{"id":5708,"date":"2026-09-16T12:53:25","date_gmt":"2026-09-16T09:53:25","guid":{"rendered":"https:\/\/maram.iq\/blogs\/running-qwen-llama-arabic-memory-quantization-tokens\/"},"modified":"2026-09-17T14:28:02","modified_gmt":"2026-09-17T11:28:02","slug":"running-qwen-llama-arabic-memory-quantization-tokens","status":"publish","type":"post","link":"https:\/\/maram.iq\/blogs\/running-qwen-llama-arabic-memory-quantization-tokens\/","title":{"rendered":"\u062a\u0634\u063a\u064a\u0644 Qwen \u0648Llama \u0639\u0631\u0628\u064a\u064b\u0627: \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0648\u0627\u0644\u0643\u0645\u0651 \u0648\u0627\u0644\u062a\u0648\u0643\u0646\u0627\u062a"},"content":{"rendered":"<p>\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629 \u0645\u062b\u0644 Qwen \u0648Llama \u0635\u0627\u0631\u062a \u062e\u064a\u0627\u0631\u064b\u0627 \u0648\u0627\u0642\u0639\u064a\u064b\u0627 \u0644\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0639\u0631\u0628\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0631\u064a\u062f \u0630\u0643\u0627\u0621\u064b \u0627\u0635\u0637\u0646\u0627\u0639\u064a\u064b\u0627 \u0639\u0644\u0649 \u062e\u0648\u0627\u062f\u0645\u0647\u0627 \u0627\u0644\u062e\u0627\u0635\u0629. \u0644\u0643\u0646 <strong>\u062a\u0634\u063a\u064a\u0644 Qwen \u0648Llama \u0639\u0631\u0628\u064a\u064b\u0627<\/strong> \u064a\u0637\u0631\u062d \u062b\u0644\u0627\u062b\u0629 \u0623\u0633\u0626\u0644\u0629 \u0639\u0645\u0644\u064a\u0629 \u0642\u0628\u0644 \u0623\u064a \u0634\u064a\u0621: \u0643\u0645 \u0630\u0627\u0643\u0631\u0629 \u062a\u062d\u062a\u0627\u062c\u061f \u0623\u064a \u0645\u0633\u062a\u0648\u0649 \u062a\u0643\u0645\u064a\u0645 (\u0643\u0645\u0651) \u062a\u062e\u062a\u0627\u0631\u061f \u0648\u0644\u0645\u0627\u0630\u0627 \u062a\u0633\u062a\u0647\u0644\u0643 \u0627\u0644\u0639\u0631\u0628\u064a\u0629 \u062a\u0648\u0643\u0646\u0627\u062a \u0623\u0643\u062b\u0631 \u0645\u0646 \u0627\u0644\u0625\u0646\u062c\u0644\u064a\u0632\u064a\u0629\u061f \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u062f\u0644\u064a\u0644 \u0646\u062c\u064a\u0628 \u0639\u0646 \u0627\u0644\u062b\u0644\u0627\u062b\u0629 \u0628\u0648\u0636\u0648\u062d \u2014 \u0645\u0639 <strong>\u0642\u064a\u0627\u0633 \u0641\u0639\u0644\u064a \u0644\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u0639\u0631\u0628\u064a\u0629<\/strong> \u0623\u062c\u0631\u064a\u0646\u0627\u0647 \u0639\u0644\u0649 \u062e\u0627\u062f\u0645 \u0645\u0631\u0627\u0645 \u2014 \u0644\u062a\u062e\u0637\u0651\u0637 \u0645\u0648\u0627\u0631\u062f <strong>\u062a\u0634\u063a\u064a\u0644 Qwen \u0648Llama \u0639\u0631\u0628\u064a\u064b\u0627<\/strong> \u0628\u062f\u0642\u0629 \u0628\u062f\u0644 \u0627\u0644\u062a\u062e\u0645\u064a\u0646.<\/p>\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=\"padding:0;margin:0\"><li style=\"padding:.25rem 0\"><a href=\"#section-1\" style=\"color:#4f46e5;text-decoration:none\">&#8592; \u0643\u0645 \u0630\u0627\u0643\u0631\u0629 \u064a\u062a\u0637\u0644\u0651\u0628 \u062a\u0634\u063a\u064a\u0644 Qwen \u0648Llama \u0639\u0631\u0628\u064a\u064b\u0627\u061f<\/a><\/li><li style=\"padding:.25rem 0\"><a href=\"#section-2\" style=\"color:#4f46e5;text-decoration:none\">&#8592; \u0627\u0644\u0643\u0645\u0651 (Quantization): \u0643\u064a\u0641 \u062a\u0642\u0644\u0651\u0635 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u062f\u0648\u0646 \u062e\u0633\u0627\u0631\u0629 \u0643\u0628\u064a\u0631\u0629\u061f<\/a><\/li><li style=\"padding:.25rem 0\"><a href=\"#section-3\" style=\"color:#4f46e5;text-decoration:none\">&#8592; \u0627\u0644\u062a\u0648\u0643\u0646\u0627\u062a: \u0644\u0645\u0627\u0630\u0627 \u0627\u0644\u0639\u0631\u0628\u064a\u0629 \u0623\u063a\u0644\u0649 \u0645\u0646 \u0627\u0644\u0625\u0646\u062c\u0644\u064a\u0632\u064a\u0629\u061f<\/a><\/li><li style=\"padding:.25rem 0\"><a href=\"#section-4\" style=\"color:#4f46e5;text-decoration:none\">&#8592; Qwen \u0623\u0645 Llama \u0644\u0644\u0639\u0631\u0628\u064a\u0629\u061f<\/a><\/li><li style=\"padding:.25rem 0\"><a href=\"#section-5\" style=\"color:#4f46e5;text-decoration:none\">&#8592; CPU \u0623\u0645 GPU \u0644\u062a\u0634\u063a\u064a\u0644 Qwen \u0648Llama \u0639\u0631\u0628\u064a\u064b\u0627\u061f<\/a><\/li><li style=\"padding:.25rem 0\"><a href=\"#section-6\" style=\"color:#4f46e5;text-decoration:none\">&#8592; \u0646\u0635\u0627\u0626\u062d \u0639\u0645\u0644\u064a\u0629 \u0644\u0644\u062a\u0634\u063a\u064a\u0644<\/a><\/li><li style=\"padding:.25rem 0\"><a href=\"#section-7\" style=\"color:#4f46e5;text-decoration:none\">&#8592; \u0645\u0646 \u0648\u0627\u0642\u0639 \u0645\u0631\u0627\u0645<\/a><\/li><li style=\"padding:.25rem 0\"><a href=\"#section-8\" style=\"color:#4f46e5;text-decoration:none\">&#8592; \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629<\/a><\/li><li style=\"padding:.25rem 0\"><a href=\"#section-9\" style=\"color:#4f46e5;text-decoration:none\">&#8592; \u0627\u0644\u062e\u0644\u0627\u0635\u0629<\/a><\/li><\/ul><\/div>\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/maram.iq\/blogs\/wp-content\/uploads\/2026\/08\/llm-qwen-tokens.png\" alt=\"\u0642\u064a\u0627\u0633 \u0641\u0639\u0644\u064a: \u062a\u0634\u063a\u064a\u0644 Qwen \u0648Llama \u0639\u0631\u0628\u064a\u064b\u0627 \u064a\u0643\u0644\u0651\u0641 \u062a\u0648\u0643\u0646\u0627\u062a \u0623\u0643\u062b\u0631 \u0645\u0646 \u0627\u0644\u0625\u0646\u062c\u0644\u064a\u0632\u064a\u0629\" width=\"2400\" height=\"1280\" \/><figcaption class=\"wp-element-caption\">\u0642\u064a\u0627\u0633 \u0641\u0639\u0644\u064a \u0639\u0644\u0649 \u062e\u0627\u062f\u0645 \u0645\u0631\u0627\u0645: \u0627\u0644\u0639\u0631\u0628\u064a\u0629 \u062a\u0643\u0644\u0651\u0641 \u22482.1\u00d7 \u062a\u0648\u0643\u0646\u0627\u062a \u0627\u0644\u0625\u0646\u062c\u0644\u064a\u0632\u064a\u0629\u060c \u0648Qwen \u0623\u0643\u0641\u0623 \u0642\u0644\u064a\u0644\u064b\u0627 \u0645\u0646 Llama \u0644\u0644\u0639\u0631\u0628\u064a\u0629.<\/figcaption><\/figure>\n<h2 class=\"wp-block-heading\" id=\"memory\">\u0643\u0645 \u0630\u0627\u0643\u0631\u0629 \u064a\u062a\u0637\u0644\u0651\u0628 \u062a\u0634\u063a\u064a\u0644 Qwen \u0648Llama \u0639\u0631\u0628\u064a\u064b\u0627\u061f<\/h2>\n<p>\u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0647\u064a \u0627\u0644\u0642\u064a\u062f \u0627\u0644\u0623\u0648\u0644. \u0627\u0644\u0642\u0627\u0639\u062f\u0629 \u0627\u0644\u062a\u0642\u0631\u064a\u0628\u064a\u0629: \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0644\u0627\u0632\u0645\u0629 \u2248 \u0639\u062f\u062f \u0627\u0644\u0645\u0639\u0627\u0645\u0644\u0627\u062a \u00d7 \u0628\u0627\u064a\u062a \u0644\u0643\u0644 \u0645\u0639\u0627\u0645\u0644 (\u062d\u0633\u0628 \u0627\u0644\u062a\u0643\u0645\u064a\u0645) + \u0647\u0627\u0645\u0634 \u062a\u0634\u063a\u064a\u0644 + \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0633\u064a\u0627\u0642. \u0646\u0645\u0648\u0630\u062c \u0628\u0640 7 \u0645\u0644\u064a\u0627\u0631\u0627\u062a \u0645\u0639\u0627\u0645\u0644 (7B) \u064a\u062d\u062a\u0627\u062c \u062a\u0642\u0631\u064a\u0628\u064b\u0627 5 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0628\u062a\u0643\u0645\u064a\u0645 Q4\u060c \u0648\u0646\u062d\u0648 15 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0628\u062f\u0642\u0651\u0629 \u0643\u0627\u0645\u0644\u0629 FP16. \u0647\u0630\u0627 \u0627\u0644\u062c\u062f\u0648\u0644 \u064a\u0648\u062c\u0651\u0647\u0643 \u0644\u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u062d\u062c\u0645 \u0627\u0644\u0645\u0646\u0627\u0633\u0628 \u0644\u062e\u0627\u062f\u0645\u0643:<\/p>\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/maram.iq\/blogs\/wp-content\/uploads\/2026\/08\/llm-qwen-memory.png\" alt=\"\u062a\u0642\u062f\u064a\u0631 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0644\u0627\u0632\u0645\u0629 \u0644\u062a\u0634\u063a\u064a\u0644 Qwen \u0648Llama \u0639\u0631\u0628\u064a\u064b\u0627 \u062d\u0633\u0628 \u0627\u0644\u062d\u062c\u0645 \u0648\u0627\u0644\u062a\u0643\u0645\u064a\u0645\" width=\"2400\" height=\"1160\" \/><figcaption class=\"wp-element-caption\">\u0623\u0631\u0642\u0627\u0645 \u062a\u0642\u062f\u064a\u0631\u064a\u0629 \u0644\u0644\u062a\u0634\u063a\u064a\u0644: \u0627\u0644\u0630\u0627\u0643\u0631\u0629 = \u0627\u0644\u0645\u0639\u0627\u0645\u0644\u0627\u062a \u00d7 \u0628\u0627\u064a\u062a\/\u0645\u0639\u0627\u0645\u0644 \u062d\u0633\u0628 \u0627\u0644\u062a\u0643\u0645\u064a\u0645\u060c \u0645\u0639 \u0647\u0627\u0645\u0634 \u0648\u0630\u0627\u0643\u0631\u0629 \u0633\u064a\u0627\u0642.<\/figcaption><\/figure>\n<div class=\"wp-block-group\" style=\"border-left-color:#f59e0b;border-left-width:5px;background-color:#fffbeb;padding:16px 18px\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\"><p><strong>\u0645\u0644\u0627\u062d\u0638\u0629 \u0635\u062f\u0642:<\/strong> \u0647\u0630\u0647 \u0623\u0631\u0642\u0627\u0645 \u062a\u0642\u062f\u064a\u0631\u064a\u0629 \u0644\u0644\u062a\u0634\u063a\u064a\u0644 \u0641\u0642\u0637. \u0623\u0636\u0641 \u0625\u0644\u064a\u0647\u0627 <strong>\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0633\u064a\u0627\u0642 (KV cache)<\/strong> \u0627\u0644\u062a\u064a \u062a\u0643\u0628\u0631 \u0645\u0639 \u0637\u0648\u0644 \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u2014 \u0648\u0627\u0644\u0639\u0631\u0628\u064a\u0629 \u062a\u0633\u062a\u0647\u0644\u0643 \u062a\u0648\u0643\u0646\u0627\u062a \u0623\u0643\u062b\u0631\u060c \u0641\u062a\u0643\u0628\u0631 \u0630\u0627\u0643\u0631\u0629 \u0633\u064a\u0627\u0642\u0647\u0627 \u0623\u0633\u0631\u0639 \u0645\u0646 \u0627\u0644\u0625\u0646\u062c\u0644\u064a\u0632\u064a\u0629 \u0644\u0646\u0641\u0633 \u0627\u0644\u0646\u0635. \u0639\u0644\u0649 \u0627\u0644\u0645\u0639\u0627\u0644\u062c (CPU) \u062a\u064f\u0633\u062a\u062e\u062f\u0645 RAM \u0628\u062f\u0644 VRAM\u060c \u0648\u0627\u0644\u0642\u064a\u0645 \u0645\u062a\u0642\u0627\u0631\u0628\u0629 \u0643\u0645\u0631\u062c\u0639 \u0644\u0644\u062d\u062c\u0645 \u0627\u0644\u0645\u0637\u0644\u0648\u0628.<\/p><\/div><\/div>\n<h2 class=\"wp-block-heading\" id=\"quant\">\u0627\u0644\u0643\u0645\u0651 (Quantization): \u0643\u064a\u0641 \u062a\u0642\u0644\u0651\u0635 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u062f\u0648\u0646 \u062e\u0633\u0627\u0631\u0629 \u0643\u0628\u064a\u0631\u0629\u061f<\/h2>\n<p>\u0627\u0644\u062a\u0643\u0645\u064a\u0645 \u064a\u0642\u0644\u0651\u0644 \u062f\u0642\u0651\u0629 \u0623\u0648\u0632\u0627\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c (\u0645\u0646 16 \u0628\u062a \u0625\u0644\u0649 8 \u0623\u0648 4) \u0641\u064a\u0642\u0644\u0651\u0635 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0643\u062b\u064a\u0631\u064b\u0627 \u0648\u062c\u0648\u062f\u062a\u0647 \u0642\u0644\u064a\u0644\u064b\u0627. \u0647\u0630\u0627 \u0645\u0627 \u064a\u062c\u0639\u0644 \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0648\u0630\u062c 14B \u0639\u0644\u0649 \u062e\u0627\u062f\u0645 \u0645\u062a\u0648\u0627\u0636\u0639 \u0645\u0645\u0643\u0646\u064b\u0627:<\/p>\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/maram.iq\/blogs\/wp-content\/uploads\/2026\/08\/llm-qwen-quant.png\" alt=\"\u0645\u0633\u062a\u0648\u064a\u0627\u062a \u0627\u0644\u0643\u0645\u0651 Quantization \u0639\u0646\u062f \u062a\u0634\u063a\u064a\u0644 Qwen \u0648Llama \u0639\u0631\u0628\u064a\u064b\u0627\" width=\"2400\" height=\"1120\" \/><figcaption class=\"wp-element-caption\">\u0645\u0642\u0627\u0631\u0646\u0629 FP16 \u0648Q8 \u0648Q4: \u0643\u0644\u0645\u0627 \u0642\u0644\u0651\u062a \u0627\u0644\u0628\u062a\u0627\u062a \u0642\u0644\u0651\u062a \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0645\u0639 \u0641\u0642\u062f \u062c\u0648\u062f\u0629 \u0637\u0641\u064a\u0641.<\/figcaption><\/figure>\n<ul class=\"wp-block-list\"><li><strong>FP16<\/strong>: \u0627\u0644\u062f\u0642\u0651\u0629 \u0627\u0644\u0643\u0627\u0645\u0644\u0629 \u0648\u0627\u0644\u062c\u0648\u062f\u0629 \u0627\u0644\u0645\u0631\u062c\u0639\u064a\u0629\u060c \u0644\u0643\u0646\u0647\u0627 \u0627\u0644\u0623\u062b\u0642\u0644 \u0630\u0627\u0643\u0631\u0629\u064b \u2014 \u0644\u0644\u0628\u062d\u062b \u0648\u0627\u0644\u062f\u0642\u0651\u0629 \u0627\u0644\u0642\u0635\u0648\u0649.<\/li><li><strong>Q8<\/strong>: \u0646\u062d\u0648 \u0646\u0635\u0641 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0628\u062c\u0648\u062f\u0629 \u0634\u0628\u0647 \u0645\u0637\u0627\u0628\u0642\u0629 \u2014 \u062a\u0648\u0627\u0632\u0646 \u0645\u0645\u062a\u0627\u0632 \u0644\u0644\u0625\u0646\u062a\u0627\u062c \u0627\u0644\u062f\u0642\u064a\u0642.<\/li><li><strong>Q4<\/strong>: \u0646\u062d\u0648 \u0631\u0628\u0639 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0628\u062c\u0648\u062f\u0629 \u062c\u064a\u062f\u0629 \u0645\u0639 \u0641\u0642\u062f \u0637\u0641\u064a\u0641 \u2014 \u0627\u0644\u0623\u0646\u0633\u0628 \u0644\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u0645\u062d\u062f\u0648\u062f\u0629 \u0648\u062a\u0634\u063a\u064a\u0644 CPU.<\/li><\/ul>\n<p>\u0646\u0635\u064a\u062d\u0629 \u0639\u0645\u0644\u064a\u0629: \u0627\u0628\u062f\u0623 \u0628\u0640 Q4 \u0623\u0648 Q5 \u0644\u0635\u064a\u063a\u0629 GGUF\u060c \u0648\u0627\u0631\u0641\u0639 \u0625\u0644\u0649 Q8 \u0641\u0642\u0637 \u0625\u0646 \u0644\u0627\u062d\u0638\u062a \u062a\u0631\u0627\u062c\u0639\u064b\u0627 \u0641\u064a \u062c\u0648\u062f\u0629 \u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a \u0627\u0644\u0639\u0631\u0628\u064a\u0629.<\/p>\n<h2 class=\"wp-block-heading\" id=\"tokens\">\u0627\u0644\u062a\u0648\u0643\u0646\u0627\u062a: \u0644\u0645\u0627\u0630\u0627 \u0627\u0644\u0639\u0631\u0628\u064a\u0629 \u0623\u063a\u0644\u0649 \u0645\u0646 \u0627\u0644\u0625\u0646\u062c\u0644\u064a\u0632\u064a\u0629\u061f<\/h2>\n<p>\u0627\u0644\u062a\u0648\u0643\u0646 \u0647\u0648 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u060c \u0648\u0643\u0644 \u062a\u0648\u0643\u0646 \u064a\u0643\u0644\u0651\u0641 \u0630\u0627\u0643\u0631\u0629 \u0648\u0648\u0642\u062a\u064b\u0627. \u0627\u0644\u0645\u0634\u0643\u0644\u0629 \u0623\u0646 \u0627\u0644\u0639\u0631\u0628\u064a\u0629 \u062a\u064f\u0642\u0633\u064e\u0651\u0645 \u0625\u0644\u0649 \u062a\u0648\u0643\u0646\u0627\u062a \u0623\u0643\u062b\u0631 \u0645\u0646 \u0627\u0644\u0625\u0646\u062c\u0644\u064a\u0632\u064a\u0629 \u0644\u0646\u0641\u0633 \u0627\u0644\u0645\u0639\u0646\u0649\u060c \u0628\u0633\u0628\u0628 \u0637\u0628\u064a\u0639\u0629 \u0627\u0644\u0644\u063a\u0629 \u0648\u0637\u0631\u064a\u0642\u0629 \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0645\u064f\u062c\u0632\u0651\u0626\u0627\u062a. \u0644\u0642\u064a\u0627\u0633 \u0630\u0644\u0643 \u0641\u0639\u0644\u064a\u064b\u0627\u060c \u0634\u063a\u0651\u0644\u0646\u0627 \u0645\u064f\u062c\u0632\u0651\u0626\u064a <strong>Qwen2.5<\/strong> \u0648<strong>Llama-3.1<\/strong> \u0639\u0644\u0649 \u062e\u0627\u062f\u0645 \u0645\u0631\u0627\u0645 \u0639\u0644\u0649 \u062b\u0644\u0627\u062b \u062c\u0645\u0644 \u0639\u0631\u0628\u064a\u0629 \u0648\u062a\u0631\u062c\u0645\u0627\u062a\u0647\u0627 \u0627\u0644\u0625\u0646\u062c\u0644\u064a\u0632\u064a\u0629\u060c \u0641\u0643\u0627\u0646\u062a \u0627\u0644\u0646\u062a\u064a\u062c\u0629:<\/p>\n<ul class=\"wp-block-list\"><li><strong>Qwen2.5<\/strong>: \u0627\u0644\u0639\u0631\u0628\u064a\u0629 2.47 \u062a\u0648\u0643\u0646\/\u0643\u0644\u0645\u0629 \u0645\u0642\u0627\u0628\u0644 \u0627\u0644\u0625\u0646\u062c\u0644\u064a\u0632\u064a\u0629 1.16 \u2014 \u0623\u064a <strong>2.13\u00d7<\/strong>.<\/li><li><strong>Llama-3.1<\/strong>: \u0627\u0644\u0639\u0631\u0628\u064a\u0629 2.58 \u062a\u0648\u0643\u0646\/\u0643\u0644\u0645\u0629 \u0645\u0642\u0627\u0628\u0644 \u0627\u0644\u0625\u0646\u062c\u0644\u064a\u0632\u064a\u0629 1.23 \u2014 \u0623\u064a <strong>2.10\u00d7<\/strong>.<\/li><\/ul>\n<p>\u0627\u0644\u062e\u0644\u0627\u0635\u0629 \u0627\u0644\u0645\u0642\u064a\u0633\u0629: <strong>\u062a\u0634\u063a\u064a\u0644 Qwen \u0648Llama \u0639\u0631\u0628\u064a\u064b\u0627<\/strong> \u064a\u0643\u0644\u0651\u0641 \u062a\u0642\u0631\u064a\u0628\u064b\u0627 <strong>\u0636\u0639\u0641 \u062a\u0648\u0643\u0646\u0627\u062a \u0627\u0644\u0625\u0646\u062c\u0644\u064a\u0632\u064a\u0629<\/strong> \u0644\u0646\u0641\u0633 \u0627\u0644\u0645\u062d\u062a\u0648\u0649. \u0644\u0630\u0644\u0643 \u062a\u0635\u0644 \u0623\u0633\u0631\u0639 \u0625\u0644\u0649 \u062d\u062f\u0651 \u0627\u0644\u0633\u064a\u0627\u0642\u060c \u0648\u062a\u0633\u062a\u0647\u0644\u0643 \u0630\u0627\u0643\u0631\u0629 KV cache \u0623\u0643\u0628\u0631\u060c \u0648\u062a\u062f\u0641\u0639 \u0623\u0643\u062b\u0631 \u0625\u0646 \u0643\u0646\u062a \u062a\u062d\u0633\u0628 \u0628\u0627\u0644\u062a\u0648\u0643\u0646. \u0648\u0644\u0627\u062d\u0638 \u0623\u0646 <strong>Qwen \u0623\u0643\u0641\u0623 \u0642\u0644\u064a\u0644\u064b\u0627 \u0645\u0646 Llama \u0641\u064a \u0627\u0644\u0639\u0631\u0628\u064a\u0629<\/strong> \u2014 \u0641\u0631\u0642 \u0635\u063a\u064a\u0631 \u0644\u0643\u0646\u0647 \u064a\u062a\u0631\u0627\u0643\u0645 \u0645\u0639 \u0627\u0644\u062d\u062c\u0645.<\/p>\n<div class=\"wp-block-group\" style=\"border-left-color:#3b82f6;border-left-width:5px;background-color:#eff6ff;padding:16px 18px\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\"><p><strong>\u0644\u0645\u0627\u0630\u0627 \u064a\u0647\u0645\u0651\u0643 \u0647\u0630\u0627 \u0639\u0645\u0644\u064a\u064b\u0627\u061f<\/strong> \u0644\u0623\u0646 \u0645\u064a\u0632\u0627\u0646\u064a\u0629 \u0627\u0644\u0633\u064a\u0627\u0642 \u0648\u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0648\u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0643\u0644\u0647\u0627 \u062a\u064f\u062d\u0633\u0628 \u0628\u0627\u0644\u062a\u0648\u0643\u0646. \u0625\u0646 \u0628\u0646\u064a\u062a \u0645\u0633\u0627\u0639\u062f\u064b\u0627 \u0639\u0631\u0628\u064a\u064b\u0627\u060c \u062e\u0637\u0651\u0637 \u0644\u0633\u064a\u0627\u0642 \u0623\u0637\u0648\u0644 \u0648\u0630\u0627\u0643\u0631\u0629 \u0623\u0643\u0628\u0631 \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u062a\u0637\u0628\u064a\u0642 \u0625\u0646\u062c\u0644\u064a\u0632\u064a \u0645\u0643\u0627\u0641\u0626 \u2014 \u0623\u0648 \u0627\u062e\u062a\u0631 \u0646\u0645\u0648\u0630\u062c\u064b\u0627 \u0628\u0645\u064f\u062c\u0632\u0651\u0626 \u0623\u0643\u0641\u0623 \u0644\u0644\u0639\u0631\u0628\u064a\u0629.<\/p><\/div><\/div>\n<h2 class=\"wp-block-heading\" id=\"vs\">Qwen \u0623\u0645 Llama \u0644\u0644\u0639\u0631\u0628\u064a\u0629\u061f<\/h2>\n<p>\u0644\u0627 \u064a\u0648\u062c\u062f \u0641\u0627\u0626\u0632 \u0645\u0637\u0644\u0642\u060c \u0644\u0643\u0646 \u0644\u0643\u0644\u064d\u0651 \u0645\u064a\u0648\u0644\u0647:<\/p>\n<ul class=\"wp-block-list\"><li><strong>Qwen<\/strong>: \u0623\u0638\u0647\u0631 \u0641\u064a \u0642\u064a\u0627\u0633\u0646\u0627 \u0643\u0641\u0627\u0621\u0629 \u062a\u0648\u0643\u0646\u0627\u062a \u0623\u0641\u0636\u0644 \u0642\u0644\u064a\u0644\u064b\u0627 \u0644\u0644\u0639\u0631\u0628\u064a\u0629\u060c \u0648\u064a\u064f\u0639\u0631\u0641 \u0628\u062f\u0639\u0645 \u0642\u0648\u064a \u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629 \u0628\u0645\u0627 \u0641\u064a\u0647\u0627 \u0627\u0644\u0639\u0631\u0628\u064a\u0629 \u2014 \u062e\u064a\u0627\u0631 \u062c\u064a\u062f \u0644\u0644\u0645\u062d\u062a\u0648\u0649 \u0627\u0644\u0639\u0631\u0628\u064a \u0627\u0644\u0643\u062b\u064a\u0641.<\/li><li><strong>Llama<\/strong>: \u0646\u0638\u0627\u0645 \u0628\u064a\u0626\u064a \u0636\u062e\u0645 \u0648\u0623\u062f\u0648\u0627\u062a \u0648\u0645\u062c\u062a\u0645\u0639 \u0623\u0648\u0633\u0639 \u0648\u0625\u0635\u062f\u0627\u0631\u0627\u062a \u0643\u062b\u064a\u0631\u0629 \u0645\u0643\u0645\u0651\u0645\u0629 \u062c\u0627\u0647\u0632\u0629 \u2014 \u0639\u0645\u0644\u064a \u062c\u062f\u064b\u0627 \u0644\u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0633\u0631\u064a\u0639 \u0648\u0627\u0644\u062a\u0643\u0627\u0645\u0644\u0627\u062a.<\/li><\/ul>\n<p>\u0627\u0644\u0642\u0631\u0627\u0631 \u0627\u0644\u0623\u0645\u064a\u0646: \u0642\u064a\u0651\u0645 \u0627\u0644\u062c\u0648\u062f\u0629 \u0639\u0644\u0649 \u0645\u0647\u0645\u062a\u0643 \u0627\u0644\u0639\u0631\u0628\u064a\u0629 \u062a\u062d\u062f\u064a\u062f\u064b\u0627 \u0628\u0646\u0641\u0633\u0643\u060c \u0641\u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u0627\u0644\u0639\u0627\u0645\u0629 \u0644\u0627 \u062a\u064f\u063a\u0646\u064a \u0639\u0646 \u0627\u062e\u062a\u0628\u0627\u0631 \u0645\u062e\u0631\u062c\u0627\u062a \u0646\u0645\u0648\u0630\u062c\u0643 \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a\u0643. \u062a\u062c\u062f \u0627\u0644\u0625\u0635\u062f\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0643\u0645\u0651\u0645\u0629 \u0627\u0644\u062c\u0627\u0647\u0632\u0629 \u0639\u0644\u0649 <a href=\"https:\/\/huggingface.co\/models\" target=\"_blank\" rel=\"noopener\">Hugging Face<\/a>\u060c \u0648\u0623\u062f\u0627\u0629 \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0639\u0644\u0649 \u0627\u0644\u0645\u0639\u0627\u0644\u062c <a href=\"https:\/\/github.com\/ggml-org\/llama.cpp\" target=\"_blank\" rel=\"noopener\">llama.cpp<\/a>. \u0644\u0644\u062a\u0646\u0641\u064a\u0630 \u0631\u0627\u062c\u0639 <a href=\"https:\/\/maram.iq\/blogs\/%d8%aa%d8%b4%d8%ba%d9%8a%d9%84-%d9%86%d9%85%d8%a7%d8%b0%d8%ac-%d8%a7%d9%84%d8%b0%d9%83%d8%a7%d8%a1-%d8%a7%d9%84%d8%a7%d8%b5%d8%b7%d9%86%d8%a7%d8%b9%d9%8a-deepseek-%d9%88llama-%d8%b9%d9%84%d9%89\/\">\u062a\u0634\u063a\u064a\u0644 DeepSeek \u0648LLaMA \u0639\u0644\u0649 \u062e\u0627\u062f\u0645\u0643<\/a> \u0648<a href=\"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\/\">\u062a\u0634\u063a\u064a\u0644 Ollama \u0639\u0644\u0649 VPS<\/a>.<\/p>\n<h2 class=\"wp-block-heading\" id=\"cpugpu\">CPU \u0623\u0645 GPU \u0644\u062a\u0634\u063a\u064a\u0644 Qwen \u0648Llama \u0639\u0631\u0628\u064a\u064b\u0627\u061f<\/h2>\n<p>\u064a\u0639\u062a\u0645\u062f \u0627\u0644\u062e\u064a\u0627\u0631 \u0639\u0644\u0649 \u0627\u0644\u062d\u062c\u0645 \u0648\u0627\u0644\u0633\u0631\u0639\u0629 \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629:<\/p>\n<ul class=\"wp-block-list\"><li><strong>CPU<\/strong> (\u0639\u0628\u0631 llama.cpp \u0648\u0635\u064a\u063a\u0629 GGUF \u0627\u0644\u0645\u0643\u0645\u0651\u0645\u0629): \u064a\u0643\u0641\u064a \u0644\u0646\u0645\u0627\u0630\u062c \u0635\u063a\u064a\u0631\u0629\/\u0645\u062a\u0648\u0633\u0637\u0629 \u0645\u0643\u0645\u0651\u0645\u0629 (7B\u201314B \u0628\u0640 Q4) \u0644\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062e\u0641\u064a\u0641 \u0623\u0648 \u0627\u0644\u062a\u062c\u0631\u064a\u0628\u060c \u0628\u0630\u0627\u0643\u0631\u0629 RAM \u0643\u0627\u0641\u064a\u0629. \u0623\u0628\u0637\u0623\u060c \u0644\u0643\u0646\u0647 \u0623\u0631\u062e\u0635 \u0648\u0623\u0628\u0633\u0637.<\/li><li><strong>GPU<\/strong>: \u0636\u0631\u0648\u0631\u064a \u0644\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0643\u0628\u0631 (32B\u201370B) \u0648\u0644\u0644\u0633\u0631\u0639\u0629 \u0648\u0627\u0644\u062a\u0632\u0627\u0645\u0646 \u0627\u0644\u0639\u0627\u0644\u064a\u061b \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0640 VRAM \u062a\u062d\u062f\u0651\u062f \u0623\u0643\u0628\u0631 \u0646\u0645\u0648\u0630\u062c \u064a\u0645\u0643\u0646\u0643 \u062a\u0634\u063a\u064a\u0644\u0647. \u0627\u0644\u0623\u0646\u0633\u0628 \u0644\u0644\u0625\u0646\u062a\u0627\u062c \u0627\u0644\u062c\u0627\u062f\u0651.<\/li><\/ul>\n<p>\u0627\u0644\u0639\u0631\u0628\u064a\u0629 \u062a\u0632\u064a\u062f \u0627\u0644\u062d\u0645\u0644 (\u062a\u0648\u0643\u0646\u0627\u062a \u0623\u0643\u062b\u0631 = \u0633\u064a\u0627\u0642 \u0623\u0637\u0648\u0644 = \u0630\u0627\u0643\u0631\u0629 \u0648\u0648\u0642\u062a \u0623\u0643\u062b\u0631)\u060c \u0641\u0625\u0646 \u0643\u0627\u0646 \u062a\u0637\u0628\u064a\u0642\u0643 \u0639\u0631\u0628\u064a\u064b\u0627 \u0643\u062b\u064a\u0641 \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629\u060c \u0631\u062c\u0651\u062d \u0643\u0641\u0651\u0629 \u0627\u0644\u0640 GPU \u0648\u0630\u0627\u0643\u0631\u0629 \u0623\u0648\u0641\u0631. \u0648\u0644\u0644\u0645\u0648\u0627\u0632\u0646\u0629 \u0628\u064a\u0646 \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0645\u062d\u0644\u064a \u0648\u0648\u0627\u062c\u0647\u0627\u062a \u0627\u0644\u0640 API \u0631\u0627\u062c\u0639 <a href=\"https:\/\/maram.iq\/blogs\/llm-self-hosting-cost-vs-openai-api\/\">\u062a\u0643\u0644\u0641\u0629 \u0627\u0633\u062a\u0636\u0627\u0641\u0629 LLM \u0645\u062d\u0644\u064a\u064b\u0627 \u0645\u0642\u0627\u0628\u0644 OpenAI API<\/a>.<\/p>\n<h2 class=\"wp-block-heading\" id=\"tips\">\u0646\u0635\u0627\u0626\u062d \u0639\u0645\u0644\u064a\u0629 \u0644\u0644\u062a\u0634\u063a\u064a\u0644<\/h2>\n<ol class=\"wp-block-list\"><li>\u0627\u062e\u062a\u0631 \u062d\u062c\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u062d\u0633\u0628 \u0630\u0627\u0643\u0631\u062a\u0643 \u0627\u0644\u0645\u062a\u0627\u062d\u0629 (\u0631\u0627\u062c\u0639 \u062c\u062f\u0648\u0644 \u0627\u0644\u0630\u0627\u0643\u0631\u0629)\u060c \u0644\u0627 \u062d\u0633\u0628 \u0627\u0644\u0637\u0645\u0648\u062d.<\/li><li>\u0627\u0628\u062f\u0623 \u0628\u0635\u064a\u063a\u0629 GGUF \u0645\u0643\u0645\u0651\u0645\u0629 (Q4\/Q5) \u0644\u062a\u0648\u0641\u064a\u0631 \u0627\u0644\u0630\u0627\u0643\u0631\u0629\u060c \u0648\u0627\u0631\u0641\u0639 \u0627\u0644\u062f\u0642\u0651\u0629 \u0625\u0646 \u0644\u0632\u0645.<\/li><li>\u0631\u0627\u0642\u0628 \u0637\u0648\u0644 \u0627\u0644\u0633\u064a\u0627\u0642: \u0627\u0644\u0639\u0631\u0628\u064a\u0629 \u062a\u0633\u062a\u0647\u0644\u0643 \u062a\u0648\u0643\u0646\u0627\u062a \u0623\u0633\u0631\u0639\u060c \u0641\u0627\u0636\u0628\u0637 \u062d\u062f\u0651 \u0627\u0644\u0633\u064a\u0627\u0642 \u0628\u0648\u0639\u064a.<\/li><li>\u0644\u0644\u0645\u062d\u062a\u0648\u0649 \u0627\u0644\u0639\u0631\u0628\u064a \u0627\u0644\u0643\u062b\u064a\u0641\u060c \u0641\u0636\u0651\u0644 \u0646\u0645\u0648\u0630\u062c\u064b\u0627 \u0628\u0645\u064f\u062c\u0632\u0651\u0626 \u0623\u0643\u0641\u0623 \u0644\u0644\u0639\u0631\u0628\u064a\u0629 \u0645\u062b\u0644 Qwen.<\/li><li>\u0625\u0646 \u0627\u062d\u062a\u062c\u062a \u0645\u0639\u0631\u0641\u0629 \u062e\u0627\u0635\u0629 \u0628\u0634\u0631\u0643\u062a\u0643\u060c \u0627\u062f\u0645\u062c \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0645\u0639 RAG \u0628\u062f\u0644 \u0646\u0645\u0648\u0630\u062c \u0623\u0636\u062e\u0645 \u2014 \u0631\u0627\u062c\u0639 <a href=\"https:\/\/maram.iq\/blogs\/arabic-rag-vector-database-vps\/\">RAG \u0644\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0639\u0631\u0628\u064a\u0629<\/a>.<\/li><li>\u0642\u0650\u0633 \u0627\u0644\u062c\u0648\u062f\u0629 \u0648\u0627\u0644\u0633\u0631\u0639\u0629 \u0639\u0644\u0649 \u0645\u0647\u0645\u062a\u0643 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 \u0642\u0628\u0644 \u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0641\u064a \u0627\u0644\u0625\u0646\u062a\u0627\u062c.<\/li><\/ol>\n<h2 class=\"wp-block-heading\" id=\"models\">\u062a\u0648\u0635\u064a\u0627\u062a \u0646\u0645\u0627\u0630\u062c \u0639\u0645\u0644\u064a\u0629 \u0644\u0644\u0639\u0631\u0628\u064a\u0629<\/h2>\n<p>\u0639\u0646\u062f <strong>\u062a\u0634\u063a\u064a\u0644 Qwen \u0648Llama \u0639\u0631\u0628\u064a\u064b\u0627<\/strong>\u060c \u0627\u062e\u062a\u0631 \u0627\u0644\u062d\u062c\u0645 \u062d\u0633\u0628 \u0645\u0648\u0627\u0631\u062f\u0643 \u0648\u0645\u0647\u0645\u062a\u0643 \u0644\u0627 \u062d\u0633\u0628 \u0627\u0644\u0637\u0645\u0648\u062d:<\/p>\n<ul class=\"wp-block-list\"><li><strong>Qwen2.5<\/strong> \u064a\u062a\u0648\u0641\u0651\u0631 \u0628\u0623\u062d\u062c\u0627\u0645 7B \u064814B \u064832B \u064872B\u061b \u0644\u0644\u0639\u0631\u0628\u064a\u0629 \u0627\u0644\u0643\u062b\u064a\u0641\u0629 \u064a\u0645\u064a\u0644 \u0643\u062b\u064a\u0631\u0648\u0646 \u0625\u0644\u064a\u0647 \u0644\u0643\u0641\u0627\u0621\u0629 \u062a\u062c\u0632\u0626\u062a\u0647 \u0627\u0644\u0623\u0641\u0636\u0644 \u0642\u0644\u064a\u0644\u064b\u0627 \u0643\u0645\u0627 \u0642\u0650\u0633\u0646\u0627.<\/li><li><strong>Llama 3.1<\/strong> \u064a\u062a\u0648\u0641\u0651\u0631 \u0628\u06408B \u064870B \u0645\u0639 \u0646\u0638\u0627\u0645 \u0628\u064a\u0626\u064a \u0648\u0623\u062f\u0648\u0627\u062a \u0623\u0648\u0633\u0639\u061b \u0639\u0645\u0644\u064a \u0644\u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0633\u0631\u064a\u0639 \u0648\u0627\u0644\u062a\u0643\u0627\u0645\u0644\u0627\u062a.<\/li><li><strong>\u0644\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0645\u062d\u062f\u0648\u062f\u0629<\/strong>: \u0646\u0645\u0648\u0630\u062c 7B\u20138B \u0645\u0643\u0645\u0651\u0645 (Q4\/Q5) \u0646\u0642\u0637\u0629 \u0627\u0646\u0637\u0644\u0627\u0642 \u0645\u0645\u062a\u0627\u0632\u0629.<\/li><li><strong>\u0644\u0644\u062c\u0648\u062f\u0629 \u0627\u0644\u0623\u0639\u0644\u0649 \u0628\u0645\u0648\u0627\u0631\u062f \u0643\u0627\u0641\u064a\u0629<\/strong>: 14B\u201332B\u060c \u0623\u0648 70B \u0639\u0644\u0649 GPU \u0628\u0630\u0627\u0643\u0631\u0629 \u0643\u0628\u064a\u0631\u0629.<\/li><\/ul>\n<p>\u0644\u0627 \u064a\u0648\u062c\u062f \u00ab\u0623\u0641\u0636\u0644\u00bb \u0645\u0637\u0644\u0642\u061b \u062c\u0631\u0651\u0628 \u062d\u062c\u0645\u064a\u0646 \u0648\u0642\u0627\u0631\u0646 \u0627\u0644\u062c\u0648\u062f\u0629 \u0648\u0627\u0644\u0633\u0631\u0639\u0629 \u0639\u0644\u0649 \u0645\u0647\u0645\u062a\u0643 \u0627\u0644\u0639\u0631\u0628\u064a\u0629 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 \u0642\u0628\u0644 \u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f.<\/p>\n<h2 class=\"wp-block-heading\" id=\"kvcache\">\u0631\u064a\u0627\u0636\u064a\u0627\u062a \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0633\u064a\u0627\u0642 (KV cache)<\/h2>\n<p>\u0625\u0644\u0649 \u062c\u0627\u0646\u0628 \u062d\u062c\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u060c \u062a\u0633\u062a\u0647\u0644\u0643 \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u0630\u0627\u0643\u0631\u0629 \u0625\u0636\u0627\u0641\u064a\u0629 \u062a\u064f\u0633\u0645\u0651\u0649 <strong>KV cache<\/strong> \u062a\u0643\u0628\u0631 \u062e\u0637\u064a\u064b\u0627 \u0645\u0639 \u0639\u062f\u062f \u0627\u0644\u062a\u0648\u0643\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u0633\u064a\u0627\u0642. \u062a\u0642\u062f\u064a\u0631\u064a\u064b\u0627 \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0639\u062f\u062f \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0648\u0631\u0624\u0648\u0633 \u0627\u0644\u0627\u0646\u062a\u0628\u0627\u0647 \u0648\u0637\u0648\u0644 \u0627\u0644\u0633\u064a\u0627\u0642 \u0648\u062f\u0642\u0651\u0629 \u0627\u0644\u062a\u062e\u0632\u064a\u0646.<\/p>\n<p>\u0627\u0644\u0645\u0647\u0645 \u0639\u0645\u0644\u064a\u064b\u0627: \u0643\u0644 \u062a\u0648\u0643\u0646 \u064a\u0636\u064a\u0641 \u0630\u0627\u0643\u0631\u0629\u060c \u0648\u0643\u0644\u0645\u0627 \u0637\u0627\u0644 \u0627\u0644\u0633\u064a\u0627\u0642 \u0643\u0628\u0631\u062a. \u0648\u0628\u0645\u0627 \u0623\u0646 \u0627\u0644\u0639\u0631\u0628\u064a\u0629 \u062a\u0643\u0644\u0651\u0641 \u0646\u062d\u0648 \u0636\u0639\u0641 \u062a\u0648\u0643\u0646\u0627\u062a \u0627\u0644\u0625\u0646\u062c\u0644\u064a\u0632\u064a\u0629 (\u0643\u0645\u0627 \u0642\u0650\u0633\u0646\u0627 \u0641\u0639\u0644\u064a\u064b\u0627)\u060c \u0641\u0625\u0646 \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0633\u064a\u0627\u0642 \u0644\u0644\u0646\u0635 \u0627\u0644\u0639\u0631\u0628\u064a \u062a\u0643\u0628\u0631 \u0623\u0633\u0631\u0639 \u0644\u0646\u0641\u0633 \u0627\u0644\u0645\u062d\u062a\u0648\u0649. \u0644\u0630\u0644\u0643 \u0639\u0646\u062f <strong>\u062a\u0634\u063a\u064a\u0644 Qwen \u0648Llama \u0639\u0631\u0628\u064a\u064b\u0627<\/strong> \u0628\u0633\u064a\u0627\u0642\u0627\u062a \u0637\u0648\u064a\u0644\u0629 (\u0645\u062d\u0627\u062f\u062b\u0627\u062a \u0623\u0648 \u0645\u0633\u062a\u0646\u062f\u0627\u062a)\u060c \u062e\u0635\u0651\u0635 \u0630\u0627\u0643\u0631\u0629 \u0623\u0643\u0628\u0631 \u0645\u0645\u0651\u0627 \u064a\u0648\u062d\u064a \u0628\u0647 \u062d\u062c\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u062d\u062f\u0647\u060c \u0623\u0648 \u0642\u0644\u0651\u0644 \u062d\u062f\u0651 \u0627\u0644\u0633\u064a\u0627\u0642\u060c \u0623\u0648 \u0627\u0633\u062a\u062e\u062f\u0645 \u062a\u0643\u0645\u064a\u0645\u064b\u0627 \u0644\u0644\u0640 KV cache \u0625\u0646 \u062f\u0639\u0645\u0647 \u0645\u062d\u0631\u0651\u0643 \u0627\u0644\u062a\u0634\u063a\u064a\u0644.<\/p>\n<h2 class=\"wp-block-heading\" id=\"runtimes\">\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062a\u0634\u063a\u064a\u0644: Ollama \u0648llama.cpp \u0648vLLM<\/h2>\n<p>\u064a\u0639\u062a\u0645\u062f \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0645\u062d\u0631\u0651\u0643 \u0639\u0644\u0649 \u0647\u062f\u0641\u0643:<\/p>\n<ul class=\"wp-block-list\"><li><strong>Ollama<\/strong>: \u0627\u0644\u0623\u0633\u0647\u0644 \u0644\u0644\u0628\u062f\u0621\u060c \u064a\u0634\u063a\u0651\u0644 \u0646\u0645\u0627\u0630\u062c GGUF \u0639\u0644\u0649 CPU \u0623\u0648 GPU \u0628\u0623\u0648\u0627\u0645\u0631 \u0628\u0633\u064a\u0637\u0629 \u2014 \u0645\u062b\u0627\u0644\u064a \u0644\u0644\u062a\u062c\u0631\u0628\u0629 \u0648\u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0641\u0631\u062f\u064a.<\/li><li><strong>llama.cpp<\/strong>: \u0645\u062d\u0631\u0651\u0643 \u0645\u064f\u062d\u0633\u0651\u0646 \u0644\u062a\u0634\u063a\u064a\u0644 GGUF \u0639\u0644\u0649 CPU (\u0648GPU \u062c\u0632\u0626\u064a\u064b\u0627)\u060c \u0628\u062a\u062d\u0643\u0651\u0645 \u062f\u0642\u064a\u0642 \u0628\u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0648\u0627\u0644\u062a\u0643\u0645\u064a\u0645.<\/li><li><strong>vLLM<\/strong>: \u0644\u0644\u0640 GPU \u0648\u0627\u0644\u0625\u0646\u062a\u0627\u062c \u0639\u0627\u0644\u064a \u0627\u0644\u062a\u0632\u0627\u0645\u0646\u061b \u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u0639\u0627\u0644\u064a\u0629 \u0639\u0628\u0631 \u0625\u062f\u0627\u0631\u0629 \u0630\u0643\u064a\u0629 \u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0633\u064a\u0627\u0642 (PagedAttention).<\/li><\/ul>\n<p>\u0644\u0644\u062a\u062c\u0631\u0628\u0629 \u0648\u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062e\u0641\u064a\u0641 \u0627\u0628\u062f\u0623 \u0628\u0640 Ollama\u061b \u0648\u0644\u0644\u0625\u0646\u062a\u0627\u062c \u0639\u0644\u0649 GPU \u0628\u062a\u0632\u0627\u0645\u0646 \u0639\u0627\u0644\u064d \u0627\u062a\u062c\u0647 \u0625\u0644\u0649 vLLM.<\/p>\n<h2 class=\"wp-block-heading\" id=\"start\">\u062e\u0637\u0648\u0627\u062a \u0627\u0644\u0628\u062f\u0621 \u0627\u0644\u0639\u0645\u0644\u064a\u0629<\/h2>\n<ol class=\"wp-block-list\"><li>\u0642\u062f\u0651\u0631 \u0630\u0627\u0643\u0631\u062a\u0643 \u0627\u0644\u0645\u062a\u0627\u062d\u0629 \u0648\u0627\u062e\u062a\u0631 \u062d\u062c\u0645 \u0646\u0645\u0648\u0630\u062c \u0648\u0645\u0633\u062a\u0648\u0649 \u062a\u0643\u0645\u064a\u0645 \u064a\u0646\u0627\u0633\u0628\u0627\u0646\u0647\u0627.<\/li><li>\u0646\u0632\u0651\u0644 \u0646\u0633\u062e\u0629 GGUF \u0645\u0643\u0645\u0651\u0645\u0629 (Q4\/Q5) \u0645\u0646 \u0645\u0635\u062f\u0631 \u0645\u0648\u062b\u0648\u0642 \u0645\u062b\u0644 Hugging Face.<\/li><li>\u0634\u063a\u0651\u0644\u0647\u0627 \u0639\u0628\u0631 Ollama \u0623\u0648 llama.cpp \u0648\u062c\u0631\u0651\u0628 \u0645\u0637\u0627\u0644\u0628\u0627\u062a \u0639\u0631\u0628\u064a\u0629 \u062d\u0642\u064a\u0642\u064a\u0629 \u0645\u0646 \u0645\u062c\u0627\u0644\u0643.<\/li><li>\u0631\u0627\u0642\u0628 \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0648\u0637\u0648\u0644 \u0627\u0644\u0633\u064a\u0627\u0642\u060c \u062e\u0635\u0648\u0635\u064b\u0627 \u0645\u0639 \u0627\u0644\u0646\u0635\u0648\u0635 \u0627\u0644\u0639\u0631\u0628\u064a\u0629 \u0627\u0644\u0637\u0648\u064a\u0644\u0629.<\/li><li>\u0642\u0650\u0633 \u0627\u0644\u062c\u0648\u062f\u0629 \u0648\u0627\u0644\u0633\u0631\u0639\u0629 \u0639\u0644\u0649 \u0645\u0647\u0645\u062a\u0643\u060c \u0648\u0627\u0631\u0641\u0639 \u0627\u0644\u062d\u062c\u0645 \u0623\u0648 \u0627\u0644\u062f\u0642\u0651\u0629 \u062a\u062f\u0631\u064a\u062c\u064a\u064b\u0627 \u0625\u0646 \u0644\u0632\u0645.<\/li><\/ol>\n<p>\u0628\u0647\u0630\u0647 \u0627\u0644\u062e\u0637\u0648\u0627\u062a \u064a\u0635\u0628\u062d <strong>\u062a\u0634\u063a\u064a\u0644 Qwen \u0648Llama \u0639\u0631\u0628\u064a\u064b\u0627<\/strong> \u0639\u0645\u0644\u064a\u064b\u0627 \u0648\u0642\u0627\u0628\u0644\u064b\u0627 \u0644\u0644\u062a\u0648\u0633\u0651\u0639 \u062f\u0648\u0646 \u0647\u062f\u0631 \u0645\u0648\u0627\u0631\u062f.<\/p>\n<h2 class=\"wp-block-heading\" id=\"maram\">\u0645\u0646 \u0648\u0627\u0642\u0639 \u0645\u0631\u0627\u0645<\/h2>\n<div class=\"wp-block-group\" style=\"border-left-color:#3b82f6;border-left-width:5px;background-color:#eff6ff;padding:16px 18px\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\"><p><strong>\u0645\u0646 \u0648\u0627\u0642\u0639 \u0645\u0631\u0627\u0645:<\/strong> \u0642\u0650\u0633\u0646\u0627 \u0641\u0639\u0644\u064a\u064b\u0627 \u0639\u0644\u0649 \u062e\u0627\u062f\u0645 \u0645\u0631\u0627\u0645 \u0623\u0646 \u0627\u0644\u0639\u0631\u0628\u064a\u0629 \u062a\u0643\u0644\u0651\u0641 \u0646\u062d\u0648 \u0636\u0639\u0641 \u062a\u0648\u0643\u0646\u0627\u062a \u0627\u0644\u0625\u0646\u062c\u0644\u064a\u0632\u064a\u0629 (Qwen 2.13\u00d7\u060c Llama 2.10\u00d7)\u060c \u0648\u0623\u0646 Qwen \u0623\u0643\u0641\u0623 \u0642\u0644\u064a\u0644\u064b\u0627 \u0644\u0644\u0639\u0631\u0628\u064a\u0629. \u0639\u0645\u0644\u064a\u064b\u0627 \u0647\u0630\u0627 \u064a\u0639\u0646\u064a: \u062e\u0637\u0651\u0637 \u0644\u0630\u0627\u0643\u0631\u0629 \u0648\u0633\u064a\u0627\u0642 \u0623\u0643\u0628\u0631 \u0639\u0646\u062f <strong>\u062a\u0634\u063a\u064a\u0644 Qwen \u0648Llama \u0639\u0631\u0628\u064a\u064b\u0627<\/strong> \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u062a\u0637\u0628\u064a\u0642 \u0625\u0646\u062c\u0644\u064a\u0632\u064a. \u0627\u0628\u062f\u0623 \u0628\u0646\u0645\u0648\u0630\u062c \u0645\u0643\u0645\u0651\u0645 \u064a\u0646\u0627\u0633\u0628 \u0630\u0627\u0643\u0631\u062a\u0643\u060c \u0648\u0648\u0633\u0651\u0639 \u0625\u0644\u0649 GPU \u062d\u064a\u0646 \u062a\u0631\u062a\u0641\u0639 \u0627\u0644\u0623\u062d\u062c\u0627\u0645 \u0648\u0627\u0644\u062a\u0632\u0627\u0645\u0646. \u0646\u0648\u0641\u0651\u0631 \u062e\u0648\u0627\u062f\u0645 \u0628\u0645\u0648\u0627\u0631\u062f \u0648\u0630\u0627\u0643\u0631\u0629 \u0643\u0627\u0641\u064a\u0629 \u0648\u062e\u064a\u0627\u0631\u0627\u062a GPU \u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629 \u0639\u0645\u0644\u064a\u064b\u0627.<\/p><\/div><\/div>\n<h2 class=\"wp-block-heading\" id=\"mistakes\">\u0623\u062e\u0637\u0627\u0621 \u0634\u0627\u0626\u0639\u0629 \u0639\u0646\u062f \u062a\u0634\u063a\u064a\u0644 Qwen \u0648Llama \u0639\u0631\u0628\u064a\u064b\u0627<\/h2>\n<p>\u0628\u0639\u062f \u0641\u0647\u0645 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0648\u0627\u0644\u062a\u0643\u0645\u064a\u0645 \u0648\u0627\u0644\u062a\u0648\u0643\u0646\u0627\u062a\u060c \u062a\u0628\u0642\u0649 \u0623\u062e\u0637\u0627\u0621 \u0645\u062a\u0643\u0631\u0631\u0629 \u062a\u064f\u0647\u062f\u0631 \u0627\u0644\u0645\u0648\u0627\u0631\u062f. \u062a\u062c\u0646\u0651\u0628\u0647\u0627 \u064a\u062c\u0639\u0644 <strong>\u062a\u0634\u063a\u064a\u0644 Qwen \u0648Llama \u0639\u0631\u0628\u064a\u064b\u0627<\/strong> \u0623\u0643\u062b\u0631 \u0643\u0641\u0627\u0621\u0629 \u0648\u0627\u0642\u062a\u0635\u0627\u062f\u064b\u0627:<\/p>\n<ul class=\"wp-block-list\"><li><strong>\u0627\u062e\u062a\u064a\u0627\u0631 \u0646\u0645\u0648\u0630\u062c \u0623\u0643\u0628\u0631 \u0645\u0646 \u0630\u0627\u0643\u0631\u062a\u0643<\/strong>: \u062b\u0645 \u0645\u0639\u0627\u0646\u0627\u0629 \u0627\u0644\u0628\u0637\u0621 \u0627\u0644\u0634\u062f\u064a\u062f \u0623\u0648 \u0627\u0644\u0627\u0646\u0647\u064a\u0627\u0631. \u0637\u0627\u0628\u0642 \u062d\u062c\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u062a\u0643\u0645\u064a\u0645 \u0645\u0639 \u0630\u0627\u0643\u0631\u062a\u0643 \u0627\u0644\u0645\u062a\u0627\u062d\u0629 \u0623\u0648\u0644\u064b\u0627.<\/li><li><strong>\u062a\u062c\u0627\u0647\u0644 \u0632\u064a\u0627\u062f\u0629 \u062a\u0648\u0643\u0646\u0627\u062a \u0627\u0644\u0639\u0631\u0628\u064a\u0629 \u0641\u064a \u062d\u062f\u0651 \u0627\u0644\u0633\u064a\u0627\u0642<\/strong>: \u0627\u0644\u0639\u0631\u0628\u064a\u0629 \u062a\u0643\u0644\u0651\u0641 \u0646\u062d\u0648 \u0636\u0639\u0641 \u0627\u0644\u0625\u0646\u062c\u0644\u064a\u0632\u064a\u0629\u060c \u0641\u062e\u0635\u0651\u0635 \u0633\u064a\u0627\u0642\u064b\u0627 \u0623\u0637\u0648\u0644 \u0648\u0630\u0627\u0643\u0631\u0629 \u0623\u0643\u0628\u0631 \u0644\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0639\u0631\u0628\u064a\u0629.<\/li><li><strong>\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062f\u0642\u0651\u0629 FP16 \u062f\u0648\u0646 \u062d\u0627\u062c\u0629<\/strong>: \u0639\u0644\u0649 \u0645\u0648\u0627\u0631\u062f \u0645\u062d\u062f\u0648\u062f\u0629\u060c \u0627\u0644\u062a\u0643\u0645\u064a\u0645 (Q4\/Q5) \u064a\u0648\u0641\u0651\u0631 \u0630\u0627\u0643\u0631\u0629 \u0643\u062b\u064a\u0631\u0629 \u0628\u0641\u0642\u062f \u062c\u0648\u062f\u0629 \u0637\u0641\u064a\u0641 \u2014 \u0627\u0628\u062f\u0623 \u0628\u0647 \u0648\u0627\u0631\u0641\u0639 \u0625\u0646 \u0644\u0632\u0645.<\/li><li><strong>\u0627\u0644\u062d\u0643\u0645 \u0639\u0644\u0649 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0623\u0631\u0642\u0627\u0645 \u0639\u0627\u0645\u0629<\/strong>: \u0642\u064a\u0651\u0645 \u0627\u0644\u062c\u0648\u062f\u0629 \u0639\u0644\u0649 \u0645\u0647\u0645\u062a\u0643 \u0627\u0644\u0639\u0631\u0628\u064a\u0629 \u062a\u062d\u062f\u064a\u062f\u064b\u0627\u060c \u0644\u0627 \u0639\u0644\u0649 \u0645\u0639\u0627\u064a\u064a\u0631 \u0625\u0646\u062c\u0644\u064a\u0632\u064a\u0629 \u0623\u0648 \u062a\u0631\u062a\u064a\u0628\u0627\u062a \u0639\u0627\u0645\u0629.<\/li><li><strong>\u0627\u0644\u0642\u0641\u0632 \u0625\u0644\u0649 GPU \u0645\u0628\u0643\u0631\u064b\u0627<\/strong>: \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0635\u063a\u064a\u0631\u0629 \u0627\u0644\u0645\u0643\u0645\u0651\u0645\u0629 \u062a\u0639\u0645\u0644 \u0639\u0644\u0649 CPU \u0644\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062e\u0641\u064a\u0641\u061b \u0644\u0627 \u062a\u062f\u0641\u0639 \u062b\u0645\u0646 GPU \u0642\u0628\u0644 \u0623\u0646 \u062a\u062d\u062a\u0627\u062c\u0647 \u0641\u0639\u0644\u064b\u0627.<\/li><\/ul>\n<p>\u0628\u0627\u062e\u062a\u0635\u0627\u0631\u060c \u0646\u062c\u0627\u062d <strong>\u062a\u0634\u063a\u064a\u0644 Qwen \u0648Llama \u0639\u0631\u0628\u064a\u064b\u0627<\/strong> \u064a\u0628\u062f\u0623 \u0645\u0646 \u0645\u0637\u0627\u0628\u0642\u0629 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0645\u0639 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u060c \u0648\u0648\u0639\u064a \u0643\u0644\u0641\u0629 \u062a\u0648\u0643\u0646\u0627\u062a \u0627\u0644\u0639\u0631\u0628\u064a\u0629\u060c \u0648\u0627\u062e\u062a\u064a\u0627\u0631 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u062a\u0643\u0645\u064a\u0645 \u0627\u0644\u0645\u0646\u0627\u0633\u0628 \u2014 \u0644\u0627 \u0645\u0646 \u0645\u062c\u0631\u062f \u062a\u062d\u0645\u064a\u0644 \u0623\u0643\u0628\u0631 \u0646\u0645\u0648\u0630\u062c \u0645\u062a\u0627\u062d.<\/p>\n<h2 class=\"wp-block-heading\" id=\"faq\">\u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629<\/h2>\n<h3 class=\"wp-block-heading\">\u0643\u0645 \u0630\u0627\u0643\u0631\u0629 \u0623\u062d\u062a\u0627\u062c \u0644\u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0648\u0630\u062c 7B\u061f<\/h3>\n<p>\u062a\u0642\u062f\u064a\u0631\u064a\u064b\u0627 \u0646\u062d\u0648 5 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0628\u062a\u0643\u0645\u064a\u0645 Q4\u060c \u0648\u0646\u062d\u0648 8 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0628\u0640 Q8\u060c \u0648\u0646\u062d\u0648 15 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0628\u062f\u0642\u0651\u0629 FP16 \u2014 \u0632\u0627\u0626\u062f \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u062a\u064a \u062a\u0643\u0628\u0631 \u0645\u0639 \u0637\u0648\u0644 \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629.<\/p>\n<h3 class=\"wp-block-heading\">\u0647\u0644 \u0627\u0644\u0639\u0631\u0628\u064a\u0629 \u0641\u0639\u0644\u064b\u0627 \u0623\u063a\u0644\u0649 \u0641\u064a \u0627\u0644\u062a\u0648\u0643\u0646\u0627\u062a\u061f<\/h3>\n<p>\u0646\u0639\u0645. \u0641\u064a \u0642\u064a\u0627\u0633\u0646\u0627 \u0627\u0644\u0641\u0639\u0644\u064a \u0639\u0644\u0649 \u062e\u0627\u062f\u0645 \u0645\u0631\u0627\u0645\u060c \u0643\u0644\u0651\u0641\u062a \u0627\u0644\u0639\u0631\u0628\u064a\u0629 \u0646\u062d\u0648 2.1\u00d7 \u062a\u0648\u0643\u0646\u0627\u062a \u0627\u0644\u0625\u0646\u062c\u0644\u064a\u0632\u064a\u0629 \u0644\u0646\u0641\u0633 \u0627\u0644\u0645\u0639\u0646\u0649 (Qwen 2.47 \u0645\u0642\u0627\u0628\u0644 1.16 \u062a\u0648\u0643\u0646\/\u0643\u0644\u0645\u0629\u060c \u0648Llama 2.58 \u0645\u0642\u0627\u0628\u0644 1.23).<\/p>\n<h3 class=\"wp-block-heading\">Qwen \u0623\u0645 Llama \u0623\u0641\u0636\u0644 \u0644\u0644\u0639\u0631\u0628\u064a\u0629\u061f<\/h3>\n<p>\u0623\u0638\u0647\u0631 Qwen \u0643\u0641\u0627\u0621\u0629 \u062a\u0648\u0643\u0646\u0627\u062a \u0623\u0641\u0636\u0644 \u0642\u0644\u064a\u0644\u064b\u0627 \u0644\u0644\u0639\u0631\u0628\u064a\u0629 \u0641\u064a \u0642\u064a\u0627\u0633\u0646\u0627\u060c \u0628\u064a\u0646\u0645\u0627 \u064a\u062a\u0645\u064a\u0651\u0632 Llama \u0628\u0646\u0638\u0627\u0645 \u0628\u064a\u0626\u064a \u0623\u0648\u0633\u0639. \u0627\u0644\u0623\u0641\u0636\u0644 \u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u062c\u0648\u062f\u0629 \u0639\u0644\u0649 \u0645\u0647\u0645\u062a\u0643 \u0627\u0644\u0639\u0631\u0628\u064a\u0629 \u0628\u0646\u0641\u0633\u0643.<\/p>\n<h3 class=\"wp-block-heading\">\u0645\u0627 \u0641\u0627\u0626\u062f\u0629 \u0627\u0644\u062a\u0643\u0645\u064a\u0645 (Quantization)\u061f<\/h3>\n<p>\u064a\u0642\u0644\u0651\u0644 \u062f\u0642\u0651\u0629 \u0623\u0648\u0632\u0627\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0641\u064a\u062e\u0641\u0651\u0636 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0643\u062b\u064a\u0631\u064b\u0627 (Q4 \u0646\u062d\u0648 \u0631\u0628\u0639 FP16) \u0628\u0641\u0642\u062f \u062c\u0648\u062f\u0629 \u0637\u0641\u064a\u0641 \u2014 \u0645\u0627 \u064a\u062a\u064a\u062d \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0627\u0630\u062c \u0623\u0643\u0628\u0631 \u0639\u0644\u0649 \u0645\u0648\u0627\u0631\u062f \u0623\u0642\u0644.<\/p>\n<h3 class=\"wp-block-heading\">\u0647\u0644 \u0623\u0634\u063a\u0651\u0644\u0647\u0627 \u0639\u0644\u0649 CPU \u0623\u0645 \u0623\u062d\u062a\u0627\u062c GPU\u061f<\/h3>\n<p>\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0635\u063a\u064a\u0631\u0629\/\u0627\u0644\u0645\u062a\u0648\u0633\u0637\u0629 \u0627\u0644\u0645\u0643\u0645\u0651\u0645\u0629 \u062a\u0639\u0645\u0644 \u0639\u0644\u0649 CPU \u0644\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062e\u0641\u064a\u0641. \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0643\u0628\u0631 \u0648\u0627\u0644\u0633\u0631\u0639\u0629 \u0648\u0627\u0644\u062a\u0632\u0627\u0645\u0646 \u0627\u0644\u0639\u0627\u0644\u064a \u062a\u062d\u062a\u0627\u062c GPU\u060c \u062e\u0627\u0635\u0629 \u0645\u0639 \u0627\u0644\u062d\u0645\u0644 \u0627\u0644\u0625\u0636\u0627\u0641\u064a \u0644\u0644\u0639\u0631\u0628\u064a\u0629.<\/p>\n<h2 class=\"wp-block-heading\" id=\"end\">\u0627\u0644\u062e\u0644\u0627\u0635\u0629<\/h2>\n<p><strong>\u062a\u0634\u063a\u064a\u0644 Qwen \u0648Llama \u0639\u0631\u0628\u064a\u064b\u0627<\/strong> \u0642\u0631\u0627\u0631 \u0645\u0648\u0627\u0631\u062f \u0642\u0628\u0644 \u0623\u0646 \u064a\u0643\u0648\u0646 \u0642\u0631\u0627\u0631 \u0646\u0645\u0648\u0630\u062c: \u0642\u062f\u0651\u0631 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u062d\u0633\u0628 \u0627\u0644\u062d\u062c\u0645 \u0648\u0627\u0644\u062a\u0643\u0645\u064a\u0645\u060c \u0648\u0627\u0639\u0631\u0641 \u0623\u0646 \u0627\u0644\u0639\u0631\u0628\u064a\u0629 \u062a\u0643\u0644\u0651\u0641 \u0646\u062d\u0648 \u0636\u0639\u0641 \u062a\u0648\u0643\u0646\u0627\u062a \u0627\u0644\u0625\u0646\u062c\u0644\u064a\u0632\u064a\u0629 \u0641\u062e\u0637\u0651\u0637 \u0644\u0633\u064a\u0627\u0642 \u0648\u0630\u0627\u0643\u0631\u0629 \u0623\u0643\u0628\u0631\u060c \u0648\u0627\u062e\u062a\u0631 \u0628\u064a\u0646 CPU \u0648GPU \u062d\u0633\u0628 \u0627\u0644\u062d\u062c\u0645 \u0648\u0627\u0644\u0633\u0631\u0639\u0629. \u0628\u0647\u0630\u0647 \u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u2014 \u0628\u0639\u0636\u0647\u0627 \u0645\u0642\u064a\u0633 \u0641\u0639\u0644\u064a\u064b\u0627 \u2014 \u062a\u062e\u0637\u0651\u0637 \u0628\u062f\u0642\u0651\u0629 \u0628\u062f\u0644 \u0627\u0644\u062a\u062e\u0645\u064a\u0646\u060c \u0648\u062a\u0628\u0646\u064a \u0630\u0643\u0627\u0621\u064b \u0639\u0631\u0628\u064a\u064b\u0627 \u0639\u0644\u0649 \u0628\u0646\u064a\u062a\u0643 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u062b\u0642\u0629.<\/p>\n<p class=\"has-text-align-center\"><a href=\"https:\/\/maram.iq\/gpu\" style=\"background:#16a34a;color:#fff;font-weight:700;padding:12px 28px;border-radius:8px;text-decoration:none\">\u0634\u063a\u0651\u0644 \u0646\u0645\u0627\u0630\u062c\u0643 \u0639\u0644\u0649 \u062e\u0627\u062f\u0645 GPU \u0645\u0646 \u0645\u0631\u0627\u0645<\/a><\/p>\n\n<script 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