{"id":3168,"date":"2026-04-27T08:53:40","date_gmt":"2026-04-27T08:53:40","guid":{"rendered":"https:\/\/maram.iq\/blogs\/?p=3168"},"modified":"2026-04-27T13:30:47","modified_gmt":"2026-04-27T10:30:47","slug":"%d8%aa%d8%b4%d8%ba%d9%8a%d9%84-ollama-vps-2026-%d8%a8%d8%af%d9%8a%d9%84-chatgpt","status":"publish","type":"post","link":"https:\/\/maram.iq\/blogs\/%d8%aa%d8%b4%d8%ba%d9%8a%d9%84-ollama-vps-2026-%d8%a8%d8%af%d9%8a%d9%84-chatgpt\/","title":{"rendered":"\u062a\u0634\u063a\u064a\u0644 Ollama \u0639\u0644\u0649 VPS 2026: \u0628\u062f\u064a\u0644 ChatGPT \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631 \u0639\u0644\u0649 \u0633\u064a\u0631\u0641\u0631\u0643 \u0627\u0644\u062e\u0627\u0635"},"content":{"rendered":"\n<div style=\"background:linear-gradient(135deg,#0f172a,#581c87);color:#fff;padding:2.5rem;border-radius:16px;margin-bottom:2rem;text-align:center\">\n<p style=\"font-size:3rem;margin:0 0 .5rem\"><\/p>\n<h2 style=\"color:#fff!important;font-size:1.5rem;margin:0 0 .5rem\" id=\"section-1\">\u062a\u0634\u063a\u064a\u0644 Ollama \u0639\u0644\u0649 VPS 2026: \u0628\u062f\u064a\u0644 ChatGPT \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631 \u0639\u0644\u0649 \u0633\u064a\u0631\u0641\u0631\u0643 \u0627\u0644\u062e\u0627\u0635<\/h2>\n<p style=\"margin:0\">\u062f\u0644\u064a\u0644 \u0634\u0627\u0645\u0644 \u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0646\u0645\u0648\u0630\u062c \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u062d\u0644\u064a \u0628\u0623\u062f\u0627\u0621 \u0639\u0627\u0644\u064a \u0648\u062e\u0635\u0648\u0635\u064a\u0629 \u0643\u0627\u0645\u0644\u0629<\/p>\n<\/div>\n\n\n\n<p>\u0623\u0635\u0628\u062d \u062a\u0634\u063a\u064a\u0644 Ollama VPS \u0645\u0646 \u0623\u0643\u062b\u0631 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0625\u062b\u0627\u0631\u0629 \u0644\u0644\u0627\u0647\u062a\u0645\u0627\u0645 \u0641\u064a \u0639\u0627\u0644\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0644\u0623\u0641\u0631\u0627\u062f \u0648\u0627\u0644\u0634\u0631\u0643\u0627\u062a. \u0645\u0639 \u062a\u0632\u0627\u064a\u062f \u0627\u0644\u0645\u062e\u0627\u0648\u0641 \u062d\u0648\u0644 \u062e\u0635\u0648\u0635\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0643\u0627\u0644\u064a\u0641 \u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0645\u062b\u0644 ChatGPT \u0648 Claude\u060c \u064a\u0628\u062d\u062b \u0627\u0644\u0643\u062b\u064a\u0631\u0648\u0646 \u0639\u0646 \u0628\u062f\u0627\u0626\u0644 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u0636\u0627\u0641\u062a\u0647\u0627 \u0645\u062d\u0644\u064a\u0627\u064b \u0639\u0644\u0649 \u0633\u064a\u0631\u0641\u0631\u0627\u062a \u062e\u0627\u0635\u0629. Ollama \u0647\u0648 \u0627\u0644\u062d\u0644 \u0627\u0644\u0623\u0643\u062b\u0631 \u0634\u064a\u0648\u0639\u0627\u064b \u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 (LLMs) \u0628\u0643\u0644 \u0628\u0633\u0627\u0637\u0629 \u0648\u0641\u0639\u0627\u0644\u064a\u0629. \u0641\u064a \u0639\u0627\u0645 2026\u060c \u0623\u0635\u0628\u062d\u062a \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u062a\u0646\u0627\u0641\u0633 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629 \u0641\u064a \u0627\u0644\u0623\u062f\u0627\u0621\u060c \u0645\u0639 \u062a\u0648\u0641\u064a\u0631 \u0645\u064a\u0632\u0627\u062a \u0625\u0636\u0627\u0641\u064a\u0629 \u0641\u064a \u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629 \u0648\u0627\u0644\u062a\u062d\u0643\u0645 \u0648\u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0639\u0644\u0649 \u0627\u0644\u0645\u062f\u0649 \u0627\u0644\u0637\u0648\u064a\u0644.<\/p>\n\n\n\n<p>\u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u062f\u0644\u064a\u0644 \u0627\u0644\u0639\u0645\u0644\u064a \u0627\u0644\u0634\u0627\u0645\u0644\u060c \u0633\u0646\u0633\u062a\u0639\u0631\u0636 \u0643\u0644 \u0645\u0627 \u062a\u062d\u062a\u0627\u062c\u0647 \u0644\u0640 \u062a\u0634\u063a\u064a\u0644 Ollama VPS \u0628\u0634\u0643\u0644 \u0627\u062d\u062a\u0631\u0627\u0641\u064a. \u0645\u0646 \u0641\u0647\u0645 \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u062e\u0627\u062f\u0645\u060c \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0646\u0627\u0633\u0628 \u0644\u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a\u0643\u060c \u062e\u0637\u0648\u0627\u062a \u0627\u0644\u062a\u062b\u0628\u064a\u062a \u0627\u0644\u062a\u0641\u0635\u064a\u0644\u064a\u0629 \u0639\u0644\u0649 Ubuntu Server\u060c \u0627\u0633\u062a\u062e\u062f\u0627\u0645 Docker\u060c \u062a\u0643\u0627\u0645\u0644 \u0645\u0639 <a href=\"https:\/\/github.com\/open-webui\/open-webui\" target=\"_blank\" rel=\"noopener\">Open WebUI<\/a> \u0644\u0648\u0627\u062c\u0647\u0629 \u0634\u0628\u064a\u0647\u0629 \u0628\u0640 ChatGPT\u060c \u0648\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0623\u062f\u0627\u0621 \u0639\u0644\u0649 VPS \u0633\u0648\u0627\u0621 \u0628\u0640 CPU \u0623\u0648 GPU. \u0633\u0646\u0634\u0645\u0644 \u0643\u0630\u0644\u0643 \u0627\u0644\u062d\u062f\u064a\u062b \u0639\u0646 \u0627\u0644\u0623\u0645\u0627\u0646 \u0648\u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629\u060c \u0648\u0645\u0642\u0627\u0631\u0646\u0627\u062a \u0639\u0645\u0644\u064a\u0629 \u0628\u064a\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0648\u0646\u0635\u0627\u0626\u062d \u0645\u0646 \u062e\u0628\u0631\u0629 \u0641\u0639\u0644\u064a\u0629 \u0641\u064a \u0646\u0634\u0631 \u0647\u0630\u0647 \u0627\u0644\u0623\u0646\u0638\u0645\u0629.<\/p>\n\n\n\n<div class=\"table-of-contents\" style=\"background:#f8fafc;border:1px solid #e2e8f0;border-radius:12px;padding:1.5rem;margin:1.5rem 0;\"><p style=\"font-weight:700;font-size:1.05rem;margin-bottom:.75rem;\">\u0645\u062d\u062a\u0648\u064a\u0627\u062a \u0627\u0644\u0645\u0642\u0627\u0644<\/p><ul style=\"list-style:none;padding:0;margin:0;\"><li><a href=\"#section-2\">\u0645\u0627 \u0647\u0648 Ollama \u0648\u0644\u0645\u0627\u0630\u0627 \u062a\u0633\u062a\u062e\u062f\u0645\u0647<\/a><\/li><li><a href=\"#section-3\">\u0645\u0632\u0627\u064a\u0627 \u062a\u0634\u063a\u064a\u0644 Ollama VPS \u0627\u0644\u062e\u0627\u0635 \u0628\u0643<\/a><\/li><li><a href=\"#section-4\">\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0633\u064a\u0631\u0641\u0631 \u0644\u0640 \u062a\u0634\u063a\u064a\u0644 Ollama VPS<\/a><\/li><li><a href=\"#section-5\">\u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0646\u0627\u0633\u0628<\/a><\/li><li><a href=\"#section-6\">\u062a\u0634\u063a\u064a\u0644 Ollama VPS \u0639\u0644\u0649 Ubuntu Server<\/a><\/li><li><a href=\"#section-7\">\u062a\u0634\u063a\u064a\u0644 Ollama VPS \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Docker<\/a><\/li><li><a href=\"#section-8\">\u062a\u0634\u063a\u064a\u0644 Ollama VPS \u0645\u0639 \u0623\u0648\u0644 \u0646\u0645\u0648\u0630\u062c (<a href=\"https:\/\/llama.meta.com\/\" target=\"_blank\" rel=\"noopener\">Llama 3<\/a>, DeepSeek)<\/a><\/li><li><a href=\"#section-9\">\u0627\u0633\u062a\u062e\u062f\u0627\u0645 API \u0644\u0640 \u062a\u0634\u063a\u064a\u0644 Ollama VPS<\/a><\/li><li><a href=\"#section-10\">\u0631\u0628\u0637 Ollama \u0628\u0640 Open WebUI<\/a><\/li><li><a href=\"#section-11\">\u062a\u062d\u0633\u064a\u0646 \u0623\u062f\u0627\u0621 \u062a\u0634\u063a\u064a\u0644 Ollama VPS<\/a><\/li><li><a href=\"#section-12\">\u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u064a\u0646 GPU \u0648 CPU \u0644\u0640 \u062a\u0634\u063a\u064a\u0644 Ollama VPS<\/a><\/li><li><a href=\"#section-13\">\u0627\u0644\u0623\u0645\u0627\u0646 \u0648\u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629 \u0641\u064a \u062a\u0634\u063a\u064a\u0644 Ollama VPS<\/a><\/li><li><a href=\"#section-14\">\u0627\u0644\u062e\u0644\u0627\u0635\u0629<\/a><\/li><li><a href=\"#section-15\">\u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629<\/a><\/li><\/ul><\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"section-2\">\u0645\u0627 \u0647\u0648 Ollama \u0648\u0644\u0645\u0627\u0630\u0627 \u062a\u0633\u062a\u062e\u062f\u0645\u0647<\/h2>\n\n\n\n<p>Ollama \u0647\u0648 \u0625\u0637\u0627\u0631 \u0639\u0645\u0644 \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631 \u064a\u0628\u0633\u0651\u0637 \u0639\u0645\u0644\u064a\u0629 \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0645\u062d\u0644\u064a\u0627\u064b \u0639\u0644\u0649 \u062c\u0647\u0627\u0632\u0643 \u0623\u0648 \u062e\u0627\u062f\u0645\u0643 \u0627\u0644\u062e\u0627\u0635. \u064a\u0642\u0648\u0645 Ollama \u0628\u062f\u0648\u0631 \u0627\u0644\u0648\u0633\u064a\u0637 \u0627\u0644\u0630\u064a \u064a\u062f\u064a\u0631 \u062a\u062d\u0645\u064a\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c\u060c \u0636\u0628\u0637 \u0627\u0644\u0625\u0639\u062f\u0627\u062f\u0627\u062a\u060c \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0630\u0627\u0643\u0631\u0629\u060c \u0648\u062a\u0648\u0641\u064a\u0631 API \u0645\u0648\u062d\u062f \u0644\u0643\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c. \u0642\u0628\u0644 \u0638\u0647\u0648\u0631 Ollama\u060c \u0643\u0627\u0646 \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0648\u0630\u062c \u0644\u063a\u0648\u064a \u0645\u062d\u0644\u064a\u0627\u064b \u064a\u062a\u0637\u0644\u0628 \u062e\u0628\u0631\u0629 \u0639\u0645\u064a\u0642\u0629 \u0641\u064a Python \u0648 PyTorch \u0648 CUDA \u0648\u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u0625\u0639\u062f\u0627\u062f\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629. \u0645\u0639 Ollama\u060c \u062a\u0633\u062a\u0637\u064a\u0639 \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0648\u0630\u062c \u0628\u062d\u062c\u0645 70 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0627\u0645\u0644 \u0628\u0623\u0645\u0631 \u0648\u0627\u062d\u062f \u0628\u0633\u064a\u0637. \u0644\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0631\u0633\u0645\u064a\u0629.<\/p>\n\n\n\n<p>\u0644\u0645\u0627\u0630\u0627 \u064a\u0641\u0636\u0644 \u0627\u0644\u0646\u0627\u0633 \u062a\u0634\u063a\u064a\u0644 Ollama VPS \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u062f\u0645\u0627\u062a \u0633\u062d\u0627\u0628\u064a\u0629 \u062c\u0627\u0647\u0632\u0629 \u0645\u062b\u0644 ChatGPT\u061f \u0627\u0644\u0623\u0633\u0628\u0627\u0628 \u0645\u062a\u0639\u062f\u062f\u0629 \u0648\u0642\u0648\u064a\u0629. \u0623\u0648\u0644\u0627\u064b\u060c \u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629 \u0627\u0644\u0643\u0627\u0645\u0644\u0629: \u0628\u064a\u0627\u0646\u0627\u062a\u0643 \u0648\u0645\u062d\u0627\u062f\u062b\u0627\u062a\u0643 \u0644\u0627 \u062a\u062e\u0631\u062c \u0645\u0646 \u0633\u064a\u0631\u0641\u0631\u0643\u060c \u0644\u0627 \u062a\u064f\u0631\u0633\u0644 \u0644\u0634\u0631\u0643\u0627\u062a \u062e\u0627\u0631\u062c\u064a\u0629\u060c \u0648\u0644\u0627 \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0644\u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0627\u0630\u062c \u062a\u062c\u0627\u0631\u064a\u0629. \u062b\u0627\u0646\u064a\u0627\u064b\u060c \u0639\u062f\u0645 \u0648\u062c\u0648\u062f \u062d\u062f\u0648\u062f \u0627\u0633\u062a\u062e\u062f\u0627\u0645: \u0628\u0639\u062f \u062a\u062b\u0628\u064a\u062a Ollama \u0639\u0644\u0649 VPS \u0642\u0648\u064a\u060c \u064a\u0645\u0643\u0646\u0643 \u0625\u0631\u0633\u0627\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0633\u0627\u0644\u0629 \u062f\u0648\u0646 \u062a\u0643\u0644\u0641\u0629 \u0625\u0636\u0627\u0641\u064a\u0629. \u062b\u0627\u0644\u062b\u0627\u064b\u060c \u0627\u0644\u062a\u062d\u0643\u0645 \u0627\u0644\u0643\u0627\u0645\u0644: \u062a\u062e\u062a\u0627\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u060c \u062a\u0636\u0628\u0637 \u0645\u0639\u0627\u0645\u0644\u0627\u062a\u0647\u060c \u062a\u062e\u0635\u0635\u0647 \u0644\u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a\u0643. \u0631\u0627\u0628\u0639\u0627\u064b\u060c \u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0645\u0639 \u062a\u0637\u0628\u064a\u0642\u0627\u062a\u0643 \u062f\u0648\u0646 \u0642\u064a\u0648\u062f.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"section-3\">\u0645\u0632\u0627\u064a\u0627 \u062a\u0634\u063a\u064a\u0644 Ollama VPS \u0627\u0644\u062e\u0627\u0635 \u0628\u0643<\/h2>\n\n\n\n<p>\u0642\u0631\u0627\u0631 \u062a\u0634\u063a\u064a\u0644 Ollama VPS \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u062c\u0647\u0627\u0632\u0643 \u0627\u0644\u0645\u062d\u0644\u064a \u0623\u0648 \u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0644\u0647 \u0645\u0632\u0627\u064a\u0627 \u0641\u0631\u064a\u062f\u0629. \u0627\u0644\u0633\u064a\u0631\u0641\u0631 \u0645\u062a\u0627\u062d 24\/7 \u0645\u0646 \u0623\u064a \u0645\u0643\u0627\u0646 \u0641\u064a \u0627\u0644\u0639\u0627\u0644\u0645\u060c \u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u064a\u0647 \u0645\u0646 \u062c\u0648\u0627\u0644\u0643\u060c \u062d\u0627\u0633\u0648\u0628\u0643\u060c \u0623\u0648 \u0645\u0646 \u0623\u064a \u062a\u0637\u0628\u064a\u0642 \u0645\u062a\u0643\u0627\u0645\u0644. \u0644\u0627 \u062f\u0627\u0639\u064a \u0644\u0625\u0628\u0642\u0627\u0621 \u062c\u0647\u0627\u0632\u0643 \u0645\u0634\u063a\u0644\u0627\u064b \u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c. \u0643\u0630\u0644\u0643 VPS \u064a\u0648\u0641\u0631 \u0645\u0648\u0627\u0631\u062f \u0645\u062e\u0635\u0635\u0629 \u0644\u0627 \u062a\u0646\u0627\u0641\u0633 \u0639\u0644\u064a\u0647\u0627 \u0645\u0639 \u062a\u0637\u0628\u064a\u0642\u0627\u062a\u0643 \u0627\u0644\u0623\u062e\u0631\u0649\u060c \u0645\u0645\u0627 \u064a\u0636\u0645\u0646 \u0623\u062f\u0627\u0621\u064b \u062b\u0627\u0628\u062a\u0627\u064b. \u0623\u062e\u064a\u0631\u0627\u064b\u060c VPS \u064a\u0645\u0643\u0646\u0647 \u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0639\u062f\u0629 \u0646\u0645\u0627\u0630\u062c \u0645\u0639\u0627\u064b \u0648\u0645\u0634\u0627\u0631\u0643\u062a\u0647\u0627 \u0645\u0639 \u0641\u0631\u064a\u0642\u0643 \u0623\u0648 \u0639\u0645\u0644\u0627\u0626\u0643 \u0628\u0633\u0647\u0648\u0644\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u064a\u0646 \u0627\u0644\u062e\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u062b\u0644\u0627\u062b\u0629<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Ollama \u0639\u0644\u0649 \u062c\u0647\u0627\u0632\u0643:<\/strong> \u0645\u062c\u0627\u0646\u064a \u0644\u0643\u0646 \u064a\u0633\u062a\u0647\u0644\u0643 \u0645\u0648\u0627\u0631\u062f \u062c\u0647\u0627\u0632\u0643 \u0648\u0645\u062d\u062f\u0648\u062f \u0627\u0644\u0648\u0635\u0648\u0644<\/li>\n\n\n\n<li><strong>Ollama \u0639\u0644\u0649 VPS:<\/strong> \u062a\u0648\u0627\u0632\u0646 \u0645\u062b\u0627\u0644\u064a \u0628\u064a\u0646 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0648\u0627\u0644\u0623\u062f\u0627\u0621 \u0648\u0627\u0644\u0645\u0631\u0648\u0646\u0629<\/li>\n\n\n\n<li><strong>\u062e\u062f\u0645\u0627\u062a API \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629:<\/strong> \u0623\u0633\u0647\u0644 \u0644\u0643\u0646 \u0623\u063a\u0644\u0649 \u0648\u0623\u0642\u0644 \u062e\u0635\u0648\u0635\u064a\u0629<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u062d\u0627\u0644\u0627\u062a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u062b\u0627\u0644\u064a\u0629 \u0644\u0640 Ollama VPS<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u0645\u0647\u0627\u0645 \u0641\u064a \u0627\u0644\u0634\u0631\u0643\u0629 \u062f\u0648\u0646 \u0643\u0634\u0641 \u0628\u064a\u0627\u0646\u0627\u062a \u0633\u0631\u064a\u0629<\/li>\n\n\n\n<li>\u0628\u0646\u0627\u0621 \u062a\u0637\u0628\u064a\u0642\u0627\u062a SaaS \u0645\u0639 \u0645\u064a\u0632\u0627\u062a \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/li>\n\n\n\n<li>chatbot \u062f\u0627\u062e\u0644\u064a \u0644\u0644\u0645\u0648\u0638\u0641\u064a\u0646<\/li>\n\n\n\n<li>\u062a\u062d\u0644\u064a\u0644 \u0648\u062b\u0627\u0626\u0642 \u062d\u0633\u0627\u0633\u0629 \u0642\u0627\u0646\u0648\u0646\u064a\u0627\u064b \u0648\u0637\u0628\u064a\u0627\u064b<\/li>\n\n\n\n<li>\u0623\u0628\u062d\u0627\u062b \u0648\u062a\u0637\u0648\u064a\u0631 \u0646\u0645\u0627\u0630\u062c \u0645\u062e\u0635\u0635\u0629<\/li>\n\n\n\n<li>\u062a\u0648\u0644\u064a\u062f \u0645\u062d\u062a\u0648\u0649 \u0644\u0644\u0645\u062f\u0648\u0646\u0627\u062a \u0648\u0627\u0644\u0645\u0648\u0627\u0642\u0639<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"section-4\">\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0633\u064a\u0631\u0641\u0631 \u0644\u0640 \u062a\u0634\u063a\u064a\u0644 Ollama VPS<\/h2>\n\n\n\n<p>\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0633\u064a\u0631\u0641\u0631 \u0644\u0640 \u062a\u0634\u063a\u064a\u0644 Ollama VPS \u062a\u062e\u062a\u0644\u0641 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u062d\u0633\u0628 \u062d\u062c\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0630\u064a \u062a\u062e\u0637\u0637 \u0644\u062a\u0634\u063a\u064a\u0644\u0647. \u0627\u0644\u0642\u0627\u0639\u062f\u0629 \u0627\u0644\u0630\u0647\u0628\u064a\u0629: \u062d\u062c\u0645 RAM \u0627\u0644\u0645\u0637\u0644\u0648\u0628 \u064a\u0633\u0627\u0648\u064a \u062a\u0642\u0631\u064a\u0628\u0627\u064b \u0636\u0639\u0641 \u062d\u062c\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c. \u0627\u0644\u0646\u0645\u0648\u0630\u062c 7B (\u0633\u0628\u0639\u0629 \u0645\u0644\u064a\u0627\u0631\u0627\u062a \u0645\u0639\u0627\u0645\u0644) \u064a\u062d\u062a\u0627\u062c 8GB RAM \u0639\u0644\u0649 \u0627\u0644\u0623\u0642\u0644 \u0644\u0623\u062f\u0627\u0621 \u0645\u0639\u0642\u0648\u0644\u060c \u0627\u0644\u0646\u0645\u0648\u0630\u062c 13B \u064a\u062d\u062a\u0627\u062c 16GB\u060c \u0627\u0644\u0646\u0645\u0648\u0630\u062c 70B \u064a\u062d\u062a\u0627\u062c 64GB \u0623\u0648 \u0623\u0643\u062b\u0631. \u0628\u062f\u0648\u0646 GPU\u060c \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u062a\u0639\u0645\u0644 \u0628\u0633\u0631\u0639\u0629 \u0645\u0639\u0642\u0648\u0644\u0629 \u0639\u0644\u0649 CPU \u062d\u062f\u064a\u062b\u060c \u0644\u0643\u0646 \u0644\u062a\u0633\u0631\u064a\u0639 10-20 \u0645\u0631\u0629 \u062a\u062d\u062a\u0627\u062c GPU \u0628\u0640 VRAM \u0643\u0627\u0641\u064a\u0629 \u0644\u062a\u062d\u0645\u064a\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0643\u0627\u0645\u0644\u0627\u064b.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0627\u0644\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u062d\u0633\u0628 \u062d\u062c\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0646\u0645\u0627\u0630\u062c 1-3B:<\/strong> 4GB RAM\u060c 2 cores CPU\u060c 5GB \u062a\u062e\u0632\u064a\u0646 &#8211; \u0645\u0646\u0627\u0633\u0628 \u0644\u0640 VPS \u0635\u063a\u064a\u0631<\/li>\n\n\n\n<li><strong>\u0646\u0645\u0627\u0630\u062c 7B:<\/strong> 8GB RAM\u060c 4 cores CPU\u060c 10GB \u062a\u062e\u0632\u064a\u0646 &#8211; VPS \u0645\u062a\u0648\u0633\u0637<\/li>\n\n\n\n<li><strong>\u0646\u0645\u0627\u0630\u062c 13B:<\/strong> 16GB RAM\u060c 8 cores CPU\u060c 20GB \u062a\u062e\u0632\u064a\u0646 &#8211; VPS \u0642\u0648\u064a<\/li>\n\n\n\n<li><strong>\u0646\u0645\u0627\u0630\u062c 30-34B:<\/strong> 32GB RAM\u060c 16 cores\u060c 50GB \u062a\u062e\u0632\u064a\u0646 &#8211; \u0633\u064a\u0631\u0641\u0631 \u0645\u062e\u0635\u0635<\/li>\n\n\n\n<li><strong>\u0646\u0645\u0627\u0630\u062c 70B+:<\/strong> 64GB+ RAM\u060c GPU 24GB+ VRAM\u060c 100GB+ \u062a\u062e\u0632\u064a\u0646 &#8211; \u0628\u0646\u064a\u0629 \u0645\u062a\u0642\u062f\u0645\u0629<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0625\u0636\u0627\u0641\u064a\u0629 \u0645\u0647\u0645\u0629<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0646\u0638\u0627\u0645 \u062a\u0634\u063a\u064a\u0644: Ubuntu 22.04 LTS \u0623\u0648 \u0623\u062d\u062f\u062b (\u0645\u0648\u0635\u0649 \u0628\u0647)<\/li>\n\n\n\n<li>Linux kernel: 5.10 \u0623\u0648 \u0623\u062d\u062f\u062b \u0644\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0623\u0645\u062b\u0644<\/li>\n\n\n\n<li>\u062a\u062e\u0632\u064a\u0646 SSD \u0623\u0648 NVMe \u0644\u062a\u062d\u0645\u064a\u0644 \u0633\u0631\u064a\u0639 \u0644\u0644\u0646\u0645\u0627\u0630\u062c<\/li>\n\n\n\n<li>\u0639\u0631\u0636 \u0646\u0637\u0627\u0642 \u062a\u0631\u062f\u062f\u064a \u062c\u064a\u062f \u0644\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0627\u0644\u0633\u0631\u064a\u0639\u0629 \u0639\u0628\u0631 API<\/li>\n\n\n\n<li>swap memory \u0645\u0641\u0639\u0644 (\u0645\u0633\u0627\u0648\u064a \u0644\u062d\u062c\u0645 RAM \u0639\u0644\u0649 \u0627\u0644\u0623\u0642\u0644)<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"section-5\">\u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0646\u0627\u0633\u0628 (Llama 3, Mistral, Gemma)<\/h2>\n\n\n\n<p>\u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0646\u0627\u0633\u0628 \u0644\u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a\u0643 \u0647\u0648 \u0623\u0647\u0645 \u0642\u0631\u0627\u0631 \u0641\u064a \u062a\u0634\u063a\u064a\u0644 Ollama VPS. \u0647\u0646\u0627\u0643 \u0639\u0634\u0631\u0627\u062a \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631\u060c \u0643\u0644 \u0645\u0646\u0647\u0627 \u0644\u0647 \u0646\u0642\u0627\u0637 \u0642\u0648\u0629 \u0648\u0636\u0639\u0641. \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0643\u0628\u0631 \u0644\u064a\u0633\u062a \u062f\u0627\u0626\u0645\u0627\u064b \u0623\u0641\u0636\u0644\u060c \u062e\u0627\u0635\u0629 \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0645\u0648\u0627\u0631\u062f \u0633\u064a\u0631\u0641\u0631\u0643 \u0645\u062d\u062f\u0648\u062f\u0629. \u0646\u0645\u0648\u0630\u062c 7B \u0645\u062d\u0633\u0651\u0646 \u0642\u062f \u064a\u062a\u0641\u0648\u0642 \u0639\u0644\u0649 \u0646\u0645\u0648\u0630\u062c 70B \u0639\u0627\u0645 \u0641\u064a \u0645\u0647\u0645\u0629 \u0645\u062d\u062f\u062f\u0629. \u0644\u0645\u0639\u0631\u0641\u0629 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062a\u0627\u062d\u0629 \u0648\u0622\u062e\u0631 \u0627\u0644\u062a\u062d\u062f\u064a\u062b\u0627\u062a\u060c \u064a\u0645\u0643\u0646\u0643 \u0632\u064a\u0627\u0631\u0629 \u0635\u0641\u062d\u0629 Ollama \u0639\u0644\u0649 GitHub \u0627\u0644\u0631\u0633\u0645\u064a\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0623\u0628\u0631\u0632 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062a\u0627\u062d\u0629 \u0644\u0640 Ollama \u0641\u064a 2026<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Llama 3.3 (Meta):<\/strong> \u0627\u0644\u0623\u062d\u062f\u062b \u0645\u0646 \u0645\u064a\u062a\u0627\u060c \u062a\u0648\u0627\u0632\u0646 \u0645\u0645\u062a\u0627\u0632 \u0628\u064a\u0646 \u0627\u0644\u0623\u062f\u0627\u0621 \u0648\u0627\u0644\u062d\u062c\u0645\u060c \u0623\u062d\u062c\u0627\u0645 8B \u0648 70B<\/li>\n\n\n\n<li><strong>Mistral 7B:<\/strong> \u0633\u0631\u064a\u0639 \u062c\u062f\u0627\u064b \u0648\u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0644\u063a\u0627\u062a\u060c \u062c\u064a\u062f \u0644\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0639\u0627\u0645\u0629<\/li>\n\n\n\n<li><strong>Gemma 2 (Google):<\/strong> \u0645\u0646 Google\u060c \u0623\u062d\u062c\u0627\u0645 2B \u0648 9B \u0648 27B<\/li>\n\n\n\n<li><strong>DeepSeek Coder:<\/strong> \u0627\u0644\u0623\u0641\u0636\u0644 \u0644\u0644\u0628\u0631\u0645\u062c\u0629\u060c \u064a\u062f\u0639\u0645 80+ \u0644\u063a\u0629 \u0628\u0631\u0645\u062c\u0629<\/li>\n\n\n\n<li><strong>Qwen 2.5:<\/strong> \u0645\u0645\u062a\u0627\u0632 \u0644\u0644\u063a\u0629 \u0627\u0644\u0639\u0631\u0628\u064a\u0629\u060c \u0623\u062d\u062c\u0627\u0645 \u0645\u062a\u0639\u062f\u062f\u0629<\/li>\n\n\n\n<li><strong>Phi 3 (Microsoft):<\/strong> \u0635\u063a\u064a\u0631 \u0644\u0643\u0646 \u0642\u0648\u064a\u060c 3.8B \u0641\u0642\u0637<\/li>\n\n\n\n<li><strong>Mixtral 8x7B:<\/strong> Mixture of Experts\u060c \u0623\u062f\u0627\u0621 \u0642\u0648\u064a \u062c\u062f\u0627\u064b<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u0623\u062f\u0627\u0621 \u062d\u0633\u0628 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0644\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u0627\u0644\u0639\u0627\u0645\u0629:<\/strong> Llama 3.3 8B \u0623\u0648 Mistral 7B<\/li>\n\n\n\n<li><strong>\u0644\u0644\u0628\u0631\u0645\u062c\u0629:<\/strong> DeepSeek Coder 33B \u0623\u0648 Codellama 13B<\/li>\n\n\n\n<li><strong>\u0644\u0644\u0639\u0631\u0628\u064a\u0629:<\/strong> Qwen 2.5 14B \u0623\u0648 Aya 23B<\/li>\n\n\n\n<li><strong>\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0646\u0635\u0648\u0635 \u0627\u0644\u0637\u0648\u064a\u0644\u0629:<\/strong> Llama 3.3 70B<\/li>\n\n\n\n<li><strong>\u0644\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u0645\u062d\u062f\u0648\u062f\u0629:<\/strong> Phi 3 Mini \u0623\u0648 Gemma 2B<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"section-6\">\u062a\u0634\u063a\u064a\u0644 Ollama VPS \u0639\u0644\u0649 Ubuntu Server<\/h2>\n\n\n\n<p>\u062a\u062b\u0628\u064a\u062a Ollama VPS \u0639\u0644\u0649 Ubuntu Server \u0645\u0646 \u0623\u0628\u0633\u0637 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0641\u064a \u0639\u0627\u0644\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a. \u0633\u0643\u0631\u0628\u062a \u0627\u0644\u062a\u062b\u0628\u064a\u062a \u0627\u0644\u0631\u0633\u0645\u064a \u064a\u0642\u0648\u0645 \u0628\u0643\u0644 \u0634\u064a\u0621 \u0622\u0644\u064a\u0627\u064b: \u064a\u0643\u062a\u0634\u0641 \u0646\u0638\u0627\u0645\u0643\u060c \u064a\u062d\u0645\u0651\u0644 \u0627\u0644\u0625\u0635\u062f\u0627\u0631 \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u060c \u064a\u0643\u0648\u0651\u0646 \u0627\u0644\u062e\u062f\u0645\u0629\u060c \u0648\u064a\u0641\u0639\u0651\u0644 \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u062a\u0644\u0642\u0627\u0626\u064a \u0639\u0646\u062f \u0625\u0642\u0644\u0627\u0639 \u0627\u0644\u0633\u064a\u0631\u0641\u0631. \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0643\u0627\u0645\u0644\u0629 \u062a\u0633\u062a\u063a\u0631\u0642 \u062f\u0642\u0627\u0626\u0642 \u0645\u0639\u062f\u0648\u062f\u0629 \u0639\u0644\u0649 VPS \u0639\u0627\u062f\u064a. \u0628\u0639\u062f \u0627\u0644\u062a\u062b\u0628\u064a\u062a\u060c \u064a\u0635\u0628\u062d Ollama \u0645\u062a\u0627\u062d\u0627\u064b \u0643\u062e\u062f\u0645\u0629 \u0646\u0638\u0627\u0645 \u0645\u0639 API \u064a\u0633\u062a\u0645\u0639 \u0639\u0644\u0649 \u0627\u0644\u0645\u0646\u0641\u0630 11434.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0627\u0644\u062a\u062b\u0628\u064a\u062a \u0627\u0644\u0633\u0631\u064a\u0639 \u0628\u0623\u0645\u0631 \u0648\u0627\u062d\u062f<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code># \u0627\u0644\u062a\u062b\u0628\u064a\u062a \u0627\u0644\u0631\u0633\u0645\u064a \u0628\u0623\u0645\u0631 \u0648\u0627\u062d\u062f\ncurl -fsSL https:\/\/ollama.com\/install.sh | sh\n\n# \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0646\u062c\u0627\u062d \u0627\u0644\u062a\u062b\u0628\u064a\u062a\nollama --version\n\n# \u0639\u0631\u0636 \u062d\u0627\u0644\u0629 \u0627\u0644\u062e\u062f\u0645\u0629\nsystemctl status ollama\n\n# \u0625\u0639\u0627\u062f\u0629 \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u062e\u062f\u0645\u0629 \u0625\u0630\u0627 \u0644\u0632\u0645\nsudo systemctl restart ollama\n\n# \u062a\u0641\u0639\u064a\u0644 \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u062a\u0644\u0642\u0627\u0626\u064a\nsudo systemctl enable ollama<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u0627\u0644\u062a\u062b\u0628\u064a\u062a \u0627\u0644\u064a\u062f\u0648\u064a \u0644\u0644\u062a\u062d\u0643\u0645 \u0627\u0644\u0643\u0627\u0645\u0644<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code># 1. \u0625\u0646\u0634\u0627\u0621 \u0645\u0633\u062a\u062e\u062f\u0645 Ollama\nsudo useradd -r -s \/bin\/false -m -d \/usr\/share\/ollama ollama\n\n# 2. \u062a\u062d\u0645\u064a\u0644 \u0627\u0644\u0628\u0627\u064a\u0646\u0627\u0631\u064a\nsudo curl -L https:\/\/ollama.com\/download\/ollama-linux-amd64 \\\n  -o \/usr\/bin\/ollama\nsudo chmod +x \/usr\/bin\/ollama\n\n# 3. \u0625\u0646\u0634\u0627\u0621 \u0645\u0644\u0641 \u0627\u0644\u062e\u062f\u0645\u0629\nsudo tee \/etc\/systemd\/system\/ollama.service &lt;&lt;EOF\n&#91;Unit]\nDescription=Ollama Service\nAfter=network-online.target\n\n&#91;Service]\nExecStart=\/usr\/bin\/ollama serve\nUser=ollama\nGroup=ollama\nRestart=always\nRestartSec=3\nEnvironment=\"OLLAMA_HOST=0.0.0.0:11434\"\nEnvironment=\"OLLAMA_MODELS=\/var\/ollama\/models\"\nEnvironment=\"OLLAMA_NUM_PARALLEL=4\"\nEnvironment=\"OLLAMA_MAX_LOADED_MODELS=2\"\n\n&#91;Install]\nWantedBy=default.target\nEOF\n\n# 4. \u062a\u0641\u0639\u064a\u0644 \u0648\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u062e\u062f\u0645\u0629\nsudo systemctl daemon-reload\nsudo systemctl enable ollama\nsudo systemctl start ollama\n\n# 5. \u0641\u062a\u062d \u0627\u0644\u0645\u0646\u0641\u0630 \u0641\u064a \u0627\u0644\u062c\u062f\u0627\u0631 \u0627\u0644\u0646\u0627\u0631\u064a\nsudo ufw allow 11434\/tcp<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"section-7\">\u062a\u0634\u063a\u064a\u0644 Ollama VPS \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Docker<\/h2>\n\n\n\n<p>\u0627\u0644\u062a\u062b\u0628\u064a\u062a \u0639\u0628\u0631 Docker \u0647\u0648 \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0645\u0641\u0636\u0644 \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u064a\u0646 \u0627\u0644\u0630\u064a\u0646 \u064a\u0631\u064a\u062f\u0648\u0646 \u0639\u0632\u0644 \u0627\u0644\u0628\u064a\u0626\u0629\u060c \u0633\u0647\u0648\u0644\u0629 \u0627\u0644\u062a\u062d\u062f\u064a\u062b\u060c \u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u062a\u0634\u063a\u064a\u0644 \u0639\u062f\u0629 instances \u0645\u0646 Ollama\u060c \u0648\u062f\u0645\u062c \u0627\u0644\u0646\u0638\u0627\u0645 \u0645\u0639 \u0628\u0627\u0642\u064a \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629. Docker \u064a\u0648\u0641\u0631 \u0637\u0631\u064a\u0642\u0629 \u0646\u0638\u064a\u0641\u0629 \u0644\u0625\u062f\u0627\u0631\u0629 Ollama VPS\u060c \u062e\u0627\u0635\u0629 \u0639\u0646\u062f \u0627\u0644\u0639\u0645\u0644 \u0645\u0639 \u0639\u062f\u0629 \u0645\u0634\u0627\u0631\u064a\u0639 \u0623\u0648 \u0627\u062d\u062a\u064a\u0627\u062c \u0644\u0627\u0633\u062a\u0646\u0633\u0627\u062e \u0627\u0644\u0625\u0639\u062f\u0627\u062f\u0627\u062a \u0628\u0633\u0631\u0639\u0629. \u0627\u0644\u0635\u0648\u0631\u0629 \u0627\u0644\u0631\u0633\u0645\u064a\u0629 \u0644\u0640 Ollama \u0645\u062a\u0627\u062d\u0629 \u0639\u0644\u0649 Docker Hub \u0648\u0645\u062d\u062f\u062b\u0629 \u0628\u0627\u0633\u062a\u0645\u0631\u0627\u0631.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u062a\u0634\u063a\u064a\u0644 Ollama \u0641\u064a Docker<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code># \u062a\u062b\u0628\u064a\u062a Docker \u0639\u0644\u0649 Ubuntu \u0623\u0648\u0644\u0627\u064b\ncurl -fsSL https:\/\/get.docker.com | sh\n\n# \u062a\u0634\u063a\u064a\u0644 Ollama \u0641\u064a Docker (CPU only)\ndocker run -d \\\n  --name ollama \\\n  --restart always \\\n  -p 11434:11434 \\\n  -v ollama:\/root\/.ollama \\\n  ollama\/ollama\n\n# \u062a\u0634\u063a\u064a\u0644 \u0645\u0639 GPU (NVIDIA)\ndocker run -d \\\n  --gpus=all \\\n  --name ollama-gpu \\\n  --restart always \\\n  -p 11434:11434 \\\n  -v ollama:\/root\/.ollama \\\n  ollama\/ollama\n\n# \u0633\u062d\u0628 \u0646\u0645\u0648\u0630\u062c \u0648\u062a\u0634\u063a\u064a\u0644\u0647 \u062f\u0627\u062e\u0644 \u0627\u0644\u062d\u0627\u0648\u064a\u0629\ndocker exec -it ollama ollama pull llama3.3\ndocker exec -it ollama ollama run llama3.3 \"Hello world\"\n\n# \u0639\u0631\u0636 \u0627\u0644\u0633\u062c\u0644\u0627\u062a\ndocker logs -f ollama\n\n# \u062a\u062d\u062f\u064a\u062b Ollama\ndocker pull ollama\/ollama\ndocker stop ollama\ndocker rm ollama\n# \u062b\u0645 \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0623\u0645\u0631 \u0627\u0644\u0623\u0648\u0644 \u0645\u0631\u0629 \u0623\u062e\u0631\u0649<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Docker Compose<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code># \u0645\u0644\u0641 docker-compose.yml\nversion: '3.8'\n\nservices:\n  ollama:\n    image: ollama\/ollama:latest\n    container_name: ollama\n    restart: unless-stopped\n    ports:\n      - \"11434:11434\"\n    volumes:\n      - .\/ollama_data:\/root\/.ollama\n    environment:\n      - OLLAMA_HOST=0.0.0.0\n      - OLLAMA_NUM_PARALLEL=4\n      - OLLAMA_MAX_LOADED_MODELS=2\n    deploy:\n      resources:\n        reservations:\n          devices:\n            - driver: nvidia\n              count: all\n              capabilities: &#91;gpu]\n\n  webui:\n    image: ghcr.io\/open-webui\/open-webui:main\n    container_name: open-webui\n    restart: unless-stopped\n    ports:\n      - \"3000:8080\"\n    volumes:\n      - .\/webui_data:\/app\/backend\/data\n    environment:\n      - OLLAMA_BASE_URL=http:\/\/ollama:11434\n    depends_on:\n      - ollama\n\n# \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u062e\u062f\u0645\u062a\u064a\u0646\ndocker compose up -d<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"section-8\">\u062a\u0634\u063a\u064a\u0644 Ollama VPS \u0645\u0639 \u0623\u0648\u0644 \u0646\u0645\u0648\u0630\u062c (Llama 3, DeepSeek)<\/h2>\n\n\n\n<p>\u0627\u0644\u0622\u0646 \u0648\u0642\u062f \u062b\u0628\u062a\u0646\u0627 Ollama VPS \u0628\u0646\u062c\u0627\u062d\u060c \u062d\u0627\u0646 \u0648\u0642\u062a \u062a\u0646\u0632\u064a\u0644 \u0623\u0648\u0644 \u0646\u0645\u0648\u0630\u062c \u0648\u062a\u062c\u0631\u0628\u062a\u0647. \u0639\u0645\u0644\u064a\u0629 \u062a\u062d\u0645\u064a\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0633\u064a\u0637\u0629 \u062c\u062f\u0627\u064b\u060c \u062a\u062d\u062a\u0627\u062c \u0641\u0642\u0637 \u0645\u0639\u0631\u0641\u0629 \u0627\u0633\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c. Ollama \u064a\u062f\u064a\u0631 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u062d\u0645\u064a\u0644 \u0622\u0644\u064a\u0627\u064b\u060c \u064a\u062a\u062d\u0642\u0642 \u0645\u0646 \u0633\u0644\u0627\u0645\u0629 \u0627\u0644\u0645\u0644\u0641\u0627\u062a\u060c \u0648\u064a\u062e\u0632\u0646\u0647\u0627 \u0641\u064a \u0645\u0643\u0627\u0646 \u0645\u0631\u0643\u0632\u064a. \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0642\u062f \u062a\u0633\u062a\u063a\u0631\u0642 \u0648\u0642\u062a\u0627\u064b \u0644\u0644\u062a\u062d\u0645\u064a\u0644 (\u0628\u0636\u0639\u0629 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a)\u060c \u0644\u0630\u0627 \u062a\u0623\u0643\u062f \u0645\u0646 \u062c\u0648\u062f\u0629 \u0627\u062a\u0635\u0627\u0644 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a \u0644\u0633\u064a\u0631\u0641\u0631\u0643.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u062a\u062d\u0645\u064a\u0644 \u0648\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code># \u062a\u062d\u0645\u064a\u0644 \u0646\u0645\u0648\u0630\u062c Llama 3.3\nollama pull llama3.3\n\n# \u062a\u062d\u0645\u064a\u0644 \u0646\u0633\u062e\u0629 \u0628\u062d\u062c\u0645 \u0645\u062d\u062f\u062f (4-bit quantized \u0623\u0635\u063a\u0631)\nollama pull llama3.3:8b-instruct-q4_K_M\n\n# \u062a\u062d\u0645\u064a\u0644 DeepSeek \u0644\u0644\u0628\u0631\u0645\u062c\u0629\nollama pull deepseek-coder:33b\n\n# \u062a\u062d\u0645\u064a\u0644 Qwen \u0644\u0644\u0639\u0631\u0628\u064a\u0629\nollama pull qwen2.5:14b\n\n# \u0639\u0631\u0636 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062b\u0628\u062a\u0629\nollama list\n\n# \u062a\u0634\u063a\u064a\u0644 \u0645\u062d\u0627\u062f\u062b\u0629 \u062a\u0641\u0627\u0639\u0644\u064a\u0629\nollama run llama3.3\n\n# \u062a\u0634\u063a\u064a\u0644 \u0623\u0645\u0631 \u0648\u0627\u062d\u062f \u0648\u0627\u0644\u062e\u0631\u0648\u062c\nollama run llama3.3 \"\u0627\u0634\u0631\u062d \u0644\u064a \u0645\u0641\u0647\u0648\u0645 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0643\u0627\u0626\u0646\u064a\u0629\"\n\n# \u062d\u0630\u0641 \u0646\u0645\u0648\u0630\u062c \u0644\u062a\u0648\u0641\u064a\u0631 \u0645\u0633\u0627\u062d\u0629\nollama rm llama3.3:70b\n\n# \u0639\u0631\u0636 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0646\u0645\u0648\u0630\u062c\nollama show llama3.3<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u0625\u0646\u0634\u0627\u0621 \u0646\u0645\u0648\u0630\u062c \u0645\u062e\u0635\u0635 \u0628\u0640 Modelfile<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code># \u0625\u0646\u0634\u0627\u0621 \u0645\u0644\u0641 Modelfile \u0644\u0646\u0645\u0648\u0630\u062c \u0645\u062e\u0635\u0635\ncat &gt; Modelfile &lt;&lt;EOF\nFROM llama3.3\n\n# \u0636\u0628\u0637 \u062f\u0631\u062c\u0629 \u0627\u0644\u062d\u0631\u0627\u0631\u0629 (\u0627\u0644\u0625\u0628\u062f\u0627\u0639)\nPARAMETER temperature 0.7\n\n# \u0637\u0648\u0644 \u0627\u0644\u0633\u064a\u0627\u0642\nPARAMETER num_ctx 8192\n\n# \u0646\u0638\u0627\u0645 prompt \u0645\u062e\u0635\u0635\nSYSTEM \"\"\"\n\u0623\u0646\u062a \u0645\u0633\u0627\u0639\u062f \u0630\u0643\u064a \u0645\u062a\u062e\u0635\u0635 \u0641\u064a \u0627\u0644\u062f\u0639\u0645 \u0627\u0644\u0641\u0646\u064a \u0644\u0645\u0648\u0627\u0642\u0639 \u0648\u0648\u0631\u062f\u0628\u0631\u064a\u0633.\n\u0623\u062c\u0628 \u0628\u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0639\u0631\u0628\u064a\u0629 \u0628\u0634\u0643\u0644 \u0627\u062d\u062a\u0631\u0627\u0641\u064a \u0648\u0639\u0645\u0644\u064a.\n\u0642\u062f\u0645 \u0623\u0645\u062b\u0644\u0629 \u0643\u0648\u062f \u062d\u064a\u062b \u064a\u0644\u0632\u0645.\n\"\"\"\nEOF\n\n# \u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u062e\u0635\u0635\nollama create wp-helper -f .\/Modelfile\n\n# \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\nollama run wp-helper \"\u0643\u064a\u0641 \u0623\u062d\u0633\u0646 \u0633\u0631\u0639\u0629 \u0645\u0648\u0642\u0639\u064a\u061f\"<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"section-9\">\u0627\u0633\u062a\u062e\u062f\u0627\u0645 API \u0644\u0640 \u062a\u0634\u063a\u064a\u0644 Ollama VPS<\/h2>\n\n\n\n<p>\u0642\u0648\u0629 Ollama VPS \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 \u062a\u0638\u0647\u0631 \u0639\u0646\u062f \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647 \u0645\u0646 \u062e\u0644\u0627\u0644 API. \u0627\u0644\u0640 API \u064a\u0641\u062a\u062d \u0627\u0644\u0645\u062c\u0627\u0644 \u0644\u062f\u0645\u062c \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0645\u0639 \u062a\u0637\u0628\u064a\u0642\u0627\u062a\u0643 \u0648\u0645\u0648\u0627\u0642\u0639\u0643 \u0648\u0645\u0634\u0627\u0631\u064a\u0639\u0643 \u0628\u0623\u064a \u0644\u063a\u0629 \u0628\u0631\u0645\u062c\u0629. Ollama \u064a\u0648\u0641\u0631 REST API \u0628\u0633\u064a\u0637 \u0648\u0645\u062a\u0648\u0627\u0641\u0642 \u0625\u0644\u0649 \u062d\u062f \u0643\u0628\u064a\u0631 \u0645\u0639 OpenAI API\u060c \u0645\u0645\u0627 \u064a\u0639\u0646\u064a \u0623\u0646 \u0623\u064a \u0645\u0643\u062a\u0628\u0629 \u062a\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 OpenAI \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0645\u0639 Ollama \u0628\u062a\u0639\u062f\u064a\u0644 \u0628\u0633\u064a\u0637 \u0641\u064a \u0639\u0646\u0648\u0627\u0646 \u0627\u0644\u062e\u0627\u062f\u0645. \u0647\u0630\u0627 \u0627\u0644\u062a\u0648\u0627\u0641\u0642 \u064a\u062c\u0639\u0644 \u0627\u0644\u0627\u0646\u062a\u0642\u0627\u0644 \u0645\u0646 ChatGPT API \u0625\u0644\u0649 Ollama \u0633\u0644\u0633\u0627\u064b \u0648\u063a\u064a\u0631 \u0645\u0643\u0644\u0641.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0623\u0645\u062b\u0644\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 API<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code># \u0637\u0644\u0628 \u062a\u0648\u0644\u064a\u062f \u0646\u0635 \u0628\u0640 curl\ncurl http:\/\/localhost:11434\/api\/generate -d '{\n  \"model\": \"llama3.3\",\n  \"prompt\": \"\u0627\u0634\u0631\u062d \u0645\u0627 \u0647\u0648 VPS \u0641\u064a \u062e\u0645\u0633\u0629 \u062c\u0645\u0644\",\n  \"stream\": false,\n  \"options\": {\n    \"temperature\": 0.7,\n    \"top_p\": 0.9,\n    \"num_predict\": 500\n  }\n}'\n\n# \u0637\u0644\u0628 \u0645\u062d\u0627\u062f\u062b\u0629 \u0628\u0646\u0645\u0637 chat\ncurl http:\/\/localhost:11434\/api\/chat -d '{\n  \"model\": \"llama3.3\",\n  \"messages\": &#91;\n    {\"role\": \"system\", \"content\": \"\u0623\u0646\u062a \u0645\u0633\u0627\u0639\u062f \u0645\u0641\u064a\u062f.\"},\n    {\"role\": \"user\", \"content\": \"\u0645\u0627 \u0647\u0648 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u061f\"}\n  ],\n  \"stream\": false\n}'\n\n# \u0639\u0631\u0636 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062a\u0627\u062d\u0629\ncurl http:\/\/localhost:11434\/api\/tags\n\n# \u0625\u0646\u0634\u0627\u0621 embedding\ncurl http:\/\/localhost:11434\/api\/embeddings -d '{\n  \"model\": \"llama3.3\",\n  \"prompt\": \"\u0646\u0635 \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u062a\u0645\u062b\u064a\u0644\u0647 \u0627\u0644\u0631\u064a\u0627\u0636\u064a\"\n}'<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Python \u0645\u0639 Ollama<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code># \u062a\u062b\u0628\u064a\u062a \u0645\u0643\u062a\u0628\u0629 Ollama \u0644\u0640 Python\npip install ollama\n\n# \u0645\u062b\u0627\u0644 \u0623\u0633\u0627\u0633\u064a\nimport ollama\n\nresponse = ollama.chat(\n    model='llama3.3',\n    messages=&#91;\n        {'role': 'system', 'content': '\u0623\u0646\u062a \u0645\u0633\u0627\u0639\u062f \u0645\u0641\u064a\u062f.'},\n        {'role': 'user', 'content': '\u0643\u064a\u0641 \u0623\u062a\u0639\u0644\u0645 \u0627\u0644\u0628\u0631\u0645\u062c\u0629\u061f'}\n    ]\n)\nprint(response&#91;'message']&#91;'content'])\n\n# \u0645\u062b\u0627\u0644 \u0645\u0639 streaming\nstream = ollama.chat(\n    model='llama3.3',\n    messages=&#91;{'role': 'user', 'content': '\u0627\u0634\u0631\u062d \u0627\u0644\u0640 APIs'}],\n    stream=True\n)\nfor chunk in stream:\n    print(chunk&#91;'message']&#91;'content'], end='', flush=True)\n\n# \u0627\u0633\u062a\u062e\u062f\u0627\u0645 OpenAI SDK \u0645\u0639 Ollama\nfrom openai import OpenAI\n\nclient = OpenAI(\n    base_url='http:\/\/localhost:11434\/v1',\n    api_key='ollama'  # \u0623\u064a \u0642\u064a\u0645\u0629\n)\n\nresponse = client.chat.completions.create(\n    model='llama3.3',\n    messages=&#91;{'role': 'user', 'content': '\u0645\u0631\u062d\u0628\u0627'}]\n)\nprint(response.choices&#91;0].message.content)<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"section-10\">\u0631\u0628\u0637 Ollama \u0628\u0640 Open WebUI \u0643\u0648\u0627\u062c\u0647\u0629 ChatGPT<\/h2>\n\n\n\n<p>\u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u062a\u062c\u0631\u0628\u0629 \u0643\u0627\u0645\u0644\u0629 \u0634\u0628\u064a\u0647\u0629 \u0628\u0640 ChatGPT \u0644\u0643\u0646 \u0639\u0644\u0649 \u0633\u064a\u0631\u0641\u0631\u0643 \u0627\u0644\u062e\u0627\u0635\u060c Open WebUI \u0647\u0648 \u0627\u0644\u062d\u0644 \u0627\u0644\u0623\u0645\u062b\u0644. \u0647\u0630\u0647 \u0627\u0644\u0648\u0627\u062c\u0647\u0629 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u062a\u0639\u0637\u064a\u0643 \u062a\u062c\u0631\u0628\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u062d\u062a\u0631\u0627\u0641\u064a\u0629 \u0645\u0639 \u062a\u0627\u0631\u064a\u062e \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0627\u062a\u060c \u062a\u0646\u0638\u064a\u0645 \u0628\u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0627\u062a\u060c \u062f\u0639\u0645 \u0627\u0644\u0635\u0648\u0631 (\u0645\u0639 \u0646\u0645\u0627\u0630\u062c multimodal)\u060c \u062a\u062d\u0645\u064a\u0644 \u0645\u0644\u0641\u0627\u062a \u0644\u0644\u062a\u062d\u0644\u064a\u0644\u060c \u0648\u0625\u062f\u0627\u0631\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646. \u0643\u0644 \u0647\u0630\u0627 \u0645\u0639 \u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0645\u0628\u0627\u0634\u0631 \u0645\u0639 Ollama VPS \u0627\u0644\u0630\u064a \u062b\u0628\u062a\u0646\u0627\u0647. \u0644\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u062a\u062b\u0628\u064a\u062a Open WebUI<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code># \u062a\u0634\u063a\u064a\u0644 Open WebUI \u0639\u0628\u0631 Docker\ndocker run -d \\\n  --name open-webui \\\n  --restart always \\\n  -p 3000:8080 \\\n  --add-host=host.docker.internal:host-gateway \\\n  -v open-webui:\/app\/backend\/data \\\n  -e OLLAMA_BASE_URL=http:\/\/host.docker.internal:11434 \\\n  ghcr.io\/open-webui\/open-webui:main\n\n# \u0627\u0644\u0648\u0635\u0648\u0644 \u0644\u0644\u0648\u0627\u062c\u0647\u0629\n# http:\/\/your-vps-ip:3000\n\n# \u0625\u0639\u062f\u0627\u062f reverse proxy \u0645\u0639 Nginx\nsudo tee \/etc\/nginx\/sites-available\/openwebui &lt;&lt;EOF\nserver {\n    listen 80;\n    server_name ai.yourdomain.com;\n\n    location \/ {\n        proxy_pass http:\/\/localhost:3000;\n        proxy_http_version 1.1;\n        proxy_set_header Upgrade \\$http_upgrade;\n        proxy_set_header Connection \"upgrade\";\n        proxy_set_header Host \\$host;\n        proxy_set_header X-Real-IP \\$remote_addr;\n        proxy_set_header X-Forwarded-For \\$proxy_add_x_forwarded_for;\n        proxy_set_header X-Forwarded-Proto \\$scheme;\n        proxy_read_timeout 86400;\n    }\n}\nEOF\n\nsudo ln -s \/etc\/nginx\/sites-available\/openwebui \\\n  \/etc\/nginx\/sites-enabled\/\nsudo nginx -t\nsudo systemctl reload nginx\n\n# \u0625\u0636\u0627\u0641\u0629 SSL \u0645\u0639 Let's Encrypt\nsudo certbot --nginx -d ai.yourdomain.com<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"section-11\">\u062a\u062d\u0633\u064a\u0646 \u0623\u062f\u0627\u0621 \u062a\u0634\u063a\u064a\u0644 Ollama VPS<\/h2>\n\n\n\n<p>\u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0623\u0642\u0635\u0649 \u0623\u062f\u0627\u0621 \u0645\u0646 \u062a\u0634\u063a\u064a\u0644 Ollama VPS\u060c \u0647\u0646\u0627\u0643 \u0639\u062f\u0629 \u062a\u062d\u0633\u064a\u0646\u0627\u062a \u064a\u0645\u0643\u0646 \u062a\u0637\u0628\u064a\u0642\u0647\u0627 \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0646\u0638\u0627\u0645 \u0648\u0627\u0644\u062a\u0637\u0628\u064a\u0642. \u0647\u0630\u0647 \u0627\u0644\u062a\u062d\u0633\u064a\u0646\u0627\u062a \u0642\u062f \u062a\u0636\u0627\u0639\u0641 \u0633\u0631\u0639\u0629 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0648\u062a\u0645\u0643\u0646\u0643 \u0645\u0646 \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0627\u0630\u062c \u0623\u0643\u0628\u0631 \u0628\u0646\u0641\u0633 \u0627\u0644\u0645\u0648\u0627\u0631\u062f. \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0623\u0647\u0645 \u0647\u0648 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0636\u063a\u0648\u0637\u0629 (quantized) \u0627\u0644\u062a\u064a \u062a\u0642\u0644\u0644 \u062d\u062c\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0646\u0633\u0628\u0629 50-75% \u0645\u0639 \u0641\u0642\u062f\u0627\u0646 \u0637\u0641\u064a\u0641 \u0641\u064a \u0627\u0644\u062c\u0648\u062f\u0629. \u0643\u0630\u0644\u0643 \u064a\u0645\u0643\u0646\u0643 \u0636\u0628\u0637 \u0645\u0639\u0627\u0645\u0644\u0627\u062a Ollama \u0644\u062a\u0646\u0627\u0633\u0628 \u0623\u062d\u0645\u0627\u0644 \u0639\u0645\u0644\u0643 \u0627\u0644\u0645\u062d\u062f\u062f\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0627\u0644\u0628\u064a\u0626\u0629 \u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0623\u062f\u0627\u0621<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code># \u062a\u062d\u062f\u064a\u062f \u0639\u062f\u062f \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629\nexport OLLAMA_NUM_PARALLEL=4\n\n# \u0639\u062f\u062f \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062d\u0645\u0644\u0629 \u0641\u064a \u0627\u0644\u0630\u0627\u0643\u0631\u0629\nexport OLLAMA_MAX_LOADED_MODELS=2\n\n# \u0637\u0648\u0644 \u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a\nexport OLLAMA_NUM_CTX=4096\n\n# \u0645\u0643\u0627\u0646 \u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c (\u0644\u0644\u0623\u0642\u0631\u0627\u0635 \u0627\u0644\u0633\u0631\u064a\u0639\u0629)\nexport OLLAMA_MODELS=\/mnt\/nvme\/ollama_models\n\n# \u0627\u0644\u0627\u0633\u062a\u0645\u0627\u0639 \u0639\u0644\u0649 \u0643\u0644 \u0627\u0644\u0648\u0627\u062c\u0647\u0627\u062a (\u0627\u062d\u0630\u0631 \u0645\u0646 \u0627\u0644\u0623\u0645\u0627\u0646)\nexport OLLAMA_HOST=0.0.0.0:11434\n\n# \u062a\u0641\u0639\u064a\u0644 flash attention \u0644\u0644\u0633\u0631\u0639\u0629\nexport OLLAMA_FLASH_ATTENTION=1\n\n# \u062a\u062e\u0635\u064a\u0635 \u0630\u0627\u0643\u0631\u0629 GPU\nexport OLLAMA_GPU_OVERHEAD=1024\n\n# \u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0625\u0639\u062f\u0627\u062f\u0627\u062a \u0639\u0644\u0649 \u0627\u0644\u062e\u062f\u0645\u0629\nsudo systemctl edit ollama\n# \u0623\u0636\u0641:\n&#91;Service]\nEnvironment=\"OLLAMA_NUM_PARALLEL=4\"\nEnvironment=\"OLLAMA_MAX_LOADED_MODELS=2\"\nEnvironment=\"OLLAMA_FLASH_ATTENTION=1\"\n\n# \u0625\u0639\u0627\u062f\u0629 \u062a\u062d\u0645\u064a\u0644 \u0648\u062a\u0634\u063a\u064a\u0644\nsudo systemctl daemon-reload\nsudo systemctl restart ollama<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0636\u063a\u0648\u0637 \u0627\u0644\u0645\u0646\u0627\u0633\u0628<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>q4_0:<\/strong> \u0636\u063a\u0637 4-bit \u0623\u0633\u0627\u0633\u064a\u060c \u062a\u0648\u0627\u0632\u0646 \u062c\u064a\u062f \u0628\u064a\u0646 \u0627\u0644\u062d\u062c\u0645 \u0648\u0627\u0644\u062c\u0648\u062f\u0629<\/li>\n\n\n\n<li><strong>q4_K_M:<\/strong> \u0627\u0644\u0623\u0643\u062b\u0631 \u0634\u064a\u0648\u0639\u0627\u064b\u060c \u062c\u0648\u062f\u0629 \u0645\u0645\u062a\u0627\u0632\u0629 \u0648\u062d\u062c\u0645 \u0645\u0639\u0642\u0648\u0644<\/li>\n\n\n\n<li><strong>q5_K_M:<\/strong> \u062c\u0648\u062f\u0629 \u0623\u0639\u0644\u0649 \u0644\u0643\u0646 \u062d\u062c\u0645 \u0623\u0643\u0628\u0631<\/li>\n\n\n\n<li><strong>q8_0:<\/strong> \u0623\u0639\u0644\u0649 \u062c\u0648\u062f\u0629\u060c \u062d\u062c\u0645 \u0643\u0628\u064a\u0631 \u062c\u062f\u0627\u064b<\/li>\n\n\n\n<li><strong>fp16:<\/strong> \u0627\u0644\u0646\u0633\u062e\u0629 \u0627\u0644\u0623\u0635\u0644\u064a\u0629 \u0628\u062f\u0648\u0646 \u0636\u063a\u0637\u060c \u0627\u0644\u062d\u062c\u0645 \u0627\u0644\u0623\u0643\u0628\u0631<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"section-12\">\u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u064a\u0646 GPU \u0648 CPU \u0644\u0640 \u062a\u0634\u063a\u064a\u0644 Ollama VPS<\/h2>\n\n\n\n<p>\u0623\u062d\u062f \u0623\u0647\u0645 \u0627\u0644\u0642\u0631\u0627\u0631\u0627\u062a \u0641\u064a \u062a\u0634\u063a\u064a\u0644 Ollama VPS \u0647\u0648 \u0627\u062e\u062a\u064a\u0627\u0631 CPU \u0623\u0645 GPU. \u0627\u0644\u0627\u062e\u062a\u064a\u0627\u0631 \u064a\u0624\u062b\u0631 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0639\u0644\u0649 \u0627\u0644\u0623\u062f\u0627\u0621 \u0648\u0627\u0644\u062a\u0643\u0644\u0641\u0629. CPU \u0623\u0631\u062e\u0635 \u0648\u0645\u062a\u0627\u062d \u0623\u0643\u062b\u0631\u060c \u0644\u0643\u0646\u0647 \u0623\u0628\u0637\u0623 \u0641\u064a \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0646\u0635\u0648\u0635\u060c \u062e\u0627\u0635\u0629 \u0645\u0639 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0643\u0628\u064a\u0631\u0629. GPU \u064a\u0639\u0637\u064a \u062a\u0633\u0631\u064a\u0639\u0627\u064b \u064a\u0635\u0644 \u0625\u0644\u0649 20-30 \u0636\u0639\u0641 \u0644\u0643\u0646\u0647 \u0623\u063a\u0644\u0649 \u0628\u0643\u062b\u064a\u0631. \u0627\u062e\u062a\u064a\u0627\u0631\u0643 \u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u062d\u062c\u0645 \u0627\u0644\u0639\u0645\u0644\u060c \u0627\u0644\u0645\u064a\u0632\u0627\u0646\u064a\u0629\u060c \u0648\u0623\u0647\u0645\u064a\u0629 \u0627\u0644\u0633\u0631\u0639\u0629 \u0641\u064a \u062a\u0637\u0628\u064a\u0642\u0643. \u0644\u0644\u0627\u0637\u0644\u0627\u0639 \u0639\u0644\u0649 \u0646\u0645\u0627\u0630\u062c \u0645\u062d\u0633\u0646\u0629 \u0644\u0643\u0644 \u0628\u064a\u0626\u0629\u060c \u064a\u0645\u0643\u0646\u0643 \u0632\u064a\u0627\u0631\u0629 <a href=\"https:\/\/huggingface.co\/\" target=\"_blank\" rel=\"noopener\">\u0645\u0646\u0635\u0629 Hugging Face<\/a> \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0636\u0646 \u0622\u0644\u0627\u0641 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0639\u0645\u0644\u064a\u0629<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Llama 3.3 8B \u0639\u0644\u0649 CPU AMD Ryzen 9:<\/strong> 8-12 token\/s<\/li>\n\n\n\n<li><strong>Llama 3.3 8B \u0639\u0644\u0649 RTX 4090:<\/strong> 80-120 token\/s<\/li>\n\n\n\n<li><strong>Llama 3.3 70B \u0639\u0644\u0649 CPU:<\/strong> 1-2 token\/s (\u0628\u0637\u064a\u0621 \u062c\u062f\u0627\u064b)<\/li>\n\n\n\n<li><strong>Llama 3.3 70B \u0639\u0644\u0649 A100 80GB:<\/strong> 30-40 token\/s<\/li>\n\n\n\n<li><strong>Mistral 7B \u0639\u0644\u0649 CPU \u0639\u0627\u062f\u064a:<\/strong> 5-10 token\/s<\/li>\n\n\n\n<li><strong>Mistral 7B \u0639\u0644\u0649 RTX 3090:<\/strong> 60-80 token\/s<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u062a\u0649 \u062a\u062e\u062a\u0627\u0631 GPU<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u062a\u062d\u062a\u0627\u062c \u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0633\u0631\u064a\u0639\u0629 \u0641\u064a \u062a\u0637\u0628\u064a\u0642 \u0625\u0646\u062a\u0627\u062c\u064a<\/li>\n\n\n\n<li>\u062a\u062e\u062f\u0645 \u0639\u062f\u062f \u0643\u0628\u064a\u0631 \u0645\u0646 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0627\u0644\u0645\u062a\u0632\u0627\u0645\u0646\u064a\u0646<\/li>\n\n\n\n<li>\u062a\u0633\u062a\u062e\u062f\u0645 \u0646\u0645\u0627\u0630\u062c \u0643\u0628\u064a\u0631\u0629 (30B+)<\/li>\n\n\n\n<li>\u062a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0643\u062b\u0627\u0641\u0629 \u0639\u0627\u0644\u064a\u0629 \u064a\u0648\u0645\u064a\u0627\u064b<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u062a\u0649 \u062a\u062e\u062a\u0627\u0631 CPU<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0644\u0644\u062a\u062c\u0631\u0628\u0629 \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0648\u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0634\u062e\u0635\u064a<\/li>\n\n\n\n<li>\u0644\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0635\u063a\u064a\u0631\u0629 (7B \u0648\u0623\u0642\u0644)<\/li>\n\n\n\n<li>\u0644\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u062a\u0642\u0637\u0639 \u0648\u063a\u064a\u0631 \u0627\u0644\u0643\u062b\u064a\u0641<\/li>\n\n\n\n<li>\u0639\u0646\u062f \u0627\u0644\u0645\u064a\u0632\u0627\u0646\u064a\u0629 \u0627\u0644\u0645\u062d\u062f\u0648\u062f\u0629<\/li>\n<\/ul>\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\"><a href=\"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\/\">\u0633\u064a\u0631\u0641\u0631\u0627\u062a GPU<\/a> \u0628\u0623\u0633\u0639\u0627\u0631 \u062a\u0646\u0627\u0641\u0633\u064a\u0629<\/p>\n<p style=\"margin:0;color:#374151\">\u0633\u064a\u0631\u0641\u0631\u0627\u062a GPU \u0645\u0646 \u0645\u0631\u0627\u0645 \u0647\u0648\u0633\u062a \u0644\u062a\u0634\u063a\u064a\u0644 Ollama \u0628\u0623\u062f\u0627\u0621 \u0639\u0627\u0644\u064a &#8211; \u0628\u0637\u0627\u0642\u0627\u062a NVIDIA \u0645\u062a\u0639\u062f\u062f\u0629 \u0628\u0623\u0633\u0639\u0627\u0631 \u0627\u0642\u062a\u0635\u0627\u062f\u064a\u0629 \u0648\u0645\u0648\u0627\u0631\u062f \u0645\u0631\u0646\u0629. <a href=\"https:\/\/maram.iq\" target=\"_blank\" rel=\"noopener\" style=\"color:#4f46e5;font-weight:600\">\u0627\u0628\u062f\u0623 \u0645\u0646 \u0647\u0646\u0627<\/a>.<\/p>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"section-13\">\u0627\u0644\u0623\u0645\u0627\u0646 \u0648\u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629 \u0641\u064a \u062a\u0634\u063a\u064a\u0644 Ollama VPS<\/h2>\n\n\n\n<p>\u0623\u062d\u062f \u0623\u0647\u0645 \u0623\u0633\u0628\u0627\u0628 \u0627\u0644\u062a\u062d\u0648\u0644 \u0625\u0644\u0649 \u062a\u0634\u063a\u064a\u0644 Ollama VPS \u0647\u0648 \u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629\u060c \u0644\u0643\u0646 \u0647\u0630\u0647 \u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629 \u0644\u0627 \u062a\u062a\u062d\u0642\u0642 \u062a\u0644\u0642\u0627\u0626\u064a\u0627\u064b\u060c \u0628\u0644 \u062a\u062a\u0637\u0644\u0628 \u0625\u0639\u062f\u0627\u062f\u0627\u062a \u0623\u0645\u0646\u064a\u0629 \u0635\u062d\u064a\u062d\u0629. \u0627\u0644\u0633\u064a\u0631\u0641\u0631 \u0627\u0644\u0645\u0639\u0631\u0636 \u0644\u0644\u0625\u0646\u062a\u0631\u0646\u062a \u0628\u062f\u0648\u0646 \u062d\u0645\u0627\u064a\u0629 \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0635\u0628\u062d \u0647\u062f\u0641\u0627\u064b \u0644\u0644\u0647\u062c\u0645\u0627\u062a\u060c \u0643\u0645\u0627 \u0623\u0646 API \u0645\u0641\u062a\u0648\u062d \u0628\u062f\u0648\u0646 \u0645\u0635\u0627\u062f\u0642\u0629 \u0642\u062f \u064a\u0633\u062a\u062e\u062f\u0645\u0647 \u0623\u064a \u0634\u062e\u0635. \u064a\u062c\u0628 \u0627\u062a\u062e\u0627\u0630 \u062a\u062f\u0627\u0628\u064a\u0631 \u062d\u0645\u0627\u064a\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0644\u0636\u0645\u0627\u0646 \u0623\u0646 Ollama VPS \u0627\u0644\u062e\u0627\u0635 \u0628\u0643 \u0622\u0645\u0646 \u0645\u0646 \u0627\u0644\u0627\u062e\u062a\u0631\u0627\u0642 \u0648\u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u063a\u064a\u0631 \u0627\u0644\u0645\u0635\u0631\u062d \u0628\u0647.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0625\u062c\u0631\u0627\u0621\u0627\u062a \u0627\u0644\u0623\u0645\u0627\u0646 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code># 1. \u0639\u062f\u0645 \u062a\u0639\u0631\u064a\u0636 API \u0645\u0628\u0627\u0634\u0631\u0629 \u0644\u0644\u0625\u0646\u062a\u0631\u0646\u062a\n# \u062a\u0623\u0643\u062f \u0623\u0646 Ollama \u064a\u0633\u062a\u0645\u0639 \u0639\u0644\u0649 localhost \u0641\u0642\u0637\nexport OLLAMA_HOST=127.0.0.1:11434\n\n# 2. \u0627\u0633\u062a\u062e\u062f\u0627\u0645 Nginx \u0643\u0640 reverse proxy \u0645\u0639 \u0645\u0635\u0627\u062f\u0642\u0629\nsudo tee \/etc\/nginx\/sites-available\/ollama-secure &lt;&lt;EOF\nserver {\n    listen 443 ssl http2;\n    server_name api.yourdomain.com;\n\n    ssl_certificate \/etc\/letsencrypt\/live\/api.yourdomain.com\/fullchain.pem;\n    ssl_certificate_key \/etc\/letsencrypt\/live\/api.yourdomain.com\/privkey.pem;\n\n    # \u062d\u0645\u0627\u064a\u0629 \u0628\u0643\u0644\u0645\u0629 \u0645\u0631\u0648\u0631 \u0623\u0633\u0627\u0633\u064a\u0629\n    auth_basic \"Restricted\";\n    auth_basic_user_file \/etc\/nginx\/.htpasswd;\n\n    # rate limiting\n    limit_req_zone \\$binary_remote_addr zone=ollama:10m rate=10r\/s;\n    limit_req zone=ollama burst=20 nodelay;\n\n    location \/ {\n        proxy_pass http:\/\/127.0.0.1:11434;\n        proxy_http_version 1.1;\n        proxy_set_header Host \\$host;\n        proxy_read_timeout 600;\n    }\n}\nEOF\n\n# 3. \u0625\u0646\u0634\u0627\u0621 \u0643\u0644\u0645\u0629 \u0645\u0631\u0648\u0631 \u0644\u0644\u0645\u0635\u0627\u062f\u0642\u0629\nsudo apt install apache2-utils\nsudo htpasswd -c \/etc\/nginx\/.htpasswd username\n\n# 4. \u062a\u0643\u0648\u064a\u0646 \u0627\u0644\u062c\u062f\u0627\u0631 \u0627\u0644\u0646\u0627\u0631\u064a\nsudo ufw allow 22\/tcp     # SSH\nsudo ufw allow 443\/tcp    # HTTPS\nsudo ufw deny 11434\/tcp   # \u062d\u0638\u0631 \u0627\u0644\u0648\u0635\u0648\u0644 \u0627\u0644\u0645\u0628\u0627\u0634\u0631 \u0644\u0640 Ollama\nsudo ufw enable\n\n# 5. \u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0633\u062c\u0644\u0627\u062a\ntail -f \/var\/log\/nginx\/access.log\njournalctl -u ollama -f\n\n# 6. fail2ban \u0644\u062d\u0645\u0627\u064a\u0629 \u0625\u0636\u0627\u0641\u064a\u0629\nsudo apt install fail2ban\nsudo systemctl enable fail2ban<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u0623\u0641\u0636\u0644 \u0645\u0645\u0627\u0631\u0633\u0627\u062a \u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0639\u062f\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0645\u0627\u0630\u062c \u0645\u0646 \u0645\u0635\u0627\u062f\u0631 \u063a\u064a\u0631 \u0645\u0648\u062b\u0648\u0642\u0629<\/li>\n\n\n\n<li>\u062a\u0634\u0641\u064a\u0631 \u0627\u0644\u0642\u0631\u0635 \u0628\u0627\u0644\u0643\u0627\u0645\u0644 \u0639\u0628\u0631 LUKS<\/li>\n\n\n\n<li>\u0639\u0645\u0644 \u0646\u0633\u062e \u0627\u062d\u062a\u064a\u0627\u0637\u064a\u0629 \u0645\u0634\u0641\u0631\u0629 \u0644\u0625\u0639\u062f\u0627\u062f\u0627\u062a\u0643 \u0627\u0644\u0645\u062e\u0635\u0635\u0629<\/li>\n\n\n\n<li>\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0644\u0627\u0643\u062a\u0634\u0627\u0641 \u0646\u0634\u0627\u0637 \u0645\u0634\u0628\u0648\u0647<\/li>\n\n\n\n<li>\u062a\u062d\u062f\u064a\u062b \u0646\u0638\u0627\u0645 \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0648 Ollama \u0628\u0627\u0633\u062a\u0645\u0631\u0627\u0631<\/li>\n\n\n\n<li>\u0639\u0632\u0644 Ollama \u0641\u064a \u062d\u0627\u0648\u064a\u0629 \u0623\u0648 VM \u0625\u0646 \u0623\u0645\u0643\u0646<\/li>\n\n\n\n<li>\u0639\u062f\u0645 \u062a\u062e\u0632\u064a\u0646 \u0628\u064a\u0627\u0646\u0627\u062a \u062d\u0633\u0627\u0633\u0629 \u0641\u064a prompts \u0627\u0644\u0633\u062c\u0644\u0627\u062a<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"section-14\">\u0627\u0644\u062e\u0644\u0627\u0635\u0629<\/h2>\n\n\n\n<p>\u062a\u0634\u063a\u064a\u0644 Ollama VPS \u0623\u0635\u0628\u062d \u0641\u064a \u0639\u0627\u0645 2026 \u062e\u064a\u0627\u0631\u0627\u064b \u0639\u0645\u0644\u064a\u0627\u064b \u0648\u0642\u0648\u064a\u0627\u064b \u0644\u0643\u0644 \u0645\u0646 \u064a\u0631\u064a\u062f \u0642\u0648\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u0639 \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629 \u0648\u0627\u0644\u062a\u062d\u0643\u0645. \u0633\u0648\u0627\u0621 \u0643\u0646\u062a \u0645\u0637\u0648\u0631\u0627\u064b \u064a\u0628\u0646\u064a \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0630\u0643\u064a\u0629\u060c \u0628\u0627\u062d\u062b\u0627\u064b \u064a\u062d\u062a\u0627\u062c \u0644\u062a\u062c\u0631\u0628\u0629 \u0646\u0645\u0627\u0630\u062c \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0623\u0648 \u0634\u0631\u0643\u0629 \u062a\u0631\u064a\u062f \u062f\u0645\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0639\u0645\u0644\u064a\u0627\u062a\u0647\u0627 \u062f\u0648\u0646 \u0625\u0631\u0633\u0627\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0623\u0637\u0631\u0627\u0641 \u062b\u0627\u0644\u062b\u0629\u060c Ollama \u064a\u0648\u0641\u0631 \u0644\u0643 \u062d\u0644\u0627\u064b \u0645\u062a\u0643\u0627\u0645\u0644\u0627\u064b \u0648\u0641\u0639\u0627\u0644\u0627\u064b. \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u062b\u0627\u0628\u062a\u0629 \u0644\u0640 VPS \u062a\u0639\u0637\u064a\u0643 \u0645\u064a\u0632\u0629 \u0645\u0627\u0644\u064a\u0629 \u0643\u0628\u064a\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u0645\u062f\u0649 \u0627\u0644\u0637\u0648\u064a\u0644 \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0640 APIs \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0627\u0644\u0645\u062f\u0641\u0648\u0639\u0629 \u0644\u0643\u0644 token.<\/p>\n\n\n\n<p>\u062a\u0630\u0643\u0631 \u0623\u0646 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