u064a\u0627\u0633 \u0627\u0644\u0623\u062f\u0627\u0621 vLLM \u062a\u0643\u0627\u0645\u0644\u0627\u064b \u0645\u0645\u062a\u0627\u0632\u0627\u064b \u0644\u0644\u0641\u0631\u0642 \u0627\u0644\u062a\u064a \u062a\u0633\u062a\u062e\u062f\u0645 vLLM \u0628\u0627\u0644\u0641\u0639\u0644 \u0641\u064a \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062e\u062f\u0645\u0629. \u064a\u0642\u062f\u0645 MLPerf Inference \u0645\u0639\u0627\u064a\u064a\u0631 \u0642\u064a\u0627\u0633 \u0623\u062f\u0627\u0621 \u0645\u0648\u062d\u062f\u0629 \u0648\u0645\u0648\u062b\u0648\u0642\u0629 \u0644\u0644\u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u064a\u0646 \u0645\u062e\u062a\u0644\u0641 \u062a\u0643\u0648\u064a\u0646\u0627\u062a \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0648\u0627\u0644\u0628\u0631\u0627\u0645\u062c. \u062a\u062e\u062f\u0645 \u0623\u062f\u0648\u0627\u062a \u0642\u064a\u0627\u0633 \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629 \u0623\u063a\u0631\u0627\u0636\u0627\u064b \u0645\u062e\u062a\u0644\u0641\u0629: MLPerf \u0644\u0644\u0645\u0642\u0627\u0631\u0646\u0627\u062a \u0627\u0644\u0645\u0648\u062d\u062f\u0629\u060c \u0648GuideLLM \u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0625\u0646\u062a\u0627\u062c \u0627\u0644\u0648\u0627\u0642\u0639\u064a\u0629\u060c \u0648\u0623\u062f\u0648\u0627\u062a vLLM \u0644\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0645\u062a\u0643\u0627\u0645\u0644 \u0645\u0639 \u0625\u0637\u0627\u0631 \u0627\u0644\u0639\u0645\u0644.<\/p>\n<\/div>\n<\/div>\n<div class=\"faq-question\">\n<h3 class=\"faq-q\">\u0645\u0627 \u0645\u0642\u062f\u0627\u0631 \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a \u0644\u0644\u0641\u064a\u062f\u064a\u0648 (VRAM) \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629 \u0644\u0623\u062d\u062c\u0627\u0645 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629\u061f<\/h3>\n<div>\n<p class=\"faq-a\">\u062a\u062a\u0637\u0644\u0628 \u062f\u0642\u0629 FP16 \u062d\u0648\u0627\u0644\u064a 2 \u0628\u0627\u064a\u062a \u0644\u0643\u0644 \u0645\u064f\u0639\u0627\u0645\u0644: \u062a\u062d\u062a\u0627\u062c \u0637\u0631\u0627\u0632\u0627\u062a 7B \u0625\u0644\u0649 14-16 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a\u060c \u0648\u0637\u0631\u0627\u0632\u0627\u062a 13B \u0625\u0644\u0649 26-28 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a\u060c \u0648\u0637\u0631\u0627\u0632\u0627\u062a 70B \u0625\u0644\u0649 140 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a. \u064a\u0642\u0644\u0644 \u0627\u0644\u062a\u0643\u0645\u064a\u0645 4 \u0628\u062a \u0627\u0644\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0628\u0645\u0642\u062f\u0627\u0631 75%: \u062a\u0639\u0645\u0644 \u0637\u0631\u0627\u0632\u0627\u062a 7B \u0628\u0630\u0627\u0643\u0631\u0629 6-8 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a\u060c \u0648\u0637\u0631\u0627\u0632\u0627\u062a 13B \u0628\u0630\u0627\u0643\u0631\u0629 10-12 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a\u060c \u0648\u0637\u0631\u0627\u0632\u0627\u062a 70B \u0628\u0630\u0627\u0643\u0631\u0629 35-40 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a. \u0623\u0636\u0641 20-30% \u0643\u062d\u0645\u0644 \u0625\u0636\u0627\u0641\u064a \u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a KV \u0648\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u062a\u0646\u0634\u064a\u0637. \u064a\u0639\u0645\u0644 \u0637\u0631\u0627\u0632 7B \u0628\u062a\u0643\u0645\u064a\u0645 4 \u0628\u062a \u0628\u0633\u0644\u0627\u0633\u0629 \u0639\u0644\u0649 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u0647\u0644\u0627\u0643\u064a\u0629 \u0627\u0644\u0645\u0632\u0648\u062f\u0629 \u0628\u0630\u0627\u0643\u0631\u0629 \u0641\u064a\u062f\u064a\u0648 8 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a\u060c \u0628\u064a\u0646\u0645\u0627 \u062a\u062a\u0637\u0644\u0628 \u0637\u0631\u0627\u0632\u0627\u062a 70B \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a \u0627\u062d\u062a\u0631\u0627\u0641\u064a\u0629 \u0628\u0630\u0627\u0643\u0631\u0629 40 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0623\u0648 \u0623\u0643\u062b\u0631 \u0623\u0648 \u062a\u0643\u0648\u064a\u0646\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a.<\/p>\n<\/div>\n<\/div>\n<div class=\"faq-question\">\n<h3 class=\"faq-q\">\u0645\u0627 \u0627\u0644\u0630\u064a \u064a\u0633\u0628\u0628 \u062a\u0628\u0627\u064a\u0646 \u0632\u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0641\u064a \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u062e\u0637\u064a\u0629\u061f<\/h3>\n<div>\n<p class=\"faq-a\">\u062a\u064f\u0634\u0643\u0651\u0644 \u0642\u064a\u0648\u062f \u0639\u0631\u0636 \u0646\u0637\u0627\u0642 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0639\u0646\u0642 \u0627\u0644\u0632\u062c\u0627\u062c\u0629 \u0627\u0644\u0631\u0626\u064a\u0633\u064a \u0641\u064a \u0632\u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629. \u064a\u0624\u062f\u064a \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0631\u0645\u0648\u0632 \u0625\u0644\u0649 \u062a\u062d\u0645\u064a\u0644 \u0623\u0648\u0632\u0627\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0634\u0643\u0644 \u0645\u062a\u0643\u0631\u0631 \u0645\u0646 \u0630\u0627\u0643\u0631\u0629 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 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style=\"font-weight: 400;\">\u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0645\u062a\u0648\u0641\u0631\u0629 - \u0645\u062b\u0644 MLPerf \u0648vLLM \u0648GuideLLM \u0648\u063a\u064a\u0631\u0647\u0627 - \u0627\u0644\u062a\u064a \u062a\u0648\u0641\u0631 \u0625\u0645\u0643\u0627\u0646\u064a\u0627\u062a \u0642\u064a\u0627\u0633 \u0623\u062f\u0627\u0621 \u0642\u0648\u064a\u0629. \u0648\u0642\u062f \u0623\u062b\u0628\u062a\u062a \u0647\u0630\u0647 \u0627\u0644\u0645\u0646\u0647\u062c\u064a\u0627\u062a \u0641\u0639\u0627\u0644\u064a\u062a\u0647\u0627 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0639\u062a\u0645\u0627\u062f\u0647\u0627 \u0641\u064a \u0627\u0644\u0642\u0637\u0627\u0639 \u0627\u0644\u0635\u0646\u0627\u0639\u064a \u0648\u0627\u0644\u0628\u062d\u0648\u062b \u0627\u0644\u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629. \u064a\u0628\u0642\u0649 \u0641\u0642\u0637 \u062a\u0637\u0628\u064a\u0642 \u0647\u0630\u0647 \u0627\u0644\u0623\u0637\u0631 \u0628\u0634\u0643\u0644 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metrics. Benchmarking tools like MLPerf, vLLM, and GuideLLM help organizations evaluate deployment options, with self-hosted small models (7-14B parameters) costing 95-99% less than commercial APIs while maintaining comparable performance for many use cases. Large language model deployment costs can make or [&hellip;]<\/p>\n","protected":false},"author":7,"featured_media":35336,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"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":"default","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[1],"tags":[],"class_list":["post-35335","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>LLM Serving Benchmark Cost Guide 2026<\/title>\n<meta name=\"description\" content=\"Compare LLM serving costs and benchmark performance. 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