{"id":3140,"date":"2026-04-26T11:06:46","date_gmt":"2026-04-26T11:06:46","guid":{"rendered":"https:\/\/maram.iq\/blogs\/?p=3140"},"modified":"2026-04-27T11:11:02","modified_gmt":"2026-04-27T08:11:02","slug":"%d8%b3%d9%8a%d8%b1%d9%81%d8%b1%d8%a7%d8%aa-gpu-%d9%85%d8%b1%d8%a7%d9%85-%d9%87%d9%88%d8%b3%d8%aa","status":"publish","type":"post","link":"https:\/\/maram.iq\/blogs\/%d8%b3%d9%8a%d8%b1%d9%81%d8%b1%d8%a7%d8%aa-gpu-%d9%85%d8%b1%d8%a7%d9%85-%d9%87%d9%88%d8%b3%d8%aa\/","title":{"rendered":"\u0633\u064a\u0631\u0641\u0631\u0627\u062a GPU \u0645\u0631\u0627\u0645 \u0647\u0648\u0633\u062a 2026: \u062e\u0637\u0637 NVIDIA L4 \u0648 RTX A6000"},"content":{"rendered":"\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\u0645\u0642\u0627\u0644<\/p><ul style=\"list-style:none;padding:0;margin:0;\">\n<li style=\"padding:.35rem 0;border-bottom:1px solid #e2e8f0\"><a href=\"#section-1\" style=\"text-decoration:none;color:#1e293b\">1. \u0645\u0642\u062f\u0645\u0629: \u0644\u0645\u0627\u0630\u0627 \u0633\u064a\u0631\u0641\u0631\u0627\u062a GPU \u0623\u0635\u0628\u062d\u062a \u0636\u0631\u0648\u0631\u064a\u0629 \u0641\u064a 2026<\/a><\/li>\n<li style=\"padding:.35rem 0;border-bottom:1px solid #e2e8f0\"><a href=\"#section-2\" style=\"text-decoration:none;color:#1e293b\">2. \u0645\u0627 \u0647\u064a \u0633\u064a\u0631\u0641\u0631\u0627\u062a GPU \u0645\u0631\u0627\u0645 \u0647\u0648\u0633\u062a\u061f<\/a><\/li>\n<li style=\"padding:.35rem 0;border-bottom:1px solid #e2e8f0\"><a href=\"#section-3\" style=\"text-decoration:none;color:#1e293b\">3. \u0627\u0644\u0641\u0631\u0642 \u0628\u064a\u0646 GPU Server \u0648 VPS \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a<\/a><\/li>\n<li style=\"padding:.35rem 0;border-bottom:1px solid #e2e8f0\"><a href=\"#section-4\" style=\"text-decoration:none;color:#1e293b\">4. \u0627\u0644\u0645\u0648\u0627\u0635\u0641\u0627\u062a \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0644\u0633\u064a\u0631\u0641\u0631\u0627\u062a \u0645\u0631\u0627\u0645 \u0647\u0648\u0633\u062a<\/a><\/li>\n<li style=\"padding:.35rem 0;border-bottom:1px solid #e2e8f0\"><a href=\"#section-5\" style=\"text-decoration:none;color:#1e293b\">5. \u062e\u0637\u0637 NVIDIA Tesla L4 \u0628\u0627\u0644\u062a\u0641\u0635\u064a\u0644<\/a><\/li>\n<li style=\"padding:.35rem 0;border-bottom:1px solid #e2e8f0\"><a href=\"#section-6\" style=\"text-decoration:none;color:#1e293b\">6. \u062e\u0637\u0637 NVIDIA RTX A6000 \u0628\u0627\u0644\u062a\u0641\u0635\u064a\u0644<\/a><\/li>\n<li style=\"padding:.35rem 0;border-bottom:1px solid #e2e8f0\"><a href=\"#section-7\" style=\"text-decoration:none;color:#1e293b\">7. \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u064a\u0646 L4 \u0648 A6000: \u0623\u064a\u0647\u0645\u0627 \u062a\u062e\u062a\u0627\u0631\u061f<\/a><\/li>\n<li style=\"padding:.35rem 0;border-bottom:1px solid #e2e8f0\"><a href=\"#section-8\" style=\"text-decoration:none;color:#1e293b\">8. \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0627\u062a \u0633\u064a\u0631\u0641\u0631\u0627\u062a GPU<\/a><\/li>\n<li style=\"padding:.35rem 0;border-bottom:1px solid #e2e8f0\"><a href=\"#section-9\" style=\"text-decoration:none;color:#1e293b\">9. \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0627\u0630\u062c AI \u0639\u0644\u0649 \u0633\u064a\u0631\u0641\u0631\u0627\u062a GPU \u0645\u0631\u0627\u0645 \u0647\u0648\u0633\u062a<\/a><\/li>\n<li style=\"padding:.35rem 0;border-bottom:1px solid #e2e8f0\"><a href=\"#section-10\" style=\"text-decoration:none;color:#1e293b\">10. \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 (LLMs) \u0639\u0644\u0649 GPU Server<\/a><\/li>\n<li style=\"padding:.35rem 0;border-bottom:1px solid #e2e8f0\"><a href=\"#section-11\" style=\"text-decoration:none;color:#1e293b\">11. \u0627\u0644\u0623\u0645\u0627\u0646 \u0648\u0627\u0644\u062d\u0645\u0627\u064a\u0629<\/a><\/li>\n<li style=\"padding:.35rem 0;border-bottom:1px solid #e2e8f0\"><a href=\"#section-12\" style=\"text-decoration:none;color:#1e293b\">12. \u0645\u0631\u0627\u0643\u0632 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0634\u0628\u0643\u0629<\/a><\/li>\n<li style=\"padding:.35rem 0;border-bottom:1px solid #e2e8f0\"><a href=\"#section-13\" style=\"text-decoration:none;color:#1e293b\">13. \u0645\u0642\u0627\u0631\u0646\u0629 \u0623\u0633\u0639\u0627\u0631 \u0645\u0631\u0627\u0645 \u0647\u0648\u0633\u062a \u0645\u0639 \u0627\u0644\u0645\u0646\u0627\u0641\u0633\u064a\u0646<\/a><\/li>\n<li style=\"padding:.35rem 0;border-bottom:1px solid #e2e8f0\"><a href=\"#section-14\" style=\"text-decoration:none;color:#1e293b\">14. \u0643\u064a\u0641 \u062a\u0637\u0644\u0628 \u0633\u064a\u0631\u0641\u0631 GPU \u0645\u0646 \u0645\u0631\u0627\u0645 \u0647\u0648\u0633\u062a<\/a><\/li>\n<li style=\"padding:.35rem 0;border-bottom:1px solid #e2e8f0\"><a href=\"#section-15\" style=\"text-decoration:none;color:#1e293b\">15. \u0627\u0644\u062e\u0644\u0627\u0635\u0629<\/a><\/li>\n<li style=\"padding:.35rem 0\"><a href=\"#section-16\" style=\"text-decoration:none;color:#1e293b\">16. \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 (FAQ)<\/a><\/li>\n<\/ul><\/div>\n\n\n\n<div style=\"background:linear-gradient(135deg,#0f172a,#7c2d12);color:#fff;padding:2.5rem;border-radius:16px;margin-bottom:2rem;text-align:center\">\n<p style=\"font-size:3rem;margin:0 0 .5rem\">\ud83d\udda5\ufe0f<\/p>\n<h2 style=\"color:#fff!important;font-size:1.5rem;margin:0 0 .5rem\" id=\"section-1\">\u0633\u064a\u0631\u0641\u0631\u0627\u062a GPU \u0645\u0631\u0627\u0645 \u0647\u0648\u0633\u062a: \u0642\u0648\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u064a\u0646 \u064a\u062f\u064a\u0643<\/h2>\n<p style=\"margin:0\">NVIDIA L4 \u0648 RTX A6000 \u0645\u0639 AMD EPYC \u0648 NVMe \u0628\u0623\u0633\u0639\u0627\u0631 \u062a\u0646\u0627\u0641\u0633\u064a\u0629<\/p>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"section-1\">\u0645\u0642\u062f\u0645\u0629: \u0644\u0645\u0627\u0630\u0627 \u0633\u064a\u0631\u0641\u0631\u0627\u062a GPU \u0623\u0635\u0628\u062d\u062a \u0636\u0631\u0648\u0631\u064a\u0629 \u0641\u064a 2026<\/h2>\n\n\n\n<p>\u0641\u064a \u0639\u0627\u0644\u0645 \u064a\u062a\u0633\u0627\u0631\u0639 \u0641\u064a\u0647 \u062a\u0637\u0648\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0628\u0634\u0643\u0644 \u063a\u064a\u0631 \u0645\u0633\u0628\u0648\u0642\u060c \u0623\u0635\u0628\u062d\u062a \u0633\u064a\u0631\u0641\u0631\u0627\u062a GPU \u0644\u064a\u0633\u062a \u0645\u062c\u0631\u062f \u062e\u064a\u0627\u0631 \u062a\u0631\u0641\u064a\u0647\u064a \u0628\u0644 \u0636\u0631\u0648\u0631\u0629 \u062d\u062a\u0645\u064a\u0629 \u0644\u0643\u0644 \u0634\u0631\u0643\u0629 \u0648\u0645\u0637\u0648\u0631 \u064a\u0633\u0639\u0649 \u0644\u0644\u0628\u0642\u0627\u0621 \u0641\u064a \u0627\u0644\u0645\u0646\u0627\u0641\u0633\u0629. \u0645\u0646\u0630 \u0628\u062f\u0627\u064a\u0629 \u0639\u0627\u0645 2026\u060c \u0634\u0647\u062f\u0646\u0627 \u062a\u062d\u0648\u0644\u0627\u062a \u062c\u0630\u0631\u064a\u0629 \u0641\u064a \u0635\u0646\u0627\u0639\u0629 \u0627\u0644\u062a\u0642\u0646\u064a\u0629: \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 (LLMs) \u0623\u0635\u0628\u062d\u062a \u0623\u0643\u062b\u0631 \u062a\u0639\u0642\u064a\u062f\u064b\u0627 \u0648\u062a\u062a\u0637\u0644\u0628 \u0642\u062f\u0631\u0627\u062a \u062d\u0648\u0633\u0628\u0629 \u0647\u0627\u0626\u0644\u0629\u060c \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0635\u0648\u0631 \u0648\u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u0627\u062a\u062a \u062c\u0632\u0621\u064b\u0627 \u0645\u0646 \u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u064a\u0648\u0645\u064a \u0644\u0644\u0634\u0631\u0643\u0627\u062a\u060c \u0641\u064a\u0645\u0627 \u0623\u0635\u0628\u062d \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a \u0645\u062a\u0637\u0644\u0628\u064b\u0627 \u0623\u0633\u0627\u0633\u064a\u064b\u0627 \u0644\u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629.<\/p>\n\n\n\n<p>\u0647\u0646\u0627 \u062a\u0628\u0631\u0632 \u0623\u0647\u0645\u064a\u0629 \u0633\u064a\u0631\u0641\u0631\u0627\u062a GPU \u0645\u0631\u0627\u0645 \u0647\u0648\u0633\u062a \u0643\u062d\u0644 \u0645\u062a\u0643\u0627\u0645\u0644 \u064a\u062c\u0645\u0639 \u0628\u064a\u0646 \u0627\u0644\u0642\u0648\u0629 \u0627\u0644\u062d\u0648\u0633\u0628\u064a\u0629 \u0627\u0644\u0639\u0627\u0644\u064a\u0629 \u0648\u0627\u0644\u0623\u0633\u0639\u0627\u0631 \u0627\u0644\u062a\u0646\u0627\u0641\u0633\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0646\u0627\u0633\u0628 \u0627\u0644\u0633\u0648\u0642 \u0627\u0644\u0639\u0631\u0628\u064a \u0648\u0627\u0644\u0639\u0631\u0627\u0642\u064a \u062a\u062d\u062f\u064a\u062f\u064b\u0627. \u0641\u0645\u0639 \u0627\u0646\u062a\u0634\u0627\u0631 \u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0627\u0644\u0645\u0646\u0637\u0642\u0629\u060c \u062a\u0632\u062f\u0627\u062f \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0628\u0646\u064a\u0629 \u062a\u062d\u062a\u064a\u0629 \u0645\u0648\u062b\u0648\u0642\u0629 \u062a\u062f\u0639\u0645 \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u0645\u062b\u0644 Stable Diffusion \u0648LLaMA \u0648GPT-based models \u0628\u0643\u0641\u0627\u0621\u0629 \u0639\u0627\u0644\u064a\u0629 \u0648\u0628\u062f\u0648\u0646 \u0627\u0646\u0642\u0637\u0627\u0639.<\/p>\n\n\n\n<p>\u0627\u0644\u062a\u0642\u0627\u0631\u064a\u0631 \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u0623\u062e\u064a\u0631\u0629 \u062a\u0634\u064a\u0631 \u0625\u0644\u0649 \u0623\u0646 \u0633\u0648\u0642 \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0628\u0645\u0639\u0627\u0644\u062c\u0627\u062a GPU \u0633\u064a\u0646\u0645\u0648 \u0628\u0646\u0633\u0628\u0629 \u062a\u062a\u062c\u0627\u0648\u0632 35% \u0633\u0646\u0648\u064a\u064b\u0627 \u062d\u062a\u0649 \u0639\u0627\u0645 2028\u060c \u0645\u062f\u0641\u0648\u0639\u064b\u0627 \u0628\u0627\u0644\u0637\u0644\u0628 \u0627\u0644\u0645\u062a\u0632\u0627\u064a\u062f \u0639\u0644\u0649 \u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0627\u0644\u0639\u0631\u0636 \u062b\u0644\u0627\u062b\u064a \u0627\u0644\u0623\u0628\u0639\u0627\u062f (3D Rendering) \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0641\u064a\u062f\u064a\u0648. \u0647\u0630\u0627 \u0627\u0644\u0646\u0645\u0648 \u064a\u0639\u0646\u064a \u0623\u0646 \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u062a\u064a \u0644\u0627 \u062a\u0633\u062a\u062b\u0645\u0631 \u0641\u064a \u0633\u064a\u0631\u0641\u0631\u0627\u062a GPU \u0627\u0644\u064a\u0648\u0645 \u0633\u062a\u062c\u062f \u0646\u0641\u0633\u0647\u0627 \u0645\u062a\u0623\u062e\u0631\u0629 \u0639\u0646 \u0627\u0644\u0645\u0646\u0627\u0641\u0633\u0629 \u063a\u062f\u064b\u0627.<\/p>\n\n\n\n<p>\u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u0642\u0627\u0644 \u0627\u0644\u0634\u0627\u0645\u0644\u060c \u0633\u0646\u0633\u062a\u0639\u0631\u0636 \u0628\u0627\u0644\u062a\u0641\u0635\u064a\u0644 \u0643\u0644 \u0645\u0627 \u062a\u062d\u062a\u0627\u062c \u0645\u0639\u0631\u0641\u062a\u0647 \u0639\u0646 \u0633\u064a\u0631\u0641\u0631\u0627\u062a GPU \u0645\u0631\u0627\u0645 \u0647\u0648\u0633\u062a\u060c \u0645\u0646 \u0627\u0644\u0645\u0648\u0627\u0635\u0641\u0627\u062a \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0648\u0627\u0644\u062e\u0637\u0637 \u0627\u0644\u0645\u062a\u0627\u062d\u0629 \u0625\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0648\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u0637\u0644\u0628. \u0633\u0648\u0627\u0621 \u0643\u0646\u062a \u0645\u0637\u0648\u0631 \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0623\u0648 \u0635\u0627\u062d\u0628 \u0634\u0631\u0643\u0629 \u062a\u0642\u0646\u064a\u0629\u060c \u0623\u0648 \u0628\u0627\u062d\u062b\u064b\u0627 \u0623\u0643\u0627\u062f\u064a\u0645\u064a\u064b\u0627\u060c \u0633\u062a\u062c\u062f \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u062f\u0644\u064a\u0644 \u0643\u0644 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0627\u062c\u0647\u0627 \u0644\u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631 \u0627\u0644\u0635\u062d\u064a\u062d.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"section-2\">\u0645\u0627 \u0647\u064a \u0633\u064a\u0631\u0641\u0631\u0627\u062a GPU \u0645\u0631\u0627\u0645 \u0647\u0648\u0633\u062a\u061f<\/h2>\n\n\n\n<p>\u0633\u064a\u0631\u0641\u0631\u0627\u062a GPU \u0645\u0631\u0627\u0645 \u0647\u0648\u0633\u062a \u0647\u064a 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\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u062e\u062f\u0645\u0627\u062a GPU\u060c \u062a\u0648\u0641\u0631 \u0627\u0644\u0634\u0631\u0643\u0629 \u0645\u062c\u0645\u0648\u0639\u0629 \u0648\u0627\u0633\u0639\u0629 \u0645\u0646 \u062d\u0644\u0648\u0644 \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0648\u0627\u0644\u0633\u064a\u0631\u0641\u0631\u0627\u062a\u060c \u0644\u0643\u0646 \u062e\u062f\u0645\u0629 \u0633\u064a\u0631\u0641\u0631\u0627\u062a GPU \u062a\u064f\u0639\u062f \u0645\u0646 \u0623\u0628\u0631\u0632 \u062e\u062f\u0645\u0627\u062a\u0647\u0627 \u0648\u0623\u0643\u062b\u0631\u0647\u0627 \u0637\u0644\u0628\u064b\u0627 \u0641\u064a \u0627\u0644\u0641\u062a\u0631\u0629 \u0627\u0644\u0623\u062e\u064a\u0631\u0629 \u0646\u0638\u0631\u064b\u0627 \u0644\u0644\u0637\u0644\u0628 \u0627\u0644\u0645\u062a\u0632\u0627\u064a\u062f \u0639\u0644\u0649 <a href=\"https:\/\/maram.iq\/blogs\/maram-host-plans-comparison\/\">\u062a\u0637\u0628\u064a\u0642\u0627\u062a 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\u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629\u060c \u064a\u0639\u062a\u0645\u062f VPS \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a \u0639\u0644\u0649 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 (CPU) \u0627\u0644\u062a\u064a \u062a\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0645\u0647\u0627\u0645 \u0628\u0634\u0643\u0644 \u062a\u0633\u0644\u0633\u0644\u064a \u0641\u064a \u0645\u0639\u0638\u0645 \u0627\u0644\u062d\u0627\u0644\u0627\u062a. \u0628\u064a\u0646\u0645\u0627 \u0633\u064a\u0631\u0641\u0631 GPU \u064a\u0645\u062a\u0644\u0643 \u0622\u0644\u0627\u0641 \u0627\u0644\u0623\u0646\u0648\u064a\u0629 (CUDA Cores) \u0627\u0644\u062a\u064a \u062a\u0639\u0645\u0644 \u0628\u0627\u0644\u062a\u0648\u0627\u0632\u064a\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u0623\u0633\u0631\u0639 \u0628\u0645\u0626\u0627\u062a \u0627\u0644\u0645\u0631\u0627\u062a \u0641\u064a \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629 \u0627\u0644\u0645\u062a\u0648\u0627\u0632\u064a\u0629 \u0645\u062b\u0644 \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0635\u0641\u0648\u0641\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629.<\/p>\n\n\n\n<p>\u0645\u0646 \u0646\u0627\u062d\u064a\u0629 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0645\u062e\u0635\u0635\u0629\u060c \u064a\u0645\u062a\u0644\u0643 GPU \u0630\u0627\u0643\u0631\u0629 \u062e\u0627\u0635\u0629 \u0628\u0647 (VRAM) \u0645\u0635\u0645\u0645\u0629 \u0644\u0646\u0642\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0633\u0631\u0639\u0627\u062a \u0641\u0627\u0626\u0642\u0629. \u0628\u0637\u0627\u0642\u0629 NVIDIA RTX A6000 \u0645\u062b\u0644\u064b\u0627 \u062a\u0645\u062a\u0644\u0643 48GB \u0645\u0646 \u0630\u0627\u0643\u0631\u0629 VRAM\u060c \u0648\u0647\u0630\u0627 \u0636\u0631\u0648\u0631\u064a \u0644\u062a\u062d\u0645\u064a\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0641\u064a \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0648\u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 (Inference). \u0641\u064a VPS \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u060c \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 RAM \u0627\u0644\u0646\u0638\u0627\u0645 \u0641\u0642\u0637 \u0627\u0644\u0630\u064a \u0644\u0627 \u064a\u0645\u062a\u0644\u0643 \u0646\u0641\u0633 \u0639\u0631\u0636 \u0627\u0644\u0646\u0637\u0627\u0642 \u0627\u0644\u062a\u0631\u062f\u062f\u064a.<\/p>\n\n\n\n<p>\u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0627\u062a\u060c VPS \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a \u0645\u062b\u0627\u0644\u064a \u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0645\u0648\u0627\u0642\u0639 \u0648\u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0648\u064a\u0628 \u0627\u0644\u0639\u0627\u062f\u064a\u0629. \u0623\u0645\u0627 \u0633\u064a\u0631\u0641\u0631\u0627\u062a GPU \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0641\u0647\u064a \u0645\u0635\u0645\u0645\u0629 \u0644\u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0648\u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629\u060c \u0648\u0627\u0644\u0639\u0631\u0636 \u062b\u0644\u0627\u062b\u064a \u0627\u0644\u0623\u0628\u0639\u0627\u062f\u060c \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0641\u064a\u062f\u064a\u0648\u060c \u0648\u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0639\u0644\u0645\u064a\u0629\u060c \u0648\u062a\u0639\u062f\u064a\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/p>\n\n\n\n<p>\u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0645\u0642\u0627\u0628\u0644 \u0627\u0644\u0623\u062f\u0627\u0621\u060c \u0642\u062f \u064a\u0628\u062f\u0648 \u0633\u064a\u0631\u0641\u0631 GPU \u0623\u063a\u0644\u0649 \u0638\u0627\u0647\u0631\u064a\u064b\u0627\u060c \u0644\u0643\u0646 \u0639\u0646\u062f \u062d\u0633\u0627\u0628 \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0630\u064a \u0633\u062a\u0648\u0641\u0631\u0647\u060c \u0633\u062a\u062c\u062f \u0623\u0646 \u0627\u0644\u0645\u0647\u0645\u0629 \u0627\u0644\u062a\u064a \u062a\u0633\u062a\u063a\u0631\u0642 \u0623\u064a\u0627\u0645\u064b\u0627 \u0639\u0644\u0649 CPU \u062a\u064f\u0646\u062c\u0632 \u0641\u064a \u0633\u0627\u0639\u0627\u062a \u0639\u0644\u0649 GPU. \u0647\u0630\u0627 \u064a\u0639\u0646\u064a \u0623\u0646 \u0627\u0644\u0639\u0627\u0626\u062f \u0639\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631 \u0641\u064a \u0633\u064a\u0631\u0641\u0631\u0627\u062a GPU \u064a\u062a\u062d\u0642\u0642 \u0628\u0633\u0631\u0639\u0629 \u0643\u0628\u064a\u0631\u0629\u060c \u062e\u0627\u0635\u0629 \u0644\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0633\u0631\u0639\u0629 \u0627\u0644\u062a\u0633\u0644\u064a\u0645.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"section-4\">\u0627\u0644\u0645\u0648\u0627\u0635\u0641\u0627\u062a \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0644\u0633\u064a\u0631\u0641\u0631\u0627\u062a \u0645\u0631\u0627\u0645 \u0647\u0648\u0633\u062a<\/h2>\n\n\n\n<p>\u062a\u0639\u062a\u0645\u062f \u0633\u064a\u0631\u0641\u0631\u0627\u062a \u0645\u0631\u0627\u0645 \u0647\u0648\u0633\u062a \u0639\u0644\u0649 \u0645\u0643\u0648\u0646\u0627\u062a \u062a\u0642\u0646\u064a\u0629 \u0645\u0646 \u0627\u0644\u0637\u0631\u0627\u0632 \u0627\u0644\u0623\u0648\u0644\u060c \u0645\u062e\u062a\u0627\u0631\u0629 \u0628\u0639\u0646\u0627\u064a\u0629 \u0644\u062a\u0648\u0641\u064a\u0631 \u0623\u0642\u0635\u0649 \u0623\u062f\u0627\u0621 \u0645\u0645\u0643\u0646. \u062f\u0639\u0648\u0646\u0627 \u0646\u0633\u062a\u0639\u0631\u0636 \u0643\u0644 \u0645\u0643\u0648\u0646 \u0628\u0627\u0644\u062a\u0641\u0635\u064a\u0644 \u0644\u0641\u0647\u0645 \u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u062d\u0635\u0644 \u0639\u0644\u064a\u0647\u0627.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u0639\u0627\u0644\u062c AMD EPYC 9684X<\/h3>\n\n\n\n<p>\u064a\u064f\u0639\u062f \u0645\u0639\u0627\u0644\u062c AMD EPYC 9684X \u0645\u0646 \u0623\u062d\u062f\u062b \u0648\u0623\u0642\u0648\u0649 \u0645\u0639\u0627\u0644\u062c\u0627\u062a \u0627\u0644\u0633\u064a\u0631\u0641\u0631\u0627\u062a \u0641\u064a \u0627\u0644\u0639\u0627\u0644\u0645. \u064a\u0646\u062a\u0645\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u0639\u0627\u0644\u062c \u0625\u0644\u0649 \u0639\u0627\u0626\u0644\u0629 AMD EPYC Genoa-X \u0627\u0644\u062a\u064a \u062a\u062a\u0645\u064a\u0632 \u0628\u062a\u0642\u0646\u064a\u0629 3D V-Cache \u0627\u0644\u062b\u0648\u0631\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0636\u064a\u0641 \u0637\u0628\u0642\u0629 \u0625\u0636\u0627\u0641\u064a\u0629 \u0645\u0646 \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a \u0641\u0648\u0642 \u0627\u0644\u0634\u0631\u064a\u062d\u0629\u060c \u0645\u0645\u0627 \u064a\u0639\u0632\u0632 \u0627\u0644\u0623\u062f\u0627\u0621 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0641\u064a \u0623\u0639\u0628\u0627\u0621 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0645\u0643\u062b\u0641\u0629. \u064a\u0648\u0641\u0631 \u0647\u0630\u0627 \u0627\u0644\u0645\u0639\u0627\u0644\u062c \u0639\u062f\u062f\u064b\u0627 \u0647\u0627\u0626\u0644\u064b\u0627 \u0645\u0646 \u0627\u0644\u0623\u0646\u0648\u064a\u0629 \u0645\u0639 \u062a\u0631\u062f\u062f\u0627\u062a \u0639\u0627\u0644\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u0636\u0645\u0646 \u0623\u0646 \u0639\u0646\u0642 \u0627\u0644\u0632\u062c\u0627\u062c\u0629 \u0644\u0646 \u064a\u0643\u0648\u0646 \u0641\u064a CPU \u0639\u0646\u062f \u062a\u0634\u063a\u064a\u0644 \u0623\u0639\u0628\u0627\u0621 GPU \u0627\u0644\u062b\u0642\u064a\u0644\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0630\u0627\u0643\u0631\u0629 DDR5 4800 MHz<\/h3>\n\n\n\n<p>\u0630\u0627\u0643\u0631\u0629 DDR5 \u062a\u0645\u062b\u0644 \u0627\u0644\u062c\u064a\u0644 \u0627\u0644\u0623\u062d\u062f\u062b \u0645\u0646 \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a\u060c \u0648\u062a\u0648\u0641\u0631 \u0639\u0631\u0636 \u0646\u0637\u0627\u0642 \u062a\u0631\u062f\u062f\u064a \u0623\u0639\u0644\u0649 \u0628\u0643\u062b\u064a\u0631 \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0640 DDR4. \u0628\u062a\u0631\u062f\u062f 4800 MHz\u060c \u062a\u0648\u0641\u0631 \u0647\u0630\u0647 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0633\u0631\u0639\u0627\u062a \u0646\u0642\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0641\u0627\u0626\u0642\u0629 \u062a\u0635\u0644 \u0625\u0644\u0649 38.4 GB\/s \u0644\u0643\u0644 \u0642\u0646\u0627\u0629\u060c \u0645\u0645\u0627 \u064a\u0639\u0646\u064a \u0623\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062a\u062a\u062f\u0641\u0642 \u0628\u0633\u0644\u0627\u0633\u0629 \u0628\u064a\u0646 \u0627\u0644\u0645\u0639\u0627\u0644\u062c \u0648\u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0648\u0628\u0637\u0627\u0642\u0629 GPU \u062f\u0648\u0646 \u062a\u0623\u062e\u064a\u0631. \u0647\u0630\u0627 \u0623\u0645\u0631 \u0628\u0627\u0644\u063a \u0627\u0644\u0623\u0647\u0645\u064a\u0629 \u0639\u0646\u062f \u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0627\u0630\u062c AI \u062d\u064a\u062b \u062a\u062d\u062a\u0627\u062c \u0644\u0646\u0642\u0644 \u0643\u0645\u064a\u0627\u062a \u0636\u062e\u0645\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0633\u062a\u0645\u0631\u0627\u0631.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0623\u0642\u0631\u0627\u0635 NVMe Micron 9400<\/h3>\n\n\n\n<p>\u0623\u0642\u0631\u0627\u0635 Micron 9400 NVMe \u0647\u064a \u0645\u0646 \u0623\u0633\u0631\u0639 \u0623\u0642\u0631\u0627\u0635 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u062a\u0627\u062d\u0629 \u0644\u0628\u064a\u0626\u0627\u062a \u0627\u0644\u0633\u064a\u0631\u0641\u0631\u0627\u062a. \u062a\u0648\u0641\u0631 \u0647\u0630\u0647 \u0627\u0644\u0623\u0642\u0631\u0627\u0635 \u0633\u0631\u0639\u0627\u062a \u0642\u0631\u0627\u0621\u0629 \u0648\u0643\u062a\u0627\u0628\u0629 \u062a\u062a\u062c\u0627\u0648\u0632 7 GB\/s\u060c \u0645\u0645\u0627 \u064a\u0639\u0646\u064a \u062a\u062d\u0645\u064a\u0644 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629 \u0641\u064a \u062b\u0648\u0627\u0646\u064d \u0645\u0639\u062f\u0648\u062f\u0629 \u0628\u062f\u0644\u064b\u0627 \u0645\u0646 \u062f\u0642\u0627\u0626\u0642. \u0633\u0639\u0627\u062a \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u062a\u0627\u062d\u0629 \u0641\u064a \u062e\u0637\u0637 \u0645\u0631\u0627\u0645 \u0647\u0648\u0633\u062a \u062a\u062a\u0631\u0627\u0648\u062d \u0628\u064a\u0646 300GB \u06484TB\u060c \u0648\u0647\u0648 \u0645\u0627 \u064a\u0643\u0641\u064a \u0644\u062a\u062e\u0632\u064a\u0646 \u0646\u0645\u0627\u0630\u062c AI \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0648\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u064a\u0629 \u0648\u0627\u0644\u0646\u062a\u0627\u0626\u062c.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0634\u0628\u0643\u0629 10Gbps<\/h3>\n\n\n\n<p>\u062a\u0648\u0641\u0631 \u0645\u0631\u0627\u0645 \u0647\u0648\u0633\u062a \u0627\u062a\u0635\u0627\u0644 \u0634\u0628\u0643\u0629 \u0628\u0633\u0631\u0639\u0629 10 \u062c\u064a\u062c\u0627\u0628\u062a \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u0645\u0646 \u0645\u0631\u0627\u0643\u0632 \u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0623\u0648\u0631\u0648\u0628\u0627 \u0648\u0623\u0645\u0631\u064a\u0643\u0627. \u0647\u0630\u0647 \u0627\u0644\u0633\u0631\u0639\u0629 \u0627\u0644\u0641\u0627\u0626\u0642\u0629 \u062a\u0636\u0645\u0646 \u0646\u0642\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0628\u0633\u0631\u0639\u0629 \u0643\u0628\u064a\u0631\u0629\u060c \u0648\u062a\u0648\u0641\u0631 \u0632\u0645\u0646 \u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0645\u0646\u062e\u0641\u0636 (Low Latency) \u0639\u0646\u062f \u062a\u0634\u063a\u064a\u0644 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a. \u0643\u0645\u0627 \u062a\u062a\u0636\u0645\u0646 \u0627\u0644\u062e\u062f\u0645\u0629 \u062d\u0645\u0627\u064a\u0629 DDoS \u0645\u062a\u0642\u062f\u0645\u0629 \u0648\u0639\u0646\u0648\u0627\u0646 IP \u062b\u0627\u0628\u062a (Static IP) \u0644\u0643\u0644 \u0633\u064a\u0631\u0641\u0631.<\/p>\n\n\n\n<div style=\"border-right:4px solid #7c3aed;background:#f5f3ff;padding:1.5rem;border-radius:0 12px 12px 0;margin:2rem 0\">\n<p style=\"margin:0 0 .5rem;font-weight:700;color:#4f46e5\">\u0645\u0648\u0627\u0635\u0641\u0627\u062a \u0644\u0627 \u062a\u064f\u0642\u0627\u0631\u0646 \u0628\u0623\u0633\u0639\u0627\u0631 \u062a\u0646\u0627\u0641\u0633\u064a\u0629<\/p>\n<p style=\"margin:0;color:#374151\">AMD EPYC 9684X + DDR5 + NVMe Micron 9400 + \u0634\u0628\u0643\u0629 10Gbps = \u0628\u0646\u064a\u0629 \u062a\u062d\u062a\u064a\u0629 \u0645\u0635\u0645\u0645\u0629 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a. <a href=\"https:\/\/maram.iq\/gpu\" target=\"_blank\" rel=\"noopener\" style=\"color:#4f46e5;font-weight:600\">\u0627\u0637\u0644\u0628 \u0633\u064a\u0631\u0641\u0631 GPU \u0627\u0644\u0622\u0646<\/a>.<\/p>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"section-5\">\u062e\u0637\u0637 NVIDIA Tesla L4 \u0628\u0627\u0644\u062a\u0641\u0635\u064a\u0644<\/h2>\n\n\n\n<p>\u0628\u0637\u0627\u0642\u0629 <strong>NVIDIA Tesla L4<\/strong> \u0647\u064a \u0628\u0637\u0627\u0642\u0629 GPU \u0645\u0648\u062c\u0647\u0629 \u0644\u0645\u0631\u0627\u0643\u0632 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0645\u0639\u0645\u0627\u0631\u064a\u0629 Ada Lovelace\u060c \u0648\u062a\u062a\u0645\u064a\u0632 \u0628\u0643\u0641\u0627\u0621\u0629 \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0637\u0627\u0642\u0629 \u0627\u0644\u0639\u0627\u0644\u064a\u0629 \u0645\u0639 \u0623\u062f\u0627\u0621 \u0645\u0645\u062a\u0627\u0632 \u0641\u064a \u0645\u0647\u0627\u0645 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 (Inference) \u0648\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062a\u0648\u0633\u0637\u0629. \u062a\u064f\u0639\u062f L4 \u062e\u064a\u0627\u0631\u064b\u0627 \u0645\u062b\u0627\u0644\u064a\u064b\u0627 \u0644\u0645\u0646 \u064a\u0628\u062d\u062b \u0639\u0646 \u062a\u0648\u0627\u0632\u0646 \u0628\u064a\u0646 \u0627\u0644\u0623\u062f\u0627\u0621 \u0648\u0627\u0644\u062a\u0643\u0644\u0641\u0629\u060c \u062e\u0627\u0635\u0629 \u0644\u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0627\u0630\u062c AI \u0641\u064a \u0628\u064a\u0626\u0627\u062a \u0627\u0644\u0625\u0646\u062a\u0627\u062c.<\/p>\n\n\n\n<p>\u062a\u0648\u0641\u0631 \u0645\u0631\u0627\u0645 \u0647\u0648\u0633\u062a \u0623\u0631\u0628\u0639 \u062e\u0637\u0637 \u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u0628\u0646\u064a\u0629 \u0639\u0644\u0649 \u0628\u0637\u0627\u0642\u0629 NVIDIA Tesla L4\u060c \u0648\u0643\u0644 \u062e\u0637\u0629 \u0645\u0635\u0645\u0645\u0629 \u0644\u062a\u0644\u0628\u064a\u0629 \u0645\u0633\u062a\u0648\u0649 \u0645\u0639\u064a\u0646 \u0645\u0646 \u0627\u0644\u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a. \u0625\u0644\u064a\u0643 \u0627\u0644\u062a\u0641\u0627\u0635\u064a\u0644 \u0627\u0644\u0643\u0627\u0645\u0644\u0629 \u0644\u0643\u0644 \u062e\u0637\u0629:<\/p>\n\n\n\n<div style=\"overflow-x:auto;margin:1.5rem 0\">\n<table style=\"width:100%;border-collapse:collapse;border-radius:12px;overflow:hidden;font-size:.95rem\">\n<thead>\n<tr style=\"background:linear-gradient(135deg,#1e293b,#334155);color:#fff\">\n<th style=\"padding:12px 16px;text-align:right\">\u0627\u0644\u062e\u0637\u0629<\/th>\n<th style=\"padding:12px 16px;text-align:center\">\u0627\u0644\u0633\u0639\u0631\/\u0634\u0647\u0631<\/th>\n<th style=\"padding:12px 16px;text-align:center\">GPU VRAM<\/th>\n<th style=\"padding:12px 16px;text-align:center\">vCores<\/th>\n<th style=\"padding:12px 16px;text-align:center\">RAM<\/th>\n<th style=\"padding:12px 16px;text-align:center\">NVMe<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr style=\"background:#f8fafc\">\n<td style=\"padding:12px 16px;text-align:right;font-weight:600\">L4 Starter<\/td>\n<td style=\"padding:12px 16px;text-align:center;color:#059669;font-weight:700\">$180<\/td>\n<td style=\"padding:12px 16px;text-align:center\">6-8GB<\/td>\n<td style=\"padding:12px 16px;text-align:center\">8-12<\/td>\n<td style=\"padding:12px 16px;text-align:center\">16-32GB<\/td>\n<td style=\"padding:12px 16px;text-align:center\">300GB<\/td>\n<\/tr>\n<tr style=\"background:#fff\">\n<td style=\"padding:12px 16px;text-align:right;font-weight:600\">L4 Standard<\/td>\n<td style=\"padding:12px 16px;text-align:center;color:#059669;font-weight:700\">$258<\/td>\n<td style=\"padding:12px 16px;text-align:center\">12-16GB<\/td>\n<td style=\"padding:12px 16px;text-align:center\">12-24<\/td>\n<td style=\"padding:12px 16px;text-align:center\">32-48GB<\/td>\n<td style=\"padding:12px 16px;text-align:center\">800GB<\/td>\n<\/tr>\n<tr style=\"background:#f8fafc\">\n<td style=\"padding:12px 16px;text-align:right;font-weight:600\">L4 Advanced<\/td>\n<td style=\"padding:12px 16px;text-align:center;color:#059669;font-weight:700\">$365<\/td>\n<td style=\"padding:12px 16px;text-align:center\">16-32GB<\/td>\n<td style=\"padding:12px 16px;text-align:center\">32-40<\/td>\n<td style=\"padding:12px 16px;text-align:center\">64GB<\/td>\n<td style=\"padding:12px 16px;text-align:center\">2TB<\/td>\n<\/tr>\n<tr style=\"background:#fff\">\n<td style=\"padding:12px 16px;text-align:right;font-weight:600\">L4 Extreme<\/td>\n<td style=\"padding:12px 16px;text-align:center;color:#059669;font-weight:700\">$485<\/td>\n<td style=\"padding:12px 16px;text-align:center\">24GB<\/td>\n<td style=\"padding:12px 16px;text-align:center\">48<\/td>\n<td style=\"padding:12px 16px;text-align:center\">96GB<\/td>\n<td style=\"padding:12px 16px;text-align:center\">4TB<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\">\u062e\u0637\u0629 L4 Starter &#8211; \u0646\u0642\u0637\u0629 \u0627\u0644\u0628\u062f\u0627\u064a\u0629 \u0627\u0644\u0645\u062b\u0627\u0644\u064a\u0629<\/h3>\n\n\n\n<p>\u0628\u0633\u0639\u0631 180 \u062f\u0648\u0644\u0627\u0631\u064b\u0627 \u0634\u0647\u0631\u064a\u064b\u0627\u060c \u062a\u064f\u0639\u062f \u062e\u0637\u0629 L4 Starter \u0646\u0642\u0637\u0629 \u0627\u0644\u062f\u062e\u0648\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u064a\u0629 \u0644\u0639\u0627\u0644\u0645 \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0628\u0640 GPU. \u062a\u0648\u0641\u0631 6-8GB \u0645\u0646 VRAM \u0645\u0639 8-12 \u0646\u0648\u0627\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629 \u064816-32GB \u0645\u0646 RAM \u0648300GB \u0645\u0646 \u062a\u062e\u0632\u064a\u0646 NVMe. \u0647\u0630\u0647 \u0627\u0644\u062e\u0637\u0629 \u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u0627\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646 \u0627\u0644\u0630\u064a\u0646 \u064a\u0631\u063a\u0628\u0648\u0646 \u0641\u064a \u062a\u062c\u0631\u0628\u0629 \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0627\u0630\u062c AI \u0635\u063a\u064a\u0631\u0629 \u0648\u0645\u062a\u0648\u0633\u0637\u0629\u060c \u0623\u0648 \u0644\u062a\u0634\u063a\u064a\u0644 \u062e\u062f\u0645\u0627\u062a \u0627\u0633\u062a\u062f\u0644\u0627\u0644 (Inference) \u0628\u0633\u064a\u0637\u0629 \u0641\u064a \u0628\u064a\u0626\u0629 \u0627\u0644\u0625\u0646\u062a\u0627\u062c.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u062e\u0637\u0629 L4 Standard &#8211; \u0644\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u0645\u062a\u0648\u0633\u0637\u0629<\/h3>\n\n\n\n<p>\u0628\u0633\u0639\u0631 258 \u062f\u0648\u0644\u0627\u0631\u064b\u0627 \u0634\u0647\u0631\u064a\u064b\u0627\u060c \u062a\u0648\u0641\u0631 \u062e\u0637\u0629 L4 Standard \u0642\u0641\u0632\u0629 \u0645\u0644\u062d\u0648\u0638\u0629 \u0641\u064a \u0627\u0644\u0623\u062f\u0627\u0621 \u0645\u0639 12-16GB \u0645\u0646 VRAM \u064812-24 \u0646\u0648\u0627\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u064832-48GB \u0645\u0646 RAM \u0648800GB \u0645\u0646 \u0627\u0644\u062a\u062e\u0632\u064a\u0646. \u0647\u0630\u0647 \u0627\u0644\u062e\u0637\u0629 \u0645\u062b\u0627\u0644\u064a\u0629 \u0644\u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0627\u0630\u062c Stable Diffusion XL \u0648\u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0627\u0630\u062c \u062a\u0639\u0644\u0645 \u0639\u0645\u064a\u0642 \u0645\u062a\u0648\u0633\u0637\u0629 \u0627\u0644\u062d\u062c\u0645 \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0643\u0628\u0631.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u062e\u0637\u0629 L4 Advanced &#8211; \u0644\u0644\u0645\u062d\u062a\u0631\u0641\u064a\u0646<\/h3>\n\n\n\n<p>\u0628\u0633\u0639\u0631 365 \u062f\u0648\u0644\u0627\u0631\u064b\u0627 \u0634\u0647\u0631\u064a\u064b\u0627\u060c \u062a\u0642\u062f\u0645 \u062e\u0637\u0629 L4 Advanced \u0642\u0648\u0629 \u062d\u0648\u0633\u0628\u064a\u0629 \u0643\u0628\u064a\u0631\u0629 \u0645\u0639 16-32GB \u0645\u0646 VRAM \u064832-40 \u0646\u0648\u0627\u0629 \u064864GB \u0645\u0646 RAM \u0648\u062a\u062e\u0632\u064a\u0646 2TB NVMe. \u0647\u0630\u0647 \u0627\u0644\u062e\u0637\u0629 \u0645\u0635\u0645\u0645\u0629 \u0644\u0644\u0645\u062d\u062a\u0631\u0641\u064a\u0646 \u0627\u0644\u0630\u064a\u0646 \u064a\u0639\u0645\u0644\u0648\u0646 \u0639\u0644\u0649 \u0645\u0634\u0627\u0631\u064a\u0639 AI \u0645\u062a\u0642\u062f\u0645\u0629 \u062a\u062a\u0637\u0644\u0628 \u0630\u0627\u0643\u0631\u0629 GPU \u0643\u0628\u064a\u0631\u0629 \u0644\u062a\u062d\u0645\u064a\u0644 \u0646\u0645\u0627\u0630\u062c \u0636\u062e\u0645\u0629 \u0645\u0639 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0633\u0639\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u062e\u0637\u0629 L4 Extreme &#8211; \u0623\u0642\u0635\u0649 \u0623\u062f\u0627\u0621<\/h3>\n\n\n\n<p>\u0628\u0633\u0639\u0631 485 \u062f\u0648\u0644\u0627\u0631\u064b\u0627 \u0634\u0647\u0631\u064a\u064b\u0627\u060c \u062a\u0648\u0641\u0631 \u062e\u0637\u0629 L4 Extreme \u0623\u0642\u0635\u0649 \u0645\u0627 \u064a\u0645\u0643\u0646 \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u064a\u0647 \u0645\u0646 \u0628\u0637\u0627\u0642\u0629 Tesla L4 \u0645\u0639 24GB \u0645\u0646 VRAM \u064848 \u0646\u0648\u0627\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u064896GB \u0645\u0646 RAM \u0648\u062a\u062e\u0632\u064a\u0646 \u0636\u062e\u0645 \u0628\u0633\u0639\u0629 4TB. \u0647\u0630\u0647 \u0627\u0644\u062e\u0637\u0629 \u0645\u062b\u0627\u0644\u064a\u0629 \u0644\u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0627\u0630\u062c \u0644\u063a\u0629 \u0643\u0628\u064a\u0631\u0629 (LLMs) \u0645\u0639 7-13 \u0645\u0644\u064a\u0627\u0631 \u0628\u0627\u0631\u0627\u0645\u062a\u0631\u060c \u0648\u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0627\u0630\u062c \u0645\u062a\u0639\u062f\u062f\u0629 \u0628\u0627\u0644\u062a\u0648\u0627\u0632\u064a\u060c \u0648\u0623\u0639\u0628\u0627\u0621 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u0627\u0644\u0645\u0643\u062b\u0641\u0629.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"section-6\">\u062e\u0637\u0637 NVIDIA RTX A6000 \u0628\u0627\u0644\u062a\u0641\u0635\u064a\u0644<\/h2>\n\n\n\n<p>\u0628\u0637\u0627\u0642\u0629 <strong>NVIDIA RTX A6000<\/strong> \u0647\u064a \u0648\u0627\u062d\u062f\u0629 \u0645\u0646 \u0623\u0642\u0648\u0649 \u0628\u0637\u0627\u0642\u0627\u062a GPU \u0627\u0644\u0627\u062d\u062a\u0631\u0627\u0641\u064a\u0629 \u0627\u0644\u0645\u062a\u0627\u062d\u0629\u060c \u0628\u0633\u0639\u0629 VRAM \u0647\u0627\u0626\u0644\u0629 \u062a\u0628\u0644\u063a 48GB \u0645\u0646 \u0646\u0648\u0639 GDDR6. \u0647\u0630\u0647 \u0627\u0644\u0628\u0637\u0627\u0642\u0629 \u0645\u0628\u0646\u064a\u0629 \u0639\u0644\u0649 \u0645\u0639\u0645\u0627\u0631\u064a\u0629 Ampere \u0648\u062a\u0645\u062a\u0644\u0643 10,752 \u0646\u0648\u0627\u0629 CUDA\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0648\u062d\u0634\u064b\u0627 \u0641\u064a \u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0627\u0630\u062c AI \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0648\u0627\u0644\u0639\u0631\u0636 \u062b\u0644\u0627\u062b\u064a \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0648\u0627\u0644\u0645\u062d\u0627\u0643\u0627\u0629 \u0627\u0644\u0639\u0644\u0645\u064a\u0629. \u062a\u0642\u062f\u0645 \u0645\u0631\u0627\u0645 \u0647\u0648\u0633\u062a \u0623\u0631\u0628\u0639 \u062e\u0637\u0637 \u0645\u0628\u0646\u064a\u0629 \u0639\u0644\u0649 \u0647\u0630\u0647 \u0627\u0644\u0628\u0637\u0627\u0642\u0629 \u0627\u0644\u0642\u0648\u064a\u0629.<\/p>\n\n\n\n<div style=\"overflow-x:auto;margin:1.5rem 0\">\n<table style=\"width:100%;border-collapse:collapse;border-radius:12px;overflow:hidden;font-size:.95rem\">\n<thead>\n<tr style=\"background:linear-gradient(135deg,#7c2d12,#b91c1c);color:#fff\">\n<th style=\"padding:12px 16px;text-align:right\">\u0627\u0644\u062e\u0637\u0629<\/th>\n<th style=\"padding:12px 16px;text-align:center\">\u0627\u0644\u0633\u0639\u0631\/\u0634\u0647\u0631<\/th>\n<th style=\"padding:12px 16px;text-align:center\">GPU VRAM<\/th>\n<th style=\"padding:12px 16px;text-align:center\">vCores<\/th>\n<th style=\"padding:12px 16px;text-align:center\">RAM<\/th>\n<th style=\"padding:12px 16px;text-align:center\">NVMe<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr style=\"background:#fff7ed\">\n<td style=\"padding:12px 16px;text-align:right;font-weight:600\">A6000 Starter<\/td>\n<td style=\"padding:12px 16px;text-align:center;color:#b91c1c;font-weight:700\">$299<\/td>\n<td style=\"padding:12px 16px;text-align:center\">8GB<\/td>\n<td style=\"padding:12px 16px;text-align:center\">12<\/td>\n<td style=\"padding:12px 16px;text-align:center\">32GB<\/td>\n<td style=\"padding:12px 16px;text-align:center\">300GB<\/td>\n<\/tr>\n<tr style=\"background:#fff\">\n<td style=\"padding:12px 16px;text-align:right;font-weight:600\">A6000 Standard<\/td>\n<td style=\"padding:12px 16px;text-align:center;color:#b91c1c;font-weight:700\">$410<\/td>\n<td style=\"padding:12px 16px;text-align:center\">16GB<\/td>\n<td style=\"padding:12px 16px;text-align:center\">24<\/td>\n<td style=\"padding:12px 16px;text-align:center\">48GB<\/td>\n<td style=\"padding:12px 16px;text-align:center\">800GB<\/td>\n<\/tr>\n<tr style=\"background:#fff7ed\">\n<td style=\"padding:12px 16px;text-align:right;font-weight:600\">A6000 Advanced<\/td>\n<td style=\"padding:12px 16px;text-align:center;color:#b91c1c;font-weight:700\">$560<\/td>\n<td style=\"padding:12px 16px;text-align:center\">32GB<\/td>\n<td style=\"padding:12px 16px;text-align:center\">40<\/td>\n<td style=\"padding:12px 16px;text-align:center\">64GB<\/td>\n<td style=\"padding:12px 16px;text-align:center\">2TB<\/td>\n<\/tr>\n<tr style=\"background:#fff\">\n<td style=\"padding:12px 16px;text-align:right;font-weight:600\">A6000 Extreme<\/td>\n<td style=\"padding:12px 16px;text-align:center;color:#b91c1c;font-weight:700\">$740<\/td>\n<td style=\"padding:12px 16px;text-align:center\">48GB<\/td>\n<td style=\"padding:12px 16px;text-align:center\">60<\/td>\n<td style=\"padding:12px 16px;text-align:center\">128GB<\/td>\n<td style=\"padding:12px 16px;text-align:center\">4TB<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\">\u062e\u0637\u0629 A6000 Starter &#8211; \u0642\u0648\u0629 \u0627\u062d\u062a\u0631\u0627\u0641\u064a\u0629 \u0628\u0633\u0639\u0631 \u0645\u062f\u0631\u0648\u0633<\/h3>\n\n\n\n<p>\u0628\u0633\u0639\u0631 299 \u062f\u0648\u0644\u0627\u0631\u064b\u0627 \u0634\u0647\u0631\u064a\u064b\u0627\u060c \u062a\u0648\u0641\u0631 \u062e\u0637\u0629 A6000 Starter \u0645\u062f\u062e\u0644\u064b\u0627 \u0644\u0644\u0639\u0627\u0644\u0645 \u0627\u0644\u0627\u062d\u062a\u0631\u0627\u0641\u064a \u0645\u0639 8GB \u0645\u0646 VRAM \u0639\u0644\u0649 \u0628\u0637\u0627\u0642\u0629 A6000 \u064812 \u0646\u0648\u0627\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u064832GB RAM \u0648300GB \u062a\u062e\u0632\u064a\u0646 NVMe. \u0631\u063a\u0645 \u0623\u0646 VRAM \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0647\u0646\u0627 \u0647\u064a 8GB \u0641\u0642\u0637\u060c \u0625\u0644\u0627 \u0623\u0646 \u0646\u0648\u0649 CUDA \u0627\u0644\u0623\u0642\u0648\u0649 \u0641\u064a A6000 \u062a\u0639\u0646\u064a \u0623\u062f\u0627\u0621\u064b \u0623\u0641\u0636\u0644 \u0641\u064a \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629 \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0646\u0641\u0633 \u0645\u0642\u062f\u0627\u0631 VRAM \u0641\u064a L4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u062e\u0637\u0629 A6000 Standard &#8211; \u0627\u0644\u062a\u0648\u0627\u0632\u0646 \u0627\u0644\u0623\u0645\u062b\u0644<\/h3>\n\n\n\n<p>\u0628\u0633\u0639\u0631 410 \u062f\u0648\u0644\u0627\u0631\u0627\u062a \u0634\u0647\u0631\u064a\u064b\u0627\u060c \u062a\u0642\u062f\u0645 \u062e\u0637\u0629 A6000 Standard 16GB \u0645\u0646 VRAM \u064824 \u0646\u0648\u0627\u0629 \u064848GB RAM \u0648800GB NVMe. \u0647\u0630\u0647 \u0627\u0644\u062e\u0637\u0629 \u062a\u064f\u0639\u062f \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0623\u0643\u062b\u0631 \u0634\u0639\u0628\u064a\u0629 \u0644\u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0627\u0630\u062c Stable Diffusion \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u0648\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0645\u062a\u0648\u0633\u0637\u0629 \u0645\u0639 \u0623\u062f\u0627\u0621 \u0639\u0627\u0644\u064d \u0648\u0645\u0633\u062a\u0642\u0631.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u062e\u0637\u0629 A6000 Advanced &#8211; \u0644\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u0643\u0628\u064a\u0631\u0629<\/h3>\n\n\n\n<p>\u0628\u0633\u0639\u0631 560 \u062f\u0648\u0644\u0627\u0631\u064b\u0627 \u0634\u0647\u0631\u064a\u064b\u0627\u060c \u062a\u0648\u0641\u0631 \u062e\u0637\u0629 A6000 Advanced \u0642\u062f\u0631\u0627\u062a \u062d\u0648\u0633\u0628\u064a\u0629 \u0645\u062a\u0642\u062f\u0645\u0629 \u0645\u0639 32GB \u0645\u0646 VRAM \u064840 \u0646\u0648\u0627\u0629 \u064864GB RAM \u06482TB \u062a\u062e\u0632\u064a\u0646. \u0647\u0630\u0647 \u0627\u0644\u062e\u0637\u0629 \u0645\u062b\u0627\u0644\u064a\u0629 \u0644\u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0627\u0630\u062c \u062a\u0639\u0644\u0645 \u0639\u0645\u064a\u0642 \u0643\u0628\u064a\u0631\u0629 \u0648\u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0627\u0630\u062c \u0644\u063a\u0629 \u0628\u062d\u062c\u0645 13-30 \u0645\u0644\u064a\u0627\u0631 \u0628\u0627\u0631\u0627\u0645\u062a\u0631 \u0648\u0627\u0644\u0639\u0631\u0636 \u062b\u0644\u0627\u062b\u064a \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0627\u0644\u0627\u062d\u062a\u0631\u0627\u0641\u064a.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u062e\u0637\u0629 A6000 Extreme &#8211; \u0627\u0644\u0642\u0645\u0629 \u0628\u0644\u0627 \u062d\u062f\u0648\u062f<\/h3>\n\n\n\n<p>\u0628\u0633\u0639\u0631 740 \u062f\u0648\u0644\u0627\u0631\u064b\u0627 \u0634\u0647\u0631\u064a\u064b\u0627\u060c \u062a\u064f\u0637\u0644\u0642 \u062e\u0637\u0629 A6000 Extreme \u0643\u0627\u0645\u0644 \u0642\u0648\u0629 \u0628\u0637\u0627\u0642\u0629 RTX A6000 \u0645\u0639 48GB \u0643\u0627\u0645\u0644\u0629 \u0645\u0646 VRAM \u064860 \u0646\u0648\u0627\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0648128GB RAM \u0648\u062a\u062e\u0632\u064a\u0646 4TB NVMe. \u0647\u0630\u0647 \u0627\u0644\u062e\u0637\u0629 \u0647\u064a \u0627\u0644\u0623\u0642\u0648\u0649 \u0636\u0645\u0646 \u062e\u0637\u0637 \u0645\u0631\u0627\u0645 \u0647\u0648\u0633\u062a \u0648\u062a\u0646\u0627\u0633\u0628 \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0627\u0630\u062c LLM \u0628\u062d\u062c\u0645 30-70 \u0645\u0644\u064a\u0627\u0631 \u0628\u0627\u0631\u0627\u0645\u062a\u0631 \u0648\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0636\u062e\u0645\u0629 \u0648\u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u0628\u062d\u062b\u064a\u0629 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"section-7\">\u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u064a\u0646 L4 \u0648 A6000: \u0623\u064a\u0647\u0645\u0627 \u062a\u062e\u062a\u0627\u0631\u061f<\/h2>\n\n\n\n<p>\u0627\u0644\u0627\u062e\u062a\u064a\u0627\u0631 \u0628\u064a\u0646 NVIDIA Tesla L4 \u0648 RTX A6000 \u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0637\u0628\u064a\u0639\u0629 \u0639\u0645\u0644\u0643 \u0648\u0645\u064a\u0632\u0627\u0646\u064a\u062a\u0643 \u0648\u062d\u062c\u0645 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u064a \u062a\u0639\u0645\u0644 \u0639\u0644\u064a\u0647\u0627. \u0625\u0644\u064a\u0643 \u0645\u0642\u0627\u0631\u0646\u0629 \u0634\u0627\u0645\u0644\u0629 \u062a\u0633\u0627\u0639\u062f\u0643 \u0641\u064a \u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631 \u0627\u0644\u0635\u062d\u064a\u062d \u0639\u0646\u062f \u0627\u062e\u062a\u064a\u0627\u0631 \u062e\u0637\u062a\u0643 \u0645\u0646 \u0645\u0631\u0627\u0645 \u0647\u0648\u0633\u062a.<\/p>\n\n\n\n<p>\u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u0645\u0639\u0645\u0627\u0631\u064a\u0629\u060c \u062a\u0639\u062a\u0645\u062f Tesla L4 \u0639\u0644\u0649 \u0645\u0639\u0645\u0627\u0631\u064a\u0629 Ada Lovelace \u0627\u0644\u0623\u062d\u062f\u062b \u0628\u064a\u0646\u0645\u0627 \u062a\u0639\u062a\u0645\u062f A6000 \u0639\u0644\u0649 \u0645\u0639\u0645\u0627\u0631\u064a\u0629 Ampere. \u0645\u0639\u0645\u0627\u0631\u064a\u0629 Ada Lovelace \u062a\u0648\u0641\u0631 \u0643\u0641\u0627\u0621\u0629 \u0623\u0641\u0636\u0644 \u0641\u064a \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0637\u0627\u0642\u0629 \u0648\u0623\u062f\u0627\u0621\u064b \u0645\u062d\u0633\u0651\u0646\u064b\u0627 \u0641\u064a \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644\u060c \u0628\u064a\u0646\u0645\u0627 A6000 \u062a\u062a\u0641\u0648\u0642 \u0628\u0639\u062f\u062f \u0623\u0646\u0648\u064a\u0629 CUDA \u0627\u0644\u0623\u0643\u0628\u0631 (10,752 \u0645\u0642\u0627\u0628\u0644 7,424 \u0641\u064a L4) \u0648\u0630\u0627\u0643\u0631\u0629 VRAM \u0627\u0644\u0623\u0643\u0628\u0631 \u0627\u0644\u062a\u064a \u062a\u0635\u0644 \u0625\u0644\u0649 48GB.<\/p>\n\n\n\n<p>\u0625\u0630\u0627 \u0643\u0627\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0643 \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0647\u0648 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 (Inference) \u0648\u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0627\u0630\u062c AI \u0641\u064a \u0628\u064a\u0626\u0629 \u0627\u0644\u0625\u0646\u062a\u0627\u062c \u0628\u0623\u0642\u0644 \u062a\u0643\u0644\u0641\u0629 \u0645\u0645\u0643\u0646\u0629\u060c \u0641\u0625\u0646 \u062e\u0637\u0637 Tesla L4 \u0647\u064a \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0623\u0646\u0633\u0628. \u062a\u0628\u062f\u0623 \u0623\u0633\u0639\u0627\u0631\u0647\u0627 \u0645\u0646 180 \u062f\u0648\u0644\u0627\u0631\u064b\u0627 \u0648\u062a\u0648\u0641\u0631 \u0623\u062f\u0627\u0621\u064b \u0645\u0645\u062a\u0627\u0632\u064b\u0627 \u0641\u064a \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0628\u0641\u0636\u0644 \u0645\u062d\u0631\u0643 Ada Lovelace \u0627\u0644\u0645\u062d\u0633\u0651\u0646 \u0644\u0647\u0630\u0627 \u0627\u0644\u063a\u0631\u0636.<\/p>\n\n\n\n<p>\u0623\u0645\u0627 \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u062d\u062a\u0627\u062c \u0644\u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0627\u0630\u062c \u0643\u0628\u064a\u0631\u0629 \u0623\u0648 \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0627\u0630\u062c LLM \u0636\u062e\u0645\u0629 \u062a\u062a\u0637\u0644\u0628 VRAM \u0639\u0627\u0644\u064a\u0629\u060c \u0641\u0625\u0646 \u062e\u0637\u0637 RTX A6000 \u0647\u064a \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0635\u062d\u064a\u062d. \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 48GB \u0645\u0646 VRAM \u0641\u064a \u062e\u0637\u0629 A6000 Extreme \u062a\u0639\u0646\u064a \u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u062a\u062d\u0645\u064a\u0644 \u0646\u0645\u0627\u0630\u062c \u0643\u0627\u0645\u0644\u0629 \u0641\u064a \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u062f\u0648\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0644\u0644\u062a\u062c\u0632\u0626\u0629 (Model Sharding)\u060c \u0648\u0647\u0630\u0627 \u064a\u062d\u0633\u0651\u0646 \u0627\u0644\u0623\u062f\u0627\u0621 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631.<\/p>\n\n\n\n<p>\u062e\u0644\u0627\u0635\u0629 \u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0629: \u0627\u062e\u062a\u0631 L4 \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0623\u0648\u0644\u0648\u064a\u062a\u0643 \u0647\u064a \u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0648\u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644. \u0648\u0627\u062e\u062a\u0631 A6000 \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0623\u0648\u0644\u0648\u064a\u062a\u0643 \u0647\u064a \u0627\u0644\u0642\u0648\u0629 \u0627\u0644\u062d\u0648\u0633\u0628\u064a\u0629 \u0627\u0644\u0642\u0635\u0648\u0649 \u0648\u0633\u0639\u0629 VRAM \u0627\u0644\u0643\u0628\u064a\u0631\u0629. \u0641\u064a \u0643\u0644\u062a\u0627 \u0627\u0644\u062d\u0627\u0644\u062a\u064a\u0646\u060c \u0633\u062a\u062d\u0635\u0644 \u0639\u0644\u0649 \u0645\u0648\u0627\u0635\u0641\u0627\u062a \u0645\u0645\u062a\u0627\u0632\u0629 \u0645\u0639 \u062e\u0648\u0627\u062f\u0645 \u0645\u0631\u0627\u0645 \u0647\u0648\u0633\u062a \u062a\u0634\u0645\u0644 \u0645\u0639\u0627\u0644\u062c AMD EPYC 9684X \u0648\u0630\u0627\u0643\u0631\u0629 DDR5 \u0648\u0623\u0642\u0631\u0627\u0635 NVMe Micron 9400.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"section-8\">\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0627\u062a \u0633\u064a\u0631\u0641\u0631\u0627\u062a GPU<\/h2>\n\n\n\n<p>\u062a\u062a\u0646\u0648\u0639 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0627\u062a \u0633\u064a\u0631\u0641\u0631\u0627\u062a GPU \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631\u060c \u0648\u062a\u0645\u062a\u062f \u0644\u062a\u0634\u0645\u0644 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629. \u0633\u0646\u0633\u062a\u0639\u0631\u0636 \u0623\u0628\u0631\u0632 \u0647\u0630\u0647 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0627\u062a \u0628\u0627\u0644\u062a\u0641\u0635\u064a\u0644 \u0644\u0646\u0648\u0636\u062d \u0643\u064a\u0641 \u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0627\u0644\u0642\u0635\u0648\u0649 \u0645\u0646 \u0647\u0630\u0647 \u0627\u0644\u0633\u064a\u0631\u0641\u0631\u0627\u062a.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a (AI\/ML)<\/h3>\n\n\n\n<p>\u0647\u0630\u0627 \u0647\u0648 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u0628\u0631\u0632 \u0648\u0627\u0644\u0623\u0643\u062b\u0631 \u0637\u0644\u0628\u064b\u0627. \u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0639\u0645\u064a\u0642\u0629 \u064a\u062a\u0637\u0644\u0628 \u0645\u0644\u0627\u064a\u064a\u0646 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629 \u0627\u0644\u0645\u062a\u0648\u0627\u0632\u064a\u0629\u060c \u0648\u0647\u0630\u0627 \u0628\u0627\u0644\u0636\u0628\u0637 \u0645\u0627 \u062a\u062a\u0641\u0648\u0642 \u0641\u064a\u0647 \u0628\u0637\u0627\u0642\u0627\u062a GPU. \u0633\u0648\u0627\u0621 \u0643\u0646\u062a \u062a\u0639\u0645\u0644 \u0639\u0644\u0649 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0635\u0648\u0631\u060c \u0623\u0648 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 (NLP)\u060c \u0623\u0648 \u0646\u0638\u0627\u0645 \u062a\u0648\u0635\u064a\u0627\u062a \u0630\u0643\u064a\u060c \u0641\u0625\u0646 \u0633\u064a\u0631\u0641\u0631\u0627\u062a GPU \u062a\u0648\u0641\u0631 \u0644\u0643 \u0627\u0644\u062a\u0633\u0631\u064a\u0639 \u0627\u0644\u0630\u064a \u062a\u062d\u062a\u0627\u062c\u0647 \u0644\u062a\u0642\u0644\u064a\u0644 \u0648\u0642\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0645\u0646 \u0623\u0633\u0627\u0628\u064a\u0639 \u0625\u0644\u0649 \u0633\u0627\u0639\u0627\u062a.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 (Deep Learning)<\/h3>\n\n\n\n<p>\u064a\u064f\u0639\u062f \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0645\u062c\u0627\u0644\u064b\u0627 \u0641\u0631\u0639\u064a\u064b\u0627 \u0645\u062a\u0642\u062f\u0645\u064b\u0627 \u0645\u0646 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u064a\u062a\u0637\u0644\u0628 \u0642\u062f\u0631\u0627\u062a \u062d\u0648\u0633\u0628\u064a\u0629 \u0647\u0627\u0626\u0644\u0629. \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0628\u0646\u064a\u0629 \u0639\u0644\u0649 Transformers \u0645\u062b\u0644 BERT \u0648GPT \u0648LLaMA \u062a\u062d\u062a\u0627\u062c \u0644\u0643\u0645\u064a\u0627\u062a \u0643\u0628\u064a\u0631\u0629 \u0645\u0646 VRAM \u0644\u062a\u062d\u0645\u064a\u0644 \u0623\u0648\u0632\u0627\u0646\u0647\u0627 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0648\u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644. \u062e\u0637\u0637 A6000 \u0645\u0646 \u0633\u064a\u0631\u0641\u0631\u0627\u062a GPU \u0645\u0631\u0627\u0645 \u0647\u0648\u0633\u062a \u0628\u0633\u0639\u0629 VRAM \u062a\u0635\u0644 \u0625\u0644\u0649 48GB \u062a\u064f\u0639\u062f \u0645\u062b\u0627\u0644\u064a\u0629 \u0644\u0647\u0630\u0627 \u0627\u0644\u063a\u0631\u0636.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0627\u0644\u0639\u0631\u0636 \u062b\u0644\u0627\u062b\u064a \u0627\u0644\u0623\u0628\u0639\u0627\u062f (3D Rendering)<\/h3>\n\n\n\n<p>\u0627\u0633\u062a\u0648\u062f\u064a\u0648\u0647\u0627\u062a \u0627\u0644\u062a\u0635\u0645\u064a\u0645 \u0648\u0627\u0644\u0623\u0646\u064a\u0645\u064a\u0634\u0646 \u062a\u062d\u062a\u0627\u062c \u0644\u0642\u0648\u0629 GPU \u0643\u0628\u064a\u0631\u0629 \u0644\u0639\u0631\u0636 \u0627\u0644\u0645\u0634\u0627\u0647\u062f \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0641\u064a \u0628\u0631\u0627\u0645\u062c \u0645\u062b\u0644 Blender \u0648Autodesk Maya \u06483ds Max. \u062e\u0648\u0627\u062f\u0645 GPU \u0645\u0646 \u0645\u0631\u0627\u0645 \u0647\u0648\u0633\u062a \u062a\u0648\u0641\u0631 \u0627\u0644\u0642\u0648\u0629 \u0627\u0644\u0644\u0627\u0632\u0645\u0629 \u0644\u062a\u0633\u0631\u064a\u0639 \u0639\u0645\u0644\u064a\u0627\u062a Rendering \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631\u060c \u0645\u0645\u0627 \u064a\u0645\u0643\u0651\u0646 \u0627\u0644\u0645\u0635\u0645\u0645\u064a\u0646 \u0645\u0646 \u0625\u0646\u062a\u0627\u062c \u0645\u062d\u062a\u0648\u0649 \u0639\u0627\u0644\u064a \u0627\u0644\u062c\u0648\u062f\u0629 \u0641\u064a \u0648\u0642\u062a \u0623\u0642\u0644.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629<\/h3>\n\n\n\n<p>\u0623\u062f\u0648\u0627\u062a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062b\u0644 RAPIDS \u0645\u0646 NVIDIA \u062a\u0633\u062a\u0641\u064a\u062f \u0628\u0634\u0643\u0644 \u0643\u0627\u0645\u0644 \u0645\u0646 \u0642\u0648\u0629 GPU \u0644\u062a\u0633\u0631\u064a\u0639 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0628\u0645\u0627 \u064a\u0635\u0644 \u0625\u0644\u0649 50 \u0636\u0639\u0641\u064b\u0627 \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0639\u0644\u0649 CPU \u0641\u0642\u0637. \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0639\u0645\u0644 \u0645\u0639 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0628\u062d\u062c\u0645 \u0639\u0634\u0631\u0627\u062a \u0627\u0644\u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0648\u062a\u062d\u062a\u0627\u062c \u0644\u0625\u062c\u0631\u0627\u0621 \u0639\u0645\u0644\u064a\u0627\u062a \u062a\u062d\u0648\u064a\u0644 \u0648\u062a\u062d\u0644\u064a\u0644 \u0633\u0631\u064a\u0639\u0629\u060c \u0641\u0625\u0646 \u0633\u064a\u0631\u0641\u0631 GPU \u0647\u0648 \u0627\u0644\u062d\u0644 \u0627\u0644\u0623\u0645\u062b\u0644.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u0639\u0627\u0644\u062c\u0629 \u0648\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0641\u064a\u062f\u064a\u0648<\/h3>\n\n\n\n<p>\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u062b\u0644 \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062f\u0642\u0629 (Upscaling) \u0648\u0625\u0632\u0627\u0644\u0629 \u0627\u0644\u0636\u0648\u0636\u0627\u0621 \u0648\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u0645\u0646 \u0627\u0644\u0646\u0635\u0648\u0635 \u0643\u0644\u0647\u0627 \u062a\u062a\u0637\u0644\u0628 GPU \u0642\u0648\u064a. \u0645\u0639 \u062a\u0632\u0627\u064a\u062f \u0634\u0639\u0628\u064a\u0629 \u0623\u062f\u0648\u0627\u062a \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a 2026\u060c \u0623\u0635\u0628\u062d \u0627\u0645\u062a\u0644\u0627\u0643 \u0633\u064a\u0631\u0641\u0631 GPU \u0636\u0631\u0648\u0631\u0629 \u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0625\u0646\u062a\u0627\u062c \u0627\u0644\u0625\u0639\u0644\u0627\u0645\u064a \u0648\u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0627\u0644\u0631\u0642\u0645\u064a.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0639\u0644\u0645\u064a\u0629 \u0648\u0627\u0644\u0645\u062d\u0627\u0643\u0627\u0629<\/h3>\n\n\n\n<p>\u0627\u0644\u0628\u0627\u062d\u062b\u0648\u0646 \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u0641\u064a\u0632\u064a\u0627\u0621 \u0648\u0627\u0644\u0643\u064a\u0645\u064a\u0627\u0621 \u0648\u0627\u0644\u0628\u064a\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u064a\u0633\u062a\u062e\u062f\u0645\u0648\u0646 GPU \u0644\u062a\u0634\u063a\u064a\u0644 \u0645\u062d\u0627\u0643\u0627\u0629 \u062c\u0632\u064a\u0626\u064a\u0629 \u0648\u062f\u064a\u0646\u0627\u0645\u064a\u0643\u064a\u0629 \u0633\u0648\u0627\u0626\u0644 \u0648\u0646\u0645\u0627\u0630\u062c \u0645\u0646\u0627\u062e\u064a\u0629 \u062a\u062a\u0637\u0644\u0628 \u0643\u0645\u064a\u0627\u062a \u0647\u0627\u0626\u0644\u0629 \u0645\u0646 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629 \u0627\u0644\u0645\u062a\u0648\u0627\u0632\u064a\u0629. \u0633\u064a\u0631\u0641\u0631\u0627\u062a \u0645\u0631\u0627\u0645 \u0647\u0648\u0633\u062a \u0628\u0645\u0639\u0627\u0644\u062c AMD EPYC 9684X \u0648\u0630\u0627\u0643\u0631\u0629 DDR5 \u0627\u0644\u0641\u0627\u0626\u0642\u0629 \u062a\u0648\u0641\u0631 \u0627\u0644\u0628\u064a\u0626\u0629 \u0627\u0644\u0645\u062b\u0627\u0644\u064a\u0629 \u0644\u0647\u0630\u0647 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0639\u0644\u0645\u064a\u0629 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"section-9\">\u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0627\u0630\u062c AI \u0639\u0644\u0649 \u0633\u064a\u0631\u0641\u0631\u0627\u062a GPU \u0645\u0631\u0627\u0645 \u0647\u0648\u0633\u062a<\/h2>\n\n\n\n<p>\u0648\u0627\u062d\u062f\u0629 \u0645\u0646 \u0623\u0647\u0645 \u0645\u0632\u0627\u064a\u0627 \u0647\u0630\u0647 \u0627\u0644\u0633\u064a\u0631\u0641\u0631\u0627\u062a \u0647\u064a \u0633\u0647\u0648\u0644\u0629 \u0625\u0639\u062f\u0627\u062f \u0628\u064a\u0626\u0629 \u0627\u0644\u0639\u0645\u0644 \u0644\u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a. \u0628\u0645\u062c\u0631\u062f \u0627\u0633\u062a\u0644\u0627\u0645 \u0633\u064a\u0631\u0641\u0631\u0643\u060c \u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u0628\u062f\u0621 \u0641\u0648\u0631\u064b\u0627 \u0641\u064a \u062a\u062b\u0628\u064a\u062a \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0648\u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u0644\u0627\u0632\u0645\u0629. \u062f\u0639\u0646\u0627 \u0646\u0633\u062a\u0639\u0631\u0636 \u0643\u064a\u0641\u064a\u0629 \u0625\u0639\u062f\u0627\u062f \u0628\u064a\u0626\u062a\u0643 \u062e\u0637\u0648\u0629 \u0628\u062e\u0637\u0648\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 GPU \u0648\u062a\u062b\u0628\u064a\u062a \u0627\u0644\u062a\u0639\u0631\u064a\u0641\u0627\u062a<\/h3>\n\n\n\n<p>\u0623\u0648\u0644 \u062e\u0637\u0648\u0629 \u0628\u0639\u062f \u0627\u0644\u0627\u062a\u0635\u0627\u0644 \u0628\u0627\u0644\u0633\u064a\u0631\u0641\u0631 \u0647\u064a \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0623\u0646 \u0628\u0637\u0627\u0642\u0629 GPU \u0645\u0639\u0631\u0651\u0641\u0629 \u0648\u062a\u0639\u0645\u0644 \u0628\u0634\u0643\u0644 \u0635\u062d\u064a\u062d. \u0627\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0623\u0645\u0631 \u0627\u0644\u062a\u0627\u0644\u064a:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u062d\u0627\u0644\u0629 GPU\nnvidia-smi\n\n# \u064a\u062c\u0628 \u0623\u0646 \u064a\u0638\u0647\u0631 \u0644\u0643 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0628\u0637\u0627\u0642\u0629 \u0645\u062b\u0644:\n# NVIDIA Tesla L4 \u0623\u0648 NVIDIA RTX A6000\n# \u0645\u0639 \u0625\u0635\u062f\u0627\u0631 \u0627\u0644\u062a\u0639\u0631\u064a\u0641 \u0648\u062f\u0631\u062c\u0629 \u0627\u0644\u062d\u0631\u0627\u0631\u0629 \u0648\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0630\u0627\u0643\u0631\u0629\n\n# \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0625\u0635\u062f\u0627\u0631 CUDA\nnvcc --version<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u062a\u062b\u0628\u064a\u062a PyTorch \u0645\u0639 \u062f\u0639\u0645 CUDA<\/h3>\n\n\n\n<p><a href=\"https:\/\/pytorch.org\/\" target=\"_blank\" rel=\"noopener\">PyTorch<\/a> \u0647\u0648 \u0623\u0634\u0647\u0631 \u0625\u0637\u0627\u0631 \u0639\u0645\u0644 \u0644\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0648\u064a\u062f\u0639\u0645 \u062a\u0633\u0631\u064a\u0639 GPU \u0628\u0634\u0643\u0644 \u0643\u0627\u0645\u0644. \u0644\u062a\u062b\u0628\u064a\u062a\u0647 \u0639\u0644\u0649 \u0633\u064a\u0631\u0641\u0631 GPU \u0645\u0631\u0627\u0645 \u0647\u0648\u0633\u062a:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># \u0625\u0646\u0634\u0627\u0621 \u0628\u064a\u0626\u0629 Python \u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629\npython3 -m venv ai_env\nsource ai_env\/bin\/activate\n\n# \u062a\u062b\u0628\u064a\u062a PyTorch \u0645\u0639 \u062f\u0639\u0645 CUDA 12.x\npip install torch torchvision torchaudio --index-url https:\/\/download.pytorch.org\/whl\/cu121\n\n# \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0623\u0646 PyTorch \u064a\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 GPU\npython3 -c \"import torch; print(f'CUDA available: {torch.cuda.is_available()}'); print(f'GPU: {torch.cuda.get_device_name(0)}'); print(f'VRAM: {torch.cuda.get_device_properties(0).total_mem \/ 1e9:.1f} GB')\"<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u062a\u062b\u0628\u064a\u062a TensorFlow \u0645\u0639 \u062f\u0639\u0645 GPU<\/h3>\n\n\n\n<p><a href=\"https:\/\/www.tensorflow.org\/\" target=\"_blank\" rel=\"noopener\">TensorFlow<\/a> \u0647\u0648 \u0625\u0637\u0627\u0631 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0622\u062e\u0631 \u0627\u0644\u0623\u0643\u062b\u0631 \u0634\u0647\u0631\u0629 \u0645\u0646 Google. \u062a\u062b\u0628\u064a\u062a\u0647 \u0639\u0644\u0649 \u0627\u0644\u0633\u064a\u0631\u0641\u0631 \u0633\u0647\u0644 \u0644\u0644\u063a\u0627\u064a\u0629:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># \u062a\u062b\u0628\u064a\u062a TensorFlow \u0645\u0639 \u062f\u0639\u0645 GPU\npip install tensorflow&#91;and-cuda]\n\n# \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 GPU\npython3 -c \"import tensorflow as tf; print(f'GPUs available: {len(tf.config.list_physical_devices(\\\"GPU\\\"))}'); print(tf.config.list_physical_devices('GPU'))\"<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u062a\u0634\u063a\u064a\u0644 Stable Diffusion<\/h3>\n\n\n\n<p>\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0635\u0648\u0631 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Stable Diffusion \u0647\u0648 \u0645\u0646 \u0623\u0634\u0647\u0631 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0627\u062a. \u0625\u0644\u064a\u0643 \u0643\u064a\u0641\u064a\u0629 \u062a\u0634\u063a\u064a\u0644\u0647 \u0639\u0644\u0649 \u0633\u064a\u0631\u0641\u0631 GPU \u0645\u0631\u0627\u0645 \u0647\u0648\u0633\u062a:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># \u062a\u062b\u0628\u064a\u062a \u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629\npip install diffusers transformers accelerate safetensors\n# \u062a\u0634\u063a\u064a\u0644 Stable Diffusion XL\npython3 << 'EOF'\nfrom diffusers import StableDiffusionXLPipeline\nimport torch\n# \u062a\u062d\u0645\u064a\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 GPU\npipe = StableDiffusionXLPipeline.from_pretrained(\n    \"stabilityai\/stable-diffusion-xl-base-1.0\",\n    torch_dtype=torch.float16,\n    use_safetensors=True\n)\npipe = pipe.to(\"cuda\")\n# \u062a\u0648\u0644\u064a\u062f \u0635\u0648\u0631\u0629\nprompt = \"A futuristic city with flying cars, digital art, 4k\"\nimage = pipe(prompt, num_inference_steps=30).images[0]\nimage.save(\"output.png\")\nprint(\"Image generated successfully!\")\nEOF<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Docker \u0645\u0639 GPU<\/h3>\n\n\n\n<p>Docker \u0647\u0648 \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u0645\u0641\u0636\u0644\u0629 \u0644\u0625\u062f\u0627\u0631\u0629 \u0628\u064a\u0626\u0627\u062a \u0627\u0644\u0639\u0645\u0644 \u0628\u0634\u0643\u0644 \u0645\u0639\u0632\u0648\u0644. \u0625\u0644\u064a\u0643 \u0643\u064a\u0641\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647 \u0645\u0639 GPU:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># \u062a\u062b\u0628\u064a\u062a NVIDIA Container Toolkit\ndistribution=$(. \/etc\/os-release;echo $ID$VERSION_ID)\ncurl -fsSL https:\/\/nvidia.github.io\/libnvidia-container\/gpgkey | sudo gpg --dearmor -o \/usr\/share\/keyrings\/nvidia-container-toolkit-keyring.gpg\ncurl -s -L https:\/\/nvidia.github.io\/libnvidia-container\/$distribution\/libnvidia-container.list | \\\n  sed 's#deb https:\/\/#deb &#91;signed-by=\/usr\/share\/keyrings\/nvidia-container-toolkit-keyring.gpg] https:\/\/#g' | \\\n  sudo tee \/etc\/apt\/sources.list.d\/nvidia-container-toolkit.list\n\nsudo apt-get update &amp;&amp; sudo apt-get install -y nvidia-container-toolkit\nsudo nvidia-ctk runtime configure --runtime=docker\nsudo systemctl restart docker\n\n# \u062a\u0634\u063a\u064a\u0644 \u062d\u0627\u0648\u064a\u0629 Docker \u0645\u0639 GPU\ndocker run --gpus all -it --rm nvidia\/cuda:12.1.0-runtime-ubuntu22.04 nvidia-smi\n\n# \u062a\u0634\u063a\u064a\u0644 PyTorch \u0641\u064a Docker\ndocker run --gpus all -it --rm \\\n  -v $(pwd):\/workspace \\\n  pytorch\/pytorch:2.2.0-cuda12.1-cudnn8-runtime \\\n  python -c \"import torch; print(torch.cuda.get_device_name(0))\"<\/code><\/pre>\n\n\n\n<div style=\"border-right:4px solid #7c3aed;background:#f5f3ff;padding:1.5rem;border-radius:0 12px 12px 0;margin:2rem 0\">\n<p style=\"margin:0 0 .5rem;font-weight:700;color:#4f46e5\">\u062c\u0627\u0647\u0632 \u0644\u062a\u0634\u063a\u064a\u0644 \u0645\u0634\u0631\u0648\u0639\u0643 \u0639\u0644\u0649 GPU\u061f<\/p>\n<p style=\"margin:0;color:#374151\">\u0645\u0639 \u062e\u0648\u0627\u062f\u0645 GPU \u0645\u0646 \u0645\u0631\u0627\u0645 \u0647\u0648\u0633\u062a\u060c \u064a\u0645\u0643\u0646\u0643 \u062a\u0634\u063a\u064a\u0644 PyTorch \u0648 TensorFlow \u0648 Stable Diffusion \u0648\u0623\u064a \u0646\u0645\u0648\u0630\u062c AI \u0641\u064a \u062f\u0642\u0627\u0626\u0642. <a href=\"https:\/\/maram.iq\/gpu\" target=\"_blank\" rel=\"noopener\" style=\"color:#4f46e5;font-weight:600\">\u0627\u0637\u0644\u0628 \u0633\u064a\u0631\u0641\u0631 GPU \u0627\u0644\u0622\u0646<\/a>.<\/p>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"section-10\">\u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 (LLMs) \u0639\u0644\u0649 GPU Server<\/h2>\n\n\n\n<p>\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0645\u062b\u0644 LLaMA \u0648Mistral \u0648Falcon \u0623\u062d\u062f\u062b\u062a \u062b\u0648\u0631\u0629 \u0641\u064a \u0639\u0627\u0644\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0648\u062a\u0634\u063a\u064a\u0644\u0647\u0627 \u064a\u062a\u0637\u0644\u0628 \u0633\u064a\u0631\u0641\u0631\u0627\u062a GPU \u0642\u0648\u064a\u0629 \u0628\u0633\u0639\u0627\u062a VRAM \u0643\u0628\u064a\u0631\u0629. \u0633\u064a\u0631\u0641\u0631\u0627\u062a GPU \u0645\u0631\u0627\u0645 \u0647\u0648\u0633\u062a \u062a\u0648\u0641\u0631 \u0627\u0644\u0628\u064a\u0626\u0629 \u0627\u0644\u0645\u062b\u0627\u0644\u064a\u0629 \u0644\u062a\u0634\u063a\u064a\u0644 \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0628\u0643\u0641\u0627\u0621\u0629 \u0639\u0627\u0644\u064a\u0629\u060c \u0633\u0648\u0627\u0621 \u0644\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0623\u0648 \u062d\u062a\u0649 \u0644\u0636\u0628\u0637 \u0627\u0644\u0646\u0645\u0627\u0630\u062c (Fine-tuning) \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u062e\u0627\u0635\u0629 \u0628\u0643.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u062a\u0637\u0644\u0628\u0627\u062a VRAM \u0644\u0646\u0645\u0627\u0630\u062c LLM \u0627\u0644\u0634\u0627\u0626\u0639\u0629<\/h3>\n\n\n\n<p>\u0642\u0628\u0644 \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u062e\u0637\u0629 \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629\u060c \u0645\u0646 \u0627\u0644\u0645\u0647\u0645 \u0641\u0647\u0645 \u0645\u062a\u0637\u0644\u0628\u0627\u062a VRAM \u0644\u0643\u0644 \u0646\u0645\u0648\u0630\u062c. \u0627\u0644\u0642\u0627\u0639\u062f\u0629 \u0627\u0644\u0639\u0627\u0645\u0629 \u0647\u064a \u0623\u0646 \u0643\u0644 \u0645\u0644\u064a\u0627\u0631 \u0628\u0627\u0631\u0627\u0645\u062a\u0631 \u064a\u062d\u062a\u0627\u062c \u062a\u0642\u0631\u064a\u0628\u064b\u0627 2GB \u0645\u0646 VRAM \u0628\u062a\u0646\u0633\u064a\u0642 FP16 \u0623\u0648 1GB \u0628\u062a\u0646\u0633\u064a\u0642 INT8 \u0627\u0644\u0645\u0636\u063a\u0648\u0637. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644: \u0646\u0645\u0648\u0630\u062c LLaMA 7B \u064a\u062d\u062a\u0627\u062c \u062d\u0648\u0627\u0644\u064a 14GB VRAM \u0628\u062a\u0646\u0633\u064a\u0642 FP16 \u0623\u0648 7GB \u0628\u062a\u0646\u0633\u064a\u0642 INT8. \u0648\u0646\u0645\u0648\u0630\u062c LLaMA 13B \u064a\u062d\u062a\u0627\u062c \u062d\u0648\u0627\u0644\u064a 26GB \u0623\u0648 13GB \u0645\u0636\u063a\u0648\u0637. \u0648\u0646\u0645\u0648\u0630\u062c LLaMA 30B \u064a\u062d\u062a\u0627\u062c \u062d\u0648\u0627\u0644\u064a 60GB \u0623\u0648 30GB \u0645\u0636\u063a\u0648\u0637. \u0648\u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0630\u0644\u0643\u060c \u062e\u0637\u0629 L4 Extreme \u0628\u0633\u0639\u0629 24GB \u062a\u0643\u0641\u064a \u0644\u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0627\u0630\u062c \u062d\u062a\u0649 13B \u0645\u0636\u063a\u0648\u0637\u0629\u060c \u0628\u064a\u0646\u0645\u0627 \u062e\u0637\u0629 A6000 Extreme \u0628\u0633\u0639\u0629 48GB \u062a\u0643\u0641\u064a \u0644\u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0627\u0630\u062c \u062d\u062a\u0649 30B \u0645\u0636\u063a\u0648\u0637\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u062a\u0634\u063a\u064a\u0644 LLM \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 llama.cpp<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code># \u062a\u062b\u0628\u064a\u062a llama-cpp-python \u0645\u0639 \u062f\u0639\u0645 CUDA\nCMAKE_ARGS=\"-DGGML_CUDA=on\" pip install llama-cpp-python\n# \u062a\u062d\u0645\u064a\u0644 \u0646\u0645\u0648\u0630\u062c GGUF (\u0645\u062b\u0627\u0644: Mistral 7B)\nwget https:\/\/huggingface.co\/TheBloke\/Mistral-7B-Instruct-v0.2-GGUF\/resolve\/main\/mistral-7b-instruct-v0.2.Q4_K_M.gguf\n# \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\npython3 << 'EOF'\nfrom llama_cpp import Llama\nllm = Llama(\n    model_path=\"mistral-7b-instruct-v0.2.Q4_K_M.gguf\",\n    n_gpu_layers=-1,  # \u062a\u062d\u0645\u064a\u0644 \u0643\u0644 \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0639\u0644\u0649 GPU\n    n_ctx=4096,\n    verbose=True\n)\noutput = llm(\n    \"What is artificial intelligence?\",\n    max_tokens=512,\n    temperature=0.7,\n    top_p=0.9\n)\nprint(output['choices'][0]['text'])\nEOF<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u062a\u0634\u063a\u064a\u0644 LLM \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 vLLM \u0644\u0644\u0625\u0646\u062a\u0627\u062c<\/h3>\n\n\n\n<p>\u0644\u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0641\u064a \u0628\u064a\u0626\u0629 \u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u0645\u0639 \u0623\u062f\u0627\u0621 \u0639\u0627\u0644\u064d\u060c \u064a\u064f\u0646\u0635\u062d \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 vLLM \u0627\u0644\u0630\u064a \u064a\u0648\u0641\u0631 \u062e\u062f\u0645\u0629 API \u0645\u062a\u0648\u0627\u0641\u0642\u0629 \u0645\u0639 OpenAI:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># \u062a\u062b\u0628\u064a\u062a vLLM\npip install vllm\n\n# \u062a\u0634\u063a\u064a\u0644 \u062e\u0627\u062f\u0645 API \u0645\u062a\u0648\u0627\u0641\u0642 \u0645\u0639 OpenAI\npython -m vllm.entrypoints.openai.api_server \\\n    --model mistralai\/Mistral-7B-Instruct-v0.2 \\\n    --dtype float16 \\\n    --max-model-len 4096 \\\n    --gpu-memory-utilization 0.9 \\\n    --port 8000\n\n# \u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u062e\u0627\u062f\u0645 \u0645\u0646 \u0637\u0631\u0641\u064a\u0629 \u0623\u062e\u0631\u0649\ncurl http:\/\/localhost:8000\/v1\/completions \\\n    -H \"Content-Type: application\/json\" \\\n    -d '{\n        \"model\": \"mistralai\/Mistral-7B-Instruct-v0.2\",\n        \"prompt\": \"\u0645\u0627 \u0647\u0648 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u061f\",\n        \"max_tokens\": 256,\n        \"temperature\": 0.7\n    }'<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u0636\u0628\u0637 \u0627\u0644\u0646\u0645\u0627\u0630\u062c (Fine-tuning) \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a\u0643<\/h3>\n\n\n\n<p>\u064a\u0645\u0643\u0646\u0643 \u0636\u0628\u0637 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u062e\u0627\u0635\u0629 \u0628\u0639\u0645\u0644\u0643 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0629 LoRA \u0627\u0644\u062a\u064a \u062a\u0642\u0644\u0644 \u0645\u0646 \u0627\u0633\u062a\u0647\u0644\u0627\u0643 VRAM \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># \u062a\u062b\u0628\u064a\u062a \u0645\u0643\u062a\u0628\u0627\u062a Fine-tuning\npip install peft trl datasets bitsandbytes\n# \u0645\u062b\u0627\u0644 \u0645\u0628\u0633\u0637 \u0644\u0640 Fine-tuning \u0645\u0639 LoRA\npython3 << 'EOF'\nfrom transformers import AutoModelForCausalLM, AutoTokenizer, TrainingArguments\nfrom peft import LoraConfig, get_peft_model\nfrom trl import SFTTrainer\nfrom datasets import load_dataset\n# \u062a\u062d\u0645\u064a\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0623\u0633\u0627\u0633\u064a\nmodel_name = \"mistralai\/Mistral-7B-Instruct-v0.2\"\nmodel = AutoModelForCausalLM.from_pretrained(\n    model_name,\n    torch_dtype=\"auto\",\n    device_map=\"auto\",\n    load_in_4bit=True  # \u062a\u0642\u0644\u064a\u0644 \u0627\u0633\u062a\u0647\u0644\u0627\u0643 VRAM\n)\ntokenizer = AutoTokenizer.from_pretrained(model_name)\n# \u0625\u0639\u062f\u0627\u062f LoRA\nlora_config = LoraConfig(\n    r=16,\n    lora_alpha=32,\n    target_modules=[\"q_proj\", \"v_proj\"],\n    lora_dropout=0.05,\n    bias=\"none\",\n    task_type=\"CAUSAL_LM\"\n)\n# \u062a\u062d\u0645\u064a\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628\ndataset = load_dataset(\"json\", data_files=\"training_data.jsonl\")\n# \u0625\u0639\u062f\u0627\u062f \u0627\u0644\u062a\u062f\u0631\u064a\u0628\ntraining_args = TrainingArguments(\n    output_dir=\".\/fine_tuned_model\",\n    num_train_epochs=3,\n    per_device_train_batch_size=4,\n    gradient_accumulation_steps=4,\n    learning_rate=2e-4,\n    fp16=True,\n    save_steps=100,\n    logging_steps=10,\n)\n# \u0628\u062f\u0621 \u0627\u0644\u062a\u062f\u0631\u064a\u0628\ntrainer = SFTTrainer(\n    model=model,\n    train_dataset=dataset[\"train\"],\n    peft_config=lora_config,\n    args=training_args,\n    tokenizer=tokenizer,\n)\ntrainer.train()\nprint(\"Fine-tuning completed!\")\nEOF<\/code><\/pre>\n\n\n\n<p>\u0647\u0630\u0647 \u0627\u0644\u0623\u0645\u062b\u0644\u0629 \u062a\u0648\u0636\u062d \u0645\u062f\u0649 \u0633\u0647\u0648\u0644\u0629 \u0627\u0644\u0639\u0645\u0644 \u0645\u0639 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0639\u0644\u0649 \u0647\u0630\u0647 \u0627\u0644\u0633\u064a\u0631\u0641\u0631\u0627\u062a. \u0633\u0648\u0627\u0621 \u0643\u0646\u062a \u062a\u0631\u064a\u062f \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0648\u0630\u062c \u062c\u0627\u0647\u0632 \u0644\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0623\u0648 \u0636\u0628\u0637\u0647 \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a\u0643 \u0627\u0644\u062e\u0627\u0635\u0629\u060c \u0641\u0625\u0646 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0627\u0644\u0642\u0648\u064a\u0629 \u0627\u0644\u0645\u0628\u0646\u064a\u0629 \u0639\u0644\u0649 AMD EPYC 9684X \u0648\u0623\u0642\u0631\u0627\u0635 NVMe Micron 9400 \u062a\u0636\u0645\u0646 \u0644\u0643 \u0623\u062f\u0627\u0621\u064b \u0633\u0644\u0633\u064b\u0627 \u0648\u0645\u0648\u062b\u0648\u0642\u064b\u0627.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"section-11\">\u0627\u0644\u0623\u0645\u0627\u0646 \u0648\u0627\u0644\u062d\u0645\u0627\u064a\u0629<\/h2>\n\n\n\n<p>\u0627\u0644\u0623\u0645\u0627\u0646 \u0647\u0648 \u0623\u062d\u062f \u0623\u0647\u0645 \u0627\u0644\u0639\u0648\u0627\u0645\u0644 \u0639\u0646\u062f \u0627\u062e\u062a\u064a\u0627\u0631 \u0645\u0632\u0648\u062f \u0633\u064a\u0631\u0641\u0631\u0627\u062a GPU\u060c \u062e\u0627\u0635\u0629 \u0639\u0646\u062f\u0645\u0627 \u062a\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0628\u064a\u0627\u0646\u0627\u062a \u062d\u0633\u0627\u0633\u0629 \u0623\u0648 \u0646\u0645\u0627\u0630\u062c AI \u062a\u0645\u062b\u0644 \u0645\u0644\u0643\u064a\u0629 \u0641\u0643\u0631\u064a\u0629 \u0642\u064a\u0645\u0629. \u062e\u0648\u0627\u062f\u0645 GPU \u0645\u0646 \u0645\u0631\u0627\u0645 \u0647\u0648\u0633\u062a \u062a\u0623\u062a\u064a \u0645\u0632\u0648\u062f\u0629 \u0628\u0645\u0646\u0638\u0648\u0645\u0629 \u062d\u0645\u0627\u064a\u0629 \u0645\u062a\u0643\u0627\u0645\u0644\u0629 \u062a\u0636\u0645\u0646 \u0623\u0645\u0627\u0646 \u0628\u064a\u0627\u0646\u0627\u062a\u0643 \u0648\u0633\u064a\u0631\u0641\u0631\u0627\u062a\u0643 \u0639\u0644\u0649 \u0645\u062f\u0627\u0631 \u0627\u0644\u0633\u0627\u0639\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u062d\u0645\u0627\u064a\u0629 DDoS \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629<\/h3>\n\n\n\n<p>\u062c\u0645\u064a\u0639 \u0633\u064a\u0631\u0641\u0631\u0627\u062a \u0645\u0631\u0627\u0645 \u0647\u0648\u0633\u062a \u0645\u062d\u0645\u064a\u0629 \u0628\u0646\u0638\u0627\u0645 \u062d\u0645\u0627\u064a\u0629 DDoS \u0645\u062a\u0642\u062f\u0645 \u064a\u0643\u062a\u0634\u0641 \u0648\u064a\u0635\u062f \u0627\u0644\u0647\u062c\u0645\u0627\u062a \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0627 \u0642\u0628\u0644 \u0623\u0646 \u062a\u0635\u0644 \u0625\u0644\u0649 \u0633\u064a\u0631\u0641\u0631\u0643. \u0647\u0630\u0647 \u0627\u0644\u062d\u0645\u0627\u064a\u0629 \u0636\u0631\u0648\u0631\u064a\u0629 \u062e\u0627\u0635\u0629 \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0634\u063a\u0644 \u062e\u062f\u0645\u0627\u062a API \u0644\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u064a\u0633\u062a\u062e\u062f\u0645\u0647\u0627 \u0639\u0645\u0644\u0627\u0624\u0643\u060c \u062d\u064a\u062b \u0623\u0646 \u0627\u0646\u0642\u0637\u0627\u0639 \u0627\u0644\u062e\u062f\u0645\u0629 \u064a\u0639\u0646\u064a \u062e\u0633\u0627\u0626\u0631 \u0645\u0627\u0644\u064a\u0629 \u0645\u0628\u0627\u0634\u0631\u0629. \u0646\u0638\u0627\u0645 \u0627\u0644\u062d\u0645\u0627\u064a\u0629 \u064a\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0623\u0646\u0648\u0627\u0639 \u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u0646 \u0647\u062c\u0645\u0627\u062a DDoS \u0628\u0645\u0627 \u0641\u064a\u0647\u0627 \u0647\u062c\u0645\u0627\u062a \u0627\u0644\u0637\u0628\u0642\u0629 \u0627\u0644\u0633\u0627\u0628\u0639\u0629 (Layer 7) \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0627\u0644\u062a\u064a \u062a\u0633\u062a\u0647\u062f\u0641 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0648\u064a\u0628.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0639\u0646\u0648\u0627\u0646 IP \u062b\u0627\u0628\u062a (Static IP)<\/h3>\n\n\n\n<p>\u0643\u0644 \u0633\u064a\u0631\u0641\u0631 GPU \u064a\u0623\u062a\u064a \u0645\u0639 \u0639\u0646\u0648\u0627\u0646 IP \u062b\u0627\u0628\u062a \u0645\u062e\u0635\u0635. \u0647\u0630\u0627 \u0645\u0647\u0645 \u0644\u0639\u062f\u0629 \u0623\u0633\u0628\u0627\u0628: \u0623\u0648\u0644\u064b\u0627\u060c \u064a\u062a\u064a\u062d \u0644\u0643 \u0625\u0639\u062f\u0627\u062f \u0634\u0647\u0627\u062f\u0627\u062a SSL \u0648\u0623\u0633\u0645\u0627\u0621 \u0646\u0637\u0627\u0642\u0627\u062a \u0628\u0633\u0647\u0648\u0644\u0629 \u0644\u062e\u062f\u0645\u0627\u062a API. \u062b\u0627\u0646\u064a\u064b\u0627\u060c \u064a\u0633\u0647\u0651\u0644 \u0625\u0639\u062f\u0627\u062f \u0642\u0648\u0627\u0639\u062f \u0627\u0644\u062c\u062f\u0627\u0631 \u0627\u0644\u0646\u0627\u0631\u064a (Firewall) \u0644\u0644\u0633\u0645\u0627\u062d \u0628\u0627\u0644\u0648\u0635\u0648\u0644 \u0645\u0646 \u0639\u0646\u0627\u0648\u064a\u0646 IP \u0645\u062d\u062f\u062f\u0629 \u0641\u0642\u0637. \u062b\u0627\u0644\u062b\u064b\u0627\u060c \u064a\u0648\u0641\u0631 \u0627\u0633\u062a\u0642\u0631\u0627\u0631\u064b\u0627 \u0641\u064a \u0627\u0644\u0627\u062a\u0635\u0627\u0644 \u0644\u0623\u0646 \u0639\u0646\u0648\u0627\u0646\u0643 \u0644\u0627 \u064a\u062a\u063a\u064a\u0631 \u0628\u0639\u062f \u0625\u0639\u0627\u062f\u0629 \u0627\u0644\u062a\u0634\u063a\u064a\u0644.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0639\u0632\u0644 \u0643\u0627\u0645\u0644 \u0644\u0644\u0645\u0648\u0627\u0631\u062f<\/h3>\n\n\n\n<p>\u0639\u0644\u0649 \u0639\u0643\u0633 \u0628\u0639\u0636 \u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0627\u0644\u0645\u0634\u062a\u0631\u0643\u0629\u060c \u062a\u0636\u0645\u0646 \u0633\u064a\u0631\u0641\u0631\u0627\u062a \u0645\u0631\u0627\u0645 \u0647\u0648\u0633\u062a \u0639\u0632\u0644\u064b\u0627 \u0643\u0627\u0645\u0644\u064b\u0627 \u0644\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0644\u0643. \u0647\u0630\u0627 \u064a\u0639\u0646\u064a \u0623\u0646 VRAM \u0648\u0627\u0644\u0623\u0646\u0648\u064a\u0629 \u0648\u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0645\u062d\u062f\u062f\u0629 \u0641\u064a \u062e\u0637\u062a\u0643 \u0645\u0636\u0645\u0648\u0646\u0629 \u0648\u0645\u062e\u0635\u0635\u0629 \u0644\u0643 \u062d\u0635\u0631\u064a\u064b\u0627\u060c \u062f\u0648\u0646 \u0645\u0634\u0627\u0631\u0643\u0629 \u0645\u0639 \u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0622\u062e\u0631\u064a\u0646. \u0647\u0630\u0627 \u0627\u0644\u0639\u0632\u0644 \u064a\u0648\u0641\u0631 \u0623\u0645\u0627\u0646\u064b\u0627 \u0625\u0636\u0627\u0641\u064a\u064b\u0627 \u0648\u064a\u0645\u0646\u0639 \u0623\u064a \u062a\u0623\u062b\u064a\u0631 \u0645\u0646 \u0623\u0639\u0628\u0627\u0621 \u0639\u0645\u0644 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0627\u0644\u0622\u062e\u0631\u064a\u0646 \u0639\u0644\u0649 \u0623\u062f\u0627\u0621 \u0633\u064a\u0631\u0641\u0631\u0643.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0646\u0635\u0627\u0626\u062d \u0623\u0645\u0627\u0646 \u0625\u0636\u0627\u0641\u064a\u0629<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0627\u0633\u062a\u062e\u062f\u0645 \u0645\u0641\u0627\u062a\u064a\u062d SSH \u0628\u062f\u0644\u064b\u0627 \u0645\u0646 \u0643\u0644\u0645\u0627\u062a \u0627\u0644\u0645\u0631\u0648\u0631 \u0644\u0644\u0648\u0635\u0648\u0644 \u0639\u0646 \u0628\u0639\u062f<\/li>\n\n\n\n<li>\u0642\u0645 \u0628\u062a\u062d\u062f\u064a\u062b \u0646\u0638\u0627\u0645 \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0648\u0627\u0644\u062a\u0639\u0631\u064a\u0641\u0627\u062a \u0628\u0627\u0646\u062a\u0638\u0627\u0645<\/li>\n\n\n\n<li>\u0641\u0639\u0651\u0644 \u0627\u0644\u062c\u062f\u0627\u0631 \u0627\u0644\u0646\u0627\u0631\u064a \u0648\u062d\u062f\u062f \u0627\u0644\u0645\u0646\u0627\u0641\u0630 \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629 \u0628\u062d\u0633\u0628 \u0627\u0644\u062d\u0627\u062c\u0629 \u0641\u0642\u0637<\/li>\n\n\n\n<li>\u0634\u0641\u0651\u0631 \u0628\u064a\u0627\u0646\u0627\u062a\u0643 \u0627\u0644\u062d\u0633\u0627\u0633\u0629 \u0648\u0646\u0645\u0627\u0630\u062c\u0643 \u0639\u0644\u0649 \u0627\u0644\u0642\u0631\u0635<\/li>\n\n\n\n<li>\u0627\u0633\u062a\u062e\u062f\u0645 VPN \u0625\u0630\u0627 \u0643\u0646\u062a \u0628\u062d\u0627\u062c\u0629 \u0644\u0627\u062a\u0635\u0627\u0644 \u0622\u0645\u0646 \u0628\u064a\u0646 \u0641\u0631\u064a\u0642\u0643 \u0648\u0627\u0644\u0633\u064a\u0631\u0641\u0631<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"section-12\">\u0645\u0631\u0627\u0643\u0632 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0634\u0628\u0643\u0629<\/h2>\n\n\n\n<p>\u062a\u0639\u062a\u0645\u062f \u062c\u0648\u062f\u0629 \u0623\u064a \u062e\u062f\u0645\u0629 \u0633\u064a\u0631\u0641\u0631\u0627\u062a \u0639\u0644\u0649 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0644\u0644\u0634\u0628\u0643\u0629 \u0648\u0645\u0631\u0627\u0643\u0632 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0633\u062a\u0636\u064a\u0641\u0647\u0627. \u0633\u064a\u0631\u0641\u0631\u0627\u062a GPU \u0645\u0631\u0627\u0645 \u0647\u0648\u0633\u062a \u062a\u0639\u0645\u0644 \u0645\u0646 \u0645\u0631\u0627\u0643\u0632 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062a\u0642\u062f\u0645\u0629 \u0641\u064a \u0623\u0648\u0631\u0648\u0628\u0627 \u0648\u0623\u0645\u0631\u064a\u0643\u0627\u060c \u0645\u0645\u0627 \u064a\u0648\u0641\u0631 \u062a\u063a\u0637\u064a\u0629 \u062c\u063a\u0631\u0627\u0641\u064a\u0629 \u0648\u0627\u0633\u0639\u0629 \u0648\u0632\u0645\u0646 \u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0645\u0646\u062e\u0641\u0636 \u0644\u0644\u0639\u0645\u0644\u0627\u0621 \u0641\u064a \u0645\u062e\u062a\u0644\u0641 \u0623\u0646\u062d\u0627\u0621 \u0627\u0644\u0639\u0627\u0644\u0645.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0634\u0628\u0643\u0629 10Gbps<\/h3>\n\n\n\n<p>\u0633\u0631\u0639\u0629 \u0627\u0644\u0634\u0628\u0643\u0629 10 \u062c\u064a\u062c\u0627\u0628\u062a \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u062a\u0639\u0646\u064a \u0642\u062f\u0631\u0629 \u0647\u0627\u0626\u0644\u0629 \u0639\u0644\u0649 \u0646\u0642\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0644\u0641\u0647\u0645 \u0645\u0627 \u064a\u0639\u0646\u064a\u0647 \u0647\u0630\u0627 \u0639\u0645\u0644\u064a\u064b\u0627: \u064a\u0645\u0643\u0646\u0643 \u062a\u0646\u0632\u064a\u0644 \u0646\u0645\u0648\u0630\u062c AI \u0628\u062d\u062c\u0645 10GB \u0641\u064a \u062d\u0648\u0627\u0644\u064a 8 \u062b\u0648\u0627\u0646\u064d \u0641\u0642\u0637\u060c \u0648\u0646\u0642\u0644 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u062a\u062f\u0631\u064a\u0628\u064a\u0629 \u0628\u062d\u062c\u0645 100GB \u0641\u064a \u0623\u0642\u0644 \u0645\u0646 \u062f\u0642\u064a\u0642\u062a\u064a\u0646. \u0647\u0630\u0647 \u0627\u0644\u0633\u0631\u0639\u0629 \u062d\u064a\u0648\u064a\u0629 \u0639\u0646\u062f \u0627\u0644\u0639\u0645\u0644 \u0645\u0639 \u0646\u0645\u0627\u0630\u062c AI \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u062a\u062d\u0645\u064a\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0636\u062e\u0645\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u0648\u0627\u0642\u0639 \u0645\u0631\u0627\u0643\u0632 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/h3>\n\n\n\n<p>\u062a\u0648\u0641\u0631 \u0645\u0631\u0627\u0645 \u0647\u0648\u0633\u062a \u0633\u064a\u0631\u0641\u0631\u0627\u062a GPU \u0645\u0646 \u0645\u0631\u0627\u0643\u0632 \u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0623\u0648\u0631\u0648\u0628\u0627 \u0648\u0623\u0645\u0631\u064a\u0643\u0627. \u0647\u0630\u0627 \u0627\u0644\u062a\u0646\u0648\u0639 \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a \u064a\u062a\u064a\u062d \u0644\u0643 \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0645\u0648\u0642\u0639 \u0627\u0644\u0623\u0642\u0631\u0628 \u0644\u0639\u0645\u0644\u0627\u0626\u0643 \u0623\u0648 \u0644\u0645\u0635\u0627\u062f\u0631 \u0628\u064a\u0627\u0646\u0627\u062a\u0643 \u0644\u062a\u0642\u0644\u064a\u0644 \u0632\u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629. \u0645\u0631\u0627\u0643\u0632 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0632\u0648\u062f\u0629 \u0628\u0623\u0646\u0638\u0645\u0629 \u062a\u0628\u0631\u064a\u062f \u0645\u062a\u0642\u062f\u0645\u0629 \u0648\u062a\u063a\u0630\u064a\u0629 \u0643\u0647\u0631\u0628\u0627\u0626\u064a\u0629 \u0627\u062d\u062a\u064a\u0627\u0637\u064a\u0629 \u0648\u0645\u0639\u0627\u064a\u064a\u0631 \u0623\u0645\u0627\u0646 \u0641\u064a\u0632\u064a\u0627\u0626\u064a\u0629 \u0635\u0627\u0631\u0645\u0629 \u062a\u0636\u0645\u0646 \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0633\u064a\u0631\u0641\u0631\u0627\u062a \u0628\u0634\u0643\u0644 \u0645\u0633\u062a\u0645\u0631 \u0639\u0644\u0649 \u0645\u062f\u0627\u0631 \u0627\u0644\u0633\u0627\u0639\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u0632\u0627\u064a\u0627 \u0627\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u0625\u0636\u0627\u0641\u064a\u0629<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u062d\u0645\u0627\u064a\u0629 DDoS \u0645\u062f\u0645\u062c\u0629 \u0641\u064a \u0637\u0628\u0642\u0629 \u0627\u0644\u0634\u0628\u0643\u0629<\/li>\n\n\n\n<li>\u0639\u0646\u0648\u0627\u0646 IP \u062b\u0627\u0628\u062a (Static IP) \u0645\u0639 \u0643\u0644 \u0633\u064a\u0631\u0641\u0631<\/li>\n\n\n\n<li>\u0632\u0645\u0646 \u062a\u0634\u063a\u064a\u0644 (Uptime) \u0645\u0636\u0645\u0648\u0646 \u0628\u0646\u0633\u0628\u0629 \u0639\u0627\u0644\u064a\u0629<\/li>\n\n\n\n<li>\u062f\u0639\u0645 IPv4 \u0648 IPv6<\/li>\n\n\n\n<li>\u0645\u0631\u0648\u0646\u0629 \u0641\u064a \u0625\u0639\u062f\u0627\u062f \u0627\u0644\u0634\u0628\u0643\u0629 \u0648\u0627\u0644\u0645\u0646\u0627\u0641\u0630<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"section-13\">\u0645\u0642\u0627\u0631\u0646\u0629 \u0623\u0633\u0639\u0627\u0631 \u0645\u0631\u0627\u0645 \u0647\u0648\u0633\u062a \u0645\u0639 \u0627\u0644\u0645\u0646\u0627\u0641\u0633\u064a\u0646<\/h2>\n\n\n\n<p>\u0627\u0644\u0633\u0639\u0631 \u0647\u0648 \u0639\u0627\u0645\u0644 \u062d\u0627\u0633\u0645 \u0641\u064a \u0627\u062e\u062a\u064a\u0627\u0631 \u0645\u0632\u0648\u062f \u0633\u064a\u0631\u0641\u0631\u0627\u062a GPU\u060c \u0648\u0644\u0643\u0646 \u064a\u062c\u0628 \u0627\u0644\u0646\u0638\u0631 \u0625\u0644\u064a\u0647 \u0641\u064a \u0633\u064a\u0627\u0642 \u0627\u0644\u0645\u0648\u0627\u0635\u0641\u0627\u062a \u0627\u0644\u0645\u0642\u062f\u0645\u0629 \u0648\u0644\u064a\u0633 \u0643\u0631\u0642\u0645 \u0645\u062c\u0631\u062f. \u062f\u0639\u0648\u0646\u0627 \u0646\u0642\u0627\u0631\u0646 \u0623\u0633\u0639\u0627\u0631 \u0645\u0631\u0627\u0645 \u0647\u0648\u0633\u062a \u0645\u0639 \u0623\u0628\u0631\u0632 \u0627\u0644\u0645\u0646\u0627\u0641\u0633\u064a\u0646 \u0627\u0644\u0639\u0627\u0644\u0645\u064a\u064a\u0646 \u0644\u0646\u0631\u0649 \u0645\u062f\u0649 \u062a\u0646\u0627\u0641\u0633\u064a\u0629 \u0627\u0644\u0623\u0633\u0639\u0627\u0631.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u0642\u0627\u0631\u0646\u0629 \u0645\u0639 AWS (Amazon Web Services)<\/h3>\n\n\n\n<p>\u062e\u062f\u0645\u0629 AWS \u062a\u0642\u062f\u0645 \u0633\u064a\u0631\u0641\u0631\u0627\u062a GPU \u0639\u0628\u0631 \u062e\u062f\u0645\u0629 EC2 \u0628\u0623\u0646\u0648\u0627\u0639 \u0645\u062e\u062a\u0644\u0641\u0629. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c instance \u0645\u0646 \u0646\u0648\u0639 g5.xlarge (\u0645\u0639 NVIDIA A10G 24GB) \u062a\u0643\u0644\u0641 \u062d\u0648\u0627\u0644\u064a 1.006 \u062f\u0648\u0644\u0627\u0631 \u0641\u064a \u0627\u0644\u0633\u0627\u0639\u0629\u060c \u0623\u064a \u0645\u0627 \u064a\u0639\u0627\u062f\u0644 724 \u062f\u0648\u0644\u0627\u0631\u064b\u0627 \u0634\u0647\u0631\u064a\u064b\u0627 \u062a\u0642\u0631\u064a\u0628\u064b\u0627 \u0644\u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0645\u0633\u062a\u0645\u0631. \u0642\u0627\u0631\u0646 \u0630\u0644\u0643 \u0628\u062e\u0637\u0629 L4 Extreme \u0645\u0646 \u0645\u0631\u0627\u0645 \u0647\u0648\u0633\u062a \u0628\u0633\u0639\u0631 485 \u062f\u0648\u0644\u0627\u0631\u064b\u0627 \u0641\u0642\u0637 \u0645\u0639 \u0645\u0648\u0627\u0635\u0641\u0627\u062a \u0645\u0645\u0627\u062b\u0644\u0629 \u0623\u0648 \u0623\u0641\u0636\u0644. \u0627\u0644\u0641\u0627\u0631\u0642 \u064a\u0635\u0644 \u0625\u0644\u0649 33% \u062a\u0648\u0641\u064a\u0631 \u0641\u064a \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0644\u0635\u0627\u0644\u062d \u0645\u0631\u0627\u0645 \u0647\u0648\u0633\u062a.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u0642\u0627\u0631\u0646\u0629 \u0645\u0639 Google Cloud<\/h3>\n\n\n\n<p>Google Cloud \u062a\u0642\u062f\u0645 GPU \u0639\u0628\u0631 Compute Engine. \u062a\u0643\u0644\u0641\u0629 NVIDIA L4 \u0639\u0644\u0649 Google Cloud \u062a\u0628\u062f\u0623 \u0645\u0646 \u062d\u0648\u0627\u0644\u064a 0.35 \u062f\u0648\u0644\u0627\u0631 \u0641\u064a \u0627\u0644\u0633\u0627\u0639\u0629 \u0644\u0644\u0628\u0637\u0627\u0642\u0629 \u0641\u0642\u0637\u060c \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0644\u062a\u0643\u0644\u0641\u0629 VM \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629\u060c \u0644\u064a\u0635\u0644 \u0627\u0644\u0625\u062c\u0645\u0627\u0644\u064a \u0644\u062d\u0648\u0627\u0644\u064a 500-700 \u062f\u0648\u0644\u0627\u0631 \u0634\u0647\u0631\u064a\u064b\u0627 \u062d\u0633\u0628 \u0627\u0644\u0645\u0648\u0627\u0635\u0641\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0627\u0631\u0629. \u0645\u0631\u0629 \u0623\u062e\u0631\u0649\u060c \u0623\u0633\u0639\u0627\u0631 \u0645\u0631\u0627\u0645 \u0647\u0648\u0633\u062a \u0623\u0643\u062b\u0631 \u062a\u0646\u0627\u0641\u0633\u064a\u0629 \u0645\u0639 \u0628\u062f\u0627\u064a\u0629 \u0645\u0646 180 \u062f\u0648\u0644\u0627\u0631\u064b\u0627 \u0634\u0647\u0631\u064a\u064b\u0627 \u0644\u062e\u0637\u0637 L4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u0642\u0627\u0631\u0646\u0629 \u0645\u0639 DigitalOcean GPU Droplets<\/h3>\n\n\n\n<p>DigitalOcean \u0623\u0636\u0627\u0641\u062a \u0645\u0624\u062e\u0631\u064b\u0627 \u062e\u062f\u0645\u0629 GPU Droplets \u0627\u0644\u062a\u064a \u062a\u0628\u062f\u0623 \u0645\u0646 \u062d\u0648\u0627\u0644\u064a 2.99 \u062f\u0648\u0644\u0627\u0631 \u0641\u064a \u0627\u0644\u0633\u0627\u0639\u0629 \u0644\u0640 NVIDIA H100\u060c \u0623\u064a \u0645\u0627 \u064a\u0639\u0627\u062f\u0644 \u0623\u0643\u062b\u0631 \u0645\u0646 2,100 \u062f\u0648\u0644\u0627\u0631 \u0634\u0647\u0631\u064a\u064b\u0627. \u062d\u062a\u0649 \u062e\u0637\u0637\u0647\u0627 \u0627\u0644\u0623\u0635\u063a\u0631 \u0645\u0639 NVIDIA A100 \u062a\u0628\u062f\u0623 \u0645\u0646 \u062d\u0648\u0627\u0644\u064a 1,500 \u062f\u0648\u0644\u0627\u0631 \u0634\u0647\u0631\u064a\u064b\u0627. \u0647\u0630\u0647 \u0627\u0644\u0623\u0633\u0639\u0627\u0631 \u062a\u062c\u0639\u0644 \u0633\u064a\u0631\u0641\u0631\u0627\u062a GPU \u0645\u0631\u0627\u0645 \u0647\u0648\u0633\u062a \u062e\u064a\u0627\u0631\u064b\u0627 \u0627\u0642\u062a\u0635\u0627\u062f\u064a\u064b\u0627 \u0628\u0627\u0645\u062a\u064a\u0627\u0632.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u064a\u0632\u0629 \u0627\u0644\u062e\u0635\u0645 \u0627\u0644\u0633\u0646\u0648\u064a<\/h3>\n\n\n\n<p>\u0625\u0636\u0627\u0641\u0629 \u0644\u0630\u0644\u0643\u060c \u062a\u0642\u062f\u0645 \u0645\u0631\u0627\u0645 \u0647\u0648\u0633\u062a \u062e\u0635\u0645 8% \u0639\u0644\u0649 \u0627\u0644\u062e\u0637\u0637 \u0627\u0644\u0633\u0646\u0648\u064a\u0629. \u0647\u0630\u0627 \u064a\u0639\u0646\u064a \u0623\u0646 \u062e\u0637\u0629 L4 Starter \u0645\u062b\u0644\u064b\u0627 \u062a\u0635\u0628\u062d \u0628\u062a\u0643\u0644\u0641\u0629 \u062d\u0648\u0627\u0644\u064a 166 \u062f\u0648\u0644\u0627\u0631\u064b\u0627 \u0634\u0647\u0631\u064a\u064b\u0627 \u0639\u0646\u062f \u0627\u0644\u0627\u0634\u062a\u0631\u0627\u0643 \u0627\u0644\u0633\u0646\u0648\u064a\u060c \u0648\u062e\u0637\u0629 A6000 Extreme \u062a\u0635\u0628\u062d \u062d\u0648\u0627\u0644\u064a 681 \u062f\u0648\u0644\u0627\u0631\u064b\u0627. \u0647\u0630\u0627 \u0627\u0644\u062e\u0635\u0645 \u064a\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f\u064a\u0629 \u0648\u064a\u062c\u0639\u0644 \u0627\u0644\u0623\u0633\u0639\u0627\u0631 \u0623\u0643\u062b\u0631 \u062a\u0646\u0627\u0641\u0633\u064a\u0629 \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0627\u0644\u0645\u0646\u0627\u0641\u0633\u064a\u0646 \u0627\u0644\u0639\u0627\u0644\u0645\u064a\u064a\u0646.<\/p>\n\n\n\n<p>\u0627\u0644\u062e\u0644\u0627\u0635\u0629: \u0633\u064a\u0631\u0641\u0631\u0627\u062a GPU \u0645\u0631\u0627\u0645 \u0647\u0648\u0633\u062a \u062a\u0642\u062f\u0645 \u0623\u0633\u0639\u0627\u0631\u064b\u0627 \u0623\u0642\u0644 \u0628\u0646\u0633\u0628\u0629 25-60% \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0627\u0644\u0645\u0646\u0627\u0641\u0633\u064a\u0646 \u0627\u0644\u0639\u0627\u0644\u0645\u064a\u064a\u0646 \u0627\u0644\u0643\u0628\u0627\u0631 \u0645\u062b\u0644 AWS \u0648 Google Cloud \u0648 DigitalOcean\u060c \u0645\u0639 \u0645\u0648\u0627\u0635\u0641\u0627\u062a \u062a\u0642\u0646\u064a\u0629 \u0645\u0645\u062a\u0627\u0632\u0629 \u062a\u0634\u0645\u0644 AMD EPYC 9684X \u0648 DDR5 \u0648 NVMe Micron 9400 \u0648\u0634\u0628\u0643\u0629 10Gbps. \u0647\u0630\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0623\u0641\u0636\u0644 \u0645\u0646 \u062d\u064a\u062b \u0646\u0633\u0628\u0629 \u0627\u0644\u0623\u062f\u0627\u0621 \u0625\u0644\u0649 \u0627\u0644\u0633\u0639\u0631.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"section-14\">\u0643\u064a\u0641 \u062a\u0637\u0644\u0628 \u0633\u064a\u0631\u0641\u0631 GPU \u0645\u0646 \u0645\u0631\u0627\u0645 \u0647\u0648\u0633\u062a<\/h2>\n\n\n\n<p>\u0639\u0645\u0644\u064a\u0629 \u0637\u0644\u0628 \u0633\u064a\u0631\u0641\u0631 GPU \u0645\u0646 \u0645\u0631\u0627\u0645 \u0647\u0648\u0633\u062a \u0628\u0633\u064a\u0637\u0629 \u0648\u0645\u0628\u0627\u0634\u0631\u0629. \u0625\u0644\u064a\u0643 \u0627\u0644\u062e\u0637\u0648\u0627\u062a \u0628\u0627\u0644\u062a\u0641\u0635\u064a\u0644:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u0623\u0648\u0644\u0649: \u0632\u064a\u0627\u0631\u0629 \u0635\u0641\u062d\u0629 GPU<\/h3>\n\n\n\n<p>\u062a\u0648\u062c\u0647 \u0625\u0644\u0649 <a href=\"https:\/\/maram.iq\/gpu\" target=\"_blank\" rel=\"noopener\">maram.iq\/gpu<\/a> \u062d\u064a\u062b \u0633\u062a\u062c\u062f \u062c\u0645\u064a\u0639 \u0627\u0644\u062e\u0637\u0637 \u0627\u0644\u0645\u062a\u0627\u062d\u0629 \u0645\u0639 \u062a\u0641\u0627\u0635\u064a\u0644\u0647\u0627 \u0627\u0644\u0643\u0627\u0645\u0644\u0629. \u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u0627\u0637\u0644\u0627\u0639 \u0639\u0644\u0649 \u0645\u0648\u0627\u0635\u0641\u0627\u062a \u0643\u0644 \u062e\u0637\u0629 \u0648\u0645\u0642\u0627\u0631\u0646\u062a\u0647\u0627 \u0628\u0633\u0647\u0648\u0644\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u062b\u0627\u0646\u064a\u0629: \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u062e\u0637\u0629 \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629<\/h3>\n\n\n\n<p>\u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a\u0643\u060c \u0627\u062e\u062a\u0631 \u0628\u064a\u0646 \u062e\u0637\u0637 NVIDIA Tesla L4 (\u062a\u0628\u062f\u0623 \u0645\u0646 180$\/\u0634\u0647\u0631) \u0623\u0648 \u062e\u0637\u0637 NVIDIA RTX A6000 (\u062a\u0628\u062f\u0623 \u0645\u0646 299$\/\u0634\u0647\u0631). \u062a\u0630\u0643\u0631: \u0625\u0630\u0627 \u0643\u0627\u0646 \u062a\u0631\u0643\u064a\u0632\u0643 \u0639\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0648\u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0645\u0646\u062e\u0641\u0636\u0629 \u0627\u062e\u062a\u0631 L4\u060c \u0648\u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u062d\u062a\u0627\u062c VRAM \u0639\u0627\u0644\u064a\u0629 \u0648\u0642\u0648\u0629 \u062d\u0648\u0633\u0628\u064a\u0629 \u0642\u0635\u0648\u0649 \u0627\u062e\u062a\u0631 A6000.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u062b\u0627\u0644\u062b\u0629: \u0627\u062e\u062a\u064a\u0627\u0631 \u0645\u062f\u0629 \u0627\u0644\u0627\u0634\u062a\u0631\u0627\u0643<\/h3>\n\n\n\n<p>\u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u0627\u0634\u062a\u0631\u0627\u0643 \u0628\u0634\u0643\u0644 \u0634\u0647\u0631\u064a \u0623\u0648 \u0633\u0646\u0648\u064a. \u0627\u0644\u0627\u0634\u062a\u0631\u0627\u0643 \u0627\u0644\u0633\u0646\u0648\u064a \u064a\u0645\u0646\u062d\u0643 \u062e\u0635\u0645 8% \u0639\u0644\u0649 \u0625\u062c\u0645\u0627\u0644\u064a \u0627\u0644\u062a\u0643\u0644\u0641\u0629\u060c \u0648\u0647\u0648 \u062e\u064a\u0627\u0631 \u0645\u0645\u062a\u0627\u0632 \u0625\u0630\u0627 \u0643\u0646\u062a \u0645\u062a\u0623\u0643\u062f\u064b\u0627 \u0645\u0646 \u0627\u062d\u062a\u064a\u0627\u062c\u0643 \u0627\u0644\u0645\u0633\u062a\u0645\u0631 \u0644\u0644\u0633\u064a\u0631\u0641\u0631.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u0631\u0627\u0628\u0639\u0629: \u0625\u062a\u0645\u0627\u0645 \u0627\u0644\u0637\u0644\u0628<\/h3>\n\n\n\n<p>\u0623\u0643\u0645\u0644 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u0633\u062c\u064a\u0644 \u0648\u0627\u0644\u062f\u0641\u0639. \u0628\u0639\u062f \u062a\u0623\u0643\u064a\u062f \u0627\u0644\u0637\u0644\u0628\u060c \u0633\u062a\u062a\u0644\u0642\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0633\u064a\u0631\u0641\u0631\u0643 \u0639\u0628\u0631 \u0627\u0644\u0628\u0631\u064a\u062f \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a. \u0639\u0627\u062f\u0629 \u064a\u062a\u0645 \u062a\u0641\u0639\u064a\u0644 \u0627\u0644\u0633\u064a\u0631\u0641\u0631 \u062e\u0644\u0627\u0644 \u0641\u062a\u0631\u0629 \u0642\u0635\u064a\u0631\u0629\u060c \u0648\u0628\u0639\u062f\u0647\u0627 \u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u0627\u062a\u0635\u0627\u0644 \u0639\u0628\u0631 SSH \u0648\u0627\u0644\u0628\u062f\u0621 \u0641\u064a \u0627\u0644\u0639\u0645\u0644 \u0641\u0648\u0631\u064b\u0627.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u062e\u0627\u0645\u0633\u0629: \u0625\u0639\u062f\u0627\u062f \u0627\u0644\u0628\u064a\u0626\u0629 \u0648\u0627\u0644\u0628\u062f\u0621<\/h3>\n\n\n\n<p>\u0628\u0645\u062c\u0631\u062f \u0627\u0633\u062a\u0644\u0627\u0645 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0648\u0635\u0648\u0644\u060c \u0627\u062a\u0635\u0644 \u0628\u0627\u0644\u0633\u064a\u0631\u0641\u0631 \u0648\u0627\u0628\u062f\u0623 \u0641\u064a \u0625\u0639\u062f\u0627\u062f \u0628\u064a\u0626\u0629 \u0627\u0644\u0639\u0645\u0644 \u0643\u0645\u0627 \u0634\u0631\u062d\u0646\u0627 \u0641\u064a \u0627\u0644\u0623\u0642\u0633\u0627\u0645 \u0627\u0644\u0633\u0627\u0628\u0642\u0629. \u064a\u0645\u0643\u0646\u0643 \u062a\u062b\u0628\u064a\u062a PyTorch \u0623\u0648 TensorFlow \u0623\u0648 \u0623\u064a \u0623\u062f\u0627\u0629 \u0623\u062e\u0631\u0649 \u062a\u062d\u062a\u0627\u062c\u0647\u0627 \u0648\u0627\u0644\u0628\u062f\u0621 \u0641\u064a \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0627\u0630\u062c AI \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643.<\/p>\n\n\n\n<div style=\"border-right:4px solid #7c3aed;background:#f5f3ff;padding:1.5rem;border-radius:0 12px 12px 0;margin:2rem 0\">\n<p style=\"margin:0 0 .5rem;font-weight:700;color:#4f46e5\">\u0627\u0628\u062f\u0623 \u0627\u0644\u0622\u0646 \u0648\u0627\u0633\u062a\u0641\u062f \u0645\u0646 \u062e\u0635\u0645 8% \u0639\u0644\u0649 \u0627\u0644\u062e\u0637\u0637 \u0627\u0644\u0633\u0646\u0648\u064a\u0629<\/p>\n<p style=\"margin:0;color:#374151\">\u0633\u064a\u0631\u0641\u0631\u0627\u062a GPU \u0645\u0631\u0627\u0645 \u0647\u0648\u0633\u062a \u062c\u0627\u0647\u0632\u0629 \u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643. \u062e\u0637\u0637 \u062a\u0628\u062f\u0623 \u0645\u0646 180$\/\u0634\u0647\u0631 \u0645\u0639 NVIDIA Tesla L4 \u0648 RTX A6000. <a href=\"https:\/\/maram.iq\/gpu\" target=\"_blank\" rel=\"noopener\" style=\"color:#4f46e5;font-weight:600\">\u0627\u0637\u0644\u0628 \u0633\u064a\u0631\u0641\u0631 GPU \u0627\u0644\u0622\u0646<\/a>.<\/p>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"section-15\">\u0627\u0644\u062e\u0644\u0627\u0635\u0629<\/h2>\n\n\n\n<p>\u0641\u064a \u062e\u062a\u0627\u0645 \u0647\u0630\u0627 \u0627\u0644\u062f\u0644\u064a\u0644 \u0627\u0644\u0634\u0627\u0645\u0644\u060c \u064a\u062a\u0636\u062d \u0623\u0646 \u0633\u064a\u0631\u0641\u0631\u0627\u062a GPU \u0645\u0631\u0627\u0645 \u0647\u0648\u0633\u062a \u062a\u0645\u062b\u0644 \u062e\u064a\u0627\u0631\u064b\u0627 \u0627\u0633\u062a\u062b\u0646\u0627\u0626\u064a\u064b\u0627 \u0644\u0643\u0644 \u0645\u0646 \u064a\u0628\u062d\u062b \u0639\u0646 \u0642\u0648\u0629 \u062d\u0648\u0633\u0628\u064a\u0629 \u0639\u0627\u0644\u064a\u0629 \u0628\u0623\u0633\u0639\u0627\u0631 \u062a\u0646\u0627\u0641\u0633\u064a\u0629. \u0641\u0645\u0639 \u0628\u0646\u064a\u0629 \u062a\u062d\u062a\u064a\u0629 \u0645\u0628\u0646\u064a\u0629 \u0639\u0644\u0649 \u0623\u062d\u062f\u062b \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u062a\u0634\u0645\u0644 \u0645\u0639\u0627\u0644\u062c\u0627\u062a AMD EPYC 9684X \u0648\u0630\u0627\u0643\u0631\u0629 DDR5 4800 MHz \u0648\u0623\u0642\u0631\u0627\u0635 NVMe Micron 9400 \u0648\u0634\u0628\u0643\u0629 10Gbps\u060c \u062a\u0642\u062f\u0645 \u0645\u0631\u0627\u0645 \u0647\u0648\u0633\u062a \u0645\u0646\u0635\u0629 \u0645\u062a\u0643\u0627\u0645\u0644\u0629 \u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0648\u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0645\u0643\u062b\u0641\u0629.<\/p>\n\n\n\n<p>\u062a\u0646\u0648\u0639 \u0627\u0644\u062e\u0637\u0637 \u0627\u0644\u0645\u062a\u0627\u062d\u0629 \u064a\u062a\u064a\u062d \u0644\u0643\u0644 \u0645\u0633\u062a\u062e\u062f\u0645 \u0625\u064a\u062c\u0627\u062f \u0645\u0627 \u064a\u0646\u0627\u0633\u0628\u0647. \u062e\u0637\u0637 NVIDIA Tesla L4 \u0627\u0644\u062a\u064a \u062a\u0628\u062f\u0623 \u0645\u0646 180 \u062f\u0648\u0644\u0627\u0631\u064b\u0627 \u062a\u0642\u062f\u0645 \u0643\u0641\u0627\u0621\u0629 \u0645\u0645\u062a\u0627\u0632\u0629 \u0644\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0648\u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u0645\u062a\u0648\u0633\u0637\u0629\u060c \u0628\u064a\u0646\u0645\u0627 \u062e\u0637\u0637 NVIDIA RTX A6000 \u0627\u0644\u062a\u064a \u062a\u0628\u062f\u0623 \u0645\u0646 299 \u062f\u0648\u0644\u0627\u0631\u064b\u0627 \u062a\u0648\u0641\u0631 \u0642\u0648\u0629 \u0647\u0627\u0626\u0644\u0629 \u0645\u0639 VRAM \u062a\u0635\u0644 \u0625\u0644\u0649 48GB \u0644\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u0643\u0628\u064a\u0631\u0629. \u0648\u062e\u0635\u0645 8% \u0639\u0644\u0649 \u0627\u0644\u062e\u0637\u0637 \u0627\u0644\u0633\u0646\u0648\u064a\u0629 \u064a\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f\u064a\u0629.<\/p>\n\n\n\n<p>\u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0627\u0644\u0645\u0646\u0627\u0641\u0633\u064a\u0646 \u0627\u0644\u0639\u0627\u0644\u0645\u064a\u064a\u0646 \u0645\u062b\u0644 AWS \u0648 Google Cloud \u0648 DigitalOcean\u060c \u062a\u0642\u062f\u0645 \u062e\u0648\u0627\u062f\u0645 \u0645\u0631\u0627\u0645 \u0647\u0648\u0633\u062a \u062a\u0648\u0641\u064a\u0631\u064b\u0627 \u064a\u062a\u0631\u0627\u0648\u062d \u0628\u064a\u0646 25-60% \u0645\u0639 \u0645\u0648\u0627\u0635\u0641\u0627\u062a \u0645\u0645\u0627\u062b\u0644\u0629 \u0623\u0648 \u0623\u0641\u0636\u0644\u060c \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0644\u0645\u0632\u0627\u064a\u0627 \u0627\u0644\u062d\u0645\u0627\u064a\u0629 \u0648\u0627\u0644\u0623\u0645\u0627\u0646 \u0645\u062b\u0644 \u062d\u0645\u0627\u064a\u0629 DDoS \u0648\u0639\u0646\u0648\u0627\u0646 IP \u062b\u0627\u0628\u062a.<\/p>\n\n\n\n<p>\u0633\u0648\u0627\u0621 \u0643\u0646\u062a \u062a\u0639\u0645\u0644 \u0639\u0644\u0649 \u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0627\u0630\u062c \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0623\u0648 \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0627\u0630\u062c \u0644\u063a\u0629 \u0643\u0628\u064a\u0631\u0629 (LLMs)\u060c \u0623\u0648 \u0639\u0631\u0636 \u062b\u0644\u0627\u062b\u064a \u0627\u0644\u0623\u0628\u0639\u0627\u062f\u060c \u0623\u0648 \u062a\u062d\u0644\u064a\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0636\u062e\u0645\u0629\u060c \u0641\u0625\u0646 \u0633\u064a\u0631\u0641\u0631\u0627\u062a GPU \u0645\u0646 \u0645\u0631\u0627\u0645 \u0647\u0648\u0633\u062a \u062a\u0648\u0641\u0631 \u0644\u0643 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0627\u0644\u0642\u0648\u064a\u0629 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\u0645\u0639\u0645\u0627\u0631\u064a\u0629 Ada Lovelace \u0648\u062a\u0648\u0641\u0631 \u0643\u0641\u0627\u0621\u0629 \u0639\u0627\u0644\u064a\u0629 \u0641\u064a \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0628\u0623\u0633\u0639\u0627\u0631 \u062a\u0628\u062f\u0623 \u0645\u0646 180 \u062f\u0648\u0644\u0627\u0631\u064b\u0627 \u0634\u0647\u0631\u064a\u064b\u0627 \u0645\u0639 VRAM \u062a\u0635\u0644 \u0625\u0644\u0649 24GB. \u0623\u0645\u0627 \u062e\u0637\u0637 RTX A6000 \u0641\u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0645\u0639\u0645\u0627\u0631\u064a\u0629 Ampere \u0645\u0639 10,752 \u0646\u0648\u0627\u0629 CUDA \u0648 VRAM \u062a\u0635\u0644 \u0625\u0644\u0649 48GB \u0643\u0627\u0645\u0644\u0629 \u0628\u0623\u0633\u0639\u0627\u0631 \u062a\u0628\u062f\u0623 \u0645\u0646 299 \u062f\u0648\u0644\u0627\u0631\u064b\u0627. \u0627\u062e\u062a\u0631 L4 \u0644\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0648\u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0645\u0646\u062e\u0641\u0636\u0629\u060c \u0648 A6000 \u0644\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0645\u0643\u062b\u0641 \u0648\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0643\u0628\u064a\u0631\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0647\u0644 \u064a\u0645\u0643\u0646\u0646\u064a \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0645\u062b\u0644 LLaMA \u0639\u0644\u0649 \u062e\u0648\u0627\u062f\u0645 \u0645\u0631\u0627\u0645 \u0647\u0648\u0633\u062a\u061f<\/h3>\n\n\n\n<p>\u0646\u0639\u0645 \u0628\u0627\u0644\u062a\u0623\u0643\u064a\u062f. \u062e\u0637\u0629 L4 Extreme \u0628\u0633\u0639\u0629 24GB VRAM \u062a\u0643\u0641\u064a \u0644\u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0627\u0630\u062c \u062d\u062a\u0649 13 \u0645\u0644\u064a\u0627\u0631 \u0628\u0627\u0631\u0627\u0645\u062a\u0631 \u0645\u0636\u063a\u0648\u0637\u0629 (INT8\/INT4). \u0623\u0645\u0627 \u062e\u0637\u0629 A6000 Extreme \u0628\u0633\u0639\u0629 48GB VRAM \u0641\u062a\u0643\u0641\u064a \u0644\u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0627\u0630\u062c \u062d\u062a\u0649 30 \u0645\u0644\u064a\u0627\u0631 \u0628\u0627\u0631\u0627\u0645\u062a\u0631 \u0645\u0636\u063a\u0648\u0637\u0629. \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u062f\u0648\u0627\u062a \u0645\u062b\u0644 llama.cpp \u0648 vLLM \u0644\u062a\u0634\u063a\u064a\u0644 \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0628\u0643\u0641\u0627\u0621\u0629 \u0639\u0627\u0644\u064a\u0629 \u0643\u0645\u0627 \u0634\u0631\u062d\u0646\u0627 \u0641\u064a \u0627\u0644\u0645\u0642\u0627\u0644.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u0627 \u0647\u064a \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0645\u062f\u0639\u0648\u0645\u0629 \u0639\u0644\u0649 \u062e\u0648\u0627\u062f\u0645 GPU \u0641\u064a \u0645\u0631\u0627\u0645 \u0647\u0648\u0633\u062a\u061f<\/h3>\n\n\n\n<p>\u062e\u0648\u0627\u062f\u0645 GPU \u0641\u064a \u0645\u0631\u0627\u0645 \u0647\u0648\u0633\u062a \u062a\u062f\u0639\u0645 \u062a\u0648\u0632\u064a\u0639\u0627\u062a Linux \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0645\u062b\u0644 Ubuntu Server \u0648 CentOS \u0648 Debian. \u064a\u0623\u062a\u064a \u0627\u0644\u0633\u064a\u0631\u0641\u0631 \u0645\u0639 \u062a\u0639\u0631\u064a\u0641\u0627\u062a NVIDIA CUDA \u0645\u062b\u0628\u062a\u0629 \u0645\u0633\u0628\u0642\u064b\u0627\u060c \u0645\u0645\u0627 \u064a\u062a\u064a\u062d \u0644\u0643 \u0627\u0644\u0628\u062f\u0621 \u0641\u0648\u0631\u064b\u0627 \u0641\u064a \u062a\u062b\u0628\u064a\u062a \u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u062b\u0644 PyTorch \u0648 TensorFlow \u062f\u0648\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0644\u0625\u0639\u062f\u0627\u062f \u0627\u0644\u062a\u0639\u0631\u064a\u0641\u0627\u062a \u064a\u062f\u0648\u064a\u064b\u0627.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0647\u0644 \u0647\u0646\u0627\u0643 \u062e\u0635\u0648\u0645\u0627\u062a \u0639\u0644\u0649 \u0627\u0644\u0627\u0634\u062a\u0631\u0627\u0643 \u0627\u0644\u0633\u0646\u0648\u064a\u061f<\/h3>\n\n\n\n<p>\u0646\u0639\u0645\u060c \u062a\u0642\u062f\u0645 \u0645\u0631\u0627\u0645 \u0647\u0648\u0633\u062a \u062e\u0635\u0645 8% \u0639\u0644\u0649 \u062c\u0645\u064a\u0639 \u062e\u0637\u0637 \u0633\u064a\u0631\u0641\u0631\u0627\u062a GPU \u0639\u0646\u062f \u0627\u0644\u0627\u0634\u062a\u0631\u0627\u0643 \u0627\u0644\u0633\u0646\u0648\u064a. \u0647\u0630\u0627 \u064a\u0639\u0646\u064a \u062a\u0648\u0641\u064a\u0631\u064b\u0627 \u0643\u0628\u064a\u0631\u064b\u0627 \u0639\u0644\u0649 \u0627\u0644\u0645\u062f\u0649 \u0627\u0644\u0637\u0648\u064a\u0644. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u062e\u0637\u0629 L4 Starter \u062a\u0635\u0628\u062d \u0628\u062d\u0648\u0627\u0644\u064a 166 \u062f\u0648\u0644\u0627\u0631\u064b\u0627 \u0634\u0647\u0631\u064a\u064b\u0627 \u0628\u062f\u0644\u064b\u0627 \u0645\u0646 180 \u062f\u0648\u0644\u0627\u0631\u064b\u0627\u060c \u0648\u062e\u0637\u0629 A6000 Extreme \u062a\u0635\u0628\u062d \u0628\u062d\u0648\u0627\u0644\u064a 681 \u062f\u0648\u0644\u0627\u0631\u064b\u0627 \u0628\u062f\u0644\u064b\u0627 \u0645\u0646 740 \u062f\u0648\u0644\u0627\u0631\u064b\u0627 \u0639\u0646\u062f \u0627\u0644\u0627\u0634\u062a\u0631\u0627\u0643 \u0627\u0644\u0633\u0646\u0648\u064a.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0643\u064a\u0641 \u0623\u062a\u0648\u0627\u0635\u0644 \u0645\u0639 \u0627\u0644\u062f\u0639\u0645 \u0627\u0644\u0641\u0646\u064a \u0641\u064a \u062d\u0627\u0644\u0629 \u0648\u062c\u0648\u062f \u0645\u0634\u0643\u0644\u0629\u061f<\/h3>\n\n\n\n<p>\u062a\u0648\u0641\u0631 \u0645\u0631\u0627\u0645 \u0647\u0648\u0633\u062a \u062f\u0639\u0645\u064b\u0627 \u0641\u0646\u064a\u064b\u0627 \u0645\u062a\u062e\u0635\u0635\u064b\u0627 \u064a\u0645\u0643\u0646 \u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0645\u0639\u0647 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0645\u0648\u0642\u0639 \u0627\u0644\u0634\u0631\u0643\u0629 <a href=\"https:\/\/maram.iq\" target=\"_blank\" rel=\"noopener\">maram.iq<\/a>. \u0641\u0631\u064a\u0642 \u0627\u0644\u062f\u0639\u0645 \u0645\u062a\u0627\u062d \u0644\u0644\u0645\u0633\u0627\u0639\u062f\u0629 \u0641\u064a \u0623\u064a \u0645\u0634\u0627\u0643\u0644 \u062a\u0642\u0646\u064a\u0629 \u062a\u062a\u0639\u0644\u0642 \u0628\u0627\u0644\u0633\u064a\u0631\u0641\u0631 \u0623\u0648 \u0628\u0637\u0627\u0642\u0629 GPU \u0623\u0648 \u0625\u0639\u062f\u0627\u062f \u0628\u064a\u0626\u0629 \u0627\u0644\u0639\u0645\u0644. \u0643\u0645\u0627 \u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u0627\u0637\u0644\u0627\u0639 \u0639\u0644\u0649 \u0642\u0627\u0639\u062f\u0629 \u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0648\u0627\u0644\u0648\u062b\u0627\u0626\u0642 \u0627\u0644\u0645\u062a\u0627\u062d\u0629 \u0639\u0644\u0649 \u0627\u0644\u0645\u0648\u0642\u0639 \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0625\u062c\u0627\u0628\u0627\u062a \u0633\u0631\u064a\u0639\u0629 \u0644\u0623\u0633\u0626\u0644\u062a\u0643.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0645\u062d\u062a\u0648\u064a\u0627\u062a \u0627\u0644\u0645\u0642\u0627\u0644 1. \u0645\u0642\u062f\u0645\u0629: \u0644\u0645\u0627\u0630\u0627 \u0633\u064a\u0631\u0641\u0631\u0627\u062a GPU \u0623\u0635\u0628\u062d\u062a \u0636\u0631\u0648\u0631\u064a\u0629 \u0641\u064a 2026 2. \u0645\u0627 \u0647\u064a \u0633\u064a\u0631\u0641\u0631\u0627\u062a GPU \u0645\u0631\u0627\u0645 \u0647\u0648\u0633\u062a\u061f 3. \u0627\u0644\u0641\u0631\u0642 \u0628\u064a\u0646 GPU Server \u0648 VPS \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a 4. \u0627\u0644\u0645\u0648\u0627\u0635\u0641\u0627\u062a \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0644\u0633\u064a\u0631\u0641\u0631\u0627\u062a&#8230;<\/p>\n","protected":false},"author":1,"featured_media":3145,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[284,173],"tags":[300,277,346,296,345,347,348,144,140],"class_list":["post-3140","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category----ai-hosting","category-173","tag-ai","tag-amd-epyc","tag-deep-learning","tag-gpu-server","tag-nvidia","tag-pytorch","tag-tensorflow","tag-vps","tag-140"],"_links":{"self":[{"href":"https:\/\/maram.iq\/blogs\/wp-json\/wp\/v2\/posts\/3140","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\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/maram.iq\/blogs\/wp-json\/wp\/v2\/comments?post=3140"}],"version-history":[{"count":1,"href":"https:\/\/maram.iq\/blogs\/wp-json\/wp\/v2\/posts\/3140\/revisions"}],"predecessor-version":[{"id":3147,"href":"https:\/\/maram.iq\/blogs\/wp-json\/wp\/v2\/posts\/3140\/revisions\/3147"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/maram.iq\/blogs\/wp-json\/wp\/v2\/media\/3145"}],"wp:attachment":[{"href":"https:\/\/maram.iq\/blogs\/wp-json\/wp\/v2\/media?parent=3140"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/maram.iq\/blogs\/wp-json\/wp\/v2\/categories?post=3140"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/maram.iq\/blogs\/wp-json\/wp\/v2\/tags?post=3140"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}