{"id":35480,"date":"2026-04-17T11:55:46","date_gmt":"2026-04-17T11:55:46","guid":{"rendered":"https:\/\/aisuperior.com\/?p=35480"},"modified":"2026-04-17T11:55:46","modified_gmt":"2026-04-17T11:55:46","slug":"cost-of-running-local-llm","status":"publish","type":"post","link":"https:\/\/aisuperior.com\/ar\/cost-of-running-local-llm\/","title":{"rendered":"\u062a\u0643\u0644\u0641\u0629 \u0625\u062f\u0627\u0631\u0629 \u0628\u0631\u0646\u0627\u0645\u062c \u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0627\u0644\u0642\u0627\u0646\u0648\u0646 \u0627\u0644\u0645\u062d\u0644\u064a: \u0623\u0631\u0642\u0627\u0645 \u062d\u0642\u064a\u0642\u064a\u0629 \u0648\u062f\u0644\u064a\u0644 \u0646\u0642\u0637\u0629 \u0627\u0644\u062a\u0639\u0627\u062f\u0644 2026"},"content":{"rendered":"<p><b>\u0645\u0644\u062e\u0635 \u0633\u0631\u064a\u0639:<\/b><span style=\"font-weight: 400;\"> \u062a\u062a\u0631\u0627\u0648\u062d \u062a\u0643\u0644\u0641\u0629 \u062a\u0634\u063a\u064a\u0644 \u0646\u0638\u0627\u0645 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\u0628\u062a\u060c \u0623\u0648 \u062d\u0648\u0627\u0644\u064a 64 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0644\u0644\u062f\u0642\u0629 \u0627\u0644\u0643\u0627\u0645\u0644\u0629 FP16. \u064a\u0645\u0643\u0646 \u062a\u0634\u063a\u064a\u0644\u0647 \u0628\u0643\u0641\u0627\u0621\u0629 \u0639\u0644\u0649 \u0628\u0637\u0627\u0642\u0629 RTX 4090 \u0648\u0627\u062d\u062f\u0629 (24 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a) \u0645\u0639 \u0627\u0644\u062a\u0643\u0645\u064a\u0645\u060c \u0623\u0648 \u0639\u0644\u0649 \u0628\u0637\u0627\u0642\u0629 A6000\/A100 \u0648\u0627\u062d\u062f\u0629 (48\/80 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a) \u062f\u0648\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 4 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0629. \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0646\u0645\u0627\u0630\u062c 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8 \u0628\u062a. \u0623\u0645\u0627 p4d.24xlarge \u0627\u0644\u0642\u064a\u0627\u0633\u064a (8x A100) \u0641\u0647\u0648 \u0645\u0628\u0627\u0644\u063a \u0641\u064a\u0647 \u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0646\u0645\u0648\u0630\u062c 70B \u0648\u0627\u062d\u062f\u060c \u0648\u064a\u064f\u0633\u062a\u062e\u062f\u0645 \u0639\u0627\u062f\u0629\u064b \u0644\u062a\u062f\u0631\u064a\u0628 \u0623\u0648 \u062a\u0642\u062f\u064a\u0645 \u0646\u0645\u0627\u0630\u062c \u0623\u0643\u0628\u0631 \u0628\u0643\u062b\u064a\u0631 (\u0645\u062b\u0644 405B) \u0628\u0643\u0641\u0627\u0621\u0629 \u0639\u0627\u0644\u064a\u0629.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u062e\u064a\u0627\u0631\u0627\u062a \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0648\u0645\u0633\u062a\u0648\u064a\u0627\u062a \u0627\u0644\u062a\u0633\u0639\u064a\u0631<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u064a\u064f\u0642\u062f\u0651\u0645 \u0633\u0648\u0642 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0644\u0644\u0645\u0633\u062a\u0647\u0644\u0643\u064a\u0646 \u062e\u064a\u0627\u0631\u0627\u062a\u064d \u0645\u062a\u0639\u062f\u062f\u0629. \u062a\u062a\u0631\u0627\u0648\u062d \u0623\u0633\u0639\u0627\u0631 \u0627\u0644\u0628\u0637\u0627\u0642\u0627\u062a \u0645\u062a\u0648\u0633\u0637\u0629 \u0627\u0644\u0645\u062f\u0649 \u0627\u0644\u0645\u0632\u0648\u062f\u0629 \u0628\u0630\u0627\u0643\u0631\u0629 \u0648\u0635\u0648\u0644 \u0639\u0634\u0648\u0627\u0626\u064a \u0644\u0644\u0641\u064a\u062f\u064a\u0648 (VRAM) \u0633\u0639\u0629 16 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0628\u064a\u0646 800 \u06481200 \u062c\u0646\u064a\u0647 \u0625\u0633\u062a\u0631\u0644\u064a\u0646\u064a\u060c \u0648\u0644\u0643\u0646\u0647\u0627 \u062a\u0642\u062a\u0635\u0631 \u0639\u0644\u0649 \u0646\u0645\u0627\u0630\u062c \u0630\u0627\u062a \u0645\u0639\u0644\u0645\u0627\u062a \u0623\u0635\u063a\u0631. \u0623\u0645\u0627 \u0627\u0644\u0628\u0637\u0627\u0642\u0627\u062a \u0627\u0644\u0645\u062a\u0637\u0648\u0631\u0629 \u0644\u0644\u0645\u0633\u062a\u0647\u0644\u0643\u064a\u0646\u060c \u0645\u062b\u0644 RTX 4090 (\u0628\u0633\u0639\u0629 24 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a)\u060c \u0641\u062a\u062a\u0631\u0627\u0648\u062d \u0623\u0633\u0639\u0627\u0631\u0647\u0627 \u0628\u064a\u0646 1500 \u06482000 \u062c\u0646\u064a\u0647 \u0625\u0633\u062a\u0631\u0644\u064a\u0646\u064a\u060c \u0648\u062a\u062a\u0639\u0627\u0645\u0644 \u0628\u0643\u0641\u0627\u0621\u0629 \u0645\u0639 \u0646\u0645\u0627\u0630\u062c \u0630\u0627\u062a \u0645\u0639\u0644\u0645\u0627\u062a 30 \u0645\u0644\u064a\u0627\u0631.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u0648\u0641\u0631 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 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style=\"font-weight: 400;\">\u062a\u064f\u0642\u062f\u0651\u0645 \u0645\u0639\u0627\u0644\u062c\u0627\u062a Apple Silicon \u062e\u064a\u0627\u0631\u064b\u0627 \u0641\u0631\u064a\u062f\u064b\u0627. \u062a\u0633\u062a\u062e\u062f\u0645 \u0631\u0642\u0627\u0642\u0627\u062a \u0633\u0644\u0633\u0644\u0629 M \u0628\u0646\u064a\u0629 \u0630\u0627\u0643\u0631\u0629 \u0645\u0648\u062d\u062f\u0629\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0644\u0645\u062c\u0645\u0648\u0639\u0629 \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a (RAM) \u0627\u0644\u0643\u0627\u0645\u0644\u0629 \u0644\u0644\u0646\u0638\u0627\u0645 \u0628\u062a\u0648\u0638\u064a\u0641\u0647\u0627 \u0641\u064a \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c. \u064a\u062a\u0641\u0648\u0642 \u0645\u0639\u0627\u0644\u062c M2 Ultra \u0627\u0644\u0645\u0632\u0648\u062f \u0628\u0630\u0627\u0643\u0631\u0629 \u0645\u0648\u062d\u062f\u0629 \u0633\u0639\u0629 192 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0639\u0644\u0649 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0625\u0639\u062f\u0627\u062f\u0627\u062a \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0627\u0644\u0645\u0646\u0641\u0635\u0644\u0629 \u0641\u064a \u0628\u0639\u0636 \u0623\u062d\u0645\u0627\u0644 \u0627\u0644\u0639\u0645\u0644\u060c \u0648\u0625\u0646 \u0643\u0627\u0646 \u0630\u0644\u0643 \u0628\u0633\u0639\u0631 \u0645\u0631\u062a\u0641\u0639.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0627\u0639\u062a\u0628\u0627\u0631\u0627\u062a \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 \u0648\u0627\u0644\u0630\u0627\u0643\u0631\u0629<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u0644\u0627 \u064a\u0632\u0627\u0644 \u062a\u0634\u063a\u064a\u0644 \u0648\u062d\u062f\u0627\u062a \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 \u0630\u0627\u062a \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0645\u062d\u062f\u0648\u062f\u0629 (LLMs) \u0627\u0644\u0623\u0635\u063a\u0631 \u062d\u062c\u0645\u064b\u0627 \u0645\u0645\u0643\u0646\u064b\u0627\u060c \u0648\u0644\u0643\u0646\u0647 \u0628\u0637\u064a\u0621 \u0644\u0644\u063a\u0627\u064a\u0629. \u062a\u0648\u0641\u0631 \u0648\u062d\u062f\u0627\u062a \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 \u0627\u0644\u062d\u062f\u064a\u062b\u0629 \u0644\u0644\u0645\u0633\u062a\u0647\u0644\u0643\u064a\u0646 \u0646\u0637\u0627\u0642 \u062a\u0631\u062f\u062f\u064a \u0644\u0644\u0630\u0627\u0643\u0631\u0629 \u064a\u0628\u0644\u063a \u062d\u0648\u0627\u0644\u064a 100 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a\/\u062b\u0627\u0646\u064a\u0629 \u0639\u0628\u0631 \u0630\u0627\u0643\u0631\u0629 DDR5-6400 \u062b\u0646\u0627\u0626\u064a\u0629 \u0627\u0644\u0642\u0646\u0627\u0629. \u0628\u064a\u0646\u0645\u0627 \u062a\u0635\u0644 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPUs) \u0625\u0644\u0649 \u0623\u0643\u062b\u0631 \u0645\u0646 1.7 \u062a\u064a\u0631\u0627\u0628\u0627\u064a\u062a\/\u062b\u0627\u0646\u064a\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u064a\u0624\u062b\u0631 \u0647\u0630\u0627 \u0627\u0644\u0627\u062e\u062a\u0644\u0627\u0641 \u0641\u064a \u0639\u0631\u0636 \u0627\u0644\u0646\u0637\u0627\u0642 \u0627\u0644\u062a\u0631\u062f\u062f\u064a \u0628\u0634\u0643\u0644 \u0645\u0628\u0627\u0634\u0631 \u0639\u0644\u0649 \u0633\u0631\u0639\u0629 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644. \u064a\u0639\u0645\u0644 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u062d\u062f\u0629 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1467px\" \/><\/p>\n<h2><span style=\"font-weight: 400;\">\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0645\u0642\u0627\u0628\u0644 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0646\u0634\u0631 \u0627\u0644\u0645\u062d\u0644\u064a<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u0625\u0644\u0649 \u062c\u0627\u0646\u0628 \u0634\u0631\u0627\u0621 \u0627\u0644\u0623\u062c\u0647\u0632\u0629\u060c \u062a\u0648\u0627\u062c\u0647 \u0627\u0644\u0641\u0631\u0642 \u062e\u064a\u0627\u0631\u064b\u0627 \u0623\u0633\u0627\u0633\u064a\u064b\u0627: \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0641\u064a \u0627\u0644\u0645\u0648\u0642\u0639 \u0623\u0648 \u0627\u0633\u062a\u0626\u062c\u0627\u0631 \u0645\u062b\u064a\u0644\u0627\u062a \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u062e\u062a\u0644\u0641 \u0623\u0633\u0639\u0627\u0631 \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 \u0627\u062e\u062a\u0644\u0627\u0641\u064b\u0627 \u0643\u0628\u064a\u0631\u064b\u0627 \u062d\u0633\u0628 \u0627\u0644\u0645\u0632\u0648\u062f \u0648\u0646\u0648\u0639 \u0627\u0644\u062e\u0627\u062f\u0645. \u062a\u0634\u064a\u0631 \u062a\u0642\u0627\u0631\u064a\u0631 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0625\u0644\u0649 \u0623\u0646 \u062a\u0643\u0644\u0641\u0629 \u062e\u0648\u0627\u062f\u0645 AWS g5.12xlarge (\u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 4 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a A10G) \u0648\u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u062a\u0634\u063a\u064a\u0644 \u0637\u0631\u0627\u0632\u0627\u062a Qwen-2.5 32B \u062a\u0628\u0644\u063a \u062d\u0648\u0627\u0644\u064a 1.5 \u062a\u0631\u064a\u0644\u064a\u0648\u0646 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a \u0633\u0646\u0648\u064a\u064b\u0627 \u0639\u0646\u062f \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0639\u0644\u0649 \u0645\u062f\u0627\u0631 \u0627\u0644\u0633\u0627\u0639\u0629. \u0647\u0630\u0627 \u0642\u0628\u0644 \u0627\u062d\u062a\u0633\u0627\u0628 \u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0646\u0637\u0627\u0642 \u0627\u0644\u062a\u0631\u062f\u062f\u064a \u0623\u0648 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0623\u0648 \u0627\u0644\u0646\u0633\u062e \u0627\u0644\u0627\u062d\u062a\u064a\u0627\u0637\u064a.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u0635\u0628\u062d \u0639\u0645\u0644\u064a\u0627\u062a \u0646\u0634\u0631 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\u0645\u0634\u062a\u0631\u064a\u0627\u062a \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0623\u0648\u0644\u064a\u0629 \u0628\u062a\u0643\u0627\u0644\u064a\u0641 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u064a\u0639\u062a\u0645\u062f \u0627\u0644\u062d\u0633\u0627\u0628 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0639\u0644\u0649 \u062d\u062c\u0645 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645. \u0641\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u062d\u062c\u0645 \u0627\u0644\u0645\u0646\u062e\u0641\u0636 (\u0645\u0626\u0627\u062a \u0627\u0644\u0637\u0644\u0628\u0627\u062a \u064a\u0648\u0645\u064a\u064b\u0627) \u062a\u064f\u0641\u0636\u0651\u0644 \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\u0633\u062d\u0627\u0628\u064a\u0629. \u0623\u0645\u0627 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u062d\u062c\u0645 \u0627\u0644\u0639\u0627\u0644\u064a (\u0622\u0644\u0627\u0641 \u0627\u0644\u0637\u0644\u0628\u0627\u062a \u0641\u064a \u0627\u0644\u0633\u0627\u0639\u0629) \u0641\u062a\u064f\u0628\u0631\u0631 \u0634\u0631\u0627\u0621 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0641\u064a \u063a\u0636\u0648\u0646 \u0623\u0634\u0647\u0631.<\/span><\/p>\n<table>\n<thead>\n<tr>\n<th><span style=\"font-weight: 400;\">\u0646\u0648\u0639 \u0627\u0644\u0646\u0634\u0631<\/span><\/th>\n<th><span style=\"font-weight: 400;\">\u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0623\u0648\u0644\u064a\u0629<\/span><\/th>\n<th><span style=\"font-weight: 400;\">\u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0634\u0647\u0631\u064a\u0629<\/span><\/th>\n<th><span style=\"font-weight: 400;\">\u0641\u062a\u0631\u0629 \u0627\u0644\u062a\u0639\u0627\u062f\u0644<\/span><\/th>\n<th><span style=\"font-weight: 400;\">\u0627\u0644\u0623\u0641\u0636\u0644 \u0644\u0640<\/span><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><span style=\"font-weight: 400;\">\u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u0629<\/span><\/td>\n<td><span style=\"font-weight: 400;\">$0<\/span><\/td>\n<td><span style=\"font-weight: 400;\">$200-$2,000+<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u063a\u064a\u0631 \u0645\u062a\u0648\u0641\u0631<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u062a\u063a\u064a\u0631\/\u0645\u0646\u062e\u0641\u0636<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u0645\u062b\u064a\u0644 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629<\/span><\/td>\n<td><span style=\"font-weight: 400;\">$0<\/span><\/td>\n<td><span style=\"font-weight: 400;\">$500-$5,000+<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u063a\u064a\u0631 \u0645\u062a\u0648\u0641\u0631<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u0627\u0644\u0645\u062a\u0648\u0642\u0639<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u0641\u064a \u0627\u0644\u0645\u0648\u0642\u0639 (\u0645\u064a\u0632\u0627\u0646\u064a\u0629 \u0645\u062d\u062f\u0648\u062f\u0629)<\/span><\/td>\n<td><span style=\"font-weight: 400;\">$2,000<\/span><\/td>\n<td><span style=\"font-weight: 400;\">$50-$100<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0645\u0646 4 \u0625\u0644\u0649 8 \u0623\u0634\u0647\u0631<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0648\u0627\u0644\u062a\u0637\u0648\u064a\u0631<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u0641\u064a \u0627\u0644\u0645\u0648\u0642\u0639 (\u0645\u062a\u0648\u0633\u0637)<\/span><\/td>\n<td><span style=\"font-weight: 400;\">$3,500<\/span><\/td>\n<td><span style=\"font-weight: 400;\">$75-$150<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0645\u0646 6 \u0625\u0644\u0649 12 \u0634\u0647\u0631\u064b\u0627<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0625\u0646\u062a\u0627\u062c \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0645\u062a\u0648\u0633\u0637<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u0641\u064a \u0627\u0644\u0645\u0648\u0642\u0639 (\u0644\u0644\u0645\u0624\u0633\u0633\u0627\u062a)<\/span><\/td>\n<td><span style=\"font-weight: 400;\">$15,000+<\/span><\/td>\n<td><span style=\"font-weight: 400;\">$200-$400<\/span><\/td>\n<td><span style=\"font-weight: 400;\">8-18 \u0634\u0647\u0631\u064b\u0627<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a \u0627\u0644\u0627\u0645\u062a\u062b\u0627\u0644 \u0630\u0627\u062a \u0627\u0644\u062d\u062c\u0645 \u0627\u0644\u0643\u0628\u064a\u0631<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2><span style=\"font-weight: 400;\">\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0637\u0627\u0642\u0629 \u0648\u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0637\u0627\u0642\u0629<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u062a\u0645\u062b\u0644 \u0627\u0644\u0643\u0647\u0631\u0628\u0627\u0621 \u0627\u0644\u0646\u0641\u0642\u0627\u062a \u0627\u0644\u062c\u0627\u0631\u064a\u0629 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0646\u0634\u0631 \u0627\u0644\u0645\u062d\u0644\u064a\u0629. \u0648\u062a\u0633\u062a\u0647\u0644\u0643 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0627\u0644\u0645\u062a\u0637\u0648\u0631\u0629 \u0637\u0627\u0642\u0629 \u0643\u0628\u064a\u0631\u0629 \u062a\u062d\u062a \u0627\u0644\u0636\u063a\u0637.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u064a\u0633\u062a\u0647\u0644\u0643 \u0645\u0639\u0627\u0644\u062c \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a RTX 4090 \u0637\u0627\u0642\u0629 \u0643\u0628\u064a\u0631\u0629 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0645\u0643\u062b\u0641\u060c \u062d\u064a\u062b \u062a\u0635\u0644 \u0645\u0648\u0627\u0635\u0641\u0627\u062a \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0637\u0627\u0642\u0629 \u0627\u0644\u0642\u0635\u0648\u0649 \u0625\u0644\u0649 \u062d\u0648\u0627\u0644\u064a 450 \u0648\u0627\u0637. \u0648\u064a\u0635\u0644 \u0627\u0633\u062a\u0647\u0644\u0627\u0643\u0647 \u0639\u0646\u062f \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0645\u0633\u062a\u0645\u0631 \u0625\u0644\u0649 10.8 \u0643\u064a\u0644\u0648\u0648\u0627\u0637 \u0633\u0627\u0639\u0629 \u064a\u0648\u0645\u064a\u064b\u0627 \u0623\u0648 324 \u0643\u064a\u0644\u0648\u0648\u0627\u0637 \u0633\u0627\u0639\u0629 \u0634\u0647\u0631\u064a\u064b\u0627. \u0648\u0628\u0645\u0639\u062f\u0644\u0627\u062a \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0637\u0627\u0642\u0629 \u0627\u0644\u0645\u0646\u0632\u0644\u064a\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u062a\u0631\u0627\u0648\u062d \u0628\u064a\u0646 0.12 \u06480.15 \u062f\u0648\u0644\u0627\u0631\u064b\u0627 \u0623\u0645\u0631\u064a\u0643\u064a\u064b\u0627 \u0644\u0643\u0644 \u0643\u064a\u0644\u0648\u0648\u0627\u0637 \u0633\u0627\u0639\u0629 \u0641\u064a \u0627\u0644\u0648\u0644\u0627\u064a\u0627\u062a \u0627\u0644\u0645\u062a\u062d\u062f\u0629\u060c \u0641\u0625\u0646 \u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0637\u0627\u0642\u0629 \u0627\u0644\u0634\u0647\u0631\u064a\u0629 \u0644\u0645\u0639\u0627\u0644\u062c \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a RTX 4090 \u0639\u0646\u062f \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0645\u0633\u062a\u0645\u0631 \u0633\u062a\u0642\u0627\u0631\u0628 1.40 \u0625\u0644\u0649 1.50 \u062f\u0648\u0644\u0627\u0631\u064b\u0627 \u0623\u0645\u0631\u064a\u0643\u064a\u064b\u0627.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0644\u0643\u0646 \u0647\u0630\u0647 \u0644\u064a\u0633\u062a \u0627\u0644\u0635\u0648\u0631\u0629 \u0627\u0644\u0643\u0627\u0645\u0644\u0629. \u062a\u0634\u0645\u0644 \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0637\u0627\u0642\u0629 \u0641\u064a \u0627\u0644\u0646\u0638\u0627\u0645 \u0627\u0644\u0645\u0639\u0627\u0644\u062c \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u060c \u0648\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a\u060c \u0648\u0648\u062d\u062f\u0629 \u0627\u0644\u062a\u062e\u0632\u064a\u0646\u060c \u0648\u0645\u0631\u0627\u0648\u062d \u0627\u0644\u062a\u0628\u0631\u064a\u062f\u060c \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0623\u0648\u062c\u0647 \u0627\u0644\u0642\u0635\u0648\u0631 \u0641\u064a \u0645\u0632\u0648\u062f \u0627\u0644\u0637\u0627\u0642\u0629. \u0639\u0627\u062f\u0629\u064b \u0645\u0627 \u064a\u0636\u064a\u0641 \u0625\u062c\u0645\u0627\u0644\u064a \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0646\u0638\u0627\u0645 \u0645\u0627 \u0628\u064a\u0646 30 \u0648501 \u062a\u064a\u0631\u0627\u0628\u0627\u064a\u062a \u0625\u0644\u0649 \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0641\u0642\u0637.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0628\u0635\u0631\u0627\u062d\u0629: \u062d\u062a\u0649 \u0641\u064a \u0623\u0633\u0648\u0627\u0642 \u0627\u0644\u0637\u0627\u0642\u0629 \u0627\u0644\u0645\u0631\u062a\u0641\u0639\u0629\u060c \u062a\u0638\u0644 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0643\u0647\u0631\u0628\u0627\u0621 \u0645\u0639\u0642\u0648\u0644\u0629. \u0641\u0642\u062f \u0623\u0641\u0627\u062f \u0623\u062d\u062f \u0627\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u0641\u064a \u0623\u064a\u0631\u0644\u0646\u062f\u0627\u060c \u062d\u064a\u062b \u062a\u0635\u0644 \u0623\u0633\u0639\u0627\u0631 \u0627\u0644\u0630\u0631\u0648\u0629 \u0625\u0644\u0649 100.62 \u062c\u0646\u064a\u0647 \u0625\u0633\u062a\u0631\u0644\u064a\u0646\u064a \u0644\u0643\u0644 \u0643\u064a\u0644\u0648\u0648\u0627\u0637\/\u0633\u0627\u0639\u0629\u060c \u0648\u0647\u064a \u0645\u0646 \u0623\u0639\u0644\u0649 \u0627\u0644\u0623\u0633\u0639\u0627\u0631 \u0639\u0627\u0644\u0645\u064a\u064b\u0627\u060c \u0623\u0646 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0643\u0647\u0631\u0628\u0627\u0621 \u0644\u0627 \u062a\u0624\u062b\u0631 \u0628\u0634\u0643\u0644 \u0645\u0644\u062d\u0648\u0638 \u0639\u0644\u0649 \u0627\u0644\u0645\u064a\u0632\u0627\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0634\u063a\u064a\u0644\u064a\u0629 \u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0646\u0634\u0631 \u0623\u0646\u0638\u0645\u0629 \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0637\u0627\u0642\u0629 \u0627\u0644\u0645\u062d\u0644\u064a\u0629.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0645\u0642\u0627\u0628\u0644 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 - \u0645\u0639\u0627\u062f\u0644\u0629 \u0627\u0644\u0642\u0648\u0629<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u0648\u0647\u0646\u0627 \u064a\u0643\u0645\u0646 \u0627\u0644\u062e\u0637\u0623 \u0641\u064a \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u062a\u0648\u0642\u0639\u0627\u062a \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641. \u0641\u0647\u0645 \u064a\u062e\u0644\u0637\u0648\u0646 \u0628\u064a\u0646 \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0642\u0648\u0629 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0648\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0642\u0648\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u064a\u062a\u0637\u0644\u0628 \u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0648\u062c\u0647 (LLMs) \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u064b\u0627 \u0623\u0642\u0635\u0649 \u0644\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u0644\u0641\u062a\u0631\u0627\u062a \u0637\u0648\u064a\u0644\u0629 - \u0623\u064a\u0627\u0645 \u0623\u0648 \u0623\u0633\u0627\u0628\u064a\u0639 \u0645\u0646 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\u0627\u0644\u0643\u0645\u064a\u0627\u062a<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u064a\u0642\u0644\u0644 \u0627\u0644\u062a\u0643\u0645\u064a\u0645 \u0645\u0646 \u062f\u0642\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0644\u062a\u0642\u0644\u064a\u0644 \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0648\u0632\u064a\u0627\u062f\u0629 \u0633\u0631\u0639\u0629 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644. \u062a\u0648\u0641\u0631 \u0627\u0644\u062f\u0642\u0629 \u0627\u0644\u0643\u0627\u0645\u0644\u0629 (FP32 \u0623\u0648 FP16) \u0623\u0642\u0635\u0649 \u062f\u0642\u0629 \u0648\u0644\u0643\u0646\u0647\u0627 \u062a\u062a\u0637\u0644\u0628 \u0630\u0627\u0643\u0631\u0629 \u0648\u0635\u0648\u0644 \u0639\u0634\u0648\u0627\u0626\u064a \u0644\u0644\u0641\u064a\u062f\u064a\u0648 \u0623\u0643\u0628\u0631.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u064a\u064f\u0642\u0644\u0644 \u0627\u0644\u062a\u0643\u0645\u064a\u0645 INT8 \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0625\u0644\u0649 \u0627\u0644\u0646\u0635\u0641 \u062a\u0642\u0631\u064a\u0628\u064b\u0627 \u0645\u0639 \u0623\u062f\u0646\u0649 \u062d\u062f \u0645\u0646 \u0641\u0642\u062f\u0627\u0646 \u0627\u0644\u062f\u0642\u0629 \u0644\u0645\u0639\u0638\u0645 \u0627\u0644\u0645\u0647\u0627\u0645. \u0623\u0645\u0627 \u0627\u0644\u062a\u0643\u0645\u064a\u0645 \u0627\u0644\u0623\u0643\u062b\u0631 \u0641\u0639\u0627\u0644\u064a\u0629 (INT4\u060c INT3) \u0641\u064a\u064f\u0642\u0644\u0644 \u0627\u0644\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0628\u0634\u0643\u0644 \u0623\u0643\u0628\u0631 \u0648\u0644\u0643\u0646\u0647 \u064a\u064f\u0624\u062f\u064a \u0625\u0644\u0649 \u062a\u062f\u0647\u0648\u0631 \u0645\u0644\u062d\u0648\u0638 \u0641\u064a \u0627\u0644\u062c\u0648\u062f\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u0634\u064a\u0631 \u0627\u0644\u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0645\u0646\u0634\u0648\u0631\u0629 \u0625\u0644\u0649 \u0623\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0643\u0645\u064a\u0629\u060c \u0645\u062b\u0644 \u0645\u062a\u063a\u064a\u0631\u0627\u062a Llama3-70B-Instruct\u060c \u062a\u064f\u0638\u0647\u0631 \u0623\u062f\u0627\u0621\u064b \u0645\u062a\u0642\u0627\u0631\u0628\u064b\u0627 \u0639\u0628\u0631 \u0645\u0639\u0627\u064a\u064a\u0631 \u0642\u064a\u0627\u0633 \u0645\u062a\u0639\u062f\u062f\u0629 \u0628\u0645\u0633\u062a\u0648\u064a\u0627\u062a \u0643\u0645\u064a\u0629 \u0645\u062e\u062a\u0644\u0641\u0629. \u0648\u064a\u0645\u0643\u0646 \u0644\u0644\u0641\u0631\u0642 \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0627\u0630\u062c \u0623\u0643\u0628\u0631 \u0639\u0644\u0649 \u0623\u062c\u0647\u0632\u0629 \u0623\u0635\u063a\u0631 \u062f\u0648\u0646 \u0627\u0644\u0645\u0633\u0627\u0633 \u0628\u062c\u0648\u062f\u0629 \u0627\u0644\u0623\u062f\u0627\u0621 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\u0627\u0644\u0645\u0645\u064a\u0632\u0629 \u0634\u0647\u0631\u064a\u0627\u064b \u062a\u0643\u0627\u0644\u064a\u0641 \u0628\u0627\u0647\u0638\u0629 \u0644\u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a. \u0648\u0645\u0639 \u0647\u0630\u0627 \u0627\u0644\u062d\u062c\u0645 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u064a\u062a\u0645 \u0627\u0633\u062a\u0631\u062f\u0627\u062f \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0628\u0633\u0631\u0639\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u0634\u064a\u0631 \u0645\u0646\u0627\u0642\u0634\u0627\u062a \u0627\u0644\u0645\u062c\u062a\u0645\u0639 \u0625\u0644\u0649 \u0623\u0646 \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u062f\u0646\u0649 \u064a\u062a\u0631\u0627\u0648\u062d \u0628\u064a\u0646 50 \u0648100 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u0645\u0645\u064a\u0632 \u0634\u0647\u0631\u064a\u064b\u0627. \u0641\u0639\u0646\u062f \u062a\u062c\u0627\u0648\u0632 \u0647\u0630\u0627 \u0627\u0644\u062d\u062c\u0645\u060c \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u0643\u0648\u0646 \u062a\u0643\u0644\u0641\u0629 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0623\u0642\u0644 \u0645\u0646 \u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0627\u0644\u0645\u0633\u062a\u0636\u0627\u0641\u0629 \u0630\u0627\u062a\u064a\u064b\u0627 \u0639\u0646\u062f \u0627\u062d\u062a\u0633\u0627\u0628 \u062c\u0645\u064a\u0639 \u0627\u0644\u0646\u0641\u0642\u0627\u062a \u0627\u0644\u062a\u0634\u063a\u064a\u0644\u064a\u0629. \u0623\u0645\u0627 \u0639\u0646\u062f \u062a\u062c\u0627\u0648\u0632 \u0647\u0630\u0627 \u0627\u0644\u062d\u062f\u060c \u0641\u0625\u0646 \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u062a\u0648\u0641\u0631 \u0648\u0641\u0648\u0631\u0627\u062a \u0648\u0627\u0636\u062d\u0629.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u062e\u0635\u0648\u0635\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0627\u0645\u062a\u062b\u0627\u0644<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u062a\u0648\u0627\u062c\u0647 \u0627\u0644\u0642\u0637\u0627\u0639\u0627\u062a \u0627\u0644\u062e\u0627\u0636\u0639\u0629 \u0644\u0644\u062a\u0646\u0638\u064a\u0645 \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0635\u0627\u0631\u0645\u0629 \u0641\u064a \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0641\u063a\u0627\u0644\u0628\u0627\u064b \u0645\u0627 \u0644\u0627 \u062a\u0633\u062a\u0637\u064a\u0639 \u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0645\u0627\u0644\u064a\u0629 \u0648\u0627\u0644\u0631\u0639\u0627\u064a\u0629 \u0627\u0644\u0635\u062d\u064a\u0629 \u0648\u0627\u0644\u062c\u0647\u0627\u062a \u0627\u0644\u062d\u0643\u0648\u0645\u064a\u0629 \u0625\u0631\u0633\u0627\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0633\u0629 \u0625\u0644\u0649 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062e\u0627\u0631\u062c\u064a\u0629 \u0628\u063a\u0636 \u0627\u0644\u0646\u0638\u0631 \u0639\u0646 \u0627\u0644\u062a\u0643\u0644\u0641\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u064a\u0648\u0641\u0631 \u0627\u0644\u0646\u0634\u0631 \u0627\u0644\u0645\u062d\u0644\u064a \u062a\u062d\u0643\u0645\u064b\u0627 \u0643\u0627\u0645\u0644\u064b\u0627 \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u062d\u064a\u062b \u0644\u0627 \u062a\u063a\u0627\u062f\u0631 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0644\u0644\u0645\u0624\u0633\u0633\u0629 \u0623\u0628\u062f\u064b\u0627. \u0647\u0630\u0647 \u0627\u0644\u0645\u064a\u0632\u0629 \u062a\u0628\u0631\u0631 \u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631 \u0641\u064a \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u062d\u062a\u0649 \u0639\u0646\u062f\u0645\u0627 \u062a\u062a\u062c\u0627\u0648\u0632 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0637\u0644\u0628 \u0627\u0644\u0648\u0627\u062d\u062f \u0627\u0644\u0628\u062f\u0627\u0626\u0644 \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0632\u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u062a\u0648\u0627\u062c\u0647 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u0623\u0648\u0642\u0627\u062a \u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0623\u0642\u0644 \u0645\u0646 100 \u0645\u0644\u0644\u064a \u062b\u0627\u0646\u064a\u0629 \u0635\u0639\u0648\u0628\u0629 \u0641\u064a \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629. \u0625\u0630 \u064a\u0633\u062a\u0647\u0644\u0643 \u0632\u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0630\u0647\u0627\u0628\u064b\u0627 \u0648\u0625\u064a\u0627\u0628\u064b\u0627 \u0639\u0628\u0631 \u0627\u0644\u0634\u0628\u0643\u0629 \u062c\u0632\u0621\u064b\u0627 \u0643\u0628\u064a\u0631\u064b\u0627 \u0645\u0646 \u0648\u0642\u062a \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0642\u0628\u0644 \u0628\u062f\u0621 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u064a\u064f\u0642\u0644\u0644 \u0627\u0644\u0646\u0634\u0631 \u0627\u0644\u0645\u062d\u0644\u064a \u0645\u0646 \u0627\u0644\u062d\u0645\u0644 \u0627\u0644\u0632\u0627\u0626\u062f \u0639\u0644\u0649 \u0627\u0644\u0634\u0628\u0643\u0629. \u0648\u064a\u0645\u0643\u0646 \u0644\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u062a\u062d\u0642\u064a\u0642 \u062d\u0645\u0644 \u0625\u0636\u0627\u0641\u064a \u0644\u0627 \u064a\u062a\u062c\u0627\u0648\u0632 \u0628\u0636\u0639\u0629 \u0623\u062c\u0632\u0627\u0621 \u0645\u0646 \u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u0628\u0639\u062f \u0648\u0642\u062a \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0627\u0644\u0641\u0639\u0644\u064a. \u0648\u062a\u0633\u062a\u0641\u064a\u062f \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0639\u0645\u0644 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0648\u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062a\u0641\u0627\u0639\u0644\u064a\u0629 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0645\u0646 \u0630\u0644\u0643.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a \u0627\u0644\u062a\u062e\u0635\u064a\u0635<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u062a\u0633\u062a\u0641\u064a\u062f \u0627\u0644\u0641\u0631\u0642 \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u062a\u062e\u0635\u064a\u0635\u064b\u0627 \u062f\u0642\u064a\u0642\u064b\u0627 \u0644\u0644\u0646\u0645\u0627\u0630\u062c \u0623\u0648 \u0636\u0628\u0637\u064b\u0627 \u062f\u0642\u064a\u0642\u064b\u0627 \u0644\u0647\u0627 \u0623\u0648 \u0625\u062c\u0631\u0627\u0621 \u062a\u062c\u0627\u0631\u0628 \u0639\u0644\u064a\u0647\u0627 \u0645\u0646 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0645\u062d\u0644\u064a\u0629. \u062a\u062a\u0648\u0641\u0631 \u062e\u062f\u0645\u0627\u062a \u0636\u0628\u0637 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629\u060c \u0644\u0643\u0646\u0647\u0627 \u062a\u0641\u0631\u0636 \u0642\u064a\u0648\u062f\u064b\u0627 \u0648\u062a\u0643\u0627\u0644\u064a\u0641 \u0625\u0636\u0627\u0641\u064a\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u062a\u064a\u062d \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u0625\u062c\u0631\u0627\u0621 \u062a\u062c\u0627\u0631\u0628 \u063a\u064a\u0631 \u0645\u062d\u062f\u0648\u062f\u0629 \u062f\u0648\u0646 \u0631\u0633\u0648\u0645 \u0644\u0643\u0644 \u0637\u0644\u0628. \u0648\u064a\u0645\u0643\u0646 \u0644\u0641\u0631\u0642 \u0627\u0644\u062a\u0637\u0648\u064a\u0631 \u0625\u062c\u0631\u0627\u0621 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062a\u0637\u0648\u064a\u0631 \u0628\u0633\u0631\u0639\u0629 \u062f\u0648\u0646 \u0627\u0644\u0642\u0644\u0642 \u0628\u0634\u0623\u0646 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641.<\/span><\/p>\n<table>\n<thead>\n<tr>\n<th><span style=\"font-weight: 400;\">\u0639\u0627\u0645\u0644<\/span><\/th>\n<th><span style=\"font-weight: 400;\">\u064a\u0641\u0636\u0644 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u0629<\/span><\/th>\n<th><span style=\"font-weight: 400;\">\u064a\u0641\u0636\u0644 \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629<\/span><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><span style=\"font-weight: 400;\">\u062d\u062c\u0645 \u0627\u0644\u0631\u0645\u0648\u0632 \u0627\u0644\u0634\u0647\u0631\u064a\u0629<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0623\u0642\u0644 \u0645\u0646 50 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u0645\u0645\u064a\u0632<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0623\u0643\u062b\u0631 \u0645\u0646 100 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u0645\u0645\u064a\u0632<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u062d\u0633\u0627\u0633\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u063a\u064a\u0631 \u062d\u0633\u0627\u0633<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u062e\u0627\u0636\u0639 \u0644\u0644\u0631\u0642\u0627\u0628\u0629\/\u0633\u0631\u064a<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0632\u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0645\u0642\u0628\u0648\u0644 &gt; 200 \u0645\u0644\u0644\u064a \u062b\u0627\u0646\u064a\u0629<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0623\u0642\u0644 \u0645\u0646 100 \u0645\u0644\u0644\u064a \u062b\u0627\u0646\u064a\u0629 \u0645\u0637\u0644\u0648\u0628\u0629<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u0627\u0644\u062e\u0628\u0631\u0629 \u0627\u0644\u0641\u0646\u064a\u0629<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0641\u0631\u064a\u0642 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0627\u0644\u0645\u062d\u062f\u0648\u062f<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0641\u0631\u064a\u0642 \u0628\u0646\u064a\u0629 \u062a\u062d\u062a\u064a\u0629 \u0642\u0648\u064a<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u0646\u0645\u0637 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0645\u062a\u063a\u064a\u0631 \u0644\u0644\u063a\u0627\u064a\u0629<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0645\u062a\u0648\u0642\u0639\/\u062b\u0627\u0628\u062a<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u0627\u0644\u062a\u062e\u0635\u064a\u0635<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u062a\u0639\u0645\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u064a\u0644\u0632\u0645 \u0625\u062c\u0631\u0627\u0621 \u062a\u0639\u062f\u064a\u0644\u0627\u062a \u062f\u0642\u064a\u0642\u0629 \u0648\u0627\u0633\u0639\u0629 \u0627\u0644\u0646\u0637\u0627\u0642<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2><span style=\"font-weight: 400;\">\u0627\u0644\u0627\u0639\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0628\u064a\u0626\u064a\u0629 \u0648\u0627\u0644\u0627\u0633\u062a\u062f\u0627\u0645\u0629<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u0625\u0646 \u0646\u0634\u0631 \u062a\u0642\u0646\u064a\u0629 LLM \u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u0644\u0647 \u0622\u062b\u0627\u0631 \u0628\u064a\u0626\u064a\u0629 \u062a\u062a\u062c\u0627\u0648\u0632 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0637\u0627\u0642\u0629 \u0627\u0644\u0645\u0628\u0627\u0634\u0631\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u0634\u064a\u0631 \u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0634\u0631\u0643\u0629 Hugging Face \u0625\u0644\u0649 \u0623\u0646 \u062e\u062f\u0645\u0629 \u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0645\u0631\u0629 \u0648\u0627\u062d\u062f\u0629 \u064a\u0648\u0645\u064a\u064b\u0627 \u0645\u0646 \u0642\u0628\u0644 \u062c\u0645\u064a\u0639 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u062d\u0648\u0644 \u0627\u0644\u0639\u0627\u0644\u0645 \u0633\u062a\u0648\u0644\u062f \u0627\u0646\u0628\u0639\u0627\u062b\u0627\u062a \u062b\u0627\u0646\u064a \u0623\u0643\u0633\u064a\u062f \u0627\u0644\u0643\u0631\u0628\u0648\u0646 \u062a\u0639\u0627\u062f\u0644 \u062a\u0642\u0631\u064a\u0628\u064b\u0627 \u0627\u0646\u0628\u0639\u0627\u062b\u0627\u062a 408 \u0633\u064a\u0627\u0631\u0627\u062a \u062a\u0639\u0645\u0644 \u0628\u0627\u0644\u0628\u0646\u0632\u064a\u0646 \u0644\u0645\u062f\u0629 \u0639\u0627\u0645 \u0648\u0627\u062d\u062f. \u062d\u062a\u0649 \u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0648\u0627\u062d\u062f \u062a\u062a\u0631\u0627\u0643\u0645 \u0641\u064a\u0647\u0627 \u0622\u062b\u0627\u0631 \u0643\u0628\u064a\u0631\u0629 \u0628\u0645\u0631\u0648\u0631 \u0627\u0644\u0648\u0642\u062a.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0644\u0643\u0646 \u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u0623\u062b\u0631 \u0627\u0644\u0628\u064a\u0626\u064a \u0644\u0644\u0646\u0634\u0631 \u0627\u0644\u0645\u062d\u0644\u064a \u0645\u0642\u0627\u0628\u0644 \u0627\u0644\u0646\u0634\u0631 \u0627\u0644\u0633\u062d\u0627\u0628\u064a \u0644\u064a\u0633\u062a \u0628\u0627\u0644\u0623\u0645\u0631 \u0627\u0644\u0628\u0633\u064a\u0637. \u0625\u0630 \u064a\u062d\u0642\u0642 \u0645\u0632\u0648\u062f\u0648 \u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0627\u0644\u0643\u0628\u0627\u0631 \u0648\u0641\u0648\u0631\u0627\u062a \u0627\u0644\u062d\u062c\u0645 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0645\u0631\u0627\u0643\u0632 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u064f\u062d\u0633\u0651\u0646\u0629\u060c \u0648\u0634\u0631\u0627\u0621 \u0627\u0644\u0637\u0627\u0642\u0629 \u0627\u0644\u0645\u062a\u062c\u062f\u062f\u0629\u060c \u0648\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u0628\u0631\u064a\u062f \u0627\u0644\u0641\u0639\u0651\u0627\u0644\u0629.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0623\u0647\u0645\u064a\u0629 \u0645\u0635\u062f\u0631 \u0627\u0644\u0637\u0627\u0642\u0629<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u062a\u062e\u062a\u0644\u0641 \u0643\u062b\u0627\u0641\u0629 \u0627\u0644\u0643\u0631\u0628\u0648\u0646 \u0641\u064a \u0627\u0644\u0643\u0647\u0631\u0628\u0627\u0621 \u0627\u062e\u062a\u0644\u0627\u0641\u0627\u064b \u0643\u0628\u064a\u0631\u0627\u064b \u0628\u0627\u062e\u062a\u0644\u0627\u0641 \u0627\u0644\u0645\u0648\u0642\u0639 \u0648\u0645\u0632\u0648\u062f \u0627\u0644\u062e\u062f\u0645\u0629. \u0648\u062a\u0646\u062a\u062c \u0645\u0631\u0627\u0643\u0632 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u0645\u0646\u0627\u0637\u0642 \u0630\u0627\u062a \u0627\u0644\u0627\u0646\u062a\u0634\u0627\u0631 \u0627\u0644\u0639\u0627\u0644\u064a \u0644\u0644\u0637\u0627\u0642\u0629 \u0627\u0644\u0645\u062a\u062c\u062f\u062f\u0629 \u0627\u0646\u0628\u0639\u0627\u062b\u0627\u062a \u0623\u0642\u0644 \u0644\u0643\u0644 \u0639\u0645\u0644\u064a\u0629 \u062d\u0633\u0627\u0628\u064a\u0629 \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u062a\u0644\u0643 \u0627\u0644\u062a\u064a \u062a\u0639\u0645\u0644 \u0628\u0627\u0644\u0648\u0642\u0648\u062f \u0627\u0644\u0623\u062d\u0641\u0648\u0631\u064a.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u064a\u0646\u0628\u063a\u064a \u0639\u0644\u0649 \u0627\u0644\u0645\u0646\u0638\u0645\u0627\u062a \u0627\u0644\u0645\u0644\u062a\u0632\u0645\u0629 \u0628\u0627\u0644\u0627\u0633\u062a\u062f\u0627\u0645\u0629 \u0645\u0631\u0627\u0639\u0627\u0629 \u0643\u062b\u0627\u0641\u0629 \u0627\u0644\u0643\u0631\u0628\u0648\u0646 \u0641\u064a \u0627\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u0639\u0646\u062f \u062a\u0642\u064a\u064a\u0645 \u062e\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u0646\u0634\u0631. \u0648\u062a\u0648\u0641\u0631 \u0628\u0639\u0636 \u0627\u0644\u0645\u0646\u0627\u0637\u0642 \u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0630\u0627\u062a \u0627\u0646\u0628\u0639\u0627\u062b\u0627\u062a \u0643\u0631\u0628\u0648\u0646\u064a\u0629 \u0633\u0627\u0644\u0628\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0645\u0635\u0627\u062f\u0631 \u0627\u0644\u0637\u0627\u0642\u0629 \u0627\u0644\u0645\u062a\u062c\u062f\u062f\u0629.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u062f\u0648\u0631\u0629 \u062d\u064a\u0627\u0629 \u0627\u0644\u0623\u062c\u0647\u0632\u0629<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u062a\u064f\u0643\u0628\u0651\u062f \u0639\u0645\u0644\u064a\u0629 \u062a\u0635\u0646\u064a\u0639 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPUs) \u062a\u0643\u0644\u0641\u0629 \u0628\u064a\u0626\u064a\u0629 \u0628\u0627\u0647\u0638\u0629. \u0648\u064a\u0633\u0627\u0647\u0645 \u0625\u0637\u0627\u0644\u0629 \u0639\u0645\u0631 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u0645\u062b\u0644 \u0641\u064a \u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0623\u062b\u0631 \u0627\u0644\u0628\u064a\u0626\u064a \u0644\u0643\u0644 \u0637\u0644\u0628.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u064a\u0642\u0648\u0645 \u0645\u0632\u0648\u062f\u0648 \u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0628\u062a\u0648\u0632\u064a\u0639 \u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0639\u0644\u0649 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0639\u0645\u0644\u0627\u0621\u060c \u0645\u0645\u0627 \u0642\u062f \u064a\u062d\u0642\u0642 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u064b\u0627 \u0623\u0641\u0636\u0644 \u0645\u0646 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0627\u0644\u062a\u064a \u062a\u0628\u0642\u0649 \u063a\u064a\u0631 \u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u062e\u0644\u0627\u0644 \u0633\u0627\u0639\u0627\u062a \u0627\u0646\u062e\u0641\u0627\u0636 \u0627\u0644\u0637\u0644\u0628. \u0644\u0643\u0646 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u062a\u064f\u063a\u0646\u064a \u0639\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0623\u0646\u0638\u0645\u0629 \u062a\u0628\u0631\u064a\u062f \u0648\u0634\u0628\u0643\u0627\u062a \u0648\u0628\u0646\u064a\u0629 \u062a\u062d\u062a\u064a\u0629 \u0632\u0627\u0626\u062f\u0629 \u062a\u062e\u062f\u0645 \u0645\u0633\u062a\u0623\u062c\u0631\u064b\u0627 \u0648\u0627\u062d\u062f\u064b\u0627.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">\u0623\u0645\u062b\u0644\u0629 \u0639\u0645\u0644\u064a\u0629 \u0644\u0644\u062a\u0637\u0628\u064a\u0642 \u0641\u064a \u0627\u0644\u0639\u0627\u0644\u0645 \u0627\u0644\u062d\u0642\u064a\u0642\u064a<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u064a\u064f\u0648\u0636\u062d \u0641\u062d\u0635 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0646\u0634\u0631 \u0627\u0644\u0641\u0639\u0644\u064a\u0629 \u0643\u064a\u0641 \u062a\u064f\u062a\u0631\u062c\u0645 \u0627\u0644\u0646\u0638\u0631\u064a\u0629 \u0625\u0644\u0649 \u0645\u0645\u0627\u0631\u0633\u0629.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0641\u0631\u064a\u0642 \u062a\u0637\u0648\u064a\u0631 \u0635\u063a\u064a\u0631<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u064a\u0648\u0636\u062d \u0647\u0630\u0627 \u0627\u0644\u0645\u062b\u0627\u0644 \u062f\u064a\u0646\u0627\u0645\u064a\u0643\u064a\u0627\u062a \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0645\u062d\u062a\u0645\u0644\u0629: \u064a\u0645\u0643\u0646 \u0644\u0641\u0631\u064a\u0642 \u0635\u063a\u064a\u0631 \u064a\u0633\u062a\u062e\u062f\u0645 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a 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\u0646\u0645\u0627\u0630\u062c \u0623\u0643\u0628\u0631. \u064a\u064f\u062d\u0633\u0651\u0646 \u0647\u0630\u0627 \u0627\u0644\u0646\u0647\u062c \u0643\u0644\u0627\u064b \u0645\u0646 \u0648\u0642\u062a \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0648\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0648\u0627\u0631\u062f \u0627\u0644\u062c\u0647\u0627\u0632.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0627\u0644\u062a\u0643\u0645\u064a\u0645 \u0627\u0644\u0639\u062f\u0648\u0627\u0646\u064a<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u0627\u0633\u062a\u062e\u062f\u0645 \u0623\u0643\u062b\u0631 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0643\u0645\u064a\u0645 \u0641\u0639\u0627\u0644\u064a\u0629\u064b \u0648\u0627\u0644\u062a\u064a \u062a\u0644\u0628\u064a \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u062c\u0648\u062f\u0629. \u064a\u064f\u0636\u0627\u0639\u0641 \u062a\u0643\u0645\u064a\u0645 INT4 \u062d\u062c\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0642\u0627\u0628\u0644 \u0644\u0644\u062a\u0646\u0641\u064a\u0630 \u0639\u0644\u0649 \u062c\u0647\u0627\u0632 \u0645\u0639\u064a\u0646 \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u062a\u0643\u0645\u064a\u0645 INT8 \u0645\u0639 \u0623\u062f\u0646\u0649 \u062d\u062f \u0645\u0646 \u0641\u0642\u062f\u0627\u0646 \u0627\u0644\u062c\u0648\u062f\u0629 \u0644\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u062a\u062c\u0647\u064a\u0632 \u0627\u0644\u062f\u0641\u0639\u0627\u062a<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u062a\u0633\u062a\u0641\u064a\u062f \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u064a \u0644\u0627 \u062a\u062a\u0637\u0644\u0628 \u0645\u0639\u0627\u0644\u062c\u0629 \u0641\u0648\u0631\u064a\u0629 \u0645\u0646 \u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0637\u0644\u0628\u0627\u062a. \u0625\u0630 \u064a\u0624\u062f\u064a \u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0648\u0645\u0639\u0627\u0644\u062c\u062a\u0647\u0627 \u0641\u064a \u062f\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 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0648\u062a\u0642\u0644\u064a\u0644 \u062a\u0643\u0627\u0644\u064a\u0641 \u0643\u0644 \u0637\u0644\u0628.<\/span><\/p>\n<p><img decoding=\"async\" class=\"alignnone  wp-image-26755\" src=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2024\/12\/AI-Superior-300x55-1.png\" alt=\"\" width=\"293\" height=\"79\" 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: 293px) 100vw, 293px\" \/><\/p>\n<h2><span style=\"font-weight: 400;\">\u0642\u0631\u0631 \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646 \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0641\u064a \u0627\u0644\u0642\u0627\u0646\u0648\u0646 \u0645\u062d\u0644\u064a\u064b\u0627 \u064a\u0648\u0641\u0631 \u0644\u0643 \u0627\u0644\u0645\u0627\u0644 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\u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/span><\/a><span style=\"font-weight: 400;\"> \u0644\u062a\u0642\u064a\u064a\u0645 \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646 \u0646\u0647\u062c\u0643 \u0633\u064a\u0624\u062f\u064a \u0628\u0627\u0644\u0641\u0639\u0644 \u0625\u0644\u0649 \u062e\u0641\u0636 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">\u0627\u062a\u062c\u0627\u0647\u0627\u062a \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u0633\u062a\u0624\u062b\u0631 \u0639\u062f\u0629 \u0639\u0648\u0627\u0645\u0644 \u0639\u0644\u0649 \u0627\u0642\u062a\u0635\u0627\u062f\u064a\u0627\u062a \u0628\u0631\u0627\u0645\u062c \u0627\u0644\u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0641\u064a \u0627\u0644\u0642\u0627\u0646\u0648\u0646 \u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u0641\u064a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u0633\u062a\u0645\u0631 \u0623\u0633\u0639\u0627\u0631 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u0641\u064a \u0627\u0644\u0627\u0646\u062e\u0641\u0627\u0636 \u0645\u0639 \u0632\u064a\u0627\u062f\u0629 \u062d\u062c\u0645 \u0627\u0644\u0625\u0646\u062a\u0627\u062c \u0648\u0627\u0634\u062a\u062f\u0627\u062f \u0627\u0644\u0645\u0646\u0627\u0641\u0633\u0629. \u0648\u0642\u062f \u0623\u0638\u0647\u0631\u062a \u0623\u0633\u0639\u0627\u0631 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0627\u062a\u062c\u0627\u0647\u0627\u062a \u062a\u0646\u0627\u0632\u0644\u064a\u0629 \u0628\u0645\u0631\u0648\u0631 \u0627\u0644\u0648\u0642\u062a\u060c \u062d\u064a\u062b \u0623\u0635\u0628\u062d\u062a \u0627\u0644\u0628\u0637\u0627\u0642\u0627\u062a \u0627\u0644\u0645\u062a\u0637\u0648\u0631\u0629 \u0627\u0644\u062a\u064a \u062a\u0648\u0641\u0631 \u0630\u0627\u0643\u0631\u0629 \u0648\u0635\u0648\u0644 \u0639\u0634\u0648\u0627\u0626\u064a \u0644\u0644\u0641\u064a\u062f\u064a\u0648 (VRAM) \u0628\u0633\u0639\u0629 24 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0623\u0648 \u0623\u0643\u062b\u0631 \u0641\u064a \u0645\u062a\u0646\u0627\u0648\u0644 \u0634\u0631\u064a\u062d\u0629 \u0623\u0648\u0633\u0639 \u0645\u0646 \u0627\u0644\u0645\u0633\u062a\u0647\u0644\u0643\u064a\u0646.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u064f\u0642\u0644\u0644 \u062a\u062d\u0633\u064a\u0646\u0627\u062a \u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0645\u0646 \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0644\u0645\u0633\u062a\u0648\u064a\u0627\u062a \u0627\u0644\u0642\u062f\u0631\u0627\u062a \u0627\u0644\u0645\u062d\u062f\u062f\u0629. \u062a\u064f\u062d\u0642\u0642 \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u062b\u0644 TurboSparse \u0645\u0633\u062a\u0648\u0649 \u062a\u0628\u0627\u0639\u062f 90%\u060c \u0645\u0627 \u064a\u0639\u0646\u064a \u0623\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u062a\u064f\u0641\u0639\u0651\u0644 4 \u0645\u0644\u064a\u0627\u0631\u0627\u062a \u0645\u064f\u0639\u0627\u0645\u0644 \u0641\u0642\u0637 \u0645\u0639 \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0623\u062f\u0627\u0621 \u064a\u064f\u0636\u0627\u0647\u064a \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0643\u062b\u064a\u0641\u0629 \u0627\u0644\u0623\u0643\u0628\u0631 \u062d\u062c\u0645\u064b\u0627. \u062a\u064f\u0634\u064a\u0631 \u062a\u0642\u0627\u0631\u064a\u0631 PowerInfer \u0625\u0644\u0649 \u0623\u0646 \u0646\u0645\u0627\u0630\u062c TurboSparse \u062d\u0642\u0642\u062a \u0645\u0633\u062a\u0648\u0649 \u062a\u0628\u0627\u0639\u062f 90% \u0628\u0627\u0633\u062a\u062b\u0645\u0627\u0631 \u064a\u064f\u0642\u0627\u0631\u0628 $0.1 \u0645\u0644\u064a\u0648\u0646 \u0641\u064a \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u0628\u0627\u0639\u062f.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0645\u0646 \u0627\u0644\u0645\u0631\u062c\u062d \u0623\u0646 \u062a\u0639\u0645\u0644 \u0645\u0633\u0631\u0639\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u062a\u062e\u0635\u0635\u0629 \u0645\u0646 \u0634\u0631\u0643\u0627\u062a \u062a\u062a\u062c\u0627\u0648\u0632 \u0645\u0635\u0646\u0639\u064a \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0639\u0644\u0649 \u062a\u0646\u0648\u064a\u0639 \u062e\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0648\u0631\u0628\u0645\u0627 \u062e\u0641\u0636 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0628\u0634\u0643\u0644 \u0623\u0643\u0628\u0631.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">\u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0627\u0644\u062a\u064a \u064a\u062c\u0628 \u062a\u062c\u0646\u0628\u0647\u0627<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u063a\u0627\u0644\u0628\u0627\u064b \u0645\u0627 \u062a\u0631\u062a\u0643\u0628 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u062c\u062f\u064a\u062f\u0629 \u0641\u064a \u0645\u062c\u0627\u0644 \u0646\u0634\u0631 \u0623\u0646\u0638\u0645\u0629 \u0625\u062f\u0627\u0631\u0629 \u062f\u0648\u0631\u0629 \u062d\u064a\u0627\u0629 \u0627\u0644\u0628\u0631\u0627\u0645\u062c (LLM) \u0630\u0627\u062a\u064a\u0629 \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0623\u062e\u0637\u0627\u0621\u064b \u0645\u062a\u0648\u0642\u0639\u0629.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0627\u0644\u062a\u0642\u0644\u064a\u0644 \u0645\u0646 \u0634\u0623\u0646 \u0627\u0644\u062a\u0639\u0642\u064a\u062f \u0627\u0644\u062a\u0634\u063a\u064a\u0644\u064a<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u0625\u0646 \u0634\u0631\u0627\u0621 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0644\u0627 \u064a\u0645\u062b\u0644 \u0633\u0648\u0649 \u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u0623\u0648\u0644\u0649. \u0641\u0627\u0644\u0635\u064a\u0627\u0646\u0629 \u0627\u0644\u0645\u0633\u062a\u0645\u0631\u0629\u060c \u0648\u062a\u062d\u062f\u064a\u062b\u0627\u062a \u0627\u0644\u0623\u0645\u0627\u0646\u060c \u0648\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0637\u0631\u0627\u0632\u0627\u062a\u060c \u0648\u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0648\u0625\u0635\u0644\u0627\u062d\u0647\u0627 \u062a\u062a\u0637\u0644\u0628 \u0648\u0642\u062a\u0627\u064b \u0648\u062e\u0628\u0631\u0629 \u0645\u062a\u062e\u0635\u0635\u064a\u0646.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u062a\u062c\u0627\u0647\u0644 \u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a \u0627\u0644\u062a\u0648\u0633\u0639<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u0642\u062f \u062a\u062a\u062d\u0645\u0644 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0623\u0648\u0644\u064a\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062d\u0627\u0644\u064a\u060c \u0644\u0643\u0646\u0647\u0627 \u0633\u062a\u0648\u0627\u062c\u0647 \u0635\u0639\u0648\u0628\u0629 \u0645\u0639 \u0627\u0632\u062f\u064a\u0627\u062f \u0627\u0644\u0637\u0644\u0628. \u0644\u0630\u0627\u060c \u0641\u0625\u0646 \u0627\u0644\u062a\u062e\u0637\u064a\u0637 \u0644\u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0645\u0642\u062f\u0627\u0631 \u0636\u0639\u0641\u064a\u0646 \u0625\u0644\u0649 \u062b\u0644\u0627\u062b\u0629 \u0623\u0636\u0639\u0627\u0641 \u062e\u0644\u0627\u0644 \u0627\u0644\u0633\u0646\u0629 \u0627\u0644\u0623\u0648\u0644\u0649 \u064a\u0645\u0646\u0639 \u062a\u0642\u0627\u062f\u0645 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0642\u0628\u0644 \u0627\u0644\u0623\u0648\u0627\u0646.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u062a\u062c\u0627\u0647\u0644 \u0627\u0644\u062a\u0643\u0631\u0627\u0631<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u062a\u062a\u0637\u0644\u0628 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0646\u0634\u0631 \u0641\u064a \u0628\u064a\u0626\u0627\u062a \u0627\u0644\u0625\u0646\u062a\u0627\u062c \u0623\u062c\u0647\u0632\u0629 \u0627\u062d\u062a\u064a\u0627\u0637\u064a\u0629 \u0623\u0648 \u062d\u0644\u0648\u0644 \u0633\u062d\u0627\u0628\u064a\u0629 \u0627\u062d\u062a\u064a\u0627\u0637\u064a\u0629. \u0641\u0648\u062c\u0648\u062f \u0646\u0642\u0637\u0629 \u0641\u0634\u0644 \u0648\u0627\u062d\u062f\u0629 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u0627\u0646\u0642\u0637\u0627\u0639 \u0627\u0644\u062e\u062f\u0645\u0629 \u0628\u0627\u0644\u0643\u0627\u0645\u0644. \u0644\u0630\u0627\u060c \u064a\u064f\u0646\u0635\u062d \u0628\u062a\u062e\u0635\u064a\u0635 \u0645\u064a\u0632\u0627\u0646\u064a\u0629 \u0644\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0627\u062d\u062a\u064a\u0627\u0637\u064a\u0629 \u0645\u0646\u0630 \u0627\u0644\u0628\u062f\u0627\u064a\u0629 \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u062a\u0639\u062f\u064a\u0644\u0647\u0627 \u0628\u0639\u062f \u0648\u0642\u0648\u0639 \u0627\u0644\u062d\u0648\u0627\u062f\u062b.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0641\u0642\u0637 \u0639\u0644\u0649 \u0645\u0648\u0627\u0635\u0641\u0627\u062a \u0627\u0644\u0623\u062c\u0647\u0632\u0629<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u0644\u0627 \u062a\u064f\u0639\u062f\u0651 \u0630\u0627\u0643\u0631\u0629 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u0648\u0642\u062f\u0631\u062a\u0647\u0627 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0627\u0644\u062e\u0627\u0645 \u0628\u0646\u0641\u0633 \u0623\u0647\u0645\u064a\u0629 \u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u0646\u0638\u0627\u0645 \u0643\u0643\u0644. \u0641\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0625\u062f\u062e\u0627\u0644\/\u0627\u0644\u0625\u062e\u0631\u0627\u062c \u0644\u0644\u062a\u062e\u0632\u064a\u0646\u060c \u0648\u0639\u0631\u0636 \u0646\u0637\u0627\u0642 \u0627\u0644\u0634\u0628\u0643\u0629\u060c \u0648\u0642\u062f\u0631\u0627\u062a \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 (CPU) \u0643\u0644\u0647\u0627 \u062a\u0624\u062b\u0631 \u0639\u0644\u0649 \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0641\u0639\u0644\u064a. \u0648\u062a\u062a\u0641\u0648\u0642 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0645\u062a\u0648\u0627\u0632\u0646\u0629 \u0639\u0644\u0649 \u062a\u0644\u0643 \u0627\u0644\u062a\u064a \u062a\u062a\u0645\u064a\u0632 \u0628\u0645\u0648\u0627\u0635\u0641\u0627\u062a \u0639\u0627\u0644\u064a\u0629 \u0648\u0627\u062d\u062f\u0629 \u0648\u0646\u0642\u0627\u0637 \u0636\u0639\u0641 \u0645\u062a\u0639\u062f\u062f\u0629.<\/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 \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u062f\u0646\u0649 \u0644\u0644\u0645\u064a\u0632\u0627\u0646\u064a\u0629 \u0627\u0644\u0644\u0627\u0632\u0645\u0629 \u0644\u062a\u0634\u063a\u064a\u0644 \u0628\u0631\u0646\u0627\u0645\u062c \u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0645\u062d\u0644\u064a \u0643\u0641\u0624\u061f<\/h3>\n<div>\n<p class=\"faq-a\">\u064a\u0628\u062f\u0623 \u0633\u0639\u0631 \u0627\u0644\u0625\u0639\u062f\u0627\u062f \u0627\u0644\u0623\u0645\u062b\u0644 \u0645\u0646 \u062d\u0648\u0627\u0644\u064a 1500 \u0625\u0644\u0649 2000 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a \u0644\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0642\u0627\u062f\u0631\u0629 \u0639\u0644\u0649 \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0627\u0630\u062c \u0623\u0635\u063a\u0631 (\u0628\u0645\u0639\u0627\u0645\u0644\u0627\u062a \u0645\u0646 7 \u0625\u0644\u0649 13 \u0645\u0644\u064a\u0627\u0631) \u0628\u0633\u0631\u0639\u0627\u062a \u0645\u0642\u0628\u0648\u0644\u0629. \u064a\u0634\u0645\u0644 \u0630\u0644\u0643 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a \u0645\u062a\u0648\u0633\u0637\u0629 \u0627\u0644\u0623\u062f\u0627\u0621 \u0628\u0630\u0627\u0643\u0631\u0629 \u0648\u0635\u0648\u0644 \u0639\u0634\u0648\u0627\u0626\u064a \u0644\u0644\u0641\u064a\u062f\u064a\u0648 (VRAM) \u0644\u0627 \u062a\u0642\u0644 \u0639\u0646 16 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a\u060c \u0648\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0645\u0631\u0643\u0632\u064a\u0629 (CPU) \u0648\u0630\u0627\u0643\u0631\u0629 \u0648\u0635\u0648\u0644 \u0639\u0634\u0648\u0627\u0626\u064a (RAM) \u0648\u0645\u0633\u0627\u062d\u0629 \u062a\u062e\u0632\u064a\u0646 \u0643\u0627\u0641\u064a\u0629. \u0623\u0645\u0627 \u0627\u0644\u0625\u0639\u062f\u0627\u062f\u0627\u062a \u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f\u064a\u0629 \u0641\u0647\u064a \u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u0644\u062a\u0637\u0648\u064a\u0631 \u0648\u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0648\u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0634\u062e\u0635\u064a \u0628\u0643\u0645\u064a\u0627\u062a \u0642\u0644\u064a\u0644\u0629\u060c \u0644\u0643\u0646\u0647\u0627 \u062a\u0648\u0627\u062c\u0647 \u0635\u0639\u0648\u0628\u0629 \u0645\u0639 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class=\"faq-a\">\u064a\u062a\u0637\u0644\u0628 \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0627\u0630\u062c 70B \u0639\u0644\u0649 \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0625\u0645\u0627 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0623\u062f\u0627\u0621 (2-4 \u0628\u0637\u0627\u0642\u0627\u062a \u0628\u0633\u0639\u0629 24 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0644\u0643\u0644 \u0645\u0646\u0647\u0627) \u0623\u0648 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0629 \u062a\u0643\u0645\u064a\u0645 \u0645\u062a\u0642\u062f\u0645\u0629 \u0645\u0639 \u062a\u0628\u0627\u0637\u0624 \u0641\u064a \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644. \u0645\u0646 \u0627\u0644\u0646\u0627\u062d\u064a\u0629 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\u0627\u0644\u0635\u064a\u0627\u0646\u0629 \u0627\u0644\u062f\u0648\u0631\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628\u0647\u0627 \u0639\u0645\u0644\u064a\u0627\u062a \u0646\u0634\u0631 LLM \u0627\u0644\u0645\u062d\u0644\u064a\u0629\u061f<\/h3>\n<div>\n<p class=\"faq-a\">\u062a\u0648\u0642\u0639 \u062a\u062e\u0635\u064a\u0635 \u0645\u0627 \u0628\u064a\u0646 5 \u0625\u0644\u0649 10 \u0633\u0627\u0639\u0627\u062a \u0634\u0647\u0631\u064a\u064b\u0627 \u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0646\u0634\u0631 \u0627\u0644\u0625\u0646\u062a\u0627\u062c \u0627\u0644\u0645\u0633\u062a\u0642\u0631\u0629\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u062a\u062d\u062f\u064a\u062b\u0627\u062a \u0627\u0644\u0628\u0631\u0627\u0645\u062c\u060c \u0648\u062a\u0635\u062d\u064a\u062d\u0627\u062a \u0627\u0644\u0623\u0645\u0627\u0646\u060c \u0648\u0625\u062f\u0627\u0631\u0629 \u0625\u0635\u062f\u0627\u0631\u0627\u062a \u0627\u0644\u0646\u0645\u0627\u0630\u062c\u060c 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class=\"faq-question\">\n<h3 class=\"faq-q\">\u0647\u0644 \u0623\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0623\u062c\u0647\u0632\u0629 \u0645\u062e\u062a\u0644\u0641\u0629 \u0644\u0644\u0636\u0628\u0637 \u0627\u0644\u062f\u0642\u064a\u0642 \u0645\u0642\u0627\u0628\u0644 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644\u061f<\/h3>\n<div>\n<p class=\"faq-a\">\u064a\u062a\u0637\u0644\u0628 \u0627\u0644\u0636\u0628\u0637 \u0627\u0644\u062f\u0642\u064a\u0642 \u0630\u0627\u0643\u0631\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0629 \u0648\u0642\u062f\u0631\u0629 \u062d\u0633\u0627\u0628\u064a\u0629 \u0623\u0643\u0628\u0631 \u0628\u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644. \u0641\u0628\u064a\u0646\u0645\u0627 \u0642\u062f \u062a\u062a\u0645\u0643\u0646 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0629 \u0628\u0633\u0639\u0629 24 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400;\">\u0627\u0628\u062f\u0623 \u0628\u062a\u0642\u064a\u064a\u0645 \u0645\u0648\u0636\u0648\u0639\u064a \u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u060c \u0648\u0627\u0644\u0642\u062f\u0631\u0627\u062a \u0627\u0644\u062a\u0642\u0646\u064a\u0629\u060c \u0648\u0627\u0644\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0641\u0639\u0644\u064a\u0629. \u062a\u0638\u0644 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0623\u0645\u062b\u0644 \u0644\u0645\u0639\u0638\u0645 \u0627\u0644\u0641\u0631\u0642 \u0625\u0644\u0649 \u0623\u0646 \u062a\u0628\u0631\u0631 \u0639\u0648\u0627\u0645\u0644 \u0648\u0627\u0636\u062d\u0629 \u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631 \u0641\u064a \u0627\u0644\u0628\u0646\u064a\u0629 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\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0643 \u0648\u0645\u062a\u0637\u0644\u0628\u0627\u062a\u0643 \u0647\u064a \u0627\u0644\u062a\u064a \u062a\u062d\u062f\u062f \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0627\u0644\u0635\u062d\u064a\u062d\u0629.<\/span><\/p>\n<\/div>\n<\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>Quick Summary: Running a local LLM costs between $1,500-$4,000 upfront for capable hardware (GPU with 24GB+ VRAM), plus $50-$300 monthly for electricity and cloud hosting if needed. Self-hosted deployments break even with commercial APIs after 6-12 months for moderate usage, but require technical expertise and ongoing maintenance costs that many organizations underestimate. &nbsp; The conversation [&hellip;]<\/p>\n","protected":false},"author":7,"featured_media":35481,"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-35480","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 v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Cost of Running Local LLM: Real Numbers &amp; Break-Even Guide 2026<\/title>\n<meta name=\"description\" content=\"Local LLM costs $1,500-$4,000 upfront plus $50-$300\/month. 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