{"id":35206,"date":"2026-03-14T14:07:52","date_gmt":"2026-03-14T14:07:52","guid":{"rendered":"https:\/\/aisuperior.com\/?p=35206"},"modified":"2026-03-14T14:07:52","modified_gmt":"2026-03-14T14:07:52","slug":"llm-hosting-cost","status":"publish","type":"post","link":"https:\/\/aisuperior.com\/ar\/llm-hosting-cost\/","title":{"rendered":"\u062a\u0643\u0644\u0641\u0629 \u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0628\u0631\u0627\u0645\u062c \u0627\u0644\u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0641\u064a \u0627\u0644\u0642\u0627\u0646\u0648\u0646 \u0644\u0639\u0627\u0645 2026: \u062f\u0644\u064a\u0644 \u0623\u0633\u0639\u0627\u0631 \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0645\u0642\u0627\u0628\u0644 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a"},"content":{"rendered":"<p><b>\u0645\u0644\u062e\u0635:<\/b><span style=\"font-weight: 400;\"> 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\u0648\u0644\u0644\u0645\u0642\u0627\u0631\u0646\u0629\u060c \u062a\u0628\u0644\u063a \u062a\u0643\u0644\u0641\u0629 GPT-5-mini $0.125 \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u0645\u064f\u062f\u062e\u0644 \u0648$1.00 \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u0645\u064f\u062e\u0631\u062c\u060c \u0623\u064a \u0623\u0642\u0644 \u062a\u0643\u0644\u0641\u0629 \u0628\u0645\u0642\u062f\u0627\u0631 14 \u0645\u0631\u0629 \u0641\u064a \u0643\u0644\u064d \u0645\u0646 \u0627\u0644\u0645\u062f\u062e\u0644\u0627\u062a \u0648\u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0623\u062f\u0649 \u0627\u0644\u0625\u0635\u062f\u0627\u0631 \u0627\u0644\u0623\u062d\u062f\u062b\u060c GPT-5-nano\u060c \u0625\u0644\u0649 \u062e\u0641\u0636 \u0627\u0644\u0633\u0639\u0631 \u0628\u0634\u0643\u0644 \u0623\u0643\u0628\u0631 \u0625\u0644\u0649 $0.025 \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u0645\u064f\u062f\u062e\u0644 \u0648$0.20 \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u0645\u064f\u062e\u0631\u062c. \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0641\u0631\u0642 \u0627\u0644\u062a\u064a \u062a\u064f\u0646\u0641\u0630 \u0645\u0647\u0627\u0645\u064b\u0627 \u0628\u0633\u064a\u0637\u0629 \u0630\u0627\u062a \u062d\u062c\u0645 \u0643\u0628\u064a\u0631\u060c \u064a\u064f\u0645\u062b\u0644 \u0647\u0630\u0627 \u0627\u0646\u062e\u0641\u0627\u0636\u064b\u0627 \u0641\u064a \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0642\u062f\u0631\u0647 80% \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0640 GPT-5-mini.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u062a\u0648\u0641\u064a\u0631 \u0627\u0644\u0645\u062f\u062e\u0644\u0627\u062a \u0627\u0644\u0645\u062e\u0632\u0646\u0629 \u0645\u0624\u0642\u062a\u064b\u0627<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u0642\u062f\u0651\u0645\u062a OpenAI \u062a\u0633\u0639\u064a\u0631\u064b\u0627 \u062c\u062f\u064a\u062f\u064b\u0627 \u0644\u0644\u0645\u062f\u062e\u0644\u0627\u062a \u0627\u0644\u0645\u062e\u0632\u0646\u0629 \u0645\u0624\u0642\u062a\u064b\u0627\u060c \u062d\u064a\u062b \u062a\u064f\u0641\u0631\u0636 \u0631\u0633\u0648\u0645 \u0623\u0642\u0644 \u0628\u0645\u0642\u062f\u0627\u0631 10% \u0645\u0646 \u0627\u0644\u0631\u0633\u0648\u0645 \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629 \u0644\u0644\u0645\u062d\u062a\u0648\u0649 \u0627\u0644\u0645\u062a\u0643\u0631\u0631. \u0641\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u062a\u0628\u0644\u063a \u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0645\u062f\u062e\u0644\u0627\u062a \u0627\u0644\u0645\u062e\u0632\u0646\u0629 \u0645\u0624\u0642\u062a\u064b\u0627 \u0641\u064a GPT-5.2 \u0627\u0644\u0622\u0646 $0.175 \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u0645\u0645\u064a\u0632\u060c \u0628\u062f\u0644\u064b\u0627 \u0645\u0646 $1.75. \u064a\u064f\u0639\u062f\u0651 \u0647\u0630\u0627 \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0628\u0627\u0644\u063a \u0627\u0644\u0623\u0647\u0645\u064a\u0629 \u0644\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0645\u0637\u0627\u0644\u0628\u0627\u062a \u0646\u0638\u0627\u0645 \u0645\u062a\u0633\u0642\u0629 \u0623\u0648 \u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0645\u0631\u062c\u0639\u064a\u0629 \u062b\u0627\u0628\u062a\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u0639\u0645\u0644 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a Batch \u0639\u0644\u0649 \u062e\u0641\u0636 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0628\u0645\u0642\u062f\u0627\u0631 50% \u0644\u0623\u062d\u0645\u0627\u0644 \u0627\u0644\u0639\u0645\u0644 \u063a\u064a\u0631 \u0627\u0644\u0622\u0646\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u062a\u0645 \u0645\u0639\u0627\u0644\u062c\u062a\u0647\u0627 \u0628\u0634\u0643\u0644 \u063a\u064a\u0631 \u0645\u062a\u0632\u0627\u0645\u0646 \u0641\u064a \u063a\u0636\u0648\u0646 24 \u0633\u0627\u0639\u0629.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0623\u0633\u0639\u0627\u0631 \u0623\u0646\u062b\u0631\u0648\u0628\u064a\u0643 \u0648\u062c\u0648\u062c\u0644<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u062a\u064f\u0638\u0647\u0631 \u0623\u0633\u0639\u0627\u0631 \u062e\u062f\u0645\u0629 Vertex AI \u0645\u0646 \u062c\u0648\u062c\u0644 \u0644\u0646\u0645\u0627\u0630\u062c Gemini 3 (\u0627\u0639\u062a\u0628\u0627\u0631\u064b\u0627 \u0645\u0646 \u0641\u0628\u0631\u0627\u064a\u0631 2026) \u0647\u064a\u0627\u0643\u0644 \u0645\u0645\u0627\u062b\u0644\u0629 \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0631\u0645\u0648\u0632 \u0627\u0644\u0645\u0645\u064a\u0632\u0629. \u064a\u064f\u0637\u0628\u0642 \u0627\u0644\u062a\u0633\u0639\u064a\u0631 \u0627\u0644\u0642\u064a\u0627\u0633\u064a \u0639\u0644\u0649 \u0627\u0644\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0642\u0644 \u0639\u0646 200 \u0623\u0644\u0641 \u0631\u0645\u0632 \u0645\u0645\u064a\u0632\u060c \u0645\u0639 \u0623\u0633\u0639\u0627\u0631 \u0645\u0646\u0641\u0635\u0644\u0629 \u0644\u0644\u0633\u064a\u0627\u0642\u0627\u062a \u0627\u0644\u0623\u0643\u0628\u0631 \u062d\u062c\u0645\u064b\u0627 \u0648\u0627\u0644\u0645\u062f\u062e\u0644\u0627\u062a \u0627\u0644\u0645\u062e\u0632\u0646\u0629 \u0645\u0624\u0642\u062a\u064b\u0627.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0644\u0627 \u062a\u0641\u0631\u0636 \u0647\u0630\u0647 \u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629 \u0631\u0633\u0648\u0645\u064b\u0627 \u0625\u0644\u0627 \u0639\u0644\u0649 \u0627\u0644\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0646\u0627\u062c\u062d\u0629 \u0627\u0644\u062a\u064a \u062a\u064f\u0639\u064a\u062f \u0631\u0645\u0632 \u0627\u0633\u062a\u062c\u0627\u0628\u0629 200. \u0623\u0645\u0627 \u0627\u0644\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0641\u0627\u0634\u0644\u0629 \u0641\u0644\u0627 \u062a\u064f\u0643\u0644\u0651\u0641 \u0634\u064a\u0626\u064b\u0627\u060c \u0645\u0645\u0627 \u064a\u062d\u0645\u064a \u0645\u0646 \u0641\u0631\u0636 \u0631\u0633\u0648\u0645 \u0639\u0644\u0649 \u0627\u0644\u0623\u062e\u0637\u0627\u0621.<\/span><\/p>\n<p><img fetchpriority=\"high\" decoding=\"async\" class=\"alignnone wp-image-35208 size-full\" src=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/03\/image1-6.webp\" alt=\"\u062a\u062e\u062a\u0644\u0641 \u0623\u0633\u0639\u0627\u0631 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (API) \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u062d\u0633\u0628 \u0641\u0626\u0629 \u0627\u0644\u0637\u0631\u0627\u0632\u060c \u062d\u064a\u062b \u062a\u0648\u0641\u0631 \u0627\u0644\u0637\u0631\u0627\u0632\u0627\u062a \u0627\u0644\u0623\u062d\u062f\u062b \u062e\u0641\u064a\u0641\u0629 \u0627\u0644\u0648\u0632\u0646 \u062a\u062e\u0641\u064a\u0636\u064b\u0627 \u0641\u064a \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u064a\u0635\u0644 \u0625\u0644\u0649 70 \u0636\u0639\u0641\u064b\u0627 \u0644\u0623\u062d\u0645\u0627\u0644 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629.\" width=\"1467\" height=\"704\" srcset=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/03\/image1-6.webp 1467w, https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/03\/image1-6-300x144.webp 300w, https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/03\/image1-6-1024x491.webp 1024w, https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/03\/image1-6-768x369.webp 768w, https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/03\/image1-6-18x9.webp 18w\" sizes=\"(max-width: 1467px) 100vw, 1467px\" \/><\/p>\n<h2><span style=\"font-weight: 400;\">\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0645\u0646\u0635\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u062a\u0648\u0641\u0631 \u0645\u0646\u0635\u0627\u062a AWS SageMaker \u0648Google Vertex AI \u0648Azure Foundry \u062e\u062f\u0645\u0627\u062a \u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0645\u064f\u062f\u0627\u0631\u0629 \u0644\u0625\u062f\u0627\u0631\u0629 \u062f\u0648\u0631\u0629 \u062d\u064a\u0627\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a (LLM) \u0645\u0639 \u062a\u062d\u0643\u0645 \u0623\u0643\u0628\u0631 \u0645\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) \u0627\u0644\u0628\u062d\u062a\u0629. \u0648\u062a\u0641\u0631\u0636 \u0647\u0630\u0647 \u0627\u0644\u0645\u0646\u0635\u0627\u062a \u0631\u0633\u0648\u0645\u064b\u0627 \u0639\u0644\u0649 \u0645\u0648\u0627\u0631\u062f \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0627\u0644\u0631\u0645\u0648\u0632 \u0627\u0644\u0645\u0645\u064a\u0632\u0629.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0647\u064a\u0643\u0644 \u062a\u0633\u0639\u064a\u0631 AWS SageMaker<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u0648\u0641\u0642\u064b\u0627 \u0644\u0648\u062b\u0627\u0626\u0642 AWS \u0627\u0644\u0645\u064f\u062d\u062f\u064e\u0651\u062b\u0629 \u0641\u064a \u0641\u0628\u0631\u0627\u064a\u0631 2026\u060c \u062a\u064f\u0641\u0631\u0636 \u0631\u0633\u0648\u0645 \u0639\u0644\u0649 SageMaker \u0645\u0642\u0627\u0628\u0644 \u0633\u0627\u0639\u0627\u062a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062e\u0648\u0627\u062f\u0645\u060c \u0648\u0627\u0644\u062a\u062e\u0632\u064a\u0646\u060c \u0648\u0646\u0642\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u062a\u062a\u0636\u0645\u0646 \u0627\u0644\u0637\u0628\u0642\u0629 \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u0645\u0646 AWS 250 \u0633\u0627\u0639\u0629 \u0645\u0646 \u062e\u0648\u0627\u062f\u0645 ml.t3.medium \u062e\u0644\u0627\u0644 \u0627\u0644\u0634\u0647\u0631\u064a\u0646 \u0627\u0644\u0623\u0648\u0644\u064a\u0646\u060c \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 4000 \u0637\u0644\u0628 API \u0645\u062c\u0627\u0646\u064a \u0634\u0647\u0631\u064a\u064b\u0627.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0623\u062d\u0645\u0627\u0644 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629\u060c \u062a\u062a\u0646\u0627\u0633\u0628 \u0623\u0633\u0639\u0627\u0631 \u0627\u0644\u0645\u062b\u064a\u0644\u0627\u062a \u0637\u0631\u062f\u064a\u064b\u0627 \u0645\u0639 \u0642\u0648\u0629 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a. \u062a\u062f\u0641\u0639 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u064f\u0634\u063a\u0651\u0644 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0639\u0644\u0649 \u0645\u062b\u064a\u0644\u0627\u062a ml.g5.xlarge (\u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a NVIDIA A10G) \u0623\u0633\u0639\u0627\u0631\u064b\u0627 \u0645\u062e\u062a\u0644\u0641\u0629 \u062d\u0633\u0628 \u0627\u0644\u0645\u0646\u0637\u0642\u0629 \u0648\u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0627\u0644\u062a\u0632\u0627\u0645.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u0648\u0641\u0631 \u0627\u0644\u062d\u062c\u0648\u0632\u0627\u062a \u0627\u0644\u0645\u0633\u0628\u0642\u0629 \u0644\u062e\u062f\u0645\u0627\u062a AWS \u0648\u0641\u0648\u0631\u0627\u062a \u0643\u0628\u064a\u0631\u0629 \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0623\u0633\u0639\u0627\u0631 \u0627\u0644\u062a\u0633\u0639\u064a\u0631 \u0639\u0646\u062f \u0627\u0644\u0637\u0644\u0628. \u0648\u064a\u0645\u0643\u0646 \u0644\u0644\u0627\u0644\u062a\u0632\u0627\u0645\u0627\u062a \u0627\u0644\u0633\u0646\u0648\u064a\u0629 \u0628\u0627\u0644\u062d\u062c\u0648\u0632\u0627\u062a \u0627\u0644\u0645\u0633\u0628\u0642\u0629 \u0623\u0646 \u062a\u062e\u0641\u0636 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0623\u062d\u0645\u0627\u0644 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0645\u062a\u0648\u0642\u0639\u0629.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u062c\u0648\u062c\u0644 \u0641\u064a\u0631\u062a\u0643\u0633 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u062a\u0648\u0636\u062d \u0648\u062b\u0627\u0626\u0642 \u062a\u0633\u0639\u064a\u0631 \u062e\u062f\u0645\u0629 Vertex AI \u0645\u0646 \u062c\u0648\u062c\u0644 \u0627\u0644\u0631\u0633\u0648\u0645 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0633\u0627\u0639\u0627\u062a \u0627\u0644\u062d\u0648\u0633\u0628\u0629\u060c \u0648\u0648\u0642\u062a \u0646\u0634\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u060c \u0648\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u062a\u0646\u0628\u0624. \u0644\u0627 \u062a\u064f\u0641\u0631\u0636 \u0631\u0633\u0648\u0645 \u0639\u0644\u0649 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u064a \u0644\u0627 \u064a\u062a\u0645 \u0646\u0634\u0631\u0647\u0627\u060c \u0643\u0645\u0627 \u0644\u0627 \u062a\u064f\u0641\u0631\u0636 \u0631\u0633\u0648\u0645 \u0639\u0644\u0649 \u062d\u0627\u0644\u0627\u062a \u0641\u0634\u0644 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 (\u0628\u0627\u0633\u062a\u062b\u0646\u0627\u0621 \u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0625\u0644\u063a\u0627\u0621 \u0627\u0644\u062a\u064a \u064a\u0628\u062f\u0623\u0647\u0627 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645).<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u064a\u062d\u0645\u064a \u0647\u0630\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0645\u0646 \u062f\u0641\u0639 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0641\u0627\u0634\u0644\u0629\u060c \u0648\u0647\u0648 \u0623\u0645\u0631 \u0645\u0647\u0645 \u0639\u0646\u062f \u062a\u062c\u0631\u0628\u0629 \u062a\u0643\u0648\u064a\u0646\u0627\u062a \u0627\u0644\u0646\u0645\u0648\u0630\u062c.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0644\u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0641\u064a \u0627\u0644\u0642\u0627\u0646\u0648\u0646 \u0627\u0644\u0645\u064f\u0633\u062a\u0636\u0627\u0641 \u0630\u0627\u062a\u064a\u064b\u0627<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u064a\u064f\u062d\u0648\u0651\u0644 \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0645\u0646 \u0631\u0633\u0648\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u062a\u063a\u064a\u0631\u0629 \u0625\u0644\u0649 \u0627\u0633\u062a\u062b\u0645\u0627\u0631 \u062b\u0627\u0628\u062a \u0641\u064a \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629. \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062a\u0644\u0642\u0649 \u0623\u0643\u062b\u0631 \u0645\u0646 50,000 \u0637\u0644\u0628 \u064a\u0648\u0645\u064a\u064b\u0627\u060c \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u064a\u0643\u0648\u0646 \u0647\u0630\u0627 \u062e\u064a\u0627\u0631\u064b\u0627 \u0627\u0642\u062a\u0635\u0627\u062f\u064a\u064b\u0627 \u0645\u0646\u0637\u0642\u064a\u064b\u0627.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u0639\u062a\u0645\u062f \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0643\u0644\u064a\u0627\u064b \u0639\u0644\u0649 \u062d\u062c\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c. \u0627\u0644\u0642\u0627\u0639\u062f\u0629 \u0627\u0644\u0639\u0627\u0645\u0629: \u062d\u0648\u0627\u0644\u064a 0.5 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0645\u0646 \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a \u0644\u0644\u0641\u064a\u062f\u064a\u0648 \u0644\u0643\u0644 \u0645\u0644\u064a\u0627\u0631 \u0645\u064f\u0639\u0627\u0645\u0644 \u0639\u0646\u062f \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u0643\u0645\u064a\u0645 4 \u0628\u062a. \u0627\u0644\u062f\u0642\u0629 \u0627\u0644\u0643\u0627\u0645\u0644\u0629 (FP16) \u062a\u064f\u0636\u0627\u0639\u0641 \u0647\u0630\u0627 \u0627\u0644\u0645\u062a\u0637\u0644\u0628.<\/span><\/p>\n<table>\n<thead>\n<tr>\n<th><span style=\"font-weight: 400;\">\u062d\u062c\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c<\/span><\/th>\n<th><span style=\"font-weight: 400;\">\u062d\u062f\u0648\u062f<\/span><\/th>\n<th><span style=\"font-weight: 400;\">\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a \u0644\u0644\u0641\u064a\u062f\u064a\u0648 (4 \u0628\u062a)<\/span><\/th>\n<th><span style=\"font-weight: 400;\">\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a \u0644\u0644\u0641\u064a\u062f\u064a\u0648 (FP16)<\/span><\/th>\n<th><span style=\"font-weight: 400;\">\u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a\u0629<\/span><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><span style=\"font-weight: 400;\">\u0635\u063a\u064a\u0631<\/span><\/td>\n<td><span style=\"font-weight: 400;\">7\u0628-13\u0628<\/span><\/td>\n<td><span style=\"font-weight: 400;\">3.5-6.5 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/span><\/td>\n<td><span style=\"font-weight: 400;\">14-26 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/span><\/td>\n<td><span style=\"font-weight: 400;\">A100\/H100 \u0645\u0641\u0631\u062f<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u0648\u0627\u0633\u0637\u0629<\/span><\/td>\n<td><span style=\"font-weight: 400;\">30B-40B<\/span><\/td>\n<td><span style=\"font-weight: 400;\">15-20 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/span><\/td>\n<td><span style=\"font-weight: 400;\">60-80 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/span><\/td>\n<td><span style=\"font-weight: 400;\">A100 80GB<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u0643\u0628\u064a\u0631<\/span><\/td>\n<td><span style=\"font-weight: 400;\">70B+<\/span><\/td>\n<td><span style=\"font-weight: 400;\">35 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0641\u0623\u0643\u062b\u0631<\/span><\/td>\n<td><span style=\"font-weight: 400;\">140 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0641\u0623\u0643\u062b\u0631<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0625\u0639\u062f\u0627\u062f \u0645\u062a\u0639\u062f\u062f \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><span style=\"font-weight: 400;\">\u0625\u0630\u0627 \u0644\u0645 \u064a\u062a\u0633\u0639 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0641\u064a \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a \u0644\u0644\u0641\u064a\u062f\u064a\u0648 (VRAM)\u060c \u0641\u0633\u064a\u0639\u0648\u062f \u0627\u0644\u0646\u0638\u0627\u0645 \u0625\u0644\u0649 \u0645\u0639\u0627\u0644\u062c\u0629 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 (CPU)\u060c \u0648\u0627\u0644\u062a\u064a \u062a\u0639\u0645\u0644 \u0628\u0633\u0631\u0639\u0629 \u0623\u0628\u0637\u0623 \u0645\u0646 10 \u0625\u0644\u0649 100 \u0645\u0631\u0629. \u0648\u0647\u0630\u0627 \u063a\u064a\u0631 \u0639\u0645\u0644\u064a \u0644\u0644\u0625\u0646\u062a\u0627\u062c.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0627\u0644\u0634\u0647\u0631\u064a\u0629 \u062d\u0633\u0628 \u0627\u0644\u0645\u0633\u062a\u0648\u0649<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u0623\u0638\u0647\u0631\u062a \u0627\u0644\u0623\u0628\u062d\u0627\u062b \u0627\u0644\u062a\u064a \u0623\u062c\u0631\u062a\u0647\u0627 \u062c\u0627\u0645\u0639\u0629 \u0643\u0627\u0631\u0646\u064a\u062c\u064a \u0645\u064a\u0644\u0648\u0646 \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0642\u062a\u0635\u0627\u062f\u064a\u0627\u062a \u0646\u0634\u0631 \u0628\u0631\u0627\u0645\u062c \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0642\u0627\u0646\u0648\u0646 \u0641\u064a \u0645\u0642\u0631 \u0627\u0644\u0639\u0645\u0644 \u0638\u0647\u0648\u0631 \u0645\u0633\u062a\u0648\u064a\u0627\u062a \u062a\u0643\u0644\u0641\u0629 \u0648\u0627\u0636\u062d\u0629:<\/span><\/p>\n<table>\n<thead>\n<tr>\n<th><span style=\"font-weight: 400;\">\u0627\u0644\u0645\u0633\u062a\u0648\u0649<\/span><\/th>\n<th><span style=\"font-weight: 400;\">\u062d\u062c\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c<\/span><\/th>\n<th><span style=\"font-weight: 400;\">\u062a\u0643\u0648\u064a\u0646 \u0627\u0644\u0623\u062c\u0647\u0632\u0629<\/span><\/th>\n<th><span style=\"font-weight: 400;\">\u0646\u0637\u0627\u0642 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0634\u0647\u0631\u064a\u0629<\/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;\">\u062f\u062e\u0648\u0644<\/span><\/td>\n<td><span style=\"font-weight: 400;\">7\u0628-13\u0628<\/span><\/td>\n<td><span style=\"font-weight: 400;\">1x A100\/H100<\/span><\/td>\n<td><span style=\"font-weight: 400;\">$1,500-$5,000<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0648\u0644\u064a\u0629\u060c \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062f\u0627\u062e\u0644\u064a\u0629<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u0645\u0646\u062a\u0635\u0641<\/span><\/td>\n<td><span style=\"font-weight: 400;\">30B-70B<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 4-8 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0629<\/span><\/td>\n<td><span style=\"font-weight: 400;\">$8,000-$20,000<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u060c \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;\">\u0645\u064e\u0634\u0631\u064f\u0648\u0639<\/span><\/td>\n<td><span style=\"font-weight: 400;\">70B+<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 8 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0629 \u0623\u0648 \u0623\u0643\u062b\u0631<\/span><\/td>\n<td><span style=\"font-weight: 400;\">$20,000-$50,000+<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0625\u0646\u062a\u0627\u062c \u0628\u0643\u0645\u064a\u0627\u062a \u0643\u0628\u064a\u0631\u0629<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><span style=\"font-weight: 400;\">\u062a\u0634\u0645\u0644 \u0647\u0630\u0647 \u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0645\u0643\u0648\u0646\u0627\u062a \u0627\u0644\u062c\u0647\u0627\u0632\u060c \u0648\u0627\u0644\u0637\u0627\u0642\u0629\u060c \u0648\u0627\u0644\u062a\u0628\u0631\u064a\u062f\u060c \u0648\u0627\u0644\u0635\u064a\u0627\u0646\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629. \u0648\u062a\u0634\u064a\u0631 \u0648\u0631\u0642\u0629 \u0628\u062d\u062b\u064a\u0629 \u0645\u0646\u0634\u0648\u0631\u0629 \u0639\u0644\u0649 \u0645\u0648\u0642\u0639 arxiv.org \u062d\u0648\u0644 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0648\u0627\u0644\u0639\u0627\u0626\u062f \u0625\u0644\u0649 \u0623\u0646 \u062a\u0643\u0644\u0641\u0629 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u0628\u0627\u0644\u0633\u0627\u0639\u0629 \u0644\u0628\u0637\u0627\u0642\u0627\u062a A800 80G \u062a\u0628\u0644\u063a \u062d\u0648\u0627\u0644\u064a $0.79\/\u0633\u0627\u0639\u0629 \u0648\u0641\u0642\u064b\u0627 \u0644\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u0627\u062a \u0627\u0644\u0634\u0627\u0626\u0639\u0629\u060c \u0648\u062a\u0642\u0639 \u0639\u0645\u0648\u0645\u064b\u0627 \u0636\u0645\u0646 \u0627\u0644\u0646\u0637\u0627\u0642 $0.51-$0.99\/\u0633\u0627\u0639\u0629.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u062a\u0648\u0641\u064a\u0631\u0627\u062a \u0645\u062b\u064a\u0644\u0627\u062a AWS EC2 \u0627\u0644\u0645\u062d\u062c\u0648\u0632\u0629<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u064a\u064f\u0638\u0647\u0631 \u062a\u062d\u0644\u064a\u0644\u064c \u0634\u0627\u0645\u0644\u064c \u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0628\u0631\u0627\u0645\u062c \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062a\u0639\u0644\u0645 \u0645\u0646 \u062e\u0644\u0627\u0644 LinkedIn \u0623\u0646 \u062d\u062c\u0632 \u0645\u062b\u064a\u0644\u0627\u062a AWS EC2 \u064a\u0648\u0641\u0631 \u0648\u0641\u0648\u0631\u0627\u062a\u064d \u0643\u0628\u064a\u0631\u0629\u064b \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0627\u0644\u062a\u0633\u0639\u064a\u0631 \u0639\u0646\u062f \u0627\u0644\u0637\u0644\u0628. \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0645\u062b\u064a\u0644\u0627\u062a g5.xlarge (\u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u0646\u0645\u0627\u0630\u062c 8 \u0645\u0644\u064a\u0627\u0631\u0627\u062a \u0645\u064f\u0639\u0627\u0645\u0644)\u060c \u064a\u064f\u0645\u0643\u0646 \u0644\u0644\u0627\u0644\u062a\u0632\u0627\u0645\u0627\u062a \u0627\u0644\u0645\u062d\u062c\u0648\u0632\u0629 \u0644\u0645\u062f\u0629 \u0639\u0627\u0645\u064d \u0648\u0627\u062d\u062f\u064d \u0623\u0646 \u062a\u064f\u062e\u0641\u0651\u0636 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0634\u0647\u0631\u064a\u0629 \u0645\u0646 \u062d\u0648\u0627\u0644\u064a $530 \u0625\u0644\u0649 \u0623\u0633\u0639\u0627\u0631\u064d \u0623\u0642\u0644 \u0628\u0643\u062b\u064a\u0631.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0643\u0627\u0646 \u062e\u064a\u0627\u0631 Deep Infra \u0647\u0648 \u0627\u0644\u0623\u0631\u062e\u0635 \u0628\u064a\u0646 \u062e\u064a\u0627\u0631\u0627\u062a 8B \u0628\u0633\u0639\u0631 $5.40 \u0634\u0647\u0631\u064a\u064b\u0627\u060c \u0628\u064a\u0646\u0645\u0627 \u0643\u0627\u0646 AWS SageMaker \u0647\u0648 \u0627\u0644\u0623\u063a\u0644\u0649 \u0628\u0633\u0639\u0631 $529.92 \u0634\u0647\u0631\u064a\u064b\u0627. \u0623\u0645\u0627 \u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0641\u064a\u0628\u0644\u063a \u062d\u0648\u0627\u0644\u064a $237 \u0634\u0647\u0631\u064a\u064b\u0627.<\/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=\"280\" height=\"75\" 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: 280px) 100vw, 280px\" \/><\/p>\n<h2><span style=\"font-weight: 400;\">\u0627\u0639\u0631\u0641 \u062a\u0643\u0644\u0641\u0629 \u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0641\u064a \u0627\u0644\u0642\u0627\u0646\u0648\u0646<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u062a\u062a\u0636\u0645\u0646 \u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0628\u0631\u0627\u0645\u062c \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062a\u0639\u0644\u0645 \u062e\u064a\u0627\u0631\u0627\u062a \u062a\u062a\u0639\u0644\u0642 \u0628\u0632\u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629\u060c \u0648\u0627\u0644\u062a\u0648\u0633\u0639\u060c \u0648\u0627\u0644\u0623\u0645\u0627\u0646\u060c \u0648\u0627\u0644\u0645\u064a\u0632\u0627\u0646\u064a\u0629. <\/span><a href=\"https:\/\/aisuperior.com\/ar\/\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">\u0645\u062a\u0641\u0648\u0642\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/span><\/a><span style=\"font-weight: 400;\"> \u062a\u0633\u0627\u0639\u062f\u0643 \u0647\u0630\u0647 \u0627\u0644\u062e\u062f\u0645\u0629 \u0641\u064a \u0627\u062e\u062a\u064a\u0627\u0631 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0645\u0646\u0627\u0633\u0628 (\u0633\u062d\u0627\u0628\u064a\u060c \u0623\u0648 \u0637\u0631\u0641\u064a\u060c \u0623\u0648 \u0647\u062c\u064a\u0646)\u060c \u0648\u062a\u0642\u062f\u064a\u0631 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u0648\u0627\u0631\u062f\u060c \u0648\u062d\u0633\u0627\u0628 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629 \u0627\u0644\u0645\u0631\u062a\u0628\u0637\u0629 \u0628\u062d\u0631\u0643\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0623\u062f\u0627\u0621. \u064a\u0634\u0645\u0644 \u062a\u0642\u064a\u064a\u0645\u0647\u0645 \u0627\u0639\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0648\u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0648\u0627\u0644\u062a\u0648\u0633\u0639 \u0648\u0627\u0644\u0635\u064a\u0627\u0646\u0629 \u0627\u0644\u0645\u0633\u062a\u0645\u0631\u0629. \u0648\u0647\u0630\u0627 \u064a\u0645\u0646\u062d\u0643 \u062a\u0648\u0642\u0639\u064b\u0627 \u0645\u0648\u062b\u0648\u0642\u064b\u0627 \u0644\u0646\u0641\u0642\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0647\u0644 \u0623\u0646\u062a \u0645\u0633\u062a\u0639\u062f \u0644\u062a\u062e\u0637\u064a\u0637 \u0645\u064a\u0632\u0627\u0646\u064a\u0629 \u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0641\u064a \u0627\u0644\u0642\u0627\u0646\u0648\u0646\u061f<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u062a\u062d\u062f\u062b \u0645\u0639 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u062a\u0641\u0648\u0642 \u0639\u0644\u0649:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0627\u062e\u062a\u0631 \u0628\u0646\u064a\u0629 \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u062a\u0642\u062f\u064a\u0631 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0648\u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u062a\u0634\u063a\u064a\u0644\u064a\u0629<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0627\u062d\u0635\u0644 \u0639\u0644\u0649 \u062a\u0641\u0635\u064a\u0644 \u0648\u0627\u0636\u062d \u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\ud83d\udc49 \u0627\u0637\u0644\u0628 <\/span><a href=\"https:\/\/aisuperior.com\/ar\/contact\/\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">\u062a\u0643\u0644\u0641\u0629 \u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0641\u064a \u0627\u0644\u0642\u0627\u0646\u0648\u0646<\/span><\/a><span style=\"font-weight: 400;\"> \u062a\u0642\u062f\u064a\u0631 \u0645\u0646 \u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u062a\u0641\u0648\u0642.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">\u0646\u0642\u0637\u0629 \u0627\u0644\u062a\u0639\u0627\u062f\u0644: \u0645\u062a\u0649 \u064a\u0643\u0648\u0646 \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 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\u0627\u0642\u062a\u0635\u0627\u062f\u064a\u064b\u0627.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0625\u0644\u064a\u0643\u0645 \u0627\u0644\u0633\u0628\u0628: \u062a\u062a\u0646\u0627\u0633\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 \u0637\u0631\u062f\u064a\u064b\u0627 \u0645\u0639 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645. \u0648\u062a\u0628\u0642\u0649 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0627\u0644\u062b\u0627\u0628\u062a\u0629 \u062b\u0627\u0628\u062a\u0629 \u0628\u063a\u0636 \u0627\u0644\u0646\u0638\u0631 \u0639\u0646 \u062d\u062c\u0645 \u0627\u0644\u0637\u0644\u0628\u0627\u062a (\u0636\u0645\u0646 \u062d\u062f\u0648\u062f \u0627\u0644\u0633\u0639\u0629).<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0633\u062a\u0646\u0641\u0642 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1414px) 100vw, 1414px\" \/><\/p>\n<h2><span style=\"font-weight: 400;\">\u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u062e\u0641\u064a\u0629 \u0627\u0644\u062a\u064a \u0644\u0627 \u064a\u062a\u062d\u062f\u062b \u0639\u0646\u0647\u0627 \u0623\u062d\u062f<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u0644\u0627 \u064a\u064f\u0638\u0647\u0631 \u0627\u0644\u0633\u0639\u0631 \u0627\u0644\u0645\u0639\u0644\u0646 \u0633\u0648\u0649 \u062c\u0632\u0621 \u0645\u0646 \u0627\u0644\u062d\u0642\u064a\u0642\u0629. \u0641\u0643\u0644 \u0645\u0646 \u0646\u0647\u062c \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (API) \u0648\u0627\u0644\u0646\u0647\u062c \u0627\u0644\u0645\u064f\u0633\u062a\u0636\u0627\u0641 \u0630\u0627\u062a\u064a\u064b\u0627 \u064a\u0646\u0637\u0648\u064a\u0627\u0646 \u0639\u0644\u0649 \u062a\u0643\u0627\u0644\u064a\u0641 \u062e\u0641\u064a\u0629 \u062a\u0624\u062b\u0631 \u0639\u0644\u0649 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\u0641\u0648\u0631\u0627\u064b.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062a\u064a \u062a\u064f\u062c\u062f\u064a \u0646\u0641\u0639\u0627\u064b<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u0628\u063a\u0636 \u0627\u0644\u0646\u0638\u0631 \u0639\u0646 \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629\u060c \u0641\u0625\u0646 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u062a\u0642\u0644\u0644 \u0628\u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u0645\u0646 \u062a\u0643\u0627\u0644\u064a\u0641 \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062a\u0639\u0644\u0645 \u0645\u062f\u0649 \u0627\u0644\u062d\u064a\u0627\u0629 \u062f\u0648\u0646 \u0627\u0644\u062a\u0636\u062d\u064a\u0629 \u0628\u0627\u0644\u0623\u062f\u0627\u0621.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0643\u0645\u064a\u0629<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u063a\u0627\u0644\u0628\u0627\u064b \u0645\u0627 \u062a\u062a\u0641\u0648\u0642 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0635\u063a\u0631 \u062d\u062c\u0645\u0627\u064b \u0639\u0644\u0649 \u0627\u0644\u0645\u062a\u0648\u0642\u0639 \u0641\u064a \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0645\u062a\u062e\u0635\u0635\u0629. \u0648\u0648\u0641\u0642\u0627\u064b \u0644\u0628\u062d\u062b \u0623\u062c\u0631\u062a\u0647 \u0634\u0631\u0643\u0629 Together AI\u060c \u0641\u0625\u0646 \u0636\u0628\u0637 \u0646\u0645\u0648\u0630\u062c \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631 \u0628\u062d\u062c\u0645 27 \u0645\u0644\u064a\u0627\u0631 \u0639\u0644\u0649 \u0645\u0647\u0627\u0645 \u0645\u062a\u062e\u0635\u0635\u0629 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400;\">\u0623\u0638\u0647\u0631\u062a \u0623\u0628\u062d\u0627\u062b AWS \u062d\u0648\u0644 \u062a\u062d\u0633\u064a\u0646 SageMaker \u0623\u0646 \u062a\u062c\u0645\u064a\u0639 \u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u064a\u062d\u0633\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\u060c \u0645\u0645\u0627 \u064a\u0642\u0644\u0644 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0644\u0643\u0644 \u0639\u0645\u0644\u064a\u0629 \u062a\u0646\u0628\u0624.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a \u0648\u0625\u0632\u0627\u0644\u0629 \u0627\u0644\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0645\u0643\u0631\u0631\u0629<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u062a\u064f\u0647\u062f\u0631 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\u0627\u0644\u0641\u0639\u0627\u0644 \u0628\u0645\u0627 \u064a\u0635\u0644 \u0625\u0644\u0649 80% \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u062a\u0648\u0633\u0639 \u0627\u0644\u062a\u0641\u0627\u0639\u0644\u064a.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">\u062a\u0628\u0627\u064a\u0646\u0627\u062a \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0625\u0642\u0644\u064a\u0645\u064a\u0629<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u062a\u062e\u062a\u0644\u0641 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0628\u0631\u0627\u0645\u062c \u0627\u0644\u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0641\u064a \u0627\u0644\u0642\u0627\u0646\u0648\u0646 \u0627\u062e\u062a\u0644\u0627\u0641\u064b\u0627 \u0643\u0628\u064a\u0631\u064b\u0627 \u0628\u0627\u062e\u062a\u0644\u0627\u0641 \u0627\u0644\u0645\u0646\u0627\u0637\u0642 \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a\u0629. \u0648\u062a\u0637\u0628\u0642 \u0643\u0644 \u0645\u0646 AWS \u0648Google Cloud \u0648Azure \u062a\u0633\u0639\u064a\u0631\u064b\u0627 \u0625\u0642\u0644\u064a\u0645\u064a\u064b\u0627 \u064a\u0639\u0643\u0633 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u0648\u0623\u0633\u0639\u0627\u0631 \u0627\u0644\u0637\u0627\u0642\u0629 \u0648\u0638\u0631\u0648\u0641 \u0627\u0644\u0633\u0648\u0642.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u064f\u0638\u0647\u0631 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0625\u0646\u062a\u0627\u062c \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629\u060c \u0627\u0644\u062a\u064a \u062a\u064f\u062d\u0644\u0644 10 \u0645\u0644\u0627\u064a\u064a\u0646 \u0637\u0644\u0628 \u0639\u0628\u0631 \u0645\u0646\u0627\u0637\u0642 \u0645\u062a\u0639\u062f\u062f\u0629\u060c \u062a\u0628\u0627\u064a\u0646\u064b\u0627 \u0641\u064a \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0628\u064a\u0646 \u0627\u0644\u0645\u0646\u0627\u0637\u0642. \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\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)\u060c \u0639\u0627\u062f\u0629\u064b \u0645\u0627 \u064a\u062a\u0645 \u062a\u062c\u0627\u0647\u0644 \u0647\u0630\u0647 \u0627\u0644\u0627\u062e\u062a\u0644\u0627\u0641\u0627\u062a. \u0623\u0645\u0627 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\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\u060c \u0641\u0625\u0646 \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0645\u0646\u0637\u0642\u0629 \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629 \u064a\u0624\u062b\u0631 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0639\u0644\u0649 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0634\u0647\u0631\u064a\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\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)\u060c \u0639\u0627\u062f\u0629\u064b \u0645\u0627 \u064a\u062a\u0645 \u062a\u062c\u0627\u0647\u0644 \u0647\u0630\u0647 \u0627\u0644\u0627\u062e\u062a\u0644\u0627\u0641\u0627\u062a. \u0623\u0645\u0627 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\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\u060c \u0641\u0625\u0646 \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0645\u0646\u0637\u0642\u0629 \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629 \u064a\u0624\u062b\u0631 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 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\u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0623\u0643\u062b\u0631 \u0623\u0647\u0645\u064a\u0629 \u0645\u0646 \u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0641\u064a \u0627\u0644\u0623\u062c\u0647\u0632\u0629. \u0641\u0628\u062d\u0633\u0628 \u0628\u062d\u062b\u064d \u0623\u062c\u0631\u062a\u0647 \u0645\u0628\u0627\u062f\u0631\u0629 MIT FutureTech \u062d\u0648\u0644 \u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a\u060c \u062a\u062c\u0627\u0648\u0632\u062a \u0627\u0644\u062a\u062d\u0633\u064a\u0646\u0627\u062a \u0641\u064a \u062a\u0639\u0642\u064a\u062f \u0627\u0644\u0645\u0633\u0627\u062d\u0629 \u0644\u0644\u0645\u0633\u0627\u0626\u0644 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 (\u0639\u062f\u062f\u0647\u0627 \u0645\u0644\u064a\u0627\u0631) \u062a\u062d\u0633\u064a\u0646\u0627\u062a \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a \u0627\u0644\u062f\u064a\u0646\u0627\u0645\u064a\u0643\u064a\u0629 (DRAM) \u0641\u064a 20% \u062d\u0627\u0644\u0629 \u0645\u0646 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0645 \u062a\u062d\u0644\u064a\u0644\u0647\u0627.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u064f\u0646\u062a\u062c \u0628\u0646\u0649 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062c\u062f\u064a\u062f\u0629\u060c \u0645\u062b\u0644 \u0646\u0645\u0648\u0630\u062c \u0645\u0632\u064a\u062c \u0627\u0644\u062e\u0628\u0631\u0627\u0621 (MoE)\u060c \u0645\u0633\u062a\u0648\u064a\u0627\u062a \u062a\u0643\u0644\u0641\u0629 \u0645\u062e\u062a\u0644\u0641\u0629. \u062a\u064f\u0638\u0647\u0631 \u0627\u0644\u0623\u0628\u062d\u0627\u062b \u0627\u0644\u062a\u064a \u062a\u064f\u062d\u0644\u0644 \u062a\u0643\u0644\u0641\u0629 \u0646\u0645\u0648\u0630\u062c MoE \u0623\u0646 \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u062a\u0639\u0627\u0646\u064a \u0645\u0646 \u0623\u0648\u062c\u0647 \u0642\u0635\u0648\u0631 \u0641\u0631\u064a\u062f\u0629\u060c \u0645\u062b\u0644 \u0639\u062f\u0645 \u062a\u0648\u0627\u0632\u0646 \u0627\u0644\u062d\u0645\u0644 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062a\u0639\u0628\u0626\u0629 \u0627\u0644\u0645\u0633\u0628\u0642\u0629 \u0648\u0632\u064a\u0627\u062f\u0629 \u0639\u0645\u0644\u064a\u0627\u062a \u0646\u0642\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0623\u062b\u0646\u0627\u0621 \u0641\u0643 \u0627\u0644\u062a\u0634\u0641\u064a\u0631. \u0645\u0639 \u0630\u0644\u0643\u060c \u064a\u064f\u0645\u0643\u0646 \u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a MoE \u0627\u0644\u0645\u064f\u062d\u0633\u0651\u0646\u0629 \u0623\u0646 \u062a\u064f\u062d\u0642\u0642 \u0623\u062f\u0627\u0621\u064b \u0623\u0641\u0636\u0644 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0643\u062b\u064a\u0641\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0623\u0639\u0644\u0646\u062a AWS \u0641\u064a \u0639\u0627\u0645 2023 \u0639\u0646 \u062d\u0627\u0648\u064a\u0627\u062a \u062c\u062f\u064a\u062f\u0629 \u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0643\u0628\u064a\u0631\u0629\u060c \u0645\u0645\u0627 \u0642\u0644\u0644 \u0632\u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0628\u0645\u0642\u062f\u0627\u0631 33% \u0644\u0623\u062d\u0645\u0627\u0644 \u0639\u0645\u0644 Llama-2 70B. \u0648\u062a\u0648\u0627\u0635\u0644 \u0627\u0644\u0625\u0635\u062f\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u062d\u062f\u062b\u0629 \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0643\u0641\u0627\u0621\u0629. \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0640 Llama-2 70B \u0639\u0646\u062f \u0627\u0644\u062a\u0632\u0627\u0645\u0646 16\u060c \u0627\u0646\u062e\u0641\u0636 \u0632\u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0628\u0645\u0642\u062f\u0627\u0631 28% \u0648\u0632\u0627\u062f\u062a \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u0628\u0645\u0642\u062f\u0627\u0631 44% \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062d\u0627\u0648\u064a\u0627\u062a TensorRT-LLM.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">\u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a<\/span><\/h2>\n<div class=\"schema-faq-code\">\n<div class=\"faq-question\">\n<h3 class=\"faq-q\">\u0645\u0627 \u0647\u064a \u0623\u0631\u062e\u0635 \u0637\u0631\u064a\u0642\u0629 \u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0628\u0631\u0646\u0627\u0645\u062c \u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0641\u064a \u0627\u0644\u0642\u0627\u0646\u0648\u0646 \u0641\u064a \u0639\u0627\u0645 2026\u061f<\/h3>\n<div>\n<p class=\"faq-a\">\u0644\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u062d\u062c\u0645 \u0627\u0644\u0645\u0646\u062e\u0641\u0636 (\u0623\u0642\u0644 \u0645\u0646 10,000 \u0637\u0644\u0628 \u064a\u0648\u0645\u064a\u064b\u0627)\u060c \u064a\u064f\u0639\u062f\u0651 \u0646\u0645\u0648\u0630\u062c GPT-5-nano \u0645\u0646 OpenAI\u060c \u0628\u062a\u0643\u0644\u0641\u0629 $0.025 \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u0625\u062f\u062e\u0627\u0644\u060c \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0623\u0645\u062b\u0644 \u0645\u0646 \u062d\u064a\u062b \u0633\u0647\u0648\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062f\u0648\u0646 \u0623\u064a \u062a\u0643\u0627\u0644\u064a\u0641 \u0625\u0636\u0627\u0641\u064a\u0629 \u0644\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629. \u0623\u0645\u0627 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0625\u0646\u062a\u0627\u062c \u0630\u064a \u0627\u0644\u062d\u062c\u0645 \u0627\u0644\u0643\u0628\u064a\u0631 (\u0623\u0643\u062b\u0631 \u0645\u0646 50,000 \u0637\u0644\u0628 \u064a\u0648\u0645\u064a\u064b\u0627)\u060c \u0641\u0625\u0646 \u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0646\u0645\u0627\u0630\u062c \u0630\u0627\u062a 7-13 \u0645\u0644\u064a\u0627\u0631 \u0645\u064f\u0639\u0627\u0645\u0644 \u0639\u0644\u0649 \u0623\u062c\u0647\u0632\u0629 \u0645\u0646\u062e\u0641\u0636\u0629 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 ($1,500-$5,000 \u0634\u0647\u0631\u064a\u064b\u0627) \u0639\u0627\u062f\u0629\u064b \u0645\u0627 \u062a\u0643\u0648\u0646 \u0623\u0642\u0644 \u062a\u0643\u0644\u0641\u0629 \u0645\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (API) \u0627\u0644\u0645\u0643\u0627\u0641\u0626\u0629.<\/p>\n<\/div>\n<\/div>\n<div class=\"faq-question\">\n<h3 class=\"faq-q\">\u0645\u0627 \u0645\u0642\u062f\u0627\u0631 \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a \u0644\u0644\u0641\u064a\u062f\u064a\u0648 (VRAM) \u0627\u0644\u062a\u064a \u0623\u062d\u062a\u0627\u062c\u0647\u0627 \u0644\u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0648\u0630\u062c \u064a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 70 \u0645\u0644\u064a\u0627\u0631 \u0645\u064f\u0639\u0627\u0645\u0644\u061f<\/h3>\n<div>\n<p class=\"faq-a\">\u064a\u062a\u0637\u0644\u0628 \u0646\u0645\u0648\u0630\u062c \u0630\u0648 70 \u0645\u0639\u0627\u0645\u0644\u064b\u0627 \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 35 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u062a\u0642\u0631\u064a\u0628\u064b\u0627 \u0645\u0639 \u062a\u0643\u0645\u064a\u0645 4 \u0628\u062a\u060c \u0623\u0648 140 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0645\u0639 \u062f\u0642\u0629 FP16 \u0643\u0627\u0645\u0644\u0629. \u0648\u0647\u0630\u0627 \u064a\u0639\u0646\u064a \u0639\u0627\u062f\u0629\u064b \u0625\u0645\u0627 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0629 A100 \u0628\u0633\u0639\u0629 80 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a (\u0648\u0647\u064a \u0633\u0639\u0629 \u0645\u062d\u062f\u0648\u062f\u0629 \u0645\u0639 \u0627\u0644\u062a\u0643\u0645\u064a\u0645) \u0623\u0648 \u0625\u0639\u062f\u0627\u062f\u064b\u0627 \u0645\u062a\u0639\u062f\u062f \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a \u0644\u062a\u0634\u063a\u064a\u0644 \u0633\u0644\u0633. \u0641\u064a \u062d\u0627\u0644 \u0639\u062f\u0645 \u0643\u0641\u0627\u064a\u0629 \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a \u0644\u0644\u0641\u064a\u062f\u064a\u0648\u060c \u064a\u0639\u0648\u062f \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0625\u0644\u0649 \u0645\u0639\u0627\u0644\u062c\u0629 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 (CPU) \u0628\u0633\u0631\u0639\u0629 \u0623\u0628\u0637\u0623 \u0645\u0646 10 \u0625\u0644\u0649 100 \u0645\u0631\u0629.<\/p>\n<\/div>\n<\/div>\n<div class=\"faq-question\">\n<h3 class=\"faq-q\">\u0647\u0644 \u062a\u0633\u062a\u062d\u0642 \u0645\u062b\u064a\u0644\u0627\u062a AWS \u0627\u0644\u0645\u062d\u062c\u0648\u0632\u0629 \u0643\u0644 \u0647\u0630\u0627 \u0627\u0644\u0639\u0646\u0627\u0621 \u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0628\u0631\u0627\u0645\u062c \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062a\u0639\u0644\u0645\u061f<\/h3>\n<div>\n<p class=\"faq-a\">\u062a\u064f\u0639\u062f\u0651 \u0627\u0644\u062d\u062c\u0648\u0632\u0627\u062a \u0627\u0644\u0645\u0633\u0628\u0642\u0629 \u062e\u064a\u0627\u0631\u064b\u0627 \u0645\u0646\u0627\u0633\u0628\u064b\u0627 \u0644\u0623\u062d\u0645\u0627\u0644 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0645\u062a\u0648\u0642\u0639\u0629 \u0648\u0627\u0644\u0645\u0633\u062a\u062f\u0627\u0645\u0629 \u0627\u0644\u062a\u064a \u062a\u0639\u0645\u0644 \u0639\u0644\u0649 \u0645\u062f\u0627\u0631 \u0627\u0644\u0633\u0627\u0639\u0629. \u062a\u064f\u0638\u0647\u0631 \u0627\u0644\u062a\u0632\u0627\u0645\u0627\u062a \u0627\u0644\u062d\u062c\u0632 \u0627\u0644\u0645\u0633\u0628\u0642 \u0644\u0645\u062f\u0629 \u0639\u0627\u0645 \u0648\u0627\u062d\u062f \u0639\u0644\u0649 \u062e\u062f\u0645\u0629 AWS EC2 \u0648\u0641\u0648\u0631\u0627\u062a \u0643\u0628\u064a\u0631\u0629 \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0623\u0633\u0639\u0627\u0631 \u0627\u0644\u062d\u062c\u0648\u0632\u0627\u062a \u0639\u0646\u062f \u0627\u0644\u0637\u0644\u0628 \u0644\u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU). \u0645\u0639 \u0630\u0644\u0643\u060c \u064a\u064f\u0642\u064a\u0651\u062f \u0647\u0630\u0627 \u0627\u0644\u0627\u0644\u062a\u0632\u0627\u0645 \u0633\u0639\u0629 \u0627\u0644\u062a\u062e\u0632\u064a\u0646\u060c \u0645\u0627 \u0642\u062f \u064a\u062f\u0641\u0639 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0630\u0627\u062a \u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0629 \u0645\u0628\u0627\u0644\u063a \u0632\u0627\u0626\u062f\u0629 \u062e\u0644\u0627\u0644 \u0641\u062a\u0631\u0627\u062a \u0627\u0646\u062e\u0641\u0627\u0636 \u0627\u0644\u0637\u0644\u0628.<\/p>\n<\/div>\n<\/div>\n<div class=\"faq-question\">\n<h3 class=\"faq-q\">\u0647\u0644 \u062a\u0633\u062a\u0637\u064a\u0639 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u0635\u063a\u064a\u0631\u0629 \u062a\u062d\u0645\u0644 \u062a\u0643\u0627\u0644\u064a\u0641 \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\u062a\u064a \u062a\u0633\u062a\u0636\u064a\u0641\u0647\u0627 \u0628\u0646\u0641\u0633\u0647\u0627\u061f<\/h3>\n<div>\n<p class=\"faq-a\">\u062a\u0628\u062f\u0623 \u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0644\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646 \u0645\u0646 \u062d\u0648\u0627\u0644\u064a 1500 \u0625\u0644\u0649 5000 \u0637\u0644\u0628 \u0634\u0647\u0631\u064a\u064b\u0627 \u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0639\u0627\u0645\u0644\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062a\u0631\u0627\u0648\u062d \u0628\u064a\u0646 7 \u064813 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0627\u0645\u0644\u0629. \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u062d\u0642\u0642 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0639\u0627\u0644\u062c \u0623\u0643\u062b\u0631 \u0645\u0646 50000 \u0637\u0644\u0628 \u064a\u0648\u0645\u064a\u064b\u0627 \u0646\u0642\u0637\u0629 \u0627\u0644\u062a\u0639\u0627\u062f\u0644 \u0645\u0642\u0627\u0631\u0646\u0629\u064b \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 (API) \u0639\u0646\u062f \u0647\u0630\u0627 \u0627\u0644\u062d\u062c\u0645. \u0623\u0645\u0627 \u062f\u0648\u0646 \u0647\u0630\u0627 \u0627\u0644\u062d\u062f\u060c \u0641\u0639\u0627\u062f\u0629\u064b \u0645\u0627 \u062a\u0643\u0648\u0646 \u062a\u0643\u0644\u0641\u0629 \u062e\u062f\u0645\u0627\u062a \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0623\u0642\u0644 \u0639\u0646\u062f \u0627\u062d\u062a\u0633\u0627\u0628 \u062a\u0643\u0627\u0644\u064a\u0641 DevOps \u0648\u0627\u0644\u0635\u064a\u0627\u0646\u0629 \u0648\u0627\u0644\u0625\u062f\u0627\u0631\u0629.<\/p>\n<\/div>\n<\/div>\n<div class=\"faq-question\">\n<h3 class=\"faq-q\">\u0645\u0627 \u0647\u0648 \u0627\u0644\u0641\u0631\u0642 \u0627\u0644\u062d\u0642\u064a\u0642\u064a \u0641\u064a \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0628\u064a\u0646 GPT-5.2 \u0648 GPT-5-mini\u061f<\/h3>\n<div>\n<p class=\"faq-a\">\u0648\u0641\u0642\u064b\u0627 \u0644\u0623\u0633\u0639\u0627\u0631 OpenAI \u0644\u0639\u0627\u0645 2026\u060c \u062a\u0628\u0644\u063a \u062a\u0643\u0644\u0641\u0629 GPT-5.2 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u0645\u064f\u062f\u062e\u0644 \u064814.00 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u0645\u064f\u062e\u0631\u062c\u060c \u0628\u064a\u0646\u0645\u0627 \u062a\u0628\u0644\u063a \u062a\u0643\u0644\u0641\u0629 GPT-5-mini \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u0645\u064f\u062f\u062e\u0644 \u06481.125 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u0645\u064f\u062e\u0631\u062c\u060c \u0623\u064a \u0628\u0641\u0627\u0631\u0642 14 \u0636\u0639\u0641\u064b\u0627 \u0641\u064a \u0643\u0644\u064d \u0645\u0646 \u0627\u0644\u0645\u062f\u062e\u0644\u0627\u062a \u0648\u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a. \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u062a\u0637\u0628\u064a\u0642 \u0646\u0645\u0648\u0630\u062c\u064a \u064a\u064f\u0639\u0627\u0644\u062c \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u064a\u0648\u0645\u064a\u064b\u0627 (500 \u0623\u0644\u0641 \u0645\u064f\u062f\u062e\u0644\u060c 500 \u0623\u0644\u0641 \u0645\u064f\u062e\u0631\u062c)\u060c \u062a\u0628\u0644\u063a \u062a\u0643\u0644\u0641\u0629 GPT-5.2 \u062d\u0648\u0627\u0644\u064a 7,875 \u0634\u0647\u0631\u064a\u064b\u0627\u060c \u0645\u0642\u0627\u0628\u0644 562.50 \u0634\u0647\u0631\u064a\u064b\u0627 \u0644\u0640 GPT-5-mini.<\/p>\n<\/div>\n<\/div>\n<div class=\"faq-question\">\n<h3 class=\"faq-q\">\u0647\u0644 \u064a\u0648\u0641\u0631 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a \u0627\u0644\u0645\u0627\u0644 \u0641\u0639\u0644\u0627\u064b \u0641\u064a \u062a\u0643\u0627\u0644\u064a\u0641 \u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0641\u064a \u0627\u0644\u0642\u0627\u0646\u0648\u0646\u061f<\/h3>\n<div>\n<p class=\"faq-a\">\u0646\u0639\u0645\u060c \u0628\u0634\u0643\u0644 \u0645\u0644\u062d\u0648\u0638. \u064a\u0641\u0631\u0636 \u0646\u0638\u0627\u0645 \u062a\u0633\u0639\u064a\u0631 \u0627\u0644\u0645\u062f\u062e\u0644\u0627\u062a \u0627\u0644\u0645\u062e\u0632\u0646\u0629 \u0645\u0624\u0642\u062a\u064b\u0627 \u0645\u0646 OpenAI \u0631\u0633\u0648\u0645\u064b\u0627 \u0642\u062f\u0631\u0647\u0627 10% \u0641\u0642\u0637 \u0645\u0646 \u0627\u0644\u0631\u0633\u0648\u0645 \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629 \u0644\u0644\u0645\u062d\u062a\u0648\u0649 \u0627\u0644\u0645\u062a\u0643\u0631\u0631. \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0630\u0627\u062a \u0645\u0637\u0627\u0644\u0628\u0627\u062a \u0627\u0644\u0646\u0638\u0627\u0645 \u0627\u0644\u0645\u062a\u0633\u0642\u0629 \u0623\u0648 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0627\u0644\u0645\u0631\u062c\u0639\u064a\u0629\u060c \u064a\u0639\u0646\u064a \u0647\u0630\u0627 \u0623\u0646 \u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0645\u062f\u062e\u0644\u0627\u062a \u0627\u0644\u0645\u062e\u0632\u0646\u0629 \u0645\u0624\u0642\u062a\u064b\u0627 \u0644\u0640 GPT-5.2 \u062a\u0628\u0644\u063a $0.175 \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u0628\u062f\u0644\u0627\u064b \u0645\u0646 $1.75. \u064a\u0645\u0643\u0646 \u0644\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 50% \u0645\u0646 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0627\u0644\u0642\u0627\u0628\u0644 \u0644\u0644\u062a\u062e\u0632\u064a\u0646 \u0645\u0624\u0642\u062a\u064b\u0627 \u0623\u0646 \u062a\u0642\u0644\u0644 \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 (API) \u0628\u0645\u0627 \u064a\u0642\u0627\u0631\u0628 45%.<\/p>\n<\/div>\n<\/div>\n<div class=\"faq-question\">\n<h3 class=\"faq-q\">\u0643\u064a\u0641 \u0623\u0639\u0631\u0641 \u0645\u062a\u0649 \u064a\u062c\u0628 \u0639\u0644\u064a\u0651 \u0627\u0644\u0627\u0646\u062a\u0642\u0627\u0644 \u0645\u0646 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (API) \u0625\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629\u061f<\/h3>\n<div>\n<p class=\"faq-a\">\u0627\u062d\u0633\u0628 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0634\u0647\u0631\u064a\u0629 \u0627\u0644\u062d\u0627\u0644\u064a\u0629 \u0644\u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (API) \u0648\u0646\u0645\u0648 \u0627\u0644\u0645\u0634\u0631\u0648\u0639. \u0642\u0627\u0631\u0646 \u0630\u0644\u0643 \u0628\u0628\u0646\u064a\u0629 \u062a\u062d\u062a\u064a\u0629 \u0644\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0644\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646 (1500-5000 \u062c\u0646\u064a\u0647 \u0625\u0633\u062a\u0631\u0644\u064a\u0646\u064a \u0634\u0647\u0631\u064a\u064b\u0627) \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u062a\u0643\u0627\u0644\u064a\u0641 DevOps (\u0639\u0627\u062f\u0629\u064b \u0645\u0627 \u0628\u064a\u0646 0.25 \u06480.5 \u0645\u0646 \u0648\u0642\u062a \u0645\u0647\u0646\u062f\u0633 \u0628\u062f\u0648\u0627\u0645 \u0643\u0627\u0645\u0644). \u0625\u0630\u0627 \u062a\u062c\u0627\u0648\u0632\u062a \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 5000 \u062c\u0646\u064a\u0647 \u0625\u0633\u062a\u0631\u0644\u064a\u0646\u064a \u0634\u0647\u0631\u064a\u064b\u0627 \u0648\u0643\u0627\u0646 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0642\u0627\u0628\u0644\u0627\u064b \u0644\u0644\u062a\u0646\u0628\u0624\u060c \u0641\u0625\u0646 \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0639\u0627\u062f\u0629\u064b \u0645\u0627 \u062a\u0643\u0648\u0646 \u062e\u064a\u0627\u0631\u064b\u0627 \u0627\u0642\u062a\u0635\u0627\u062f\u064a\u064b\u0627 \u0645\u062c\u062f\u064a\u064b\u0627. \u0643\u0645\u0627 \u0623\u0646 \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u062e\u0635\u0648\u0635\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a \u0627\u0644\u0627\u0645\u062a\u062b\u0627\u0644\u060c \u0648\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u062a\u062e\u0635\u064a\u0635 \u062a\u0624\u062b\u0631 \u0639\u0644\u0649 \u0627\u0644\u0642\u0631\u0627\u0631 \u0625\u0644\u0649 \u062c\u0627\u0646\u0628 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0648\u062d\u062f\u0647\u0627.<\/p>\n<h2><span style=\"font-weight: 400;\">\u0627\u0644\u062e\u0627\u062a\u0645\u0629<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u0644\u0627 \u062a\u0648\u062c\u062f \u062a\u0643\u0644\u0641\u0629 \u0648\u0627\u062d\u062f\u0629 \u062a\u0646\u0627\u0633\u0628 \u062c\u0645\u064a\u0639 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0628\u0631\u0627\u0645\u062c \u0627\u0644\u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0641\u064a \u0627\u0644\u0642\u0627\u0646\u0648\u0646. \u064a\u0639\u062a\u0645\u062f \u0627\u0644\u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0623\u0645\u062b\u0644 \u0639\u0644\u0649 \u062d\u062c\u0645 \u0627\u0644\u0637\u0644\u0628\u0627\u062a\u060c \u0648\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0623\u062f\u0627\u0621\u060c \u0648\u062d\u0633\u0627\u0633\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0627\u0644\u0642\u062f\u0631\u0627\u062a \u0627\u0644\u062a\u0642\u0646\u064a\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u062a\u0645\u064a\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 (API) \u0628\u0633\u0647\u0648\u0644\u0629 \u0627\u0644\u0628\u062f\u0621\u060c \u0648\u0642\u062f\u0631\u062a\u0647\u0627 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0623\u062d\u0645\u0627\u0644 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0629\u060c \u0648\u062a\u062c\u0646\u0628 \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629. \u0643\u0645\u0627 \u0623\u0646\u0647\u0627 \u0639\u0627\u062f\u0629\u064b \u0645\u0627 \u062a\u0643\u0648\u0646 \u0623\u0631\u062e\u0635 \u0639\u0646\u062f \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u0642\u0644 \u0645\u0646 50,000 \u0637\u0644\u0628 \u064a\u0648\u0645\u064a\u064b\u0627.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u064a\u064f\u0639\u062f\u0651 \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u062e\u064a\u0627\u0631\u064b\u0627 \u0627\u0642\u062a\u0635\u0627\u062f\u064a\u064b\u0627 \u0645\u064f\u062c\u062f\u064a\u064b\u0627 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639\u060c \u0644\u0627 \u0633\u064a\u0645\u0627 \u0639\u0646\u062f\u0645\u0627 \u062a\u0643\u0648\u0646 \u062e\u0635\u0648\u0635\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0647\u0645\u0629 \u0623\u0648 \u0639\u0646\u062f\u0645\u0627 \u064a\u064f\u062d\u0642\u0642 \u0627\u0644\u0636\u0628\u0637 \u0627\u0644\u062f\u0642\u064a\u0642 \u0627\u0644\u062e\u0627\u0635 \u0628\u0645\u062c\u0627\u0644 \u0645\u064f\u062d\u062f\u062f \u0646\u062a\u0627\u0626\u062c \u0623\u0641\u0636\u0644 \u0645\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0639\u0627\u0645\u0629. \u0648\u0644\u0643\u0646\u0647 \u064a\u062a\u0637\u0644\u0628 \u0627\u0644\u062a\u0632\u0627\u0645\u064b\u0627 \u0628\u0645\u0646\u0647\u062c\u064a\u0629 DevOps \u0648\u0627\u0633\u062a\u062b\u0645\u0627\u0631\u064b\u0627 \u0645\u064f\u0633\u0628\u0642\u064b\u0627 \u0641\u064a \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0645\u0627 \u0647\u0648 \u0627\u0644\u0646\u0647\u062c \u0627\u0644\u0623\u0645\u062b\u0644\u061f \u0627\u0628\u062f\u0623 \u0628\u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (APIs) \u0644\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0645\u0644\u0627\u0621\u0645\u0629 \u0627\u0644\u0645\u0646\u062a\u062c \u0644\u0644\u0633\u0648\u0642\u060c \u062b\u0645 \u0642\u064a\u0651\u0645 \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0628\u0645\u062c\u0631\u062f \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u062a\u0628\u0631\u064a\u0631 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0644\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631 \u0641\u064a \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629. \u062a\u0639\u062a\u0645\u062f \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0639\u0644\u0649 \u0639\u0645\u0644\u064a\u0627\u062a \u0646\u0634\u0631 \u0647\u062c\u064a\u0646\u0629 - \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u062a\u062c\u0631\u0628\u0629 \u0648\u062a\u0648\u0641\u064a\u0631 \u0633\u0639\u0629 \u0625\u0636\u0627\u0641\u064a\u0629\u060c \u0648\u0628\u0646\u064a\u0629 \u062a\u062d\u062a\u064a\u0629 \u0645\u0633\u062a\u0636\u0627\u0641\u0629 \u0630\u0627\u062a\u064a\u064b\u0627 \u0644\u0623\u062d\u0645\u0627\u0644 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0623\u064a\u0627\u064b \u0643\u0627\u0646 \u0627\u0644\u0645\u0633\u0627\u0631 \u0627\u0644\u0623\u0646\u0633\u0628 \u0644\u0644\u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a \u0627\u0644\u062d\u0627\u0644\u064a\u0629\u060c \u064a\u062c\u0628 \u0623\u0646 \u064a\u0643\u0648\u0646 \u0645\u0631\u0646\u0627\u064b. \u0641\u062c\u0648\u0627\u0646\u0628 \u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f \u0648\u0642\u062f\u0631\u0627\u062a \u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0628\u0631\u0627\u0645\u062c \u0627\u0644\u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0641\u064a \u0627\u0644\u0642\u0627\u0646\u0648\u0646 \u062a\u062a\u0637\u0648\u0631 \u0628\u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u0648\u0628\u0633\u0631\u0639\u0629.<\/span><\/p>\n<\/div>\n<\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>Overview: LLM hosting costs vary dramatically based on deployment model, ranging from $0.025 per million tokens for API services like OpenAI&#8217;s GPT-5-nano to $1,500-$5,000 monthly for self-hosted infrastructure. Organizations with over 50,000 daily requests often achieve cost savings of 25-50% by self-hosting, while smaller operations benefit from pay-per-use API pricing. Hardware requirements scale with model [&hellip;]<\/p>\n","protected":false},"author":7,"featured_media":35207,"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-35206","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 Hosting Cost 2026: Self-Host vs API Pricing Guide<\/title>\n<meta name=\"description\" content=\"Compare LLM hosting costs: API pricing from $0.025\/1M tokens vs self-hosted at $1.5K-$5K\/month. 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