{"id":5303,"date":"2026-09-02T12:32:56","date_gmt":"2026-09-02T09:32:56","guid":{"rendered":"https:\/\/maram.iq\/blogs\/self-hosted-ai-gpu-server\/"},"modified":"2026-09-02T12:41:07","modified_gmt":"2026-09-02T09:41:07","slug":"self-hosted-ai-gpu-server","status":"publish","type":"post","link":"https:\/\/maram.iq\/blogs\/self-hosted-ai-gpu-server\/","title":{"rendered":"\u0643\u064a\u0641 \u062a\u0633\u062a\u0636\u064a\u0641 AI API \u0639\u0644\u0649 GPU Server \u0628\u062f\u0644 \u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0627\u0644\u0643\u0627\u0645\u0644 \u0639\u0644\u0649 OpenAI\u061f"},"content":{"rendered":"\n<p>\u0645\u0648\u062c\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u063a\u064a\u0651\u0631\u062a \u0637\u0631\u064a\u0642\u0629 \u0628\u0646\u0627\u0621 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u2014 \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629\u060c \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a\u060c \u0627\u0644\u062a\u0648\u0635\u064a\u0627\u062a\u060c \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0645\u062d\u062a\u0648\u0649. \u0644\u0643\u0646 \u0645\u0639\u0638\u0645 \u0627\u0644\u0641\u0631\u0642 \u0627\u0644\u0639\u0631\u0628\u064a\u0629 \u062a\u0639\u062a\u0645\u062f \u0643\u0644\u064a\u064b\u0627 \u0639\u0644\u0649 <strong>OpenAI API<\/strong> \u0648\u0623\u0645\u062b\u0627\u0644\u0647: \u062a\u062f\u0641\u0639 \u0644\u0643\u0644 \u0627\u0633\u062a\u062f\u0639\u0627\u0621\u060c \u0648\u062a\u0631\u0633\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0647\u0627 \u0625\u0644\u0649 \u062e\u0627\u062f\u0645 \u062e\u0627\u0631\u062c\u064a\u060c \u0648\u062a\u062e\u0636\u0639 \u0644\u0623\u0633\u0639\u0627\u0631\u0647 \u0648\u062d\u062f\u0648\u062f\u0647. \u0647\u0630\u0627 \u0645\u0642\u0628\u0648\u0644 \u0641\u064a \u0627\u0644\u0628\u062f\u0627\u064a\u0629\u060c \u0644\u0643\u0646 \u0645\u0639 \u0627\u0644\u0646\u0645\u0648\u0651 \u062a\u0628\u0631\u0632 \u0623\u0633\u0626\u0644\u0629 \u062c\u062f\u0651\u064a\u0629: \u0643\u0645 \u0633\u062a\u0643\u0644\u0651\u0641\u0646\u064a \u0627\u0644\u0641\u0627\u062a\u0648\u0631\u0629 \u062d\u064a\u0646 \u062a\u062a\u0636\u0627\u0639\u0641 \u0627\u0644\u0637\u0644\u0628\u0627\u062a\u061f \u0648\u0645\u0627\u0630\u0627 \u0639\u0646 \u062e\u0635\u0648\u0635\u064a\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0645\u0644\u0627\u0626\u064a\u061f \u0648\u0647\u0644 \u0623\u0645\u0644\u0643 \u062a\u0637\u0628\u064a\u0642\u064a \u0641\u0639\u0644\u064b\u0627 \u0623\u0645 \u0623\u0646\u0627 \u0631\u0647\u064a\u0646 \u0645\u0646\u0635\u0651\u0629\u061f \u0647\u0646\u0627 \u064a\u0623\u062a\u064a \u0627\u0644\u062d\u0644\u0651: <strong>\u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a (Self-hosted AI)<\/strong> \u0639\u0644\u0649 \u062e\u0627\u062f\u0645 GPU \u062e\u0627\u0635. \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u062f\u0644\u064a\u0644 \u0627\u0644\u0634\u0627\u0645\u0644 \u0646\u0634\u0631\u062d \u0643\u064a\u0641 \u062a\u0628\u0646\u064a \u0647\u0630\u0647 \u0627\u0644\u0628\u0646\u064a\u0629 \u0628\u0627\u0644\u0643\u0627\u0645\u0644 \u2014 App \u0648API \u0648Model Server \u0648GPU \u0648Redis\/Queue \u2014 \u0648\u0645\u062a\u0649 \u062a\u0643\u0648\u0646 \u0623\u0648\u0641\u0631\u060c \u0648\u0623\u064a GPU \u062a\u062e\u062a\u0627\u0631\u060c \u0645\u0639 \u0623\u0645\u062b\u0644\u0629 \u0639\u0645\u0644\u064a\u0629 \u0644\u0631\u0648\u0628\u0648\u062a \u0645\u062d\u0627\u062f\u062b\u0629 \u0648\u062a\u062d\u0644\u064a\u0644 \u0645\u0633\u062a\u0646\u062f\u0627\u062a.<\/p>\n\n\n<div class=\"quick-answer\" style=\"background:#f0f9ff;border:1px solid #bae6fd;border-radius:12px;padding:16px 18px;margin:1.5rem 0;\"><p style=\"font-weight:700;color:#0369a1;margin:0 0 8px;font-size:1.02rem;\">&#9889; \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0627\u0644\u0645\u062e\u062a\u0635\u0631\u0629<\/p><p style=\"margin:0;line-height:1.9;\">\u0634\u063a\u0651\u0644 \u0646\u0645\u0648\u0630\u062c\u064b\u0627 \u0645\u0641\u062a\u0648\u062d\u064b\u0627 (Llama \u0623\u0648 Mistral \u0623\u0648 Qwen) \u0639\u0644\u0649 \u062e\u0627\u062f\u0645 GPU \u062e\u0627\u0635 \u0639\u0628\u0631 vLLM \u0623\u0648 Ollama \u062e\u0644\u0641 \u0648\u0627\u062c\u0647\u0629 FastAPI. \u064a\u0635\u0628\u062d \u0623\u0648\u0641\u0631 \u0645\u0646 OpenAI \u0628\u0639\u062f \u0646\u0642\u0637\u0629 \u062a\u062d\u0648\u0651\u0644 (~5 \u0645\u0644\u0627\u064a\u064a\u0646 \u062a\u0648\u0643\u0646 \u064a\u0648\u0645\u064a\u064b\u0627) \u0645\u0639 \u062e\u0635\u0648\u0635\u064a\u0629 \u0643\u0627\u0645\u0644\u0629 \u0644\u0628\u064a\u0627\u0646\u0627\u062a\u0643 \u0648\u062a\u062d\u0643\u0651\u0645 \u062a\u0627\u0645\u0651 \u2014 \u0645\u0642\u0627\u0628\u0644 \u062a\u0643\u0644\u0641\u0629 \u0625\u0639\u062f\u0627\u062f \u0648\u0635\u064a\u0627\u0646\u0629 \u0623\u0639\u0644\u0649 \u0641\u064a \u0627\u0644\u0628\u062f\u0627\u064a\u0629.<\/p><\/div>\n\n\n<figure style=\"margin:1.5rem 0;text-align:center;\"><img decoding=\"async\" src=\"https:\/\/maram.iq\/blogs\/wp-content\/uploads\/2026\/08\/ai-arch.png\" alt=\"\u0628\u0646\u064a\u0629 Self-hosted AI \u0639\u0644\u0649 \u062e\u0627\u062f\u0645 GPU: App \u0648API \u0648Model Server \u0648GPU \u0648Redis\/Queue\" loading=\"lazy\" style=\"max-width:100%;height:auto;border-radius:12px;box-shadow:0 4px 16px rgba(15,23,42,.12);\"\/><figcaption style=\"color:#64748b;font-size:.9rem;margin-top:.5rem;\">\u0645\u0633\u0627\u0631 \u0637\u0644\u0628 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u0646 \u0627\u0644\u062a\u0637\u0628\u064a\u0642 \u0625\u0644\u0649 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 GPU \u2014 \u0645\u0639 \u0637\u0627\u0628\u0648\u0631 \u0644\u0644\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u062b\u0642\u064a\u0644\u0629<\/figcaption><\/figure>\n\n\n<div class=\"table-of-contents\" style=\"background:#f8fafc;border:1px solid #e2e8f0;border-radius:12px;padding:1.5rem;margin:1.5rem 0;\"><p style=\"font-weight:700;font-size:1.05rem;margin-bottom:.75rem;\">\u0645\u062d\u062a\u0648\u064a\u0627\u062a \u0627\u0644\u062f\u0644\u064a\u0644 \u0627\u0644\u0634\u0627\u0645\u0644<\/p><ul style=\"list-style:none;padding:0;margin:0;\"><li style=\"padding:.25rem 0;\"><a href=\"#s1\" style=\"color:#4f46e5;text-decoration:none;\">&#8592; \u0644\u0645\u0627\u0630\u0627 \u0644\u0627 \u062a\u0639\u062a\u0645\u062f \u0643\u0644\u064a\u064b\u0627 \u0639\u0644\u0649 OpenAI API\u061f<\/a><\/li><li style=\"padding:.25rem 0;\"><a href=\"#s2\" style=\"color:#4f46e5;text-decoration:none;\">&#8592; \u0627\u0644\u0628\u0646\u064a\u0629: \u0645\u0646 \u0627\u0644\u062a\u0637\u0628\u064a\u0642 \u0625\u0644\u0649 GPU<\/a><\/li><li style=\"padding:.25rem 0;\"><a href=\"#s3\" style=\"color:#4f46e5;text-decoration:none;\">&#8592; \u0645\u0643\u0648\u0651\u0646\u0627\u062a \u0633\u062a\u0627\u0643 \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629<\/a><\/li><li style=\"padding:.25rem 0;\"><a href=\"#s4\" style=\"color:#4f46e5;text-decoration:none;\">&#8592; OpenAI API \u0645\u0642\u0627\u0628\u0644 GPU \u0627\u0644\u062e\u0627\u0635<\/a><\/li><li style=\"padding:.25rem 0;\"><a href=\"#s5\" style=\"color:#4f46e5;text-decoration:none;\">&#8592; \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 \u0648\u0646\u0642\u0637\u0629 \u0627\u0644\u062a\u062d\u0648\u0651\u0644<\/a><\/li><li style=\"padding:.25rem 0;\"><a href=\"#s6\" style=\"color:#4f46e5;text-decoration:none;\">&#8592; \u0623\u064a GPU \u062a\u062e\u062a\u0627\u0631\u061f<\/a><\/li><li style=\"padding:.25rem 0;\"><a href=\"#s7\" style=\"color:#4f46e5;text-decoration:none;\">&#8592; \u0645\u062b\u0627\u0644 1: \u0631\u0648\u0628\u0648\u062a \u0645\u062d\u0627\u062f\u062b\u0629 (Chatbot)<\/a><\/li><li style=\"padding:.25rem 0;\"><a href=\"#s8\" style=\"color:#4f46e5;text-decoration:none;\">&#8592; \u0645\u062b\u0627\u0644 2: \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a<\/a><\/li><li style=\"padding:.25rem 0;\"><a href=\"#s9\" style=\"color:#4f46e5;text-decoration:none;\">&#8592; \u0646\u0642\u0627\u0637 \u0645\u0647\u0645\u0651\u0629 \u0642\u0628\u0644 \u0627\u0644\u0625\u0646\u062a\u0627\u062c<\/a><\/li><li style=\"padding:.25rem 0;\"><a href=\"#s10\" style=\"color:#4f46e5;text-decoration:none;\">&#8592; \u0627\u0644\u062e\u0644\u0627\u0635\u0629<\/a><\/li><\/ul><\/div>\n\n\n<h2 class=\"wp-block-heading\" id=\"s1\">\u0644\u0645\u0627\u0630\u0627 \u0644\u0627 \u062a\u0639\u062a\u0645\u062f \u0643\u0644\u064a\u064b\u0627 \u0639\u0644\u0649 OpenAI API\u061f<\/h2>\n\n\n<p>\u0644\u0627 \u0623\u062d\u062f \u064a\u0646\u0643\u0631 \u0633\u0647\u0648\u0644\u0629 <strong>OpenAI API<\/strong> \u2014 \u0633\u0637\u0631 \u0643\u0648\u062f \u0648\u0627\u062d\u062f \u0648\u062a\u062d\u0635\u0644 \u0639\u0644\u0649 \u0623\u0642\u0648\u0649 \u0627\u0644\u0646\u0645\u0627\u0630\u062c. \u0644\u0643\u0646 \u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0627\u0644\u0643\u0627\u0645\u0644 \u0639\u0644\u064a\u0647 \u0644\u0647 \u062b\u0645\u0646 \u064a\u0638\u0647\u0631 \u0645\u0639 \u0627\u0644\u0646\u0645\u0648\u0651\u060c \u0648\u0647\u0646\u0627 \u062a\u0628\u062f\u0623 \u0641\u0643\u0631\u0629 <strong>Self-hosted AI<\/strong> \u0628\u0627\u0644\u062a\u0628\u0644\u0648\u0631:<\/p>\n\n\n<ul class=\"wp-block-list\"><li><strong>\u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0645\u062a\u0635\u0627\u0639\u062f\u0629:<\/strong> \u062a\u062f\u0641\u0639 \u0644\u0643\u0644 \u062a\u0648\u0643\u0646. \u0645\u0639 \u0646\u0645\u0648\u0651 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u062a\u0636\u062e\u0651\u0645 \u0627\u0644\u0641\u0627\u062a\u0648\u0631\u0629 \u0628\u0634\u0643\u0644 \u063a\u064a\u0631 \u0645\u062a\u0648\u0642\u0651\u0639 \u2014 \u0642\u062f \u062a\u0635\u0644 \u0644\u0622\u0644\u0627\u0641 \u0627\u0644\u062f\u0648\u0644\u0627\u0631\u0627\u062a \u0634\u0647\u0631\u064a\u064b\u0627 \u0644\u062a\u0637\u0628\u064a\u0642 \u0646\u0634\u0637.<\/li><li><strong>\u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629:<\/strong> \u0643\u0644 \u0627\u0633\u062a\u062f\u0639\u0627\u0621 \u064a\u0631\u0633\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0643 (\u0631\u0633\u0627\u0626\u0644\u060c \u0645\u0633\u062a\u0646\u062f\u0627\u062a\u060c \u0623\u0633\u0626\u0644\u0629) \u0625\u0644\u0649 \u062e\u0627\u062f\u0645 \u062e\u0627\u0631\u062c\u064a \u0641\u064a \u0627\u0644\u062e\u0627\u0631\u062c. \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062d\u0633\u0651\u0627\u0633\u0629 (\u0637\u0628\u064a\u0629\u060c \u0645\u0627\u0644\u064a\u0629\u060c \u062d\u0643\u0648\u0645\u064a\u0629) \u0647\u0630\u0627 \u063a\u064a\u0631 \u0645\u0642\u0628\u0648\u0644 \u063a\u0627\u0644\u0628\u064b\u0627.<\/li><li><strong>\u0642\u0641\u0644 \u0627\u0644\u0645\u0646\u0635\u0651\u0629 (Vendor Lock-in):<\/strong> \u062a\u0628\u0646\u064a \u062a\u0637\u0628\u064a\u0642\u0643 \u062d\u0648\u0644 \u0648\u0627\u062c\u0647\u0629 \u0645\u0632\u0648\u0651\u062f \u0648\u0627\u062d\u062f\u060c \u0641\u064a\u0635\u0639\u0628 \u0627\u0644\u0627\u0646\u062a\u0642\u0627\u0644\u060c \u0648\u0623\u0646\u062a \u0631\u0647\u064a\u0646 \u062a\u063a\u064a\u064a\u0631\u0627\u062a \u0623\u0633\u0639\u0627\u0631\u0647 \u0648\u0633\u064a\u0627\u0633\u0627\u062a\u0647.<\/li><li><strong>\u0627\u0644\u062d\u062f\u0648\u062f \u0648\u0627\u0644\u0631\u0642\u0627\u0628\u0629:<\/strong> \u062d\u062f\u0648\u062f \u0645\u0639\u062f\u0651\u0644\u060c \u0648\u0633\u064a\u0627\u0633\u0627\u062a \u0645\u062d\u062a\u0648\u0649\u060c \u0648\u0645\u0646\u0627\u0637\u0642 \u062a\u0633\u0639\u064a\u0631 \u2014 \u0643\u0644\u0651\u0647\u0627 \u062e\u0627\u0631\u062c \u0633\u064a\u0637\u0631\u062a\u0643.<\/li><\/ul>\n\n\n<p>\u0627\u0644\u062d\u0644\u0651 \u0644\u064a\u0633 \u0627\u0644\u062a\u062e\u0644\u0651\u064a \u0639\u0646 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0628\u0644 \u0627\u0645\u062a\u0644\u0627\u0643 \u0628\u0646\u064a\u062a\u0647: \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0648\u0630\u062c \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631 (\u0645\u062b\u0644 Llama \u0623\u0648 Mistral \u0623\u0648 \u0646\u0645\u0627\u0630\u062c \u0639\u0631\u0628\u064a\u0629) \u0639\u0644\u0649 \u062e\u0627\u062f\u0645 GPU \u062e\u0627\u0635 \u0628\u0643\u060c \u0641\u062a\u062a\u062d\u0643\u0651\u0645 \u0628\u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0648\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0623\u062f\u0627\u0621 \u0643\u0627\u0645\u0644\u064b\u0627.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"s2\">\u0628\u0646\u064a\u0629 Self-hosted AI: \u0645\u0646 \u0627\u0644\u062a\u0637\u0628\u064a\u0642 \u0625\u0644\u0649 GPU<\/h2>\n\n\n<p>\u0628\u0646\u064a\u0629 <strong>Self-hosted AI<\/strong> \u0644\u064a\u0633\u062a \u0645\u0639\u0642\u0651\u062f\u0629 \u0643\u0645\u0627 \u064a\u064f\u062a\u0635\u0648\u0651\u0631. \u062a\u062a\u0643\u0648\u0651\u0646 \u0645\u0646 \u0633\u0644\u0633\u0644\u0629 \u0648\u0627\u0636\u062d\u0629 \u064a\u0645\u0631\u0651 \u0628\u0647\u0627 \u0627\u0644\u0637\u0644\u0628 \u0645\u0646 \u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u062d\u062a\u0649 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 GPU:<\/p>\n\n\n<ul class=\"wp-block-list\"><li><strong>App (\u0627\u0644\u062a\u0637\u0628\u064a\u0642):<\/strong> \u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0645\u0648\u0628\u0627\u064a\u0644 \u0623\u0648 \u0627\u0644\u0648\u064a\u0628 \u0627\u0644\u0630\u064a \u064a\u0631\u0633\u0644 \u0637\u0644\u0628 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 (\u0633\u0624\u0627\u0644\u060c \u0645\u0644\u0641).<\/li><li><strong>API Gateway:<\/strong> \u0637\u0628\u0642\u0629 \u062a\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u0637\u0644\u0628\u060c \u062a\u062a\u062d\u0642\u0651\u0642 \u0645\u0646 \u0627\u0644\u0647\u0648\u064a\u0629 (authentication)\u060c \u0648\u062a\u0637\u0628\u0651\u0642 \u062d\u062f\u0648\u062f \u0627\u0644\u0645\u0639\u062f\u0651\u0644 \u2014 \u0639\u0627\u062f\u0629\u064b \u0628\u0640FastAPI.<\/li><li><strong>Model Server (\u062e\u0627\u062f\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c):<\/strong> \u064a\u062d\u0645\u0651\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u064a\u0634\u063a\u0651\u0644\u0647 \u0639\u0644\u0649 GPU\u060c \u0648\u064a\u0642\u062f\u0651\u0645 \u0648\u0627\u062c\u0647\u0629 \u0627\u0633\u062a\u062f\u0644\u0627\u0644 (inference) \u2014 \u0623\u062f\u0648\u0627\u062a \u0645\u062b\u0644 vLLM \u0623\u0648 Ollama \u0623\u0648 TGI.<\/li><li><strong>GPU:<\/strong> \u0627\u0644\u0645\u0639\u0627\u0644\u062c \u0627\u0644\u0631\u0633\u0648\u0645\u064a \u062d\u064a\u062b \u064a\u062c\u0631\u064a \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0627\u0644\u0641\u0639\u0644\u064a \u0644\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0633\u0631\u0639\u0629 \u0639\u0627\u0644\u064a\u0629.<\/li><li><strong>Redis \/ Queue:<\/strong> \u0637\u0627\u0628\u0648\u0631 \u0644\u0644\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u062b\u0642\u064a\u0644\u0629 \u0623\u0648 \u0627\u0644\u0645\u0624\u062c\u0651\u0644\u0629\u060c \u0648\u064a\u062a\u064a\u062d \u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u062f\u0641\u0639\u0627\u062a (batching) \u0644\u0631\u0641\u0639 \u0643\u0641\u0627\u0621\u0629 GPU.<\/li><\/ul>\n\n\n<p>\u0627\u0644\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0644\u062d\u0638\u064a\u0629 (\u0633\u0624\u0627\u0644 \u0642\u0635\u064a\u0631 \u0641\u064a chatbot) \u062a\u0645\u0631\u0651 \u0645\u0628\u0627\u0634\u0631\u0629\u064b\u060c \u0623\u0645\u0651\u0627 \u0627\u0644\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u062b\u0642\u064a\u0644\u0629 (\u062a\u062d\u0644\u064a\u0644 \u0645\u0633\u062a\u0646\u062f \u0643\u0628\u064a\u0631) \u0641\u062a\u064f\u062f\u0641\u0639 \u0625\u0644\u0649 \u0627\u0644\u0637\u0627\u0628\u0648\u0631 \u0644\u064a\u0639\u0627\u0644\u062c\u0647\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 \u062f\u0641\u0639\u0627\u062a \u2014 \u0641\u064a\u0628\u0642\u0649 \u0627\u0644\u0646\u0638\u0627\u0645 \u0645\u0633\u062a\u062c\u064a\u0628\u064b\u0627.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"s3\">\u0645\u0643\u0648\u0651\u0646\u0627\u062a \u0633\u062a\u0627\u0643 \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629<\/h2>\n\n\n<p>\u0644\u0646\u0641\u0635\u0651\u0644 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0644\u0643\u0644 \u0637\u0628\u0642\u0629 \u0641\u064a <strong>Self-hosted AI<\/strong>:<\/p>\n\n\n<ul class=\"wp-block-list\"><li><strong>\u062e\u0627\u062f\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c:<\/strong> <em>vLLM<\/em> (\u0623\u0633\u0631\u0639 \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0645\u0639 batching \u062a\u0644\u0642\u0627\u0626\u064a\u060c \u0644\u0644\u0625\u0646\u062a\u0627\u062c)\u060c \u0623\u0648 <em>Ollama<\/em> (\u0623\u0628\u0633\u0637 \u0644\u0644\u0628\u062f\u0621 \u0648\u0627\u0644\u062a\u062c\u0631\u0628\u0629)\u060c \u0623\u0648 <em>TGI<\/em> \u0645\u0646 Hugging Face. \u0643\u0644\u0651\u0647\u0627 \u062a\u0648\u0641\u0651\u0631 \u0648\u0627\u062c\u0647\u0629 \u0645\u062a\u0648\u0627\u0641\u0642\u0629 \u0645\u0639 OpenAI API \u062a\u0642\u0631\u064a\u0628\u064b\u0627 \u2014 \u0641\u062a\u0646\u062a\u0642\u0644 \u0628\u0623\u0642\u0644\u0651 \u062a\u0639\u062f\u064a\u0644 \u0641\u064a \u0643\u0648\u062f\u0643.<\/li><li><strong>\u0627\u0644\u0646\u0645\u0648\u0630\u062c:<\/strong> \u0646\u0645\u0627\u0630\u062c \u0645\u0641\u062a\u0648\u062d\u0629 \u0645\u062b\u0644 Llama\u060c \u0623\u0648 Mistral\u060c \u0623\u0648 Qwen\u060c \u0623\u0648 \u0646\u0645\u0627\u0630\u062c \u0645\u0636\u0628\u0648\u0637\u0629 \u0644\u0644\u0639\u0631\u0628\u064a\u0629. \u062a\u062e\u062a\u0627\u0631 \u062d\u0633\u0628 \u0627\u0644\u0645\u0647\u0645\u0651\u0629 \u0648\u062d\u062c\u0645 GPU.<\/li><li><strong>API Gateway:<\/strong> FastAPI \u064a\u0648\u0641\u0651\u0631 \u0637\u0628\u0642\u0629 \u062a\u062d\u0643\u0651\u0645: \u0645\u0635\u0627\u062f\u0642\u0629 \u0628\u0645\u0641\u0627\u062a\u064a\u062d\u060c \u062d\u062f\u0648\u062f \u0645\u0639\u062f\u0651\u0644\u060c \u062a\u0633\u062c\u064a\u0644\u060c \u0648\u062a\u0648\u062c\u064a\u0647 \u0627\u0644\u0637\u0644\u0628\u0627\u062a (\u0648\u0642\u062f \u0634\u0631\u062d\u0646\u0627 \u0646\u0634\u0631\u0647 \u0641\u064a \u062f\u0644\u064a\u0644 <a href=\"https:\/\/maram.iq\/blogs\/?p=5270\">FastAPI \u0639\u0644\u0649 VPS<\/a>).<\/li><li><strong>Redis \u0648\u0627\u0644\u0637\u0648\u0627\u0628\u064a\u0631:<\/strong> Redis \u0643\u0648\u0633\u064a\u0637 \u0637\u0648\u0627\u0628\u064a\u0631 (\u0645\u0639 Celery \u0623\u0648 \u0646\u0638\u0627\u0645 \u0645\u0634\u0627\u0628\u0647) \u0644\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0637\u0644\u0628\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u0632\u0627\u0645\u0646\u0629 \u0648\u0627\u0644\u062f\u0641\u0639\u0627\u062a.<\/li><\/ul>\n\n\n<p style=\"background:#ecfdf5;border-right:4px solid #16a34a;padding:14px 16px;border-radius:8px;\"><strong>&#128161; \u0646\u0635\u064a\u062d\u0629:<\/strong> \u0627\u0628\u062f\u0623 \u0628\u0640<strong>vLLM<\/strong> \u0644\u0644\u0625\u0646\u062a\u0627\u062c \u2014 \u064a\u0648\u0641\u0651\u0631 \u062a\u062c\u0645\u064a\u0639 \u062f\u0641\u0639\u0627\u062a \u062f\u064a\u0646\u0627\u0645\u064a\u0643\u064a\u064b\u0627 \u064a\u0631\u0641\u0639 \u0625\u0646\u062a\u0627\u062c\u064a\u0629 GPU \u0623\u0636\u0639\u0627\u0641\u064b\u0627 \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0645\u0639\u0627\u0644\u062c\u0629 \u0637\u0644\u0628 \u0648\u0627\u062d\u062f \u0641\u064a \u0627\u0644\u0645\u0631\u0651\u0629\u060c \u0648\u0648\u0627\u062c\u0647\u062a\u0647 \u0645\u062a\u0648\u0627\u0641\u0642\u0629 \u0645\u0639 OpenAI \u0641\u062a\u063a\u064a\u0651\u0631 \u0639\u0646\u0648\u0627\u0646 \u0627\u0644\u0640API \u0641\u0642\u0637.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"s4\">OpenAI API \u0645\u0642\u0627\u0628\u0644 GPU \u0627\u0644\u062e\u0627\u0635<\/h2>\n\n\n<p>\u0627\u0644\u0627\u062e\u062a\u064a\u0627\u0631 \u0628\u064a\u0646 <strong>OpenAI API<\/strong> \u0648\u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0644\u064a\u0633 \u00ab\u0623\u062d\u062f\u0647\u0645\u0627 \u0623\u0641\u0636\u0644 \u0645\u0637\u0644\u0642\u064b\u0627\u00bb\u060c \u0628\u0644 \u0642\u0631\u0627\u0631\u064c \u062d\u0633\u0628 \u062d\u062c\u0645\u0643 \u0648\u062d\u0633\u0627\u0633\u064a\u0629 \u0628\u064a\u0627\u0646\u0627\u062a\u0643:<\/p>\n\n\n<figure style=\"margin:1.5rem 0;text-align:center;\"><img decoding=\"async\" src=\"https:\/\/maram.iq\/blogs\/wp-content\/uploads\/2026\/08\/ai-compare.png\" alt=\"\u0645\u0642\u0627\u0631\u0646\u0629 OpenAI API \u0645\u0642\u0627\u0628\u0644 \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 Self-hosted AI \u0639\u0644\u0649 GPU\" loading=\"lazy\" style=\"max-width:100%;height:auto;border-radius:12px;box-shadow:0 4px 16px rgba(15,23,42,.12);\"\/><figcaption style=\"color:#64748b;font-size:.9rem;margin-top:.5rem;\">\u0644\u0643\u0644\u064d\u0651 \u0645\u0643\u0627\u0646\u0647 \u2014 API \u0644\u0644\u0628\u062f\u0627\u064a\u0627\u062a\u060c \u0648\u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0644\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0643\u062b\u064a\u0641 \u0648\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062d\u0633\u0651\u0627\u0633\u0629<\/figcaption><\/figure>\n\n\n<ul class=\"wp-block-list\"><li><strong>OpenAI API \u064a\u062a\u0641\u0648\u0651\u0642 \u0641\u064a:<\/strong> \u0627\u0644\u0628\u062f\u0627\u064a\u0629 \u0627\u0644\u0641\u0648\u0631\u064a\u0629\u060c \u0635\u0641\u0631 \u0625\u062f\u0627\u0631\u0629\u060c \u0623\u062d\u062f\u062b \u0627\u0644\u0646\u0645\u0627\u0630\u062c\u060c \u0648\u0627\u0644\u062d\u062c\u0645 \u0627\u0644\u0635\u063a\u064a\u0631 \u0623\u0648 \u0627\u0644\u0645\u062a\u0642\u0637\u0651\u0639.<\/li><li><strong>\u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u062a\u062a\u0641\u0648\u0651\u0642 \u0641\u064a:<\/strong> \u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629 \u0627\u0644\u0643\u0627\u0645\u0644\u0629 (\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0627 \u062a\u063a\u0627\u062f\u0631 \u062e\u0627\u062f\u0645\u0643)\u060c \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u062b\u0627\u0628\u062a\u0629 \u0627\u0644\u0645\u062a\u0648\u0642\u0651\u0639\u0629\u060c \u0627\u0644\u062a\u062d\u0643\u0651\u0645 \u0627\u0644\u0643\u0627\u0645\u0644 (\u0623\u064a \u0646\u0645\u0648\u0630\u062c + \u062a\u062e\u0635\u064a\u0635)\u060c \u0648\u0639\u062f\u0645 \u0642\u0641\u0644 \u0627\u0644\u0645\u0646\u0635\u0651\u0629.<\/li><\/ul>\n\n\n<p>\u0627\u0644\u0642\u0627\u0639\u062f\u0629: \u0643\u0644\u0651\u0645\u0627 \u0632\u0627\u062f \u062d\u062c\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0643 \u0648\u0627\u0631\u062a\u0641\u0639\u062a \u062d\u0633\u0627\u0633\u064a\u0629 \u0628\u064a\u0627\u0646\u0627\u062a\u0643\u060c \u0645\u0627\u0644 \u0627\u0644\u0645\u064a\u0632\u0627\u0646 \u0628\u0648\u0636\u0648\u062d \u0646\u062d\u0648 <strong>Self-hosted AI<\/strong> \u0639\u0644\u0649 GPU \u062e\u0627\u0635.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"s5\">\u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 \u0648\u0646\u0642\u0637\u0629 \u0627\u0644\u062a\u062d\u0648\u0651\u0644<\/h2>\n\n\n<p>\u0644\u0646\u0636\u0639 \u0623\u0631\u0642\u0627\u0645\u064b\u0627 \u062d\u0642\u064a\u0642\u064a\u0629. \u0623\u0633\u0639\u0627\u0631 <strong>OpenAI API<\/strong> \u0644\u0639\u0627\u0645 2026 \u062a\u0628\u062f\u0623 \u0645\u0646 ~0.20 \u062f\u0648\u0644\u0627\u0631 \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u062a\u0648\u0643\u0646 \u0625\u062f\u062e\u0627\u0644 \u0644\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f\u064a\u0629\u060c \u0648\u062a\u0635\u0644 \u0625\u0644\u0649 ~5 \u062f\u0648\u0644\u0627\u0631\u0627\u062a \u0625\u062f\u062e\u0627\u0644 \u064830 \u062f\u0648\u0644\u0627\u0631\u064b\u0627 \u0625\u062e\u0631\u0627\u062c\u064b\u0627 \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u062a\u0648\u0643\u0646 \u0644\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0631\u0627\u0626\u062f\u0629. \u062a\u0628\u062f\u0648 \u0635\u063a\u064a\u0631\u0629\u060c \u0644\u0643\u0646\u0647\u0627 \u062a\u062a\u0631\u0627\u0643\u0645 \u0628\u0633\u0631\u0639\u0629 \u0645\u0639 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0643\u062b\u064a\u0641.<\/p>\n\n\n<figure style=\"margin:1.5rem 0;text-align:center;\"><img decoding=\"async\" src=\"https:\/\/maram.iq\/blogs\/wp-content\/uploads\/2026\/08\/ai-tipping.png\" alt=\"\u0646\u0642\u0637\u0629 \u062a\u062d\u0648\u0651\u0644 \u062a\u0643\u0644\u0641\u0629 Self-hosted AI \u0645\u0642\u0627\u0628\u0644 OpenAI API \u062d\u0633\u0628 \u062d\u062c\u0645 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\" loading=\"lazy\" style=\"max-width:100%;height:auto;border-radius:12px;box-shadow:0 4px 16px rgba(15,23,42,.12);\"\/><figcaption style=\"color:#64748b;font-size:.9rem;margin-top:.5rem;\">\u062a\u0643\u0644\u0641\u0629 API \u062a\u0631\u062a\u0641\u0639 \u0645\u0639 \u0643\u0644 \u062a\u0648\u0643\u0646 \u0628\u064a\u0646\u0645\u0627 \u062a\u0628\u0642\u0649 \u062a\u0643\u0644\u0641\u0629 GPU \u062b\u0627\u0628\u062a\u0629 \u2014 \u0648\u0627\u0644\u062a\u0639\u0627\u062f\u0644 \u0639\u0646\u062f \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0643\u062b\u064a\u0641<\/figcaption><\/figure>\n\n\n<p>\u0641\u064a \u0627\u0644\u0645\u0642\u0627\u0628\u0644\u060c \u062e\u0627\u062f\u0645 GPU \u0644\u0647 \u062a\u0643\u0644\u0641\u0629 \u062b\u0627\u0628\u062a\u0629 \u0634\u0647\u0631\u064a\u064b\u0627 \u0645\u0647\u0645\u0627 \u0632\u0627\u062f\u062a \u0627\u0644\u0637\u0644\u0628\u0627\u062a: \u0645\u0646 ~250 \u062f\u0648\u0644\u0627\u0631\u064b\u0627 \u0644\u0628\u0637\u0627\u0642\u0629 RTX \u0627\u0633\u062a\u0647\u0644\u0627\u0643\u064a\u0629\u060c \u0625\u0644\u0649 \u0622\u0644\u0627\u0641 \u0627\u0644\u062f\u0648\u0644\u0627\u0631\u0627\u062a \u0644\u0628\u0637\u0627\u0642\u0627\u062a H100 \u0627\u0644\u0645\u0624\u0633\u0651\u0633\u064a\u0629. \u0627\u0644\u0646\u0642\u0637\u0629 \u0627\u0644\u062d\u0627\u0633\u0645\u0629 \u0647\u064a <strong>\u0646\u0642\u0637\u0629 \u0627\u0644\u062a\u0639\u0627\u062f\u0644<\/strong>:<\/p>\n\n\n<p style=\"background:#f8fafc;border:1px solid #e2e8f0;border-right:4px solid #64748b;padding:14px 16px;border-radius:8px;\"><strong>&#129309; \u0645\u0646 \u0648\u0627\u0642\u0639 \u0645\u0631\u0627\u0645:<\/strong> \u0648\u0641\u0642 \u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u0633\u0648\u0642 \u0644\u0639\u0627\u0645 2026\u060c \u062a\u0642\u0639 \u0646\u0642\u0637\u0629 \u0627\u0644\u062a\u0639\u0627\u062f\u0644 \u0628\u064a\u0646 \u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0639\u0644\u0649 API \u0648\u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0639\u0646\u062f \u0646\u062d\u0648 <strong>5 \u0645\u0644\u0627\u064a\u064a\u0646 \u062a\u0648\u0643\u0646 \u0641\u064a \u0627\u0644\u064a\u0648\u0645<\/strong> (\u0639\u0644\u0649 \u0633\u0639\u0629 GPU \u0645\u062d\u062c\u0648\u0632\u0629 \u0639\u0644\u0649 \u0645\u062f\u0649 \u0639\u0627\u0645). \u062a\u062d\u062a \u0647\u0630\u0627 \u0627\u0644\u062d\u062c\u0645\u060c \u064a\u0628\u0642\u0649 \u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0639\u0644\u0649 API \u0623\u0631\u062e\u0635 \u0648\u0623\u0628\u0633\u0637. \u0641\u0648\u0642\u0647\u060c \u062a\u0635\u0628\u062d \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0623\u0648\u0641\u0631 \u0628\u0648\u0636\u0648\u062d \u2014 \u0648\u062a\u0636\u064a\u0641 \u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629 \u0648\u0627\u0644\u062a\u062d\u0643\u0651\u0645 \u0645\u062c\u0627\u0646\u064b\u0627. \u0644\u0643\u0646 \u0627\u0646\u062a\u0628\u0647: <strong>\u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 \u0644\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u062a\u0634\u0645\u0644 \u0627\u0644\u0647\u0646\u062f\u0633\u0629<\/strong> (\u0648\u0642\u062a \u0627\u0644\u0645\u0647\u0646\u062f\u0633\u064a\u0646 \u0644\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0646\u0638\u0627\u0645)\u060c \u0648\u0647\u064a \u063a\u0627\u0644\u0628\u064b\u0627 \u0623\u0643\u0628\u0631 \u0645\u0646 \u0643\u0644\u0641\u0629 \u0627\u0644\u0639\u062a\u0627\u062f \u0646\u0641\u0633\u0647 \u2014 \u0641\u0644\u0627 \u062a\u0642\u0641\u0632 \u0625\u0644\u064a\u0647\u0627 \u0642\u0628\u0644 \u0623\u0646 \u064a\u0628\u0631\u0651\u0631\u0647\u0627 \u062d\u062c\u0645\u0643 \u0627\u0644\u0641\u0639\u0644\u064a.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"s6\">\u0623\u064a GPU \u062a\u062e\u062a\u0627\u0631\u061f<\/h2>\n\n\n<p>\u0627\u062e\u062a\u064a\u0627\u0631 GPU \u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u062d\u062c\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0630\u064a \u062a\u0631\u064a\u062f \u062a\u0634\u063a\u064a\u0644\u0647. \u0627\u0644\u0642\u0627\u0639\u062f\u0629: \u0627\u0628\u062f\u0623 \u0628\u0623\u0635\u063a\u0631 \u0628\u0637\u0627\u0642\u0629 \u062a\u0643\u0641\u064a \u0646\u0645\u0648\u0630\u062c\u0643\u060c \u0641\u0627\u0644\u0628\u0637\u0627\u0642\u0627\u062a \u0627\u0644\u0623\u0643\u0628\u0631 \u0623\u063a\u0644\u0649 \u0628\u0643\u062b\u064a\u0631:<\/p>\n\n\n<figure style=\"margin:1.5rem 0;text-align:center;\"><img decoding=\"async\" src=\"https:\/\/maram.iq\/blogs\/wp-content\/uploads\/2026\/08\/ai-gpus.png\" alt=\"\u062f\u0644\u064a\u0644 \u0627\u062e\u062a\u064a\u0627\u0631 GPU \u0644\u0623\u062d\u062c\u0627\u0645 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0648\u062a\u0643\u0644\u0641\u062a\u0647\u0627 \u0627\u0644\u062a\u0642\u062f\u064a\u0631\u064a\u0629\" loading=\"lazy\" style=\"max-width:100%;height:auto;border-radius:12px;box-shadow:0 4px 16px rgba(15,23,42,.12);\"\/><figcaption style=\"color:#64748b;font-size:.9rem;margin-top:.5rem;\">\u0645\u0646 RTX 3090 \u0644\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0635\u063a\u064a\u0631\u0629 \u0625\u0644\u0649 H100 \u0644\u0644\u0625\u0646\u062a\u0627\u062c \u0627\u0644\u0645\u0624\u0633\u0651\u0633\u064a \u2014 \u0627\u062e\u062a\u0631 \u062d\u0633\u0628 \u062d\u062c\u0645 \u0646\u0645\u0648\u0630\u062c\u0643<\/figcaption><\/figure>\n\n\n<p>\u0639\u0627\u0645\u0644\u064c \u0645\u0647\u0645\u0651 \u064a\u0648\u0633\u0651\u0639 \u062e\u064a\u0627\u0631\u0627\u062a\u0643: <strong>\u0627\u0644\u0643\u0645\u0651\u0646\u0629 (Quantization)<\/strong>. \u0628\u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0625\u0644\u0649 \u062f\u0642\u0651\u0629 \u0623\u0642\u0644\u0651 (4-bit \u0645\u062b\u0644\u064b\u0627) \u064a\u0642\u0644\u0651 \u0627\u0633\u062a\u0647\u0644\u0627\u0643\u0647 \u0644\u0644\u0630\u0627\u0643\u0631\u0629 \u0643\u062b\u064a\u0631\u064b\u0627\u060c \u0641\u062a\u0634\u063a\u0651\u0644 \u0646\u0645\u0627\u0630\u062c \u0623\u0643\u0628\u0631 \u0639\u0644\u0649 \u0628\u0637\u0627\u0642\u0627\u062a \u0623\u0635\u063a\u0631 \u2014 \u0645\u062b\u0644\u064b\u0627 \u0646\u0645\u0648\u0630\u062c 30B \u0639\u0644\u0649 \u0628\u0637\u0627\u0642\u0629 24GB. \u0647\u0630\u0627 \u064a\u062e\u0641\u0651\u0636 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u062f\u0648\u0646 \u062e\u0633\u0627\u0631\u0629 \u0643\u0628\u064a\u0631\u0629 \u0641\u064a \u0627\u0644\u062c\u0648\u062f\u0629 \u0644\u0645\u0639\u0638\u0645 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0627\u062a.<\/p>\n\n\n<p style=\"background:#eff6ff;border-right:4px solid #3b82f6;padding:14px 16px;border-radius:8px;\"><strong>\u0645\u0644\u0627\u062d\u0638\u0629:<\/strong> \u0644\u0627 \u062a\u062d\u062a\u0627\u062c \u062f\u0627\u0626\u0645\u064b\u0627 \u0623\u0636\u062e\u0645 \u0646\u0645\u0648\u0630\u062c. \u0646\u0645\u0648\u0630\u062c 7B\u201313B \u0645\u0636\u0628\u0648\u0637 \u062c\u064a\u062f\u064b\u0627 \u064a\u0643\u0641\u064a \u0644\u0645\u0639\u0638\u0645 \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0646\u0635\u0648\u0635\u060c \u0648\u064a\u0639\u0645\u0644 \u0639\u0644\u0649 GPU \u0645\u062a\u0648\u0627\u0636\u0639 \u0628\u062a\u0643\u0644\u0641\u0629 \u0645\u0639\u0642\u0648\u0644\u0629 \u2014 \u0627\u0628\u062f\u0623 \u0635\u063a\u064a\u0631\u064b\u0627 \u0648\u0643\u0628\u0651\u0631 \u0639\u0646\u062f \u0627\u0644\u062d\u0627\u062c\u0629.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"s7\">\u0645\u062b\u0627\u0644 1: \u0631\u0648\u0628\u0648\u062a \u0645\u062d\u0627\u062f\u062b\u0629 (Chatbot)<\/h2>\n\n\n<p>\u0623\u0634\u0647\u0631 \u062a\u0637\u0628\u064a\u0642 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u064f\u0633\u062a\u0636\u0627\u0641 \u0630\u0627\u062a\u064a\u064b\u0627 \u0647\u0648 <strong>\u0631\u0648\u0628\u0648\u062a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629<\/strong>. \u062a\u062e\u064a\u0651\u0644 \u0631\u0648\u0628\u0648\u062a \u062f\u0639\u0645 \u0639\u0645\u0644\u0627\u0621 \u0639\u0631\u0628\u064a\u064b\u0627 \u064a\u062c\u064a\u0628 \u0639\u0646 \u0623\u0633\u0626\u0644\u0629 \u0645\u0646\u062a\u062c\u0627\u062a\u0643:<\/p>\n\n\n<ul class=\"wp-block-list\"><li>\u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u064a\u0631\u0633\u0644 \u0633\u0624\u0627\u0644\u064b\u0627 \u0639\u0628\u0631 \u0627\u0644\u062a\u0637\u0628\u064a\u0642 \u2190 \u064a\u0635\u0644 \u0625\u0644\u0649 API Gateway.<\/li><li>\u0627\u0644\u0640Gateway \u064a\u062c\u0644\u0628 \u0633\u064a\u0627\u0642\u064b\u0627 \u0630\u0627 \u0635\u0644\u0629 \u0645\u0646 \u0642\u0627\u0639\u062f\u0629 \u0645\u0639\u0631\u0641\u062a\u0643 (\u062a\u0642\u0646\u064a\u0629 <strong>RAG<\/strong>: \u0628\u062d\u062b \u0641\u064a \u0645\u0633\u062a\u0646\u062f\u0627\u062a\u0643) \u0644\u062a\u0643\u0648\u0646 \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u062f\u0642\u064a\u0642\u0629 \u0648\u0645\u0628\u0646\u064a\u0629 \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a\u0643.<\/li><li>\u064a\u064f\u0631\u0633\u0644 \u0627\u0644\u0633\u0624\u0627\u0644 + \u0627\u0644\u0633\u064a\u0627\u0642 \u0625\u0644\u0649 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 GPU\u060c \u0641\u064a\u0648\u0644\u0651\u062f \u0625\u062c\u0627\u0628\u0629 \u0639\u0631\u0628\u064a\u0629 \u0637\u0628\u064a\u0639\u064a\u0629.<\/li><li>\u062a\u0639\u0648\u062f \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u2014 \u0648\u0643\u0644 \u0630\u0644\u0643 \u062f\u0648\u0646 \u0623\u0646 \u062a\u063a\u0627\u062f\u0631 \u0628\u064a\u0627\u0646\u0627\u062a\u0643 \u062e\u0627\u062f\u0645\u0643.<\/li><\/ul>\n\n\n<p>\u0627\u0644\u0645\u064a\u0632\u0629 \u0627\u0644\u0643\u0628\u0631\u0649: \u0631\u0648\u0628\u0648\u062a \u064a\u0639\u0631\u0641 <strong>\u0645\u0646\u062a\u062c\u0627\u062a\u0643 \u0648\u0628\u064a\u0627\u0646\u0627\u062a\u0643 \u0623\u0646\u062a<\/strong> (\u0644\u0627 \u0645\u0639\u0631\u0641\u0629 \u0639\u0627\u0645\u0629 \u0641\u0642\u0637)\u060c \u0648\u064a\u062d\u062a\u0631\u0645 \u062e\u0635\u0648\u0635\u064a\u0629 \u0645\u062d\u0627\u062f\u062b\u0627\u062a \u0639\u0645\u0644\u0627\u0626\u0643\u060c \u0648\u0628\u062a\u0643\u0644\u0641\u0629 \u062b\u0627\u0628\u062a\u0629 \u0645\u0647\u0645\u0627 \u0643\u062b\u0631\u062a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0627\u062a.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"s8\">\u0645\u062b\u0627\u0644 2: \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a<\/h2>\n\n\n<p>\u062a\u0637\u0628\u064a\u0642 \u0622\u062e\u0631 \u0639\u0627\u0644\u064a \u0627\u0644\u0642\u064a\u0645\u0629 \u0644\u0644\u0645\u0624\u0633\u0633\u0627\u062a: <strong>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a<\/strong> \u0622\u0644\u064a\u064b\u0627 \u2014 \u0639\u0642\u0648\u062f\u060c \u0641\u0648\u0627\u062a\u064a\u0631\u060c \u062a\u0642\u0627\u0631\u064a\u0631\u060c \u0637\u0644\u0628\u0627\u062a:<\/p>\n\n\n<ul class=\"wp-block-list\"><li>\u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u064a\u0631\u0641\u0639 \u0645\u0644\u0641\u064b\u0627 \u2190 \u064a\u064f\u062f\u0641\u0639 \u0625\u0644\u0649 <strong>\u0627\u0644\u0637\u0627\u0628\u0648\u0631 (Queue)<\/strong> \u0644\u0623\u0646\u0651 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0642\u062f \u062a\u0633\u062a\u063a\u0631\u0642 \u0648\u0642\u062a\u064b\u0627.<\/li><li>\u0639\u0627\u0645\u0644 \u062e\u0644\u0641\u064a \u064a\u0633\u062a\u062e\u0631\u062c \u0627\u0644\u0646\u0635\u0651 \u0648\u064a\u0631\u0633\u0644\u0647 \u0644\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 GPU.<\/li><li>\u0627\u0644\u0646\u0645\u0648\u0630\u062c \u064a\u0644\u062e\u0651\u0635\u060c \u0623\u0648 \u064a\u0635\u0646\u0651\u0641\u060c \u0623\u0648 \u064a\u0633\u062a\u062e\u0631\u062c \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062d\u062f\u0651\u062f\u0629 (\u0645\u062b\u0644 \u0628\u0646\u0648\u062f \u0639\u0642\u062f \u0623\u0648 \u0623\u0631\u0642\u0627\u0645 \u0641\u0627\u062a\u0648\u0631\u0629).<\/li><li>\u062a\u064f\u062e\u0632\u064e\u0651\u0646 \u0627\u0644\u0646\u062a\u064a\u062c\u0629 \u0648\u064a\u064f\u0634\u0639\u064e\u0631 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u2014 \u062f\u0648\u0646 \u0625\u0631\u0633\u0627\u0644 \u0645\u0633\u062a\u0646\u062f\u0627\u062a \u062d\u0633\u0651\u0627\u0633\u0629 \u0644\u0623\u064a \u0637\u0631\u0641 \u062e\u0627\u0631\u062c\u064a.<\/li><\/ul>\n\n\n<p>\u0647\u0630\u0627 \u0627\u0644\u0646\u0645\u0637 (\u0631\u0641\u0639 \u2190 \u0637\u0627\u0628\u0648\u0631 \u2190 \u0645\u0639\u0627\u0644\u062c\u0629 \u0639\u0644\u0649 GPU) \u0647\u0648 \u0628\u0627\u0644\u0636\u0628\u0637 \u0645\u0627 \u062a\u0635\u0641\u0647 \u0628\u0646\u064a\u062a\u0646\u0627\u060c \u0648\u064a\u064f\u0638\u0647\u0631 \u0644\u0645\u0627\u0630\u0627 <strong>Redis\/Queue<\/strong> \u062c\u0632\u0621 \u0623\u0633\u0627\u0633\u064a: \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062b\u0642\u064a\u0644\u0629 \u0644\u0627 \u064a\u062c\u0628 \u0623\u0646 \u062a\u062d\u0628\u0633 \u0627\u0644\u0637\u0644\u0628 \u0627\u0644\u0644\u062d\u0638\u064a.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"s9\">\u0646\u0642\u0627\u0637 \u0645\u0647\u0645\u0651\u0629 \u0642\u0628\u0644 \u0625\u0637\u0644\u0627\u0642 Self-hosted AI<\/h2>\n\n\n<p>\u0642\u0628\u0644 \u0625\u0637\u0644\u0627\u0642 <strong>Self-hosted AI<\/strong> \u0625\u0646\u062a\u0627\u062c\u064a\u064b\u0627\u060c \u0627\u0646\u062a\u0628\u0647 \u0644\u0647\u0630\u0647 \u0627\u0644\u0646\u0642\u0627\u0637:<\/p>\n\n\n<ul class=\"wp-block-list\"><li><strong>\u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u062f\u0641\u0639\u0627\u062a (Batching):<\/strong> \u0641\u0639\u0651\u0644 \u0627\u0644\u0640batching \u0641\u064a \u062e\u0627\u062f\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c (vLLM \u064a\u0641\u0639\u0644\u0647 \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0627) \u0644\u0631\u0641\u0639 \u0625\u0646\u062a\u0627\u062c\u064a\u0629 GPU \u0623\u0636\u0639\u0627\u0641\u064b\u0627.<\/li><li><strong>\u0627\u0644\u0643\u0645\u0651\u0646\u0629:<\/strong> \u0627\u0633\u062a\u062e\u062f\u0645 \u0646\u0645\u0627\u0630\u062c \u0645\u0643\u0645\u0651\u0646\u0629 (4-bit) \u0644\u062a\u0648\u0641\u064a\u0631 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0648\u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0627\u0630\u062c \u0623\u0643\u0628\u0631 \u0639\u0644\u0649 \u0639\u062a\u0627\u062f \u0623\u0631\u062e\u0635.<\/li><li><strong>\u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629:<\/strong> \u0631\u0627\u0642\u0628 \u0627\u0633\u062a\u0647\u0644\u0627\u0643 GPU \u0648\u0637\u0648\u0644 \u0627\u0644\u0637\u0648\u0627\u0628\u064a\u0631 \u0648\u0632\u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629\u060c \u0641\u062a\u0639\u0631\u0641 \u0645\u062a\u0649 \u062a\u062d\u062a\u0627\u062c \u0628\u0637\u0627\u0642\u0629 \u0623\u0642\u0648\u0649.<\/li><li><strong>\u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629 \u0623\u0648\u0644\u064b\u0627:<\/strong> \u0627\u0644\u0645\u064a\u0632\u0629 \u0627\u0644\u0643\u0628\u0631\u0649 \u0647\u064a \u0623\u0646\u0651 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062a\u0628\u0642\u0649 \u0639\u0646\u062f\u0643 \u2014 \u0627\u062d\u0631\u0635 \u0623\u0644\u0651\u0627 \u064a\u064f\u0631\u0633\u064e\u0644 \u0634\u064a\u0621 \u0644\u062e\u062f\u0645\u0627\u062a \u062e\u0627\u0631\u062c\u064a\u0629 \u062f\u0648\u0646 \u0642\u0635\u062f.<\/li><li><strong>\u062e\u0637\u0629 \u0627\u062d\u062a\u064a\u0627\u0637\u064a\u0629:<\/strong> \u0644\u0628\u0639\u0636 \u0627\u0644\u062d\u0627\u0644\u0627\u062a\u060c \u0627\u0645\u0632\u062c: \u0646\u0645\u0648\u0630\u062c \u0630\u0627\u062a\u064a \u0644\u0644\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0639\u0627\u062f\u064a\u0629\u060c \u0648API \u062e\u0627\u0631\u062c\u064a \u0644\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0646\u0627\u062f\u0631\u0629 \u0627\u0644\u0645\u0639\u0642\u0651\u062f\u0629 \u2014 \u0627\u0644\u0623\u0641\u0636\u0644 \u0645\u0646 \u0627\u0644\u0639\u0627\u0644\u0645\u064a\u0646.<\/li><\/ul>\n\n\n<h2 class=\"wp-block-heading\" id=\"s10\">\u0627\u0644\u062e\u0644\u0627\u0635\u0629<\/h2>\n\n\n<p>\u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0627\u0644\u0643\u0627\u0645\u0644 \u0639\u0644\u0649 <strong>OpenAI API<\/strong> \u062e\u064a\u0627\u0631\u064c \u0645\u0645\u062a\u0627\u0632 \u0644\u0644\u0628\u062f\u0627\u064a\u0627\u062a\u060c \u0644\u0643\u0646\u0647 \u0644\u064a\u0633 \u0627\u0644\u0642\u062f\u0631 \u0627\u0644\u0645\u062d\u062a\u0648\u0645. \u0645\u0639 \u0646\u0645\u0648\u0651 \u062a\u0637\u0628\u064a\u0642\u0643 \u0648\u062d\u0633\u0627\u0633\u064a\u0629 \u0628\u064a\u0627\u0646\u0627\u062a\u0643\u060c \u062a\u0635\u0628\u062d <strong>\u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a (Self-hosted AI)<\/strong> \u0639\u0644\u0649 \u062e\u0627\u062f\u0645 GPU \u062e\u064a\u0627\u0631\u064b\u0627 \u0623\u0630\u0643\u0649: \u062e\u0635\u0648\u0635\u064a\u0629 \u0643\u0627\u0645\u0644\u0629\u060c \u062a\u0643\u0644\u0641\u0629 \u062b\u0627\u0628\u062a\u0629 \u0645\u062a\u0648\u0642\u0651\u0639\u0629\u060c \u0648\u062a\u062d\u0643\u0651\u0645 \u0643\u0627\u0645\u0644 \u0628\u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0627\u0644\u0628\u0646\u064a\u0629 \u0648\u0627\u0636\u062d\u0629 (App \u2190 API \u2190 Model Server \u2190 GPU \u2190 Redis\/Queue)\u060c \u0648\u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0646\u0627\u0636\u062c\u0629 (vLLM\u060c Ollama\u060c FastAPI)\u060c \u0648\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629 \u0635\u0627\u0631\u062a \u0642\u0648\u064a\u0651\u0629 \u062c\u062f\u064b\u0627. \u0627\u0644\u0645\u0641\u062a\u0627\u062d \u0623\u0646 \u062a\u0639\u0631\u0641 \u0646\u0642\u0637\u0629 \u062a\u062d\u0648\u0651\u0644\u0643: \u0627\u0628\u062f\u0623 \u0628\u0627\u0644\u0640API\u060c \u0648\u0631\u0627\u0642\u0628 \u062d\u062c\u0645\u0643\u060c \u0648\u0627\u0646\u062a\u0642\u0644 \u0625\u0644\u0649 GPU \u062e\u0627\u0635 \u062d\u064a\u0646 \u064a\u0628\u0631\u0651\u0631\u0647 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0643 \u2014 \u062e\u0635\u0648\u0635\u064b\u0627 \u0625\u0646 \u0643\u0627\u0646\u062a \u0628\u064a\u0627\u0646\u0627\u062a\u0643 \u062d\u0633\u0651\u0627\u0633\u0629. \u062d\u064a\u0646\u0647\u0627 \u062a\u0645\u062a\u0644\u0643 \u0630\u0643\u0627\u0621\u0643 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u062f\u0644 \u0627\u0633\u062a\u0626\u062c\u0627\u0631\u0647.<\/p>\n\n\n<p>\u0644\u062a\u0628\u0646\u064a \u0647\u0630\u0647 \u0627\u0644\u0628\u0646\u064a\u0629: \u0631\u0627\u062c\u0639 <a href=\"https:\/\/maram.iq\/blogs\/?p=5270\">\u0646\u0634\u0631 FastAPI \u0639\u0644\u0649 VPS<\/a> (\u0637\u0628\u0642\u0629 \u0627\u0644\u0640API)\u060c \u0648<a href=\"https:\/\/maram.iq\/blogs\/?p=5300\">Django \u0645\u0639 Celery<\/a> (\u0627\u0644\u0637\u0648\u0627\u0628\u064a\u0631)\u060c \u0648<a href=\"https:\/\/maram.iq\/blogs\/?p=5289\">Kubernetes \u0644\u0644\u062a\u0648\u0633\u0651\u0639<\/a>. \u0648\u0644\u0644\u0645\u0631\u0627\u062c\u0639: <a href=\"https:\/\/docs.vllm.ai\/en\/latest\/\" target=\"_blank\" rel=\"noopener\">vLLM<\/a>\u060c \u0648<a href=\"https:\/\/ollama.com\/\" target=\"_blank\" rel=\"noopener\">Ollama<\/a>\u060c \u0648<a href=\"https:\/\/huggingface.co\/docs\/text-generation-inference\/index\" target=\"_blank\" rel=\"noopener\">Hugging Face TGI<\/a>\u060c \u0648\u0623\u0633\u0639\u0627\u0631 <a href=\"https:\/\/openai.com\/api\/pricing\/\" target=\"_blank\" rel=\"noopener\">OpenAI API<\/a>.<\/p>\n\n\n<div style=\"background:#0f172a;border-radius:12px;padding:24px 20px;text-align:center;margin:1.5rem 0;\"><p style=\"color:#fff;font-size:17px;margin:0 0 14px;\">\u062a\u0641\u0643\u0651\u0631 \u0641\u064a \u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0646\u0645\u0648\u0630\u062c \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u062e\u0627\u0635 \u0628\u0643\u061f \u062a\u0648\u0627\u0635\u0644 \u0645\u0639 \u0645\u0631\u0627\u0645 \u0644\u062d\u0644\u0648\u0644 \u062e\u0648\u0627\u062f\u0645 GPU \u2014 \u0628\u0645\u0648\u0627\u0631\u062f \u0645\u062e\u0635\u0651\u0635\u0629 \u0648\u0628\u064a\u0627\u0646\u0627\u062a \u062a\u0628\u0642\u0649 \u0641\u064a \u0627\u0644\u0645\u0646\u0637\u0642\u0629 \u0648\u062f\u0639\u0645 \u0639\u0631\u0628\u064a \u064a\u0641\u0647\u0645 \u0645\u0634\u0631\u0648\u0639\u0643.<\/p><a href=\"https:\/\/maram.iq\/\" style=\"display:inline-block;background:#16a34a;color:#fff;font-weight:700;padding:12px 28px;border-radius:8px;text-decoration:none;\">\u0627\u0633\u062a\u0641\u0633\u0631 \u0639\u0646 \u062e\u0648\u0627\u062f\u0645 GPU \u0645\u0646 \u0645\u0631\u0627\u0645<\/a><\/div>\n\n","protected":false},"excerpt":{"rendered":"<p>\u062f\u0644\u064a\u0644 Self-hosted AI \u0634\u0627\u0645\u0644: \u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0646\u0645\u0648\u0630\u062c \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0639\u0644\u0649 GPU \u0628\u062f\u0644 OpenAI \u2014 \u0627\u0644\u0628\u0646\u064a\u0629 \u0648\u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0648\u0646\u0642\u0637\u0629 \u0627\u0644\u062a\u062d\u0648\u0651\u0644 \u0648\u0627\u062e\u062a\u064a\u0627\u0631 GPU \u0648\u0623\u0645\u062b\u0644\u0629 \u0639\u0645\u0644\u064a\u0629.<\/p>\n","protected":false},"author":6,"featured_media":5305,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_joinchat":[],"footnotes":""},"categories":[949],"tags":[144,141,158,140],"class_list":["post-5303","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-enterprise-solutions","tag-vps","tag-141","tag-158","tag-140"],"_links":{"self":[{"href":"https:\/\/maram.iq\/blogs\/wp-json\/wp\/v2\/posts\/5303","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/maram.iq\/blogs\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/maram.iq\/blogs\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/maram.iq\/blogs\/wp-json\/wp\/v2\/users\/6"}],"replies":[{"embeddable":true,"href":"https:\/\/maram.iq\/blogs\/wp-json\/wp\/v2\/comments?post=5303"}],"version-history":[{"count":1,"href":"https:\/\/maram.iq\/blogs\/wp-json\/wp\/v2\/posts\/5303\/revisions"}],"predecessor-version":[{"id":5304,"href":"https:\/\/maram.iq\/blogs\/wp-json\/wp\/v2\/posts\/5303\/revisions\/5304"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/maram.iq\/blogs\/wp-json\/wp\/v2\/media\/5305"}],"wp:attachment":[{"href":"https:\/\/maram.iq\/blogs\/wp-json\/wp\/v2\/media?parent=5303"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/maram.iq\/blogs\/wp-json\/wp\/v2\/categories?post=5303"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/maram.iq\/blogs\/wp-json\/wp\/v2\/tags?post=5303"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}