{"id":35291,"date":"2026-03-16T15:36:28","date_gmt":"2026-03-16T15:36:28","guid":{"rendered":"https:\/\/aisuperior.com\/?p=35291"},"modified":"2026-03-16T15:36:28","modified_gmt":"2026-03-16T15:36:28","slug":"llm-token-cost","status":"publish","type":"post","link":"https:\/\/aisuperior.com\/ar\/llm-token-cost\/","title":{"rendered":"\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0641\u064a \u0628\u0631\u0646\u0627\u0645\u062c \u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0627\u0644\u0642\u0627\u0646\u0648\u0646 \u0644\u0639\u0627\u0645 2026: \u062f\u0644\u064a\u0644 \u0627\u0644\u062a\u0633\u0639\u064a\u0631 \u0627\u0644\u0643\u0627\u0645\u0644"},"content":{"rendered":"<p><b>\u0645\u0644\u062e\u0635 \u0633\u0631\u064a\u0639:<\/b><span style=\"font-weight: 400;\"> \u0627\u0646\u062e\u0641\u0636\u062a \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 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style=\"font-weight: 400;\">\u0645\u0627 \u0643\u0627\u0646 \u064a\u0643\u0644\u0641 1 \u062a\u0631\u064a\u0644\u064a\u0648\u0646\/4 \u062a\u0631\u064a\u0644\u064a\u0648\u0646\/60 \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u0641\u064a \u0646\u0648\u0641\u0645\u0628\u0631 2021\u060c \u0623\u0635\u0628\u062d \u064a\u0643\u0644\u0641 \u0627\u0644\u0622\u0646 \u0645\u0627 \u0628\u064a\u0646 1 \u062a\u0631\u064a\u0644\u064a\u0648\u0646\/4 \u062a\u0631\u064a\u0644\u064a\u0648\u0646\/0.06 \u06480.40 \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u0644\u062a\u062d\u0642\u064a\u0642 \u0623\u062f\u0627\u0621 \u0645\u0645\u0627\u062b\u0644 \u0644\u0646\u0645\u0648\u0630\u062c GPT-4\u060c \u0645\u0627 \u064a\u0645\u062b\u0644 \u0627\u0646\u062e\u0641\u0627\u0636\u064b\u0627 \u064a\u062a\u0631\u0627\u0648\u062d \u0628\u064a\u0646 150 \u06481000 \u0636\u0639\u0641 \u062d\u0633\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c. \u0648\u0645\u0639 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\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062d\u062f\u064a\u062b\u0629 \u0644\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a - \u0648\u0646\u0645\u0637 \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0631\u0645\u0648\u0632 \u0627\u0644\u0630\u064a \u0644\u0645 \u064a\u062a\u0648\u0642\u0639\u0647 \u0623\u062d\u062f.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">\u0627\u0644\u0627\u0646\u062e\u0641\u0627\u0636 \u0627\u0644\u062d\u0627\u062f \u0641\u064a \u062a\u0633\u0639\u064a\u0631 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0641\u064a \u0646\u0645\u0627\u0630\u062c LLM<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u0627\u0646\u062e\u0641\u0636\u062a \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0641\u064a \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a 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style=\"font-weight: 400;\">\u064a\u062e\u062a\u0644\u0641 \u0645\u0639\u062f\u0644 \u0627\u0644\u0627\u0646\u062e\u0641\u0627\u0636 \u0627\u062e\u062a\u0644\u0627\u0641\u064b\u0627 \u0643\u0628\u064a\u0631\u064b\u0627 \u0628\u0627\u062e\u062a\u0644\u0627\u0641 \u0627\u0644\u0645\u0647\u0645\u0629. \u0641\u0641\u064a \u0628\u0639\u0636 \u0627\u0644\u0645\u0639\u0627\u064a\u064a\u0631\u060c \u0627\u0646\u062e\u0641\u0636\u062a \u0627\u0644\u0623\u0633\u0639\u0627\u0631 \u0628\u0645\u0642\u062f\u0627\u0631 9 \u0623\u0636\u0639\u0627\u0641 \u0633\u0646\u0648\u064a\u064b\u0627. \u0648\u0641\u064a \u0645\u0639\u0627\u064a\u064a\u0631 \u0623\u062e\u0631\u0649\u060c \u0648\u0635\u0644 \u0627\u0644\u0627\u0646\u062e\u0641\u0627\u0636 \u0625\u0644\u0649 900 \u0636\u0639\u0641 \u0633\u0646\u0648\u064a\u064b\u0627\u060c \u0645\u0639 \u0627\u0644\u0639\u0644\u0645 \u0623\u0646 \u0647\u0630\u0647 \u0627\u0644\u0627\u0646\u062e\u0641\u0627\u0636\u0627\u062a \u0627\u0644\u062d\u0627\u062f\u0629 \u062d\u062f\u062b\u062a \u0628\u0634\u0643\u0644 \u0631\u0626\u064a\u0633\u064a \u0641\u064a \u0639\u0627\u0645 2024 \u0648\u0642\u062f \u0644\u0627 \u062a\u0633\u062a\u0645\u0631.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0625\u0644\u064a\u0643\u0645 \u0643\u064a\u0641 \u064a\u0628\u062f\u0648 \u0630\u0644\u0643 \u0639\u0645\u0644\u064a\u064b\u0627. \u0639\u0646\u062f\u0645\u0627 \u0623\u0635\u0628\u062d GPT-3 \u0645\u062a\u0627\u062d\u064b\u0627 \u0644\u0644\u062c\u0645\u0647\u0648\u0631 \u0641\u064a \u0646\u0648\u0641\u0645\u0628\u0631 2021\u060c \u0643\u0627\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0648\u062d\u064a\u062f \u0627\u0644\u0630\u064a \u062d\u0642\u0642 \u062f\u0631\u062c\u0629 MMLU \u0628\u0644\u063a\u062a 42. \u0627\u0644\u062a\u0643\u0644\u0641\u0629\u061f $60 \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632. \u0628\u062d\u0644\u0648\u0644 \u0645\u0627\u0631\u0633 2026\u060c \u062a\u062c\u0627\u0648\u0632\u062a \u0646\u0645\u0627\u0630\u062c \u0645\u062a\u0639\u062f\u062f\u0629 \u0647\u0630\u0627 \u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u0628\u062a\u0643\u0644\u0641\u0629 $0.06 \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u0623\u0648 \u0623\u0642\u0644.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u064a\u062a\u0635\u062f\u0631 \u0628\u0631\u0646\u0627\u0645\u062c Gemini Flash-Lite 3.1 \u0645\u0646 \u062c\u0648\u062c\u0644 \u0642\u0627\u0626\u0645\u0629 \u0627\u0644\u0628\u0631\u0627\u0645\u062c \u0630\u0627\u062a \u0627\u0644\u0623\u0633\u0639\u0627\u0631 \u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f\u064a\u0629\u060c \u062d\u064a\u062b \u064a\u0628\u0644\u063a \u0633\u0639\u0631\u0647 $0.25 \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u0625\u062f\u062e\u0627\u0644 \u0648$1.50 \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u0625\u062e\u0631\u0627\u062c. \u0623\u0645\u0627 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631\u060c \u0627\u0644\u062a\u064a \u064a\u0642\u062f\u0645\u0647\u0627 \u0645\u0632\u0648\u062f\u0648\u0646 \u0645\u062b\u0644 Together.ai\u060c \u0641\u062a\u064f\u0642\u062f\u0645 \u0623\u0633\u0639\u0627\u0631\u064b\u0627 \u0623\u0642\u0644\u060c \u062d\u064a\u062b \u064a\u0639\u0645\u0644 \u0628\u0631\u0646\u0627\u0645\u062c Llama 3.2 3B \u0628\u0633\u0639\u0631 $0.06 \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u0625\u062f\u062e\u0627\u0644.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0644\u0645\u0627\u0630\u0627 \u0627\u0646\u062e\u0641\u0636\u062a \u0627\u0644\u0623\u0633\u0639\u0627\u0631 \u0628\u0647\u0630\u0647 \u0627\u0644\u0633\u0631\u0639\u0629\u061f<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u062a\u0633\u0627\u0647\u0645 \u0639\u062f\u0629 \u0639\u0648\u0627\u0645\u0644 \u0641\u064a \u062e\u0641\u0636 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0647\u0630\u0647. \u0641\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0623\u0635\u0628\u062d\u062a \u0623\u0635\u063a\u0631 \u062d\u062c\u0645\u0627\u064b \u0645\u0639 \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0627\u0644\u0623\u062f\u0627\u0621\u060c \u0628\u0641\u0636\u0644 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0645\u062d\u0633\u0651\u0646\u0629. \u064a\u0645\u0643\u0646 \u0644\u0646\u0645\u0648\u0630\u062c \u0630\u064a 13 \u0645\u0644\u064a\u0627\u0631 \u0645\u064f\u0639\u0627\u0645\u0644 \u0623\u0646 \u064a\u062d\u0642\u0642 \u0627\u0644\u0622\u0646 95% \u0645\u0646 \u062f\u0631\u062c\u0629 MMLU \u0644\u0646\u0645\u0648\u0630\u062c GPT-3 \u0645\u0639 \u062d\u062c\u0645 \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0623\u0635\u063a\u0631 \u0628\u0643\u062b\u064a\u0631.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u0633\u062a\u0645\u0631 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0644\u0643\u0644 \u0648\u062d\u062f\u0629 \u062d\u0648\u0633\u0628\u0629 \u0641\u064a \u0627\u0644\u0627\u0646\u062e\u0641\u0627\u0636. \u0627\u0633\u062a\u0642\u0631\u062a \u0623\u0633\u0639\u0627\u0631 Cloud H100 \u0639\u0646\u062f $2.85-$3.50 \u062f\u0648\u0644\u0627\u0631\u064b\u0627 \u0623\u0645\u0631\u064a\u0643\u064a\u064b\u0627 \u0641\u064a \u0627\u0644\u0633\u0627\u0639\u0629 \u0628\u0639\u062f \u0627\u0646\u062e\u0641\u0627\u0636\u0647\u0627 \u0645\u0646 \u0630\u0631\u0648\u062a\u0647\u0627 \u0641\u064a \u0639\u0627\u0645 2023. \u0648\u0648\u0641\u0642\u064b\u0627 \u0644\u0628\u062d\u062b arXiv\u060c \u0641\u0625\u0646 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u0644\u0633\u0627\u0639\u0629 \u0644\u0643\u0644 \u0628\u0637\u0627\u0642\u0629 A800 80G \u062a\u0628\u0644\u063a \u062d\u0648\u0627\u0644\u064a $0.79 \u062f\u0648\u0644\u0627\u0631\u064b\u0627 \u0623\u0645\u0631\u064a\u0643\u064a\u064b\u0627\u060c \u0648\u062a\u0642\u0639 \u0639\u0645\u0648\u0645\u064b\u0627 \u0636\u0645\u0646 \u0646\u0637\u0627\u0642 $0.51-$0.99 \u062f\u0648\u0644\u0627\u0631\u064b\u0627 \u0623\u0645\u0631\u064a\u0643\u064a\u064b\u0627 \u0641\u064a \u0627\u0644\u0633\u0627\u0639\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0644\u0642\u062f \u0623\u062d\u062f\u062b\u062a \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0645\u062b\u0644 \u0627\u0644\u062a\u0643\u0645\u064a\u0645 \u0648\u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0645\u0633\u062a\u0645\u0631 \u0648\u062a\u0642\u0646\u064a\u0629 PagedAttention \u0646\u0642\u0644\u0629 \u0646\u0648\u0639\u064a\u0629 \u0641\u064a \u0642\u062f\u0631\u0627\u062a \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629. \u0648\u0642\u062f \u062a\u062d\u0633\u0646\u062a \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0641\u064a \u0645\u0639\u064a\u0627\u0631 MLPerf Inference v5.1 \u0628\u0645\u0627 \u064a\u0635\u0644 \u0625\u0644\u0649 50% \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0623\u0641\u0636\u0644 \u0646\u0638\u0627\u0645 \u0641\u064a \u0627\u0644\u0625\u0635\u062f\u0627\u0631 5.0 \u0642\u0628\u0644 \u0633\u062a\u0629 \u0623\u0634\u0647\u0631 (\u0633\u0628\u062a\u0645\u0628\u0631 2025).<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0644\u0643\u0646 \u0647\u0646\u0627\u0643 \u0634\u0631\u0637.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">\u0645\u0641\u0627\u0631\u0642\u0629 \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0631\u0645\u0648\u0632<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u0644\u0627 \u064a\u0645\u062b\u0644 \u0627\u0646\u062e\u0641\u0627\u0636 \u0633\u0639\u0631 \u0627\u0644\u0631\u0645\u0632 \u0627\u0644\u0648\u0627\u062d\u062f \u0633\u0648\u0649 \u0646\u0635\u0641 \u0627\u0644\u062d\u0642\u064a\u0642\u0629. \u0623\u0645\u0627 \u0627\u0644\u0646\u0635\u0641 \u0627\u0644\u0622\u062e\u0631 \u0641\u064a\u062a\u0639\u0644\u0642 \u0628\u0639\u062f\u062f \u0627\u0644\u0631\u0645\u0648\u0632 \u0627\u0644\u062a\u064a \u062a\u0633\u062a\u0647\u0644\u0643\u0647\u0627 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062d\u062f\u064a\u062b\u0629 \u0641\u0639\u0644\u064a\u0627\u064b.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u064f\u0646\u062a\u062c \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0628\u0634\u0643\u0644 \u062e\u0637\u064a. \u0627\u0637\u0631\u062d \u0633\u0624\u0627\u0644\u0627\u064b\u060c \u0648\u0627\u062d\u0635\u0644 \u0639\u0644\u0649 \u0625\u062c\u0627\u0628\u0629. \u064a\u062a\u0646\u0627\u0633\u0628 \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0631\u0645\u0648\u0632 \u062a\u0642\u0631\u064a\u0628\u064b\u0627 \u0645\u0639 \u0637\u0648\u0644 \u0627\u0644\u0646\u0627\u062a\u062c. \u062a\u0633\u062a\u0647\u0644\u0643 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0627\u0644\u0645\u0643\u0648\u0646\u0629 \u0645\u0646 200 \u0643\u0644\u0645\u0629 \u0645\u0627 \u064a\u0642\u0627\u0631\u0628 250-300 \u0631\u0645\u0632.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u062e\u062a\u0644\u0641 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0641\u064a \u0637\u0631\u064a\u0642\u0629 \u0639\u0645\u0644\u0647\u0627. \u0641\u0647\u064a &quot;\u062a\u0641\u0643\u0631&quot; \u0641\u064a \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u062f\u0627\u062e\u0644\u064a\u0627\u064b \u0642\u0628\u0644 \u0625\u0646\u062a\u0627\u062c \u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a. \u0648\u062a\u0633\u062a\u0647\u0644\u0643 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0627\u0644\u062f\u0627\u062e\u0644\u064a\u0629 \u0647\u0630\u0647 \u0627\u0644\u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u0631\u0645\u0648\u0632.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u064f\u0638\u0647\u0631 \u0627\u0644\u0623\u0645\u062b\u0644\u0629 \u0627\u0644\u0648\u0627\u0642\u0639\u064a\u0629 \u062d\u062c\u0645 \u0647\u0630\u0627 \u0627\u0644\u062a\u062d\u0648\u0644. \u0642\u062f \u064a\u0633\u062a\u062e\u062f\u0645 \u0633\u0624\u0627\u0644 \u0628\u0633\u064a\u0637 10000 \u0631\u0645\u0632 \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u062f\u0627\u062e\u0644\u064a\u064b\u0627 \u0628\u064a\u0646\u0645\u0627 \u064a\u064f\u0639\u064a\u062f \u0625\u062c\u0627\u0628\u0629\u064b \u0644\u0627 \u062a\u062a\u062c\u0627\u0648\u0632 200 \u0631\u0645\u0632. \u0647\u0630\u0627 \u064a\u0632\u064a\u062f 50 \u0636\u0639\u0641\u064b\u0627 \u0639\u0646 \u0639\u062f\u062f \u0627\u0644\u0631\u0645\u0648\u0632 \u0627\u0644\u062a\u064a \u064a\u064f\u0634\u064a\u0631 \u0625\u0644\u064a\u0647\u0627 \u0627\u0644\u0646\u0627\u062a\u062c \u0627\u0644\u0638\u0627\u0647\u0631.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0641\u064a \u062d\u0627\u0644\u0627\u062a \u0627\u0633\u062a\u062b\u0646\u0627\u0626\u064a\u0629 \u0645\u0648\u062b\u0642\u0629 \u0645\u0646 \u0642\u0628\u0644 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646\u060c \u0627\u0633\u062a\u0647\u0644\u0643\u062a \u0628\u0639\u0636 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0623\u0643\u062b\u0631 \u0645\u0646 600 \u0631\u0645\u0632 \u0644\u0625\u0646\u062a\u0627\u062c \u0643\u0644\u0645\u062a\u064a\u0646 \u0641\u0642\u0637. \u0648\u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u062a\u0636\u062e\u0645 \u0627\u0633\u062a\u0639\u0644\u0627\u0645 \u0628\u0633\u064a\u0637\u060c \u0643\u0627\u0646 \u0633\u064a\u0633\u062a\u062e\u062f\u0645 50 \u0631\u0645\u0632\u064b\u0627 \u0641\u0642\u0637 \u0645\u0639 \u0646\u0645\u0648\u0630\u062c \u0642\u064a\u0627\u0633\u064a\u060c \u0644\u064a\u0635\u0644 \u0625\u0644\u0649 \u0623\u0643\u062b\u0631 \u0645\u0646 30,000 \u0631\u0645\u0632 \u0639\u0646\u062f \u062a\u0641\u0639\u064a\u0644 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0627\u0644\u0645\u062a\u0642\u062f\u0645.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0627\u0644\u0623\u062b\u0631 \u0627\u0644\u062a\u062c\u0627\u0631\u064a<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u064a\u064f\u0624\u062f\u064a \u0647\u0630\u0627 \u0625\u0644\u0649 \u0645\u0627 \u064a\u064f\u0637\u0644\u0642 \u0639\u0644\u064a\u0647 \u0627\u0644\u0628\u0639\u0636 &quot;\u0645\u0641\u0627\u0631\u0642\u0629 \u062a\u0643\u0644\u0641\u0629 \u0625\u062f\u0627\u0631\u0629 \u062f\u0648\u0631\u0629 \u062d\u064a\u0627\u0629 \u0627\u0644\u0645\u0646\u062a\u062c&quot;. \u0627\u0646\u062e\u0641\u0636 \u0633\u0639\u0631 \u0627\u0644\u0631\u0645\u0632 \u0627\u0644\u0645\u0645\u064a\u0632 \u0627\u0644\u0648\u0627\u062d\u062f \u0639\u0634\u0631\u0629 \u0623\u0636\u0639\u0627\u0641\u060c \u0628\u064a\u0646\u0645\u0627 \u0632\u0627\u062f \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0631\u0645\u0648\u0632 \u0627\u0644\u0645\u0645\u064a\u0632\u0629 \u0645\u0626\u0629 \u0636\u0639\u0641 \u0644\u0628\u0639\u0636 \u0623\u062d\u0645\u0627\u0644 \u0627\u0644\u0639\u0645\u0644. \u0644\u0627 \u062a\u064f\u0628\u0634\u0651\u0631 \u0647\u0630\u0647 \u0627\u0644\u062d\u0633\u0627\u0628\u0627\u062a \u0628\u0627\u0644\u062e\u064a\u0631 \u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u0648\u0627\u062c\u0647 \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0646\u0627\u0634\u0626\u0629 \u0627\u0644\u062a\u064a \u0628\u0646\u062a \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0633\u0639\u064a\u0631 \u0639\u0644\u0649 \u0623\u0633\u0627\u0633 \u0627\u0642\u062a\u0635\u0627\u062f\u064a\u0627\u062a \u0627\u0644\u0631\u0645\u0648\u0632 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0627\u0646\u062e\u0641\u0627\u0636\u064b\u0627 \u0641\u064a \u0647\u0648\u0627\u0645\u0634 \u0627\u0644\u0631\u0628\u062d. \u0641\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0642\u062f \u064a\u064f\u0643\u0628\u0651\u062f \u0627\u0644\u0639\u0645\u064a\u0644 \u0627\u0644\u0630\u064a \u064a\u062f\u0641\u0639 $20 \u0634\u0647\u0631\u064a\u064b\u0627 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u062a\u062a\u0631\u0627\u0648\u062d \u0628\u064a\u0646 $18 \u0648$25 \u062e\u0644\u0627\u0644 \u0645\u0647\u0627\u0645 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0627\u0644\u0645\u0639\u0642\u062f\u0629. \u0628\u0628\u0633\u0627\u0637\u0629\u060c \u0644\u0627 \u064a\u064f\u062c\u062f\u064a \u0646\u0645\u0648\u0630\u062c \u0627\u0642\u062a\u0635\u0627\u062f\u064a\u0627\u062a \u0627\u0644\u0648\u062d\u062f\u0629 \u0646\u0641\u0639\u064b\u0627.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0627\u0633\u062a\u062c\u0627\u0628 \u0628\u0639\u0636 \u0645\u0632\u0648\u062f\u064a \u0627\u0644\u062e\u062f\u0645\u0629 \u0628\u0648\u0636\u0639 \u062d\u062f \u0623\u0642\u0635\u0649 \u0644\u0639\u062f\u062f \u0631\u0645\u0648\u0632 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644\u060c \u0645\u0645\u0627 \u064a\u062d\u062f \u0645\u0646 \u0642\u062f\u0631\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 \u0625\u062c\u0631\u0627\u0621 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062a\u0641\u0643\u064a\u0631 \u0627\u0644\u062f\u0627\u062e\u0644\u064a\u0629. \u0628\u064a\u0646\u0645\u0627 \u0637\u0628\u0642 \u0622\u062e\u0631\u0648\u0646 \u0646\u0638\u0627\u0645 \u062a\u0633\u0639\u064a\u0631 \u0645\u062a\u062f\u0631\u062c \u062d\u064a\u062b \u062a\u0643\u0644\u0641 \u0627\u0644\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u0627\u0633\u062a\u062f\u0644\u0627\u0644\u064b\u0627 \u0645\u0643\u062b\u0641\u064b\u0627 \u062a\u0643\u0644\u0641\u0629 \u0623\u0639\u0644\u0649. \u0625\u0644\u0627 \u0623\u0646 \u0647\u0630\u0647 \u0627\u0644\u062d\u0644\u0648\u0644 \u062a\u062e\u0644\u0642 \u062a\u0639\u0642\u064a\u062f\u0627\u062a \u0648\u0645\u0634\u0627\u0643\u0644.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">\u0641\u0647\u0645 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 \u0644\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u0625\u0644\u0649 \u062c\u0627\u0646\u0628 \u062a\u0633\u0639\u064a\u0631 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a\u060c \u062a\u062d\u062a\u0627\u062c \u0627\u0644\u0641\u0631\u0642 \u0627\u0644\u062a\u064a \u062a\u0641\u0643\u0631 \u0641\u064a \u0646\u0634\u0631 \u062a\u0637\u0628\u064a\u0642\u0627\u062a\u0647\u0627 \u0630\u0627\u062a\u064a\u064b\u0627 \u0625\u0644\u0649 \u0641\u0647\u0645 \u0647\u064a\u0643\u0644 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0628\u0627\u0644\u0643\u0627\u0645\u0644. \u062a\u0643\u0634\u0641 \u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u0645\u062a\u0649 \u064a\u0643\u0648\u0646 \u0627\u0644\u0646\u0634\u0631 \u0627\u0644\u0630\u0627\u062a\u064a \u0645\u062c\u062f\u064a\u064b\u0627 \u0627\u0642\u062a\u0635\u0627\u062f\u064a\u064b\u0627\u060c \u0648\u0645\u062a\u0649 \u0644\u0627 \u064a\u0643\u0648\u0646 \u0643\u0630\u0644\u0643.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0627\u0642\u062a\u0635\u0627\u062f\u064a\u0627\u062a \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0644\u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u0648\u0641\u0642\u064b\u0627 \u0644\u0625\u0631\u0634\u0627\u062f\u0627\u062a \u0642\u064a\u0627\u0633 \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0635\u0627\u062f\u0631\u0629 \u0639\u0646 NVIDIA \u0641\u064a \u064a\u0648\u0646\u064a\u0648 2025\u060c \u0641\u0625\u0646 \u062d\u0633\u0627\u0628 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 \u064a\u062a\u0637\u0644\u0628 \u0645\u0631\u0627\u0639\u0627\u0629 \u0627\u0642\u062a\u0646\u0627\u0621 \u0627\u0644\u0623\u062c\u0647\u0632\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\u0639\u0631\u0636 \u0627\u0644\u0646\u0637\u0627\u0642 \u0627\u0644\u062a\u0631\u062f\u062f\u064a \u0644\u0644\u0634\u0628\u0643\u0629\u060c \u0648\u0627\u0644\u0646\u0641\u0642\u0627\u062a \u0627\u0644\u062a\u0634\u063a\u064a\u0644\u064a\u0629 \u0627\u0644\u0639\u0627\u0645\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u062a\u0631\u0627\u0648\u062d \u062a\u0643\u0644\u0641\u0629 \u0645\u062b\u064a\u0644\u0627\u062a H100 \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0628\u064a\u0646 2.85 \u06483.50 \u062c\u0646\u064a\u0647 \u0625\u0633\u062a\u0631\u0644\u064a\u0646\u064a \u0641\u064a \u0627\u0644\u0633\u0627\u0639\u0629\u060c \u0648\u0630\u0644\u0643 \u062d\u0633\u0628 \u0645\u0632\u0648\u062f \u0627\u0644\u062e\u062f\u0645\u0629 \u0648\u0645\u062f\u0629 \u0627\u0644\u0627\u0634\u062a\u0631\u0627\u0643. \u062a\u062a\u0637\u0644\u0628 \u0645\u062b\u064a\u0644\u0627\u062a H100 \u0627\u0644\u0645\u064f\u0633\u062a\u0636\u0627\u0641\u0629 \u0630\u0627\u062a\u064a\u064b\u0627 \u0646\u0641\u0642\u0627\u062a \u0631\u0623\u0633\u0645\u0627\u0644\u064a\u0629 \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u062a\u0643\u0627\u0644\u064a\u0641 \u062a\u0634\u063a\u064a\u0644\u064a\u0629 \u0645\u0633\u062a\u0645\u0631\u0629. \u0648\u064a\u0639\u062a\u0645\u062f \u062d\u0633\u0627\u0628 \u0646\u0642\u0637\u0629 \u0627\u0644\u062a\u0639\u0627\u062f\u0644 \u0639\u0644\u0649 \u0645\u0639\u062f\u0644\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u0634\u064a\u0631 \u0627\u0644\u0623\u0628\u062d\u0627\u062b \u0625\u0644\u0649 \u0623\u0646 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0630\u0627\u062a\u064a\u0629 \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u062a\u0635\u0628\u062d \u0645\u062c\u062f\u064a\u0629 \u0639\u0646\u062f\u0645\u0627 \u064a\u062a\u062c\u0627\u0648\u0632 \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 50% \u0628\u0634\u0643\u0644 \u0645\u0633\u062a\u062f\u0627\u0645. \u0623\u0645\u0627 \u062f\u0648\u0646 \u0647\u0630\u0627 \u0627\u0644\u062d\u062f\u060c \u0641\u0639\u0627\u062f\u0629\u064b \u0645\u0627 \u062a\u0648\u0641\u0631 \u062e\u062f\u0645\u0627\u062a \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (API) \u062c\u062f\u0648\u0649 \u0627\u0642\u062a\u0635\u0627\u062f\u064a\u0629 \u0623\u0641\u0636\u0644.<\/span><\/p>\n<table>\n<thead>\n<tr>\n<th><b>\u0639\u0646\u0635\u0631 \u0627\u0644\u062a\u0643\u0644\u0641\u0629<\/b><\/th>\n<th><b>\u0645\u0648\u0641\u0631 \u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629<\/b><\/th>\n<th><b>\u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629<\/b><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><span style=\"font-weight: 400;\">\u062a\u0643\u0644\u0641\u0629 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a<\/span><\/td>\n<td><span style=\"font-weight: 400;\">$2.85-3.50\/\u0633\u0627\u0639\u0629<\/span><\/td>\n<td><span style=\"font-weight: 400;\">$30,000-40,000 (H100)<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u0627\u0644\u0637\u0627\u0642\u0629 (\u0644\u0643\u0644 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0629)<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0645\u0634\u0645\u0648\u0644<\/span><\/td>\n<td><span style=\"font-weight: 400;\">$0.40-0.60\/\u0633\u0627\u0639\u0629<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u062a\u0628\u0631\u064a\u062f<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0645\u0634\u0645\u0648\u0644<\/span><\/td>\n<td><span style=\"font-weight: 400;\">$0.15-0.25\/\u0633\u0627\u0639\u0629<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u0634\u0628\u0643\u0629<\/span><\/td>\n<td><span style=\"font-weight: 400;\">$0.08-0.12\/GB \u0635\u0627\u062f\u0631<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0642\u0633\u0637 \u0634\u0647\u0631\u064a \u062b\u0627\u0628\u062a<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0627\u0644\u062d\u062f \u0627\u0644\u0623\u062f\u0646\u0649<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0645\u0647\u0646\u062f\u0633 \u0648\u0627\u062d\u062f \u0623\u0648 \u0627\u062b\u0646\u0627\u0646 \u0628\u062f\u0648\u0627\u0645 \u0643\u0627\u0645\u0644<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u0646\u0642\u0637\u0629 \u0627\u0644\u062a\u0639\u0627\u062f\u0644<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u2014<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0627\u0633\u062a\u062e\u062f\u0627\u0645 50%+<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3><span style=\"font-weight: 400;\">\u0645\u0639\u0627\u062f\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u064a\u064f\u062d\u062f\u062f \u0645\u0639\u062f\u0644 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0643\u0644 \u0634\u064a\u0621. \u0641\u062a\u0643\u0644\u0641\u0629 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0639\u0645\u0644 \u0628\u0645\u0639\u062f\u0644 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 30% \u062a\u0632\u064a\u062f \u0628\u0645\u0642\u062f\u0627\u0631 3.3 \u0623\u0636\u0639\u0627\u0641 \u0644\u0643\u0644 \u0639\u0645\u0644\u064a\u0629 \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u062a\u0644\u0643 \u0627\u0644\u062a\u064a \u062a\u0639\u0645\u0644 \u0628\u0645\u0639\u062f\u0644 100%. \u0648\u0644\u0643\u0646 \u062a\u062d\u0642\u064a\u0642 \u0645\u0639\u062f\u0644 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0639\u0627\u0644\u064d \u064a\u062a\u0637\u0644\u0628 \u062d\u062c\u0645 \u0639\u0645\u0644 \u062b\u0627\u0628\u062a \u0648\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u062a\u062c\u0645\u064a\u0639 \u0645\u062a\u0637\u0648\u0631\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u064a\u0645\u0643\u0646 \u0644\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u062f\u0641\u0639\u064a\u0629 \u0623\u0646 \u062a\u0642\u0644\u0644 \u062a\u0643\u0644\u0641\u0629 \u0643\u0644 \u0631\u0645\u0632 \u0625\u062e\u0631\u0627\u062c \u0628\u0645\u0627 \u064a\u0635\u0644 \u0625\u0644\u0649 30% \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0641\u0631\u062f\u064a\u0629. \u0648\u062a\u0639\u0645\u0644 \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0645\u0633\u062a\u0645\u0631\u060c \u062d\u064a\u062b \u064a\u0642\u0648\u0645 \u0645\u062d\u0631\u0643 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0628\u062f\u0645\u062c \u0627\u0644\u0637\u0644\u0628\u0627\u062a \u062f\u064a\u0646\u0627\u0645\u064a\u0643\u064a\u064b\u0627 \u0639\u0646\u062f \u0648\u0635\u0648\u0644\u0647\u0627\u060c \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.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u064f\u062d\u0633\u0651\u0646 \u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u062a\u0643\u0645\u064a\u0645\u060c \u0648\u0647\u064a\u0627\u0643\u0644 \u0645\u0632\u064a\u062c \u0627\u0644\u062e\u0628\u0631\u0627\u0621\u060c \u0648\u062a\u0646\u0642\u064a\u062d \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0627\u0644\u062c\u062f\u0648\u0649 \u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f\u064a\u0629 \u0628\u0645\u0642\u062f\u0627\u0631 2-5 \u0623\u0636\u0639\u0627\u0641 \u062f\u0648\u0646 \u0627\u0644\u0645\u0633\u0627\u0633 \u0628\u0627\u0644\u062c\u0648\u062f\u0629. \u0648\u0648\u0641\u0642\u064b\u0627 \u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0645\u0632\u0648\u062f Together.ai\u060c \u0641\u0625\u0646 \u0628\u0646\u064a\u0629 \u0645\u0632\u064a\u062c \u0627\u0644\u062e\u0628\u0631\u0627\u0621 \u0641\u064a DeepSeek \u0645\u064f\u0647\u064a\u0623\u0629 \u0644\u062a\u0642\u062f\u064a\u0645 \u0623\u062f\u0627\u0621 \u064a\u064f\u0636\u0627\u0647\u064a GPT-4 \u0628\u0643\u0641\u0627\u0621\u0629 \u0639\u0627\u0644\u064a\u0629 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u062a\u0643\u0644\u0641\u0629.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">\u0647\u064a\u0643\u0644 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0639\u0628\u0631 \u0623\u062d\u062c\u0627\u0645 \u0627\u0644\u0646\u0645\u0627\u0630\u062c<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u064a\u0624\u062b\u0631 \u062d\u062c\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0634\u0643\u0644 \u0645\u0628\u0627\u0634\u0631 \u0639\u0644\u0649 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644\u060c \u0644\u0643\u0646 \u0627\u0644\u0639\u0644\u0627\u0642\u0629 \u0644\u064a\u0633\u062a \u062e\u0637\u064a\u0629. \u0641\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0635\u063a\u0631 \u0644\u0627 \u062a\u0639\u0646\u064a \u0628\u0627\u0644\u0636\u0631\u0648\u0631\u0629 \u062a\u0643\u0627\u0644\u064a\u0641 \u0623\u0642\u0644 \u0646\u0633\u0628\u064a\u0627\u064b\u060c \u0648\u0642\u062f \u062a\u0648\u0641\u0631 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0643\u0628\u0631 \u0642\u064a\u0645\u0629 \u0623\u0641\u0636\u0644 \u0641\u064a \u0628\u0639\u0636 \u0627\u0644\u0623\u062d\u064a\u0627\u0646 \u0644\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0645\u0639\u0642\u062f\u0629.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0635\u063a\u064a\u0631\u0629 (\u0645\u0639\u0627\u0645\u0644\u0627\u062a \u0645\u0646 3B \u0625\u0644\u0649 7B)<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u062a\u062a\u0645\u064a\u0632 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0646\u0637\u0627\u0642 \u0628\u0643\u0641\u0627\u0621\u062a\u0647\u0627 \u0627\u0644\u0639\u0627\u0644\u064a\u0629 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0641\u064a \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0628\u0633\u064a\u0637\u0629. \u062a\u0628\u0644\u063a \u062a\u0643\u0644\u0641\u0629 Llama 3.2 3B \u062d\u0648\u0627\u0644\u064a $0.06 \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632. \u0648\u062a\u062a\u0639\u0627\u0645\u0644 \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0628\u0643\u0641\u0627\u0621\u0629 \u0645\u0639 \u0627\u0644\u062a\u0635\u0646\u064a\u0641\u060c \u0648\u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0639\u0644\u0649 \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0628\u0633\u064a\u0637\u0629\u060c \u0648\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0646\u0638\u0645\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u064a\u0643\u0645\u0646 \u0627\u0644\u0645\u0642\u0627\u0628\u0644 \u0641\u064a \u0627\u0644\u0642\u062f\u0631\u0629. \u0641\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0635\u063a\u064a\u0631\u0629 \u062a\u0648\u0627\u062c\u0647 \u0635\u0639\u0648\u0628\u0629 \u0641\u064a \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0627\u0644\u0645\u0639\u0642\u062f\u060c \u0648\u0641\u0647\u0645 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u062f\u0642\u064a\u0642\u060c \u0648\u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u0645\u0639\u0631\u0641\u0629 \u0648\u0627\u0633\u0639\u0629 \u0628\u0627\u0644\u0639\u0627\u0644\u0645. \u0648\u0647\u0630\u0627 \u0645\u0642\u0628\u0648\u0644 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0623\u062d\u0645\u0627\u0644 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062a\u0648\u0633\u0637\u0629 (\u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0645\u0646 13B \u0625\u0644\u0649 70B)<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u064a\u0645\u062b\u0644 \u0647\u0630\u0627 \u0627\u0644\u0646\u0637\u0627\u0642 \u0627\u0644\u0646\u0637\u0627\u0642 \u0627\u0644\u0623\u0645\u062b\u0644 \u0644\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a. \u0642\u062f \u064a\u0643\u0644\u0641 \u0646\u0645\u0648\u0630\u062c \u0628\u062d\u062c\u0645 13 \u0645\u0644\u064a\u0627\u0631 \u0646\u0642\u0637\u0629 \u064a\u062d\u0642\u0642 95% \u0645\u0646 \u062f\u0631\u062c\u0629 MMLU \u0644\u0646\u0645\u0648\u0630\u062c GPT-3\u060c $0.25 \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u0645\u0645\u064a\u0632 - \u0648\u0647\u0648 \u0623\u0639\u0644\u0649 \u0645\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0635\u063a\u064a\u0631\u0629\u060c \u0648\u0644\u0643\u0646\u0647 \u064a\u062a\u0645\u062a\u0639 \u0628\u0642\u062f\u0631\u0627\u062a \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0623\u0641\u0636\u0644 \u0628\u0643\u062b\u064a\u0631.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u064f\u0642\u062f\u0651\u0645 \u0646\u0645\u0627\u0630\u062c \u0641\u0626\u0629 70B\u060c \u0645\u062b\u0644 Llama 3.1 70B\u060c \u0623\u062f\u0627\u0621\u064b \u0645\u062a\u0645\u064a\u0632\u064b\u0627 \u064a\u064f\u0642\u0627\u0631\u0628 \u0623\u062f\u0627\u0621 \u0623\u062d\u062f\u062b \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a\u060c \u062d\u064a\u062b \u062a\u0628\u0644\u063a \u062a\u0643\u0644\u0641\u062a\u0647\u0627 \u062d\u0648\u0627\u0644\u064a $0.80 \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632. \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u0642\u062f\u0631\u0629 \u0627\u0633\u062a\u062f\u0644\u0627\u0644\u064a\u0629 \u0642\u0648\u064a\u0629 \u062f\u0648\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0625\u0645\u0643\u0627\u0646\u064a\u0627\u062a \u0645\u062a\u0637\u0648\u0631\u0629 \u0644\u0644\u063a\u0627\u064a\u0629\u060c \u062a\u064f\u0648\u0641\u0651\u0631 \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0642\u062a\u0635\u0627\u062f\u064a\u0627\u062a \u0648\u062d\u062f\u0629 \u0645\u0645\u062a\u0627\u0632\u0629.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0643\u0628\u064a\u0631\u0629 (\u0623\u0643\u062b\u0631 \u0645\u0646 175 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u0645\u0629)<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u062a\u062a\u0631\u0627\u0648\u062d \u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0631\u0627\u0626\u062f\u0629 \u0645\u062b\u0644 GPT-4 \u0648Claude \u0648Gemini Ultra \u0628\u064a\u0646 $2 \u064815 \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632\u060c \u0648\u0630\u0644\u0643 \u062d\u0633\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u062d\u062f\u062f \u0648\u0645\u0632\u0648\u062f \u0627\u0644\u062e\u062f\u0645\u0629. \u0648\u062a\u062a\u0645\u064a\u0632 \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0628\u0642\u062f\u0631\u062a\u0647\u0627 \u0627\u0644\u0641\u0627\u0626\u0642\u0629 \u0639\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0627\u0644\u0645\u0639\u0642\u062f\u060c \u0648\u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0625\u0628\u062f\u0627\u0639\u064a\u0629\u060c \u0648\u062d\u0644 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u0645\u0639\u0631\u0641\u0629 \u0645\u062a\u0639\u0645\u0642\u0629 \u0628\u0627\u0644\u0645\u062c\u0627\u0644.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u0635\u0628\u062d \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0623\u0639\u0644\u0649 \u0644\u0643\u0644 \u0631\u0645\u0632 \u0627\u0642\u062a\u0635\u0627\u062f\u064a\u064b\u0627 \u0639\u0646\u062f\u0645\u0627 \u064a\u0643\u0645\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0647\u0627\u0645 \u0641\u064a \u0639\u062f\u062f \u0623\u0642\u0644 \u0645\u0646 \u0627\u0644\u062a\u0643\u0631\u0627\u0631\u0627\u062a\u060c \u0623\u0648 \u064a\u0642\u062f\u0645 \u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0623\u0643\u062b\u0631 \u062f\u0642\u0629\u060c \u0623\u0648 \u064a\u0645\u0643\u0651\u0646 \u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u064a \u0644\u0627 \u062a\u0633\u062a\u0637\u064a\u0639 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0635\u063a\u0631 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639\u0647\u0627 \u0628\u0628\u0633\u0627\u0637\u0629.<\/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=\"276\" height=\"74\" 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: 276px) 100vw, 276px\" \/><\/p>\n<h2><span style=\"font-weight: 400;\">\u0647\u0644 \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0645\u0633\u0627\u0639\u062f\u0629 \u0641\u064a \u062a\u0635\u0645\u064a\u0645 \u0648\u0646\u0634\u0631 \u0646\u0638\u0627\u0645 \u0625\u062f\u0627\u0631\u0629 \u062f\u0648\u0631\u0629 \u062d\u064a\u0627\u0629 \u0627\u0644\u0642\u0627\u0646\u0648\u0646\u061f<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u062e\u0637\u0637 \u0644\u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0648\u0630\u062c \u0644\u063a\u0648\u064a \u0643\u0628\u064a\u0631 \u0641\u064a \u0628\u064a\u0626\u0629 \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u060c \u0641\u0645\u0646 \u0627\u0644\u0645\u0641\u064a\u062f \u0627\u0644\u0639\u0645\u0644 \u0645\u0639 \u0641\u0631\u064a\u0642 \u064a\u0642\u0648\u0645 \u0628\u0628\u0646\u0627\u0621 \u0648\u0646\u0634\u0631 \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0643\u0644 \u064a\u0648\u0645. <\/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 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\u0628\u062a\u0642\u064a\u064a\u0645 \u062d\u0627\u0644\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\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 \u0648\u0627\u0644\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u062a\u0635\u0645\u064a\u0645 \u0648\u0628\u0646\u0627\u0621 \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0623\u0648 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u0627\u0644\u0645\u062e\u0635\u0635\u0629<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0646\u0634\u0631 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style=\"font-weight: 400;\">\u062e\u062f\u0645\u0627\u062a \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u0642\u0627\u0628\u0644 \u0627\u0642\u062a\u0635\u0627\u062f\u064a\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u064a\u0639\u062a\u0645\u062f \u0627\u0644\u0627\u062e\u062a\u064a\u0627\u0631 \u0628\u064a\u0646 \u062e\u062f\u0645\u0627\u062a \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (API) \u0648\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\u0644\u0649 \u0627\u0644\u062d\u062c\u0645 \u0648\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0627\u0644\u0642\u062f\u0631\u0627\u062a \u0627\u0644\u062a\u0642\u0646\u064a\u0629. \u0648\u0644\u0627 \u064a\u0648\u062c\u062f \u062e\u064a\u0627\u0631 \u0648\u0627\u062d\u062f \u0645\u0647\u064a\u0645\u0646 \u0628\u0634\u0643\u0644 \u0645\u0637\u0644\u0642.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0639\u0646\u062f\u0645\u0627 \u062a\u0641\u0648\u0632 \u062e\u062f\u0645\u0627\u062a \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u062a\u0648\u0641\u0631 \u062e\u062f\u0645\u0627\u062a \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (API) \u0645\u0646 OpenAI \u0648Anthropic \u0648Google \u0648\u0645\u0632\u0648\u062f\u064a\u0646 \u0645\u062b\u0644 Together.ai \u062d\u0644\u0648\u0644\u0627\u064b \u0627\u0642\u062a\u0635\u0627\u062f\u064a\u0629 \u062c\u0630\u0627\u0628\u0629 \u0644\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a. \u0639\u062f\u0645 \u0627\u0644\u062d\u0627\u062c\u0629 \u0644\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u064a\u0639\u0646\u064a \u0623\u0646 \u0627\u0644\u0641\u0631\u0642 \u0633\u062a\u0631\u0643\u0632 \u0639\u0644\u0649 \u0645\u0646\u0637\u0642 \u0627\u0644\u062a\u0637\u0628\u064a\u0642 \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0625\u062f\u0627\u0631\u0629 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU).<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u062a\u0646\u0627\u0633\u0628 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0637\u0631\u062f\u064a\u064b\u0627 \u0645\u0639 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645. \u0648\u062a\u0643\u0648\u0646 \u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0623\u0634\u0647\u0631 \u0630\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u0646\u062e\u0641\u0636 \u0623\u0642\u0644 \u0646\u0633\u0628\u064a\u064b\u0627 \u0645\u0646 \u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0623\u0634\u0647\u0631 \u0630\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u0631\u062a\u0641\u0639. \u0644\u0627 \u062a\u0648\u062c\u062f \u0646\u0641\u0642\u0627\u062a \u0631\u0623\u0633\u0645\u0627\u0644\u064a\u0629\u060c \u0648\u0644\u0627 \u0637\u0627\u0642\u0629 \u0641\u0627\u0626\u0636\u0629 \u062e\u0644\u0627\u0644 \u0641\u062a\u0631\u0627\u062a \u0627\u0646\u062e\u0641\u0627\u0636 \u0627\u0644\u0637\u0644\u0628\u060c \u0648\u0644\u0627 \u062a\u0643\u0627\u0644\u064a\u0641 \u062a\u0634\u063a\u064a\u0644\u064a\u0629 \u0625\u0636\u0627\u0641\u064a\u0629 \u0644\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0644\u062e\u062f\u0645\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0630\u0627\u062a \u0623\u0646\u0645\u0627\u0637 \u062d\u0631\u0643\u0629 \u0627\u0644\u0645\u0631\u0648\u0631 \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0629\u060c \u0623\u0648 \u0627\u0644\u0637\u0644\u0628 \u0627\u0644\u0645\u0648\u0633\u0645\u064a\u060c \u0623\u0648 \u0645\u0633\u0627\u0631\u0627\u062a \u0627\u0644\u0646\u0645\u0648 \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u0648\u0642\u0639\u0629\u060c \u0641\u0625\u0646 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (APIs) \u062a\u0648\u0641\u0631 \u0639\u0627\u062f\u0629\u064b \u0627\u0642\u062a\u0635\u0627\u062f\u064a\u0627\u062a \u0623\u0641\u0636\u0644 \u0645\u0627 \u0644\u0645 \u064a\u062a\u062c\u0627\u0648\u0632 \u0645\u0639\u062f\u0644 \u0627\u0644\u0646\u0642\u0644 \u0627\u0644\u0645\u0633\u062a\u062f\u0627\u0645 \u0639\u062a\u0628\u0629 \u0639\u0627\u0644\u064a\u0629 \u0625\u0644\u0649 \u062d\u062f \u0645\u0627.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0645\u062a\u0649 \u064a\u0643\u0648\u0646 \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0645\u0646\u0637\u0642\u064a\u0629<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u064a\u0635\u0628\u062d \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0645\u062c\u062f\u064a\u0629 \u0627\u0642\u062a\u0635\u0627\u062f\u064a\u064b\u0627 \u0639\u0646\u062f\u0645\u0627 \u064a\u062a\u062c\u0627\u0648\u0632 \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) \u0628\u0634\u0643\u0644 \u0645\u0633\u062a\u062f\u0627\u0645 50%. \u0648\u0648\u0641\u0642\u064b\u0627 \u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0642\u064a\u0627\u0633 \u0627\u0644\u0623\u062f\u0627\u0621\u060c \u064a\u062a\u0637\u0644\u0628 \u0630\u0644\u0643 \u062d\u062c\u0645 \u0639\u0645\u0644 \u062b\u0627\u0628\u062a\u064b\u0627 - \u0645\u0627 \u064a\u0642\u0631\u0628 \u0645\u0646 10 \u0645\u0644\u0627\u064a\u064a\u0646 \u0631\u0645\u0632 \u0645\u0645\u064a\u0632 \u064a\u0648\u0645\u064a\u064b\u0627 \u0644\u0625\u0639\u062f\u0627\u062f \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a \u0648\u0627\u062d\u062f\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0625\u0644\u0649 \u062c\u0627\u0646\u0628 \u0627\u0644\u0627\u0639\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f\u064a\u0629 \u0627\u0644\u0628\u062d\u062a\u0629\u060c \u062a\u0644\u062c\u0623 \u0628\u0639\u0636 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0625\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0644\u0636\u0645\u0627\u0646 \u062e\u0635\u0648\u0635\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0623\u0648 \u0644\u062a\u0644\u0628\u064a\u0629 \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u062a\u062e\u0635\u064a\u0635\u060c \u0623\u0648 \u0644\u062a\u0644\u0628\u064a\u0629 \u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a \u0645\u062d\u062f\u062f\u0629 \u062a\u062a\u0639\u0644\u0642 \u0628\u0632\u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629. \u0641\u064a \u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u0623\u062d\u064a\u0627\u0646\u060c \u0644\u0627 \u062a\u0633\u062a\u0637\u064a\u0639 \u062a\u0637\u0628\u064a\u0642\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\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062d\u0643\u0648\u0645\u064a\u0629 \u0625\u0631\u0633\u0627\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \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 \u0645\u0632\u0627\u064a\u0627 \u0627\u0644\u062a\u0643\u0644\u0641\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u064f\u0645\u0643\u0651\u0646 \u0645\u062d\u0631\u0643\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0645\u062b\u0644 vLLM \u0645\u0646 \u0639\u0645\u0644\u064a\u0627\u062a \u0646\u0634\u0631 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0623\u062f\u0627\u0621 \u0648\u0645\u0633\u062a\u0636\u0627\u0641\u0629 \u0630\u0627\u062a\u064a\u064b\u0627. \u062a\u0639\u0645\u0644 \u062a\u0642\u0646\u064a\u0627\u062a PagedAttention \u0648\u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0645\u0633\u062a\u0645\u0631 \u0641\u064a vLLM \u0639\u0644\u0649 \u0632\u064a\u0627\u062f\u0629 \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 \u0625\u0644\u0649 \u0623\u0642\u0635\u0649 \u062d\u062f\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644 \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0623\u0643\u062b\u0631 \u062a\u0646\u0627\u0641\u0633\u064a\u0629 \u0645\u0646 \u0627\u0644\u0646\u0627\u062d\u064a\u0629 \u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f\u064a\u0629.<\/span><\/p>\n<table>\n<thead>\n<tr>\n<th><b>\u0639\u0627\u0645\u0644<\/b><\/th>\n<th><b>\u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0645\u0641\u0636\u0644\u0629<\/b><\/th>\n<th><b>\u064a\u0641\u0636\u0644 \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629<\/b><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><span style=\"font-weight: 400;\">\u0645\u0642\u062f\u0627\u0631<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0623\u0642\u0644 \u0645\u0646 10 \u0645\u0644\u0627\u064a\u064a\u0646 \u0631\u0645\u0632 \u0645\u0645\u064a\u0632 \u064a\u0648\u0645\u064a\u064b\u0627<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0623\u0643\u062b\u0631 \u0645\u0646 50 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u0645\u0645\u064a\u0632 \u064a\u0648\u0645\u064a\u064b\u0627<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u0646\u0645\u0637 \u062d\u0631\u0643\u0629 \u0627\u0644\u0645\u0631\u0648\u0631<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0645\u062a\u063a\u064a\u0631\/\u0634\u0627\u0626\u0643<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0645\u062a\u0633\u0642\/\u0642\u0627\u0628\u0644 \u0644\u0644\u062a\u0646\u0628\u0624<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a \u0632\u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0645\u0631\u0646<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0645\u0646\u062e\u0641\u0636\u0629 \u0644\u0644\u063a\u0627\u064a\u0629<\/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;\">\u0645\u0639\u064a\u0627\u0631<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u062d\u0633\u0627\u0633\u064a\u0629 \u0639\u0627\u0644\u064a\u0629<\/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;\">\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629 \u062c\u064a\u062f\u0629<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0647\u0644 \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0646\u0645\u0627\u0630\u062c \u0645\u062e\u0635\u0635\u0629\u061f<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u0627\u0644\u0642\u062f\u0631\u0629 \u0627\u0644\u062a\u0642\u0646\u064a\u0629<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0627\u0644\u0645\u062d\u062f\u0648\u062f\u0629<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0641\u0631\u064a\u0642 \u0639\u0645\u0644\u064a\u0627\u062a \u0642\u0648\u064a \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2><span style=\"font-weight: 400;\">\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062a\u064a \u062a\u064f\u062d\u062f\u062b \u062a\u062d\u0648\u0644\u0627\u064b \u0641\u064a \u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u064a\u0645\u0643\u0646 \u0644\u0639\u062f\u0629 \u062a\u0642\u0646\u064a\u0627\u062a \u0623\u0646 \u062a\u0642\u0644\u0644 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0628\u0645\u0642\u062f\u0627\u0631 \u064a\u062a\u0631\u0627\u0648\u062d \u0628\u064a\u0646 \u0636\u0639\u0641\u064a\u0646 \u0625\u0644\u0649 \u0639\u0634\u0631\u0629 \u0623\u0636\u0639\u0627\u0641 \u062f\u0648\u0646 \u0627\u0644\u0645\u0633\u0627\u0633 \u0628\u0627\u0644\u062c\u0648\u062f\u0629. \u0648\u062a\u0639\u0645\u0644 \u0647\u0630\u0647 \u0627\u0644\u062a\u062d\u0633\u064a\u0646\u0627\u062a \u0633\u0648\u0627\u0621 \u0628\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 \u0623\u0648 \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0627\u0644\u062a\u0643\u0645\u064a\u0645<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u064a\u0624\u062f\u064a \u0627\u0644\u062a\u0643\u0645\u064a\u0645 \u0625\u0644\u0649 \u062a\u0642\u0644\u064a\u0644 \u062f\u0642\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0645\u0646 16 \u0628\u062a \u0623\u0648 32 \u0628\u062a \u0644\u0644\u0641\u0627\u0635\u0644\u0629 \u0627\u0644\u0639\u0627\u0626\u0645\u0629 \u0625\u0644\u0649 8 \u0628\u062a \u0623\u0648 \u062d\u062a\u0649 4 \u0628\u062a 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src=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/03\/image1-21.webp\" alt=\"\u0645\u0642\u0627\u0631\u0646\u0629 \u0625\u0645\u0643\u0627\u0646\u0627\u062a \u062e\u0641\u0636 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0639\u0628\u0631 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629\" width=\"1159\" height=\"607\" srcset=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/03\/image1-21.webp 1159w, https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/03\/image1-21-300x157.webp 300w, https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/03\/image1-21-1024x536.webp 1024w, https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/03\/image1-21-768x402.webp 768w, https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/03\/image1-21-18x9.webp 18w\" sizes=\"(max-width: 1159px) 100vw, 1159px\" \/><\/p>\n<h2><span style=\"font-weight: 400;\">\u0627\u0644\u0645\u0634\u0647\u062f \u0627\u0644\u062e\u062f\u0645\u064a \u0641\u064a \u0639\u0627\u0645 2026<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u0644\u0642\u062f \u062a\u0637\u0648\u0631 \u0633\u0648\u0642 \u0645\u0632\u0648\u062f\u064a \u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631. \u0648\u062a\u0644\u0628\u064a \u0627\u0644\u0622\u0646 \u0639\u062f\u0629 \u0641\u0626\u0627\u062a \u0645\u0646 \u0627\u0644\u0645\u0632\u0648\u062f\u064a\u0646 \u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062d\u062f\u0648\u062f<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u062a\u064f\u0642\u062f\u0651\u0645 OpenAI \u0648Anthropic \u0648Google \u0625\u0645\u0643\u0627\u0646\u064a\u0627\u062a \u0645\u062a\u0637\u0648\u0631\u0629 \u0628\u0623\u0633\u0639\u0627\u0631 \u0645\u0631\u062a\u0641\u0639\u0629. \u062a\u062a\u0631\u0627\u0648\u062d \u062a\u0643\u0644\u0641\u0629 \u0646\u0645\u0627\u0630\u062c GPT-4 \u0628\u064a\u0646 $2 \u064815 \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632\u060c \u0648\u0630\u0644\u0643 \u062d\u0633\u0628 \u0646\u0648\u0639 \u0627\u0644\u0646\u0645\u0648\u0630\u062c. \u064a\u0633\u062a\u062b\u0645\u0631 \u0647\u0624\u0644\u0627\u0621 \u0627\u0644\u0645\u0632\u0648\u062f\u0648\u0646 \u0628\u0643\u062b\u0627\u0641\u0629 \u0641\u064a \u0627\u0644\u0633\u0644\u0627\u0645\u0629 \u0648\u0627\u0644\u0645\u0648\u062b\u0648\u0642\u064a\u0629 \u0648\u0627\u0644\u0642\u062f\u0631\u0627\u062a \u0627\u0644\u0645\u062a\u0637\u0648\u0631\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u064a\u0645\u062b\u0644 \u0646\u0645\u0648\u0630\u062c\u0627 o3 \u0648 o4-mini \u0645\u0646 OpenAI\u060c \u0627\u0644\u0644\u0630\u0627\u0646 \u062a\u0645 \u0625\u0635\u062f\u0627\u0631\u0647\u0645\u0627 \u0639\u0627\u0645 2025\u060c \u062a\u0637\u0648\u0631\u0627\u064b \u0645\u0644\u062d\u0648\u0638\u0627\u064b \u0641\u064a \u0642\u062f\u0631\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644. \u0648\u0648\u0641\u0642\u0627\u064b \u0644\u062a\u0642\u064a\u064a\u0645\u0627\u062a OpenAI\u060c \u064a\u0631\u062a\u0643\u0628 o3 \u0623\u062e\u0637\u0627\u0621\u064b \u062c\u0633\u064a\u0645\u0629 \u0623\u0642\u0644 \u0628\u0643\u062b\u064a\u0631 \u0645\u0646 o1 \u0641\u064a \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0635\u0639\u0628\u0629 \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u0645\u0647\u0627\u0631\u0627\u062a \u0648\u0627\u0642\u0639\u064a\u0629\u060c \u0648\u064a\u062a\u0641\u0648\u0642 \u0628\u0634\u0643\u0644 \u062e\u0627\u0635 \u0641\u064a \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0648\u0627\u0644\u0627\u0633\u062a\u0634\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0645\u0646\u0635\u0627\u062a \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0635\u0627\u062f\u0631 \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u062a\u0648\u0641\u0631 \u0634\u0631\u0643\u0627\u062a \u0645\u062b\u0644 Together.ai \u0648Fireworks \u0648Replicate \u0646\u0645\u0627\u0630\u062c \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0628\u0623\u0633\u0639\u0627\u0631 \u0623\u0642\u0644 \u0628\u0643\u062b\u064a\u0631. \u062a\u0648\u0641\u0631 \u0646\u0645\u0627\u0630\u062c DeepSeek \u0639\u0644\u0649 \u0645\u0646\u0635\u0629 Together.ai \u0648\u0641\u0648\u0631\u0627\u062a \u0641\u064a \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u062a\u062a\u0631\u0627\u0648\u062d \u0628\u064a\u0646 70 \u0648901 \u062a\u064a\u0631\u0627\u0628\u0627\u064a\u062a \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0627\u0644\u0628\u062f\u0627\u0626\u0644 \u0645\u063a\u0644\u0642\u0629 \u0627\u0644\u0645\u0635\u062f\u0631\u060c \u0645\u0639 \u062a\u0642\u062f\u064a\u0645 \u0623\u062f\u0627\u0621 \u0641\u0627\u0626\u0642.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u062c\u0645\u0639 \u0647\u0630\u0647 \u0627\u0644\u0645\u0646\u0635\u0627\u062a \u0628\u064a\u0646 \u0646\u0645\u0627\u0630\u062c \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0634\u0627\u0626\u0639\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0628\u0646\u064a\u0629 \u062a\u062d\u062a\u064a\u0629 \u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u062e\u062f\u0645\u0629. \u0648\u0627\u0644\u0646\u062a\u064a\u062c\u0629: \u0623\u062f\u0627\u0621 \u0645\u0645\u062a\u0627\u0632 \u0628\u0623\u0633\u0639\u0627\u0631 \u0623\u0642\u0644 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\u0627\u0644\u062a\u0648\u0642\u0639\u0627\u062a.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0645\u0646 \u063a\u064a\u0631 \u0627\u0644\u0645\u0631\u062c\u062d \u0623\u0646 \u062a\u0633\u062a\u0645\u0631 \u0645\u0639\u062f\u0644\u0627\u062a \u062e\u0641\u0636 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u062a\u064a \u0628\u0644\u063a\u062a \u0639\u0634\u0631\u0629 \u0623\u0636\u0639\u0627\u0641 \u0633\u0646\u0648\u064a\u064b\u0627 \u062e\u0644\u0627\u0644 \u0627\u0644\u0641\u062a\u0631\u0629 \u0645\u0646 2021 \u0625\u0644\u0649 2025 \u0628\u0646\u0641\u0633 \u0627\u0644\u0648\u062a\u064a\u0631\u0629. \u0641\u0642\u062f \u062a\u0645 \u0627\u0633\u062a\u063a\u0644\u0627\u0644 \u0641\u0631\u0635 \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0633\u0647\u0644\u0629. \u0648\u062a\u0633\u062a\u0645\u0631 \u062a\u062d\u0633\u064a\u0646\u0627\u062a \u0627\u0644\u0623\u062c\u0647\u0632\u0629\u060c \u0648\u0644\u0643\u0646 \u0628\u0648\u062a\u064a\u0631\u0629 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\u0627\u0644\u062e\u0641\u064a - \u0641\u0627\u0633\u062a\u0641\u062f \u0645\u0646\u0647\u0627.<\/span><\/li>\n<\/ul>\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\">\u0643\u0645 \u062a\u0628\u0644\u063a \u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0645\u0648\u0630\u062c LLM \u0644\u0643\u0644 \u0637\u0644\u0628\u061f<\/h3>\n<div>\n<p class=\"faq-a\">\u062a\u062a\u0641\u0627\u0648\u062a \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0641\u064a \u0646\u0645\u0627\u0630\u062c LLM \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u062d\u062c\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u062a\u0639\u0642\u064a\u062f \u0627\u0644\u0637\u0644\u0628. \u062a\u0643\u0644\u0641 \u0627\u0644\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0628\u0633\u064a\u0637\u0629 \u0644\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0635\u063a\u064a\u0631\u0629 (\u0645\u0646 3 \u0625\u0644\u0649 7 \u0645\u0644\u064a\u0627\u0631\u0627\u062a \u0645\u064f\u0639\u0627\u0645\u0644) \u0623\u062c\u0632\u0627\u0621\u064b \u0645\u0646 \u0627\u0644\u0633\u0646\u062a - \u0623\u064a \u0645\u0627 \u064a\u0642\u0627\u0631\u0628 $0.01-0.05 \u0644\u0643\u0644 1000 \u0637\u0644\u0628. \u0623\u0645\u0627 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062a\u0648\u0633\u0637\u0629 (\u0645\u0646 13 \u0625\u0644\u0649 70 \u0645\u0644\u064a\u0627\u0631 \u0645\u064f\u0639\u0627\u0645\u0644) \u0641\u062a\u0643\u0644\u0641 $0.10-0.80 \u0644\u0643\u0644 1000 \u0637\u0644\u0628. \u0628\u064a\u0646\u0645\u0627 \u062a\u0643\u0644\u0641 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0643\u0628\u064a\u0631\u0629 (\u0623\u0643\u062b\u0631 \u0645\u0646 175 \u0645\u0644\u064a\u0627\u0631 \u0645\u064f\u0639\u0627\u0645\u0644) $2-15 \u0644\u0643\u0644 1000 \u0637\u0644\u0628. \u0645\u0639 \u0630\u0644\u0643\u060c \u0642\u062f \u062a\u0633\u062a\u0647\u0644\u0643 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0645\u0646 50 \u0625\u0644\u0649 100 \u0636\u0639\u0641 \u0639\u062f\u062f \u0627\u0644\u0631\u0645\u0648\u0632 \u0627\u0644\u0645\u0645\u064a\u0632\u0629 \u0627\u0644\u062a\u064a \u064a\u064f\u0634\u064a\u0631 \u0625\u0644\u064a\u0647\u0627 \u0637\u0648\u0644 \u0627\u0644\u0645\u064f\u062e\u0631\u062c\u0627\u062a\u060c \u0645\u0645\u0627 \u064a\u0632\u064a\u062f \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0641\u0639\u0644\u064a\u0629 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631.<\/p>\n<\/div>\n<\/div>\n<div class=\"faq-question\">\n<h3 class=\"faq-q\">\u0647\u0644 \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0623\u0631\u062e\u0635 \u0645\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u062f\u0645\u0627\u062a \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (API)\u061f<\/h3>\n<div>\n<p class=\"faq-a\">\u064a\u0635\u0628\u062d \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0623\u0631\u062e\u0635 \u0645\u0646 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (APIs) \u0639\u0646\u062f\u0645\u0627 \u064a\u062a\u062c\u0627\u0648\u0632 \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) \u062d\u0648\u0627\u0644\u064a 50% \u0628\u0634\u0643\u0644 \u0645\u0633\u062a\u0645\u0631. \u064a\u062a\u0637\u0644\u0628 \u0647\u0630\u0627 \u0639\u0627\u062f\u0629\u064b \u0645\u0639\u0627\u0644\u062c\u0629 \u0623\u0643\u062b\u0631 \u0645\u0646 10 \u0645\u0644\u0627\u064a\u064a\u0646 \u0631\u0645\u0632 \u0645\u0645\u064a\u0632 \u064a\u0648\u0645\u064a\u064b\u0627 \u0644\u0643\u0644 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a. \u0623\u0645\u0627 \u062f\u0648\u0646 \u0647\u0630\u0627 \u0627\u0644\u062d\u062f\u060c \u0641\u062a\u0648\u0641\u0631 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0639\u0627\u062f\u0629\u064b \u062c\u062f\u0648\u0649 \u0627\u0642\u062a\u0635\u0627\u062f\u064a\u0629 \u0623\u0641\u0636\u0644 \u0644\u0623\u0646\u0647\u0627 \u062a\u062a\u062c\u0646\u0628 \u0627\u0644\u0646\u0641\u0642\u0627\u062a \u0627\u0644\u0631\u0623\u0633\u0645\u0627\u0644\u064a\u0629 \u0648\u0644\u0627 \u062a\u062f\u0641\u0639 \u0645\u0642\u0627\u0628\u0644 \u0627\u0644\u0633\u0639\u0629 \u063a\u064a\u0631 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629. \u0643\u0645\u0627 \u062a\u062a\u0637\u0644\u0628 \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u062e\u0628\u0631\u0629 \u0641\u064a \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0648\u062a\u0643\u0627\u0644\u064a\u0641 \u0625\u0636\u0627\u0641\u064a\u0629 \u0644\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629.<\/p>\n<\/div>\n<\/div>\n<div class=\"faq-question\">\n<h3 class=\"faq-q\">\u0644\u0645\u0627\u0630\u0627 \u062a\u064f\u0639\u062a\u0628\u0631 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0628\u0627\u0647\u0638\u0629 \u0627\u0644\u062b\u0645\u0646\u061f<\/h3>\n<div>\n<p class=\"faq-a\">\u062a\u064f\u0646\u062a\u062c \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0639\u062f\u062f\u064b\u0627 \u0643\u0628\u064a\u0631\u064b\u0627 \u0645\u0646 \u0627\u0644\u0631\u0645\u0648\u0632 \u0627\u0644\u062f\u0627\u062e\u0644\u064a\u0629 &quot;\u0644\u0644\u062a\u0641\u0643\u064a\u0631&quot; \u0642\u0628\u0644 \u0625\u062e\u0631\u0627\u062c \u0627\u0644\u0646\u062a\u0627\u0626\u062c. \u0642\u062f \u064a\u0633\u062a\u0647\u0644\u0643 \u0631\u062f\u064c\u0651 \u064a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 200 \u0631\u0645\u0632 \u0645\u0631\u0626\u064a \u0645\u0627 \u0628\u064a\u0646 10,000 \u064830,000 \u0631\u0645\u0632 \u0625\u062c\u0645\u0627\u0644\u064b\u0627 \u0623\u062b\u0646\u0627\u0621 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644. \u064a\u064f\u062d\u062a\u0633\u0628 \u0647\u0630\u0627 \u0627\u0644\u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u062f\u0627\u062e\u0644\u064a \u0644\u0644\u0631\u0645\u0648\u0632 \u0636\u0645\u0646 \u0627\u0644\u062a\u0643\u0644\u0641\u0629\u060c \u0648\u0644\u0643\u0646\u0647 \u064a\u0628\u0642\u0649 \u063a\u064a\u0631 \u0645\u0631\u0626\u064a \u0641\u064a \u0627\u0644\u0646\u062a\u0627\u0626\u062c\u060c \u0645\u0645\u0627 \u064a\u062e\u0644\u0642 \u062d\u0627\u0644\u0627\u062a \u062a\u0628\u062f\u0648 \u0641\u064a\u0647\u0627 \u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0631\u0645\u0632 \u0627\u0644\u0648\u0627\u062d\u062f \u0645\u0646\u062e\u0641\u0636\u0629\u060c \u0628\u064a\u0646\u0645\u0627 \u062a\u0643\u0648\u0646 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0625\u062c\u0645\u0627\u0644\u064a\u0629 \u0645\u0631\u062a\u0641\u0639\u0629. \u062a\u0633\u062a\u0647\u0644\u0643 \u0628\u0639\u0636 \u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0623\u0643\u062b\u0631 \u0645\u0646 600 \u0631\u0645\u0632 \u0644\u0625\u0646\u062a\u0627\u062c \u0625\u062c\u0627\u0628\u0627\u062a \u0645\u0646 \u0643\u0644\u0645\u062a\u064a\u0646.<\/p>\n<\/div>\n<\/div>\n<div class=\"faq-question\">\n<h3 class=\"faq-q\">\u0643\u064a\u0641 \u064a\u0645\u0643\u0646\u0646\u064a \u062a\u0642\u0644\u064a\u0644 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0641\u064a \u0646\u0645\u0648\u0630\u062c LLM\u061f<\/h3>\n<div>\n<p class=\"faq-a\">\u062a\u064f\u0633\u0627\u0647\u0645 \u062e\u0645\u0633 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0631\u0626\u064a\u0633\u064a\u0629 \u0641\u064a \u062e\u0641\u0636 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644: \u0627\u0644\u062a\u0643\u0645\u064a\u0645 (\u062a\u0648\u0641\u064a\u0631 \u0645\u0646 2 \u0625\u0644\u0649 4 \u0623\u0636\u0639\u0627\u0641)\u060c \u0648\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0645\u0624\u0642\u062a\u064b\u0627 \u0644\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629 (\u062a\u0648\u0641\u064a\u0631 \u0645\u0646 3 \u0625\u0644\u0649 10 \u0623\u0636\u0639\u0627\u0641)\u060c \u0648\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0627\u0644\u0641\u0648\u0631\u064a\u0629 \u0644\u062a\u0642\u0644\u064a\u0644 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0631\u0645\u0648\u0632 (\u062a\u0648\u0641\u064a\u0631 \u0645\u0646 1.5 \u0625\u0644\u0649 3 \u0623\u0636\u0639\u0627\u0641)\u060c \u0648\u062a\u0648\u062c\u064a\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0645\u0627\u0630\u062c \u0623\u0635\u063a\u0631 \u0644\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0628\u0633\u064a\u0637\u0629 (\u062a\u0648\u0641\u064a\u0631 \u0645\u0646 2 \u0625\u0644\u0649 5 \u0623\u0636\u0639\u0627\u0641)\u060c \u0648\u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u062f\u0641\u0639\u064a\u0629 \u0644\u0623\u062d\u0645\u0627\u0644 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u0639\u0627\u0644\u064a\u0629 (\u062a\u0648\u0641\u064a\u0631 \u0645\u0646 1.3 \u0625\u0644\u0649 \u0636\u0639\u0641\u064a\u0646). \u0648\u062a\u062a\u0636\u0627\u0639\u0641 \u0647\u0630\u0647 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0639\u0646\u062f \u062f\u0645\u062c\u0647\u0627 \u0628\u0641\u0639\u0627\u0644\u064a\u0629.<\/p>\n<\/div>\n<\/div>\n<div class=\"faq-question\">\n<h3 class=\"faq-q\">\u0645\u0627 \u0647\u064a \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u062d\u0627\u0644\u064a\u0629 \u0644\u0623\u062f\u0627\u0621 \u0628\u0645\u0633\u062a\u0648\u0649 GPT-4\u061f<\/h3>\n<div>\n<p class=\"faq-a\">\u0627\u0639\u062a\u0628\u0627\u0631\u064b\u0627 \u0645\u0646 \u0645\u0627\u0631\u0633 2026\u060c \u0628\u0644\u063a\u062a \u062a\u0643\u0644\u0641\u0629 \u062a\u062d\u0642\u064a\u0642 \u0623\u062f\u0627\u0621 \u0645\u0645\u0627\u062b\u0644 \u0644\u0646\u0645\u0648\u0630\u062c GPT-4 \u0645\u0627 \u064a\u0642\u0627\u0631\u0628 $0.40-0.80 \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u062f\u0627\u0626\u0644 \u0645\u0646\u0627\u0641\u0633\u0629 \u0645\u062b\u0644 DeepSeek V3 \u0623\u0648 \u0646\u0645\u0627\u0630\u062c \u0645\u062a\u0648\u0633\u0637\u0629 \u0627\u0644\u0645\u0633\u062a\u0648\u0649 \u0645\u0646 \u0645\u0632\u0648\u062f\u064a\u0646 \u0631\u0626\u064a\u0633\u064a\u064a\u0646. \u0623\u0645\u0627 \u062a\u0643\u0644\u0641\u0629 GPT-4 \u0627\u0644\u0641\u0639\u0644\u064a\u0629 \u0645\u0646 OpenAI \u0641\u062a\u062a\u0631\u0627\u0648\u062d \u0628\u064a\u0646 $2 \u0648$15 \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632\u060c \u0648\u0630\u0644\u0643 \u062d\u0633\u0628 \u0627\u0644\u0625\u0635\u062f\u0627\u0631 \u0627\u0644\u0645\u062d\u062f\u062f. \u0648\u064a\u0645\u062b\u0644 \u0647\u0630\u0627 \u0627\u0646\u062e\u0641\u0627\u0636\u064b\u0627 \u0643\u0628\u064a\u0631\u064b\u0627 \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0623\u0648\u0627\u062e\u0631 \u0639\u0627\u0645 2022\u060c \u0639\u0646\u062f\u0645\u0627 \u0643\u0627\u0646\u062a \u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0645\u0643\u0627\u0641\u0626 \u062a\u062a\u062c\u0627\u0648\u0632 $20 \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632.<\/p>\n<\/div>\n<\/div>\n<div class=\"faq-question\">\n<h3 class=\"faq-q\">\u0643\u064a\u0641 \u062a\u062a\u0645 \u0645\u0642\u0627\u0631\u0646\u0629 \u062a\u0643\u0627\u0644\u064a\u0641 \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\u064a\u0646 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style=\"font-weight: 400;\">\u062a\u062a\u0631\u0627\u0643\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u062d\u0633\u064a\u0646. \u0641\u0627\u0644\u062a\u0643\u0645\u064a\u0645 \u0648\u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a \u0648\u0627\u0644\u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0641\u0648\u0631\u064a\u0629 \u0648\u062a\u0648\u062c\u064a\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0645\u0639\u064b\u0627 \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0642\u0644\u0644 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0628\u0645\u0642\u062f\u0627\u0631 \u0639\u0634\u0631\u0629 \u0623\u0636\u0639\u0627\u0641 \u0623\u0648 \u0623\u0643\u062b\u0631 \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629. \u0648\u064a\u0624\u062f\u064a \u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631 \u0641\u064a \u0647\u0630\u0647 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\u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f\u064a\u0629 \u064a\u062d\u0645\u064a \u0645\u0646 \u062a\u0636\u062e\u0645 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0648\u0636\u064a\u0627\u0639 \u0627\u0644\u0641\u0631\u0635 \u0627\u0644\u0645\u062a\u0627\u062d\u0629 \u0628\u0641\u0636\u0644 \u0627\u0644\u0628\u062f\u0627\u0626\u0644 \u0627\u0644\u0623\u0641\u0636\u0644.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0628\u0635\u0631\u0627\u062d\u0629\u060c \u0627\u0646\u062e\u0641\u0636\u062a \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0641\u064a \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631\u060c \u0644\u0643\u0646 \u0647\u0630\u0627 \u0644\u0627 \u064a\u0639\u0646\u064a \u0623\u0646 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0631\u062e\u064a\u0635\u0629. \u0628\u0644 \u064a\u0639\u0646\u064a \u0623\u0646 \u0627\u0644\u0648\u0636\u0639 \u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f\u064a \u0642\u062f \u062a\u062d\u0648\u0644 \u0645\u0646 &quot;\u0628\u0627\u0647\u0638 \u0627\u0644\u062a\u0643\u0644\u0641\u0629&quot; \u0625\u0644\u0649 &quot;\u0642\u0627\u0628\u0644 \u0644\u0644\u0625\u062f\u0627\u0631\u0629 \u0645\u0639 \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062f\u0642\u064a\u0642&quot;. \u0627\u0644\u0641\u0631\u0642 \u0627\u0644\u062a\u064a \u062a\u0641\u0647\u0645 \u0647\u0630\u0627 \u0627\u0644\u0648\u0636\u0639 \u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f\u064a \u0648\u062a\u0635\u0645\u0645 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0648\u0641\u0642\u064b\u0627 \u0644\u0647 \u0633\u062a\u062a\u0645\u0643\u0646 \u0645\u0646 \u0628\u0646\u0627\u0621 \u0634\u0631\u0643\u0627\u062a \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u0633\u062a\u062f\u0627\u0645\u0629. \u0623\u0645\u0627 \u062a\u0644\u0643 \u0627\u0644\u062a\u064a \u062a\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0643\u0633\u0644\u0639\u0629 \u062f\u0648\u0646 \u0641\u0647\u0645 \u0627\u0644\u0639\u0648\u0627\u0645\u0644 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u062d\u062f\u062f \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0641\u0633\u062a\u0648\u0627\u062c\u0647 \u0635\u0639\u0648\u0628\u0627\u062a.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0647\u0644 \u0623\u0646\u062a \u0645\u0633\u062a\u0639\u062f \u0644\u062a\u062d\u0633\u064a\u0646 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0644\u063a\u0629 (LLM)\u061f \u0627\u0628\u062f\u0623 \u0628\u0642\u064a\u0627\u0633 \u0623\u0646\u0645\u0627\u0637 \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0631\u0645\u0648\u0632 \u0627\u0644\u062d\u0627\u0644\u064a\u0629\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0623\u064a \u0631\u0645\u0648\u0632 \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0645\u062e\u0641\u064a\u0629. \u062d\u062f\u062f \u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0630\u0627\u062a \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0623\u0639\u0644\u0649\u060c \u0648\u0642\u064a\u0645 \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646 \u062a\u0648\u062c\u064a\u0647 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0623\u0648 \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0645\u0637\u0627\u0644\u0628\u0627\u062a \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0642\u0644\u0644 \u0627\u0644\u0646\u0641\u0642\u0627\u062a. \u0642\u0627\u0631\u0646 \u062d\u062c\u0645\u0643 \u0627\u0644\u062d\u0627\u0644\u064a \u0628\u0639\u062a\u0628\u0629 \u0627\u0644\u062a\u0639\u0627\u062f\u0644 \u0644\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0644\u062a\u062d\u062f\u064a\u062f \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0645\u0644\u0643\u064a\u0629 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0645\u062c\u062f\u064a\u0629. \u0633\u062a\u0624\u062b\u0631 \u0627\u0644\u0631\u0624\u0649 \u0627\u0644\u062a\u064a \u062a\u0643\u062a\u0633\u0628\u0647\u0627 \u0628\u0634\u0643\u0644 \u0645\u0628\u0627\u0634\u0631 \u0639\u0644\u0649 \u0623\u0631\u0628\u0627\u062d\u0643 \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u0629.<\/span><\/p>\n<\/div>\n<\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>Quick Summary: LLM inference costs have dropped by 10x annually since 2021, with GPT-4-level performance now costing $0.40 per million tokens versus $30 per million input tokens and $60 per million output tokens in March 2023. However, reasoning models can consume 100x more tokens internally than they output, creating a cost paradox where cheaper per-token [&hellip;]<\/p>\n","protected":false},"author":7,"featured_media":35292,"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-35291","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 Inference Cost 2026: Complete Pricing Guide<\/title>\n<meta name=\"description\" content=\"LLM inference costs fell 10x annually. 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