{"id":88115,"date":"2025-12-30T09:00:57","date_gmt":"2025-12-30T05:30:57","guid":{"rendered":"https:\/\/falnic.com\/blog\/?p=88115"},"modified":"2026-01-14T14:24:23","modified_gmt":"2026-01-14T10:54:23","slug":"suitable-storage-for-ai-projects","status":"publish","type":"post","link":"https:\/\/falnic.com\/blog\/suitable-storage-for-ai-projects.html","title":{"rendered":"\u0627\u0633\u062a\u0648\u0631\u06cc\u062c \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647 \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0686\u0647 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc\u06cc \u062f\u0627\u0631\u062f\u061f"},"content":{"rendered":"<figure class=\"wp-block-post-featured-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1446\" height=\"692\" src=\"https:\/\/falnic.com\/blog\/wp-content\/uploads\/2025\/12\/suitable-storage-for-ai-projects.webp\" class=\"attachment-post-thumbnail size-post-thumbnail wp-post-image no-lazy\" alt=\"\u0627\u0633\u062a\u0648\u0631\u06cc\u062c \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647 \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc\" style=\"object-fit:cover;\" srcset=\"https:\/\/falnic.com\/blog\/wp-content\/uploads\/2025\/12\/suitable-storage-for-ai-projects.webp 1446w, https:\/\/falnic.com\/blog\/wp-content\/uploads\/2025\/12\/suitable-storage-for-ai-projects-490x234.webp 490w, https:\/\/falnic.com\/blog\/wp-content\/uploads\/2025\/12\/suitable-storage-for-ai-projects-1024x490.webp 1024w, https:\/\/falnic.com\/blog\/wp-content\/uploads\/2025\/12\/suitable-storage-for-ai-projects-150x72.webp 150w, https:\/\/falnic.com\/blog\/wp-content\/uploads\/2025\/12\/suitable-storage-for-ai-projects-768x368.webp 768w, https:\/\/falnic.com\/blog\/wp-content\/uploads\/2025\/12\/suitable-storage-for-ai-projects-300x144.webp 300w, https:\/\/falnic.com\/blog\/wp-content\/uploads\/2025\/12\/suitable-storage-for-ai-projects-220x105.webp 220w, https:\/\/falnic.com\/blog\/wp-content\/uploads\/2025\/12\/suitable-storage-for-ai-projects-390x187.webp 390w, https:\/\/falnic.com\/blog\/wp-content\/uploads\/2025\/12\/suitable-storage-for-ai-projects-780x373.webp 780w\" sizes=\"auto, (max-width: 1446px) 100vw, 1446px\" \/><\/figure>\n\n\n<p>\u062f\u0631 \u0686\u0646\u062f \u0633\u0627\u0644 \u0627\u062e\u06cc\u0631\u060c \u0645\u0648\u062c \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0686\u0646\u0627\u0646 \u0633\u0631\u0639\u062a\u06cc \u06af\u0631\u0641\u062a\u0647 \u06a9\u0647 \u062d\u062a\u06cc \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f\u0647\u0627\u06cc \u0633\u062e\u062a\u200c\u0627\u0641\u0632\u0627\u0631\u06cc\u0650 \u0645\u0631\u0627\u06a9\u0632 \u062f\u0627\u062f\u0647 \u0646\u06cc\u0632 \u0628\u0647\u200c\u0633\u0631\u0639\u062a \u062f\u0631 \u062d\u0627\u0644 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\u0646\u062f\u0627\u0631\u062f.<\/p>\n\n\n\n<p>\u0627\u06cc\u0646 \u0622\u0645\u0627\u0631\u0647\u0627 \u06cc\u06a9 \u062d\u0642\u06cc\u0642\u062a \u0645\u0647\u0645 \u0631\u0627 \u0628\u0647 \u0645\u0627 \u06cc\u0627\u062f\u0622\u0648\u0631\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0627\u06cc\u0646\u06a9\u0647 \u0627\u06af\u0631 \u0642\u0635\u062f \u0627\u062c\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0627\u0631\u06cc\u062f\u060c \u0645\u0647\u0645\u200c\u062a\u0631\u06cc\u0646 \u0628\u062e\u0634 \u0632\u06cc\u0631\u0633\u0627\u062e\u062a \u0634\u0645\u0627 \u0641\u0642\u0637 GPU \u06cc\u0627 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0646\u06cc\u0633\u062a\u061b \u0628\u0644\u06a9\u0647 \u0627\u0633\u062a\u0648\u0631\u06cc\u062c\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u062a\u0648\u0627\u0646\u062f \u0627\u06cc\u0646 \u062d\u062c\u0645 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id=\"\u0627\u0633\u062a\u0648\u0631\u06cc\u062c-\u0645\u0646\u0627\u0633\u0628-\u0628\u0631\u0627\u06cc-\u067e\u0631\u0648\u0698\u0647-\u0647\u0627\u06cc-\u0647\u0648\u0634-\u0645\u0635\u0646\u0648\u0639\u06cc-\u0686\u0647-\u0648\u06cc\u0698\u06af\u06cc-\u0647\u0627\u06cc\u06cc-\u062f\u0627\u0631\u062f\u061f\">\u0627\u0633\u062a\u0648\u0631\u06cc\u062c \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0686\u0647 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc\u06cc \u062f\u0627\u0631\u062f\u061f<\/h2>\n\n\n\n<p>\u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0647 \u062f\u0644\u06cc\u0644 \u0633\u0631 \u0648 \u06a9\u0627\u0631 \u062f\u0627\u0634\u062a\u0646 \u0628\u0627 \u0627\u0646\u0648\u0627\u0639 \u062e\u0627\u0635\u06cc \u0627\u0632 \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u060c \u0646\u06cc\u0627\u0632\u0645\u0646\u062f \u0627\u0633\u062a\u0648\u0631\u06cc\u062c\u200c\u0647\u0627\u06cc\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0627\u0632 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0645\u0646\u062d\u0635\u0631\u0628\u0647 \u0641\u0631\u062f\u06cc \u0628\u0647\u0631\u0647\u200c\u0645\u0646\u062f \u0628\u0627\u0634\u0646\u062f\u061b \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0633\u0631\u0639\u062a \u0628\u0633\u06cc\u0627\u0631 \u0628\u0627\u0644\u0627<\/h3>\n\n\n\n<p>\u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0648 \u0628\u0647\u200c\u062e\u0635\u0648\u0635 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 (ML \/ DL) \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0631\u0648\u06cc \u062f\u06cc\u062a\u0627\u0633\u062a\u0631\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u0646\u062f \u06a9\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0628\u0627 \u0633\u0631\u0639\u062a \u062e\u06cc\u0644\u06cc \u0628\u0627\u0644\u0627 \u062e\u0648\u0627\u0646\u062f\u0647 (read) \u0648 \u06af\u0627\u0647\u06cc \u0646\u0648\u0634\u062a\u0647 (write) \u0634\u0648\u0646\u062f. \u0627\u06af\u0631 \u0627\u0633\u062a\u0648\u0631\u06cc\u062c \u0646\u062a\u0648\u0627\u0646\u062f \u062f\u0627\u062f\u0647 \u0631\u0627 \u0633\u0631\u06cc\u0639 \u0628\u0631\u0633\u0627\u0646\u062f\u060c GPU\u0647\u0627 \u06cc\u0627 \u062f\u06cc\u06af\u0631 \u0634\u062a\u0627\u0628\u200c\u062f\u0647\u0646\u062f\u0647\u200c\u0647\u0627 \u0645\u0646\u062a\u0638\u0631 \u062f\u0627\u062f\u0647 \u0645\u06cc\u200c\u0645\u0627\u0646\u0646\u062f \u0648 \u0628\u0647\u200c\u0627\u0635\u0637\u0644\u0627\u062d Idle \u0645\u06cc\u200c\u0634\u0648\u0646\u062f \u0648 \u062a\u0645\u0627\u0645 \u0647\u0632\u06cc\u0646\u0647 \u0648 \u062a\u0648\u0627\u0646 \u067e\u0631\u062f\u0627\u0632\u0634\u06cc \u06a9\u0647 \u0628\u0631\u0627\u06cc \u062e\u0631\u06cc\u062f GPU \u0635\u0631\u0641 \u0634\u062f\u0647 \u0627\u0633\u062a \u0628\u0647 \u0647\u062f\u0631 \u0645\u06cc\u200c\u0631\u0648\u062f.<\/p>\n\n\n\n<p>\u0627\u0632 \u0627\u06cc\u0646 \u0631\u0648 \u0636\u0631\u0648\u0631\u06cc\u0633\u062a \u06a9\u0647 \u0627\u0633\u062a\u0648\u0631\u06cc\u062c \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647 \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u062a\u0648\u0627\u0646\u062f Throughput (\u062d\u062c\u0645 \u0627\u0646\u062a\u0642\u0627\u0644 \u062f\u0627\u062f\u0647 \u062f\u0631 \u062b\u0627\u0646\u06cc\u0647) \u0648 IOPS (\u062a\u0639\u062f\u0627\u062f \u0639\u0645\u0644\u06cc\u0627\u062a \u0648\u0631\u0648\u062f\u06cc\/\u062e\u0631\u0648\u062c\u06cc \u062f\u0631 \u062b\u0627\u0646\u06cc\u0647) \u0628\u0627\u0644\u0627\u06cc\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f. \u062a\u0648\u0635\u06cc\u0647 \u0645\u0627 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0627\u06af\u0631 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u0627\u0633\u062a\u0648\u0631\u06cc\u062c\u06cc \u0628\u0631\u0627\u06cc training \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0645\u062a\u0648\u0633\u0637 \u062a\u0627 \u0628\u0632\u0631\u06af \u0647\u0633\u062a\u06cc\u062f\u060c \u0628\u0627\u06cc\u062f \u0627\u06cc\u0646 \u0627\u0633\u062a\u0648\u0631\u06cc\u062c \u0627\u0632 NVMe SSD (\u0645\u062f\u0644\u0647\u0627\u06cc enterprise) \u062f\u0631 \u06a9\u0646\u0627\u0631 \u0631\u0627\u0628\u0637\u200c\u0647\u0627\u06cc \u067e\u0631\u0633\u0631\u0639\u062a (PCIe Gen4\/5 + Parallel FS) \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u06a9\u0646\u062f. \u0627\u0645\u0627 \u0627\u06af\u0631 \u0628\u0648\u062f\u062c\u0647 \u0645\u062d\u062f\u0648\u062f\u06cc \u062f\u0627\u0631\u06cc\u062f\u060c \u06cc\u06a9 \u0627\u0633\u062a\u0648\u0631\u06cc\u062c \u062f\u0627\u0631\u0627\u06cc \u0645\u0639\u0645\u0627\u0631\u06cc \u062a\u0631\u06a9\u06cc\u0628\u06cc (NVMe \u0628\u0631\u0627\u06cc hot data \u0648 HDD \u06cc\u0627 NL-SAS \u0628\u0631\u0627\u06cc cold data) \u0628\u0627 tiering \u0645\u0646\u0637\u0642\u06cc \u0628\u0631\u0627\u06cc \u0634\u0645\u0627 \u06a9\u0627\u0641\u06cc \u0627\u0633\u062a.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Latency \u0628\u0633\u06cc\u0627\u0631 \u067e\u0627\u06cc\u06cc\u0646<\/h3>\n\n\n\n<p>Latency (\u062a\u0627\u062e\u06cc\u0631) \u06cc\u0639\u0646\u06cc \u0686\u0642\u062f\u0631 \u0637\u0648\u0644 \u0645\u06cc\u200c\u06a9\u0634\u062f \u062a\u0627 \u06cc\u06a9 \u062f\u0631\u062e\u0648\u0627\u0633\u062a I\/O \u0627\u0632 \u0633\u0631\u0648\u0631 \u0628\u0647 \u0627\u0633\u062a\u0648\u0631\u06cc\u062c \u0628\u0631\u0648\u062f \u0648 \u067e\u0627\u0633\u062e \u0628\u0631\u06af\u0631\u062f\u062f. \u062f\u0631 \u06a9\u0627\u0631\u0647\u0627\u06cc inference \u0628\u0644\u0627\u062f\u0631\u0646\u06af (real-time inference)\u060c \u067e\u0631\u062f\u0627\u0632\u0634\u200c\u0647\u0627\u06cc \u0622\u0646\u0644\u0627\u06cc\u0646\u060c \u0633\u0631\u0648\u06cc\u0633\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f RAG (\u0645\u062e\u0641\u0641 Retrieval-Augmented Generation) \u06cc\u0627 \u0645\u0648\u062a\u0648\u0631\u0647\u0627\u06cc Embedding\u060c \u062a\u0627\u062e\u06cc\u0631 \u067e\u0627\u06cc\u06cc\u0646 \u06cc\u06a9 \u0645\u0648\u0636\u0648\u0639 \u0628\u0633\u06cc\u0627\u0631 \u062d\u06cc\u0627\u062a\u06cc \u0627\u0633\u062a. \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0645\u0627 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0633\u0631\u0648\u06cc\u0633\u200c\u0647\u0627\u06cc inference \u06cc\u0627 RAG \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u0627\u0633\u062a\u0648\u0631\u06cc\u062c NVMe \u0628\u0627 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc NVMe-oF \u0648 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc RDMA (RoCE) \u0628\u0627\u0634\u06cc\u062f \u0648 \u062d\u062a\u0645\u0627 SLA \u062a\u0627\u062e\u06cc\u0631 (p99, p95 latencies) \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u062f\u0642\u06cc\u0642 \u0627\u0632 \u0641\u0631\u0648\u0634\u0646\u062f\u0647 \u0628\u067e\u0631\u0633\u06cc\u062f.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u0645\u0639\u0645\u0627\u0631\u06cc Scale-Out<\/h3>\n\n\n\n<p>\u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af AI\u060c \u062d\u062c\u0645 \u062f\u0627\u062f\u0647 \u0648 \u0646\u06cc\u0627\u0632 \u0628\u0647 I\/O \u0622\u0646\u200c\u0642\u062f\u0631 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc\u200c\u06cc\u0627\u0628\u062f \u06a9\u0647 \u06cc\u06a9 \u0622\u0631\u0627\u06cc\u0647\u200c \u0648\u0627\u062d\u062f (scale-up) \u06a9\u0627\u0641\u06cc \u0646\u06cc\u0633\u062a. \u0627\u06cc\u0646\u062c\u0627\u0633\u062a \u06a9\u0647 \u0648\u06cc\u0698\u06af\u06cc Scale-out \u0648\u0627\u0631\u062f \u0645\u06cc\u062f\u0627\u0646 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0627\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u0628\u0647 \u0645\u0639\u0646\u06cc \u0627\u0641\u0632\u0648\u062f\u0646 \u0646\u0648\u062f\u0647\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647\u200c\u0633\u0627\u0632\u06cc \u0628\u0647 \u062e\u0648\u0634\u0647 \u0628\u062f\u0648\u0646 Downtime \u0648 \u0628\u0627 \u062d\u0641\u0638 \u0639\u0645\u0644\u06a9\u0631\u062f \u062e\u0637\u06cc \u06cc\u0627 \u0646\u0632\u062f\u06cc\u06a9 \u0628\u0647 \u062e\u0637\u06cc \u0627\u0633\u062a \u0648 \u06cc\u06a9\u06cc \u0627\u0632 \u0645\u0647\u0645\u062a\u0631\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0627\u0633\u062a\u0648\u0631\u06cc\u062c \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647 \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a.<\/p>\n\n\n\n<p>\u0628\u0631\u0627\u06cc \u0686\u0646\u06cc\u0646 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc\u06cc \u0634\u0645\u0627 \u0628\u0627\u06cc\u062f \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u0627\u0633\u062a\u0648\u0631\u06cc\u062c\u200c\u0647\u0627\u06cc \u0645\u062c\u0647\u0632 \u0628\u0647 \u0641\u0646\u0627\u0648\u0631\u06cc \u0630\u062e\u06cc\u0631\u0647\u200c\u0633\u0627\u0632\u06cc \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647 (Distributed Storage) \u0628\u0627\u0634\u06cc\u062f. \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc Distributed Storage \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u0628\u06cc\u0646 \u0646\u0648\u062f\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u067e\u062e\u0634 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f\u061b \u0627\u063a\u0644\u0628 \u062f\u0627\u0631\u0627\u06cc \u0644\u0627\u06cc\u0647\u200c\u0627\u06cc \u0628\u0631\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u062a\u0627\u062f\u06cc\u062a\u0627\u060c \u062a\u0648\u0632\u06cc\u0639 \u0648 \u0628\u0627\u0632\u062a\u06a9\u062b\u06cc\u0631 \u062f\u0627\u062f\u0647\u060c \u062a\u0639\u0627\u062f\u0644 \u0628\u0627\u0631 \u0648 \u062a\u0631\u0627\u06a9\u0646\u0634\u200c\u0647\u0627\u06cc \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631 \u0647\u0633\u062a\u0646\u062f \u0648 \u0627\u0632 \u0645\u0639\u0645\u0627\u0631\u06cc Scale-Out \u0646\u06cc\u0632 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"694\" height=\"332\" src=\"https:\/\/falnic.com\/blog\/wp-content\/uploads\/2025\/12\/a-data-center-aisle-filled-with-ai-optimized-nvme-storage-arrays.webp\" alt=\"\u06cc\u06a9 \u062f\u06cc\u062a\u0627\u0633\u0646\u062a\u0631 \u0628\u0627 \u0627\u0633\u062a\u0648\u0631\u06cc\u062c\u200c\u0647\u0627\u06cc \u0641\u0631\u0627\u0648\u0627\u0646 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc\" class=\"wp-image-88119\" title=\"\u06cc\u06a9 \u062f\u06cc\u062a\u0627\u0633\u0646\u062a\u0631 \u0628\u0627 \u0627\u0633\u062a\u0648\u0631\u06cc\u062c\u200c\u0647\u0627\u06cc \u0641\u0631\u0627\u0648\u0627\u0646 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc\" srcset=\"https:\/\/falnic.com\/blog\/wp-content\/uploads\/2025\/12\/a-data-center-aisle-filled-with-ai-optimized-nvme-storage-arrays.webp 694w, https:\/\/falnic.com\/blog\/wp-content\/uploads\/2025\/12\/a-data-center-aisle-filled-with-ai-optimized-nvme-storage-arrays-490x234.webp 490w, https:\/\/falnic.com\/blog\/wp-content\/uploads\/2025\/12\/a-data-center-aisle-filled-with-ai-optimized-nvme-storage-arrays-150x72.webp 150w, https:\/\/falnic.com\/blog\/wp-content\/uploads\/2025\/12\/a-data-center-aisle-filled-with-ai-optimized-nvme-storage-arrays-300x144.webp 300w, https:\/\/falnic.com\/blog\/wp-content\/uploads\/2025\/12\/a-data-center-aisle-filled-with-ai-optimized-nvme-storage-arrays-220x105.webp 220w, https:\/\/falnic.com\/blog\/wp-content\/uploads\/2025\/12\/a-data-center-aisle-filled-with-ai-optimized-nvme-storage-arrays-390x187.webp 390w\" sizes=\"auto, (max-width: 694px) 100vw, 694px\" \/><figcaption class=\"wp-element-caption\">\u0627\u0633\u062a\u0648\u0631\u06cc\u062c \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0627\u06cc\u062f \u062f\u0627\u0631\u0627\u06cc \u0633\u0631\u0639\u062a\u060c \u062d\u062c\u0645 \u0648 \u0638\u0631\u0641\u06cc\u062a \u0628\u0627\u0644\u0627\u06cc\u06cc \u0628\u0627\u0634\u062f \u0648 \u0627\u0632 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u06a9\u0646\u062f.<\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u0638\u0631\u0641\u06cc\u062a \u0628\u0627\u0644\u0627 \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u062f\u06cc\u062a\u0627\u0647\u0627\u06cc \u063a\u06cc\u0631\u0633\u0627\u062e\u062a\u200c\u06cc\u0627\u0641\u062a\u0647<\/h3>\n\n\n\n<p>\u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc AI \u0627\u063a\u0644\u0628 \u0628\u0627 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u063a\u06cc\u0631\u0633\u0627\u062e\u062a\u200c\u06cc\u0627\u0641\u062a\u0647 \u0645\u0627\u0646\u0646\u062f \u062a\u0635\u0627\u0648\u06cc\u0631\u060c \u0648\u06cc\u062f\u0626\u0648\u0647\u0627\u060c \u0641\u0627\u06cc\u0644\u200c\u0647\u0627\u06cc \u0635\u0648\u062a\u06cc\u060c \u0644\u0627\u06af\u200c\u0647\u0627\u060c \u0627\u0633\u0646\u0627\u062f \u0645\u062a\u0646\u06cc \u0637\u0648\u0644\u0627\u0646\u06cc\u060c \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0633\u0646\u0633\u0648\u0631\u0647\u0627 \u0648\u2026 \u0633\u0631\u0648\u06a9\u0627\u0631 \u062f\u0627\u0631\u0646\u062f. \u0627\u06cc\u0646\u200c \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0646\u06cc\u0627\u0632\u0645\u0646\u062f \u0641\u0636\u0627\u06cc \u0632\u06cc\u0627\u062f\u06cc \u0647\u0633\u062a\u0646\u062f \u0648 \u062f\u0633\u062a\u0631\u0633\u06cc\u200c\u0647\u0627\u06cc\u0634\u0627\u0646 \u0628\u0631 \u067e\u0627\u06cc\u0647 \u0641\u0627\u06cc\u0644 \u06cc\u0627 \u0622\u0628\u062c\u06a9\u062a \u0627\u0633\u062a\u060c \u0646\u0647 \u0628\u0644\u0627\u06a9 \u0631\u062f\u06cc\u0641\u06cc. \u0627\u0632 \u0627\u06cc\u0646 \u0631\u0648\u060c \u0628\u0631\u0627\u06cc \u0686\u0646\u06cc\u0646 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc\u06cc Object Storage \u062f\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u0633\u0627\u06cc\u0631 \u0627\u0633\u062a\u0648\u0631\u06cc\u062c\u200c\u0647\u0627 \u06af\u0632\u06cc\u0646\u0647\u200c\u06cc \u0628\u0647\u062a\u0631\u06cc \u0627\u0633\u062a\u061b \u0632\u06cc\u0631\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0645\u0632\u0627\u06cc\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631\u06cc \u0646\u0627\u0645\u062d\u062f\u0648\u062f\u060c \u0645\u062a\u0627\u062f\u06cc\u062a\u0627\u06cc \u063a\u0646\u06cc\u060c \u0633\u0627\u0632\u06af\u0627\u0631\u06cc \u0628\u0627 \u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645 ML \u0648 \u0647\u0632\u06cc\u0646\u0647 \u0628\u0647\u06cc\u0646\u0647 \u0628\u0631\u0627\u06cc cold data \u0631\u0627 \u0628\u0647 \u0634\u0645\u0627 \u0627\u0631\u0627\u0626\u0647 \u06a9\u0646\u062f.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 Parallel Access<\/h3>\n\n\n\n<p>\u062f\u0631 \u0622\u0645\u0648\u0632\u0634 \u062a\u0648\u0632\u06cc\u0639\u200c\u0634\u062f\u0647 (Distributed Training) \u0648 HPC\u060c \u0628\u0627\u06cc\u062f \u0686\u0646\u062f\u06cc\u0646 GPU \u06cc\u0627 \u0686\u0646\u062f\u06cc\u0646 node \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u0647\u0645\u0632\u0645\u0627\u0646 \u0628\u0647 \u0628\u062e\u0634\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u06cc\u06a9 \u062f\u06cc\u062a\u0627\u0633\u062a (\u06cc\u0627 \u062d\u062a\u06cc \u0628\u0647 \u0647\u0645\u0627\u0646 \u0641\u0627\u06cc\u0644) \u062f\u0633\u062a\u0631\u0633\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0646\u062f. \u0627\u06af\u0631 \u0627\u0633\u062a\u0648\u0631\u06cc\u062c \u0646\u062a\u0648\u0627\u0646\u062f \u062f\u0633\u062a\u0631\u0633\u06cc \u0645\u0648\u0627\u0632\u06cc \u0631\u0627 \u0628\u0627 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u062e\u0648\u0628 \u0628\u0631\u0642\u0631\u0627\u0631 \u06a9\u0646\u062f\u060c \u062a\u0631\u0627\u0641\u06cc\u06a9 I\/O \u0628\u0647\u200c\u0633\u0631\u0639\u062a \u0628\u0647 \u06af\u0644\u0648\u06af\u0627\u0647 \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0628\u0647 \u0647\u0645\u06cc\u0646 \u0639\u0644\u062a\u060c \u0627\u0633\u062a\u0648\u0631\u06cc\u062c \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647 \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0647 \u0648\u06cc\u0698\u0647 \u062d\u0648\u0632\u0647\u200c\u0647\u0627\u06cc HPC \u0648 Cluster Training\u060c \u0645\u062f\u0644\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0637\u0648\u0631 \u06a9\u0627\u0645\u0644 \u0627\u0632 \u0627\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u06a9\u0646\u062f.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 NVMe-oF<\/h3>\n\n\n\n<p>\u0641\u0646\u0627\u0648\u0631\u06cc NVMe-oF \u0628\u0647 \u0634\u0645\u0627 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f \u062a\u0627 \u0628\u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 NVMe SSD\u0647\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0634\u0628\u06a9\u0647 \u0648 \u0628\u0627 latency \u062e\u06cc\u0644\u06cc \u0646\u0632\u062f\u06cc\u06a9 \u0628\u0647 \u062f\u0633\u062a\u0631\u0633\u06cc \u0645\u062d\u0644\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f. \u0628\u0647 \u0639\u0628\u0627\u0631\u062a \u062f\u06cc\u06af\u0631\u060c NVMe-oF \u0647\u0645\u0627\u0646 \u062a\u062c\u0631\u0628\u0647 NVMe \u0645\u062d\u0644\u06cc \u0631\u0627 \u0631\u0648\u06cc Fabric \u0634\u0628\u06a9\u0647\u200c\u0627\u06cc \u0645\u06cc\u200c\u0622\u0648\u0631\u062f. Latencies \u0628\u0633\u06cc\u0627\u0631 \u067e\u0627\u06cc\u06cc\u0646\u200c\u062a\u0631\u060c \u0639\u0645\u0644\u06a9\u0631\u062f \u0646\u0632\u062f\u06cc\u06a9 \u0628\u0647 \u0645\u062d\u0644\u06cc \u0648 \u0627\u0645\u06a9\u0627\u0646 \u0627\u0634\u062a\u0631\u0627\u06a9 NVMe \u062f\u0631 \u0628\u06cc\u0646 \u0686\u0646\u062f \u0633\u0631\u0648\u0631 \u0628\u062f\u0648\u0646 \u0627\u0632 \u062f\u0633\u062a \u062f\u0627\u062f\u0646 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0627\u0632 \u062c\u0645\u0644\u0647 \u0645\u0632\u0627\u06cc\u0627\u06cc \u0627\u06cc\u0646 \u062a\u06a9\u0646\u0648\u0644\u0648\u0698\u06cc \u0647\u0633\u062a\u0646\u062f. \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 NVMe-oF \u06cc\u06a9\u06cc \u0627\u0632 \u0645\u0647\u0645\u062a\u0631\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0627\u0633\u062a\u0648\u0631\u06cc\u062c \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647 \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a\u060c \u0628\u0647 \u0648\u06cc\u0698\u0647 \u0627\u06af\u0631 \u0642\u0631\u0627\u0631 \u0627\u0633\u062a \u0627\u06cc\u0646 \u0627\u0633\u062a\u0648\u0631\u06cc\u062c \u062f\u0631 \u0645\u062d\u06cc\u0637\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0628\u0647 latency-sensitive \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u0646\u062f (inference \u0628\u0627 SLA \u067e\u0627\u06cc\u06cc\u0646) \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0642\u0631\u0627\u0631 \u06af\u06cc\u0631\u062f.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0627\u0645\u0646\u06cc\u062a \u0648 Redundancy \u0628\u0627\u0644\u0627<\/h3>\n\n\n\n<p>\u0645\u062f\u0644\u200c\u0647\u0627\u060c \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0648 checkpoints \u062f\u0631 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc AI \u0627\u063a\u0644\u0628 \u0633\u0631\u0645\u0627\u06cc\u0647\u200c\u0647\u0627\u06cc \u062d\u06cc\u0627\u062a\u06cc \u0622\u0646 \u06a9\u0633\u0628\u200c\u0648\u06a9\u0627\u0631 \u0647\u0633\u062a\u0646\u062f. \u0627\u0632 \u062f\u0633\u062a \u0631\u0641\u062a\u0646 \u062f\u0627\u062f\u0647 \u06cc\u0627 \u062e\u0631\u0627\u0628 \u0634\u062f\u0646 \u0622\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0645\u0627\u0647\u200c\u0647\u0627 \u06a9\u0627\u0631 \u0631\u0627 \u0627\u0632 \u0628\u06cc\u0646 \u0628\u0628\u0631\u062f. \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0627\u0633\u062a\u0648\u0631\u06cc\u062c \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647 \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0627\u06cc\u062f \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0645\u062d\u0627\u0641\u0638\u062a\u06cc \u0642\u0648\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f. \u0628\u0647\u0631\u0647\u200c\u0645\u0646\u062f\u06cc \u0627\u0632 RAID \u0645\u0646\u0627\u0633\u0628 (RAID6 \u0648 RAID10)\u060c \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc Erasure Coding (\u0646\u0648\u0639\u06cc \u0641\u0646\u0627\u0648\u0631\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0628\u0631\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0648 \u062d\u0641\u0627\u0638\u062a \u0627\u0632 \u0622\u0646 \u0647\u0627 \u062f\u0631 \u0632\u0645\u0627\u0646 \u062e\u0648\u0627\u0646\u062f\u0646 \u0645\u062c\u062f\u062f)\u060c Replication (\u062a\u06a9\u0631\u0627\u0631 \u062f\u0627\u062f\u0647 \u0631\u0648\u06cc \u0686\u0646\u062f \u0646\u0648\u062f \u06cc\u0627 \u0633\u0627\u06cc\u062a (geo-replication) \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u0631\u0633\u200c\u067e\u0630\u06cc\u0631\u06cc \u0628\u0627\u0644\u0627 \u0648 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0627\u0632 \u0641\u0627\u062c\u0639\u0647)\u060c Snapshots \u0648 Immutable Backups \/ WORM (\u0627\u06cc\u062c\u0627\u062f \u0628\u06a9 \u0622\u067e \u0647\u0627\u06cc \u063a\u06cc\u0631\u0642\u0627\u0628\u0644 \u062a\u063a\u06cc\u06cc\u0631) \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc\u06cc \u0627\u0632 \u0627\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0645\u062d\u0627\u0641\u0638\u062a\u06cc \u0647\u0633\u062a\u0646\u062f.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0633\u0627\u0632\u06af\u0627\u0631\u06cc \u0628\u0627 GPU Server \u0648 \u0632\u06cc\u0631\u0633\u0627\u062e\u062a AI<\/h3>\n\n\n\n<p>\u0627\u0633\u062a\u0648\u0631\u06cc\u062c\u06cc \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0627\u0633\u062a\u0648\u0631\u06cc\u062c \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647 \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0634\u0646\u0627\u062e\u062a\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f \u06a9\u0647 \u0628\u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u062e\u0648\u0628\u06cc \u0628\u0627 \u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645 AI \u06a9\u0627\u0631 \u06a9\u0646\u062f\u060c \u0646\u0647 \u062c\u062f\u0627 \u0627\u0632 \u0622\u0646. \u0627\u06cc\u0646 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0627\u0633\u062a\u0648\u0631\u06cc\u062c \u0645\u0648\u0631\u062f\u0646\u0638\u0631 \u0634\u0645\u0627 \u0628\u0627\u06cc\u062f \u0627\u0632 \u062f\u0631\u06af\u0627\u0647\u200c\u0647\u0627\u06cc \u0628\u0627 \u067e\u0631\u0641\u0648\u0631\u0645\u0646\u0633 \u0628\u0627\u0644\u0627 (100\/200\/400GbE, RoCE)\u060c \u0642\u0627\u0628\u0644\u06cc\u062a S3 compatibility \u0628\u0631\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647\u200c\u0633\u0627\u0632\u06cc \u062f\u06cc\u062a\u0627\u0644\u0650\u06cc\u06a9 \u0648 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc pipeline\u0647\u0627\u060c Integration \u0628\u0627 Kubernetes CSI drivers \u0628\u0631\u0627\u06cc \u062a\u0627\u0645\u06cc\u0646 Persistent Volumes \u0628\u0647 \u0635\u0648\u0631\u062a \u0627\u06cc\u0645\u0646 \u0648 \u06a9\u0627\u0631\u0627 \u0648 snapshotting \u0648 clone \u0633\u0631\u06cc\u0639 \u0628\u0631\u0627\u06cc spin-up \u0633\u0631\u06cc\u0639 \u0645\u062d\u06cc\u0637\u200c\u0647\u0627\u06cc \u062a\u0633\u062a \u06cc\u0627 spawn \u06a9\u0631\u062f\u0646 \u0686\u0646\u062f\u06cc\u0646 \u06a9\u0627\u0631 \u0622\u0632\u0645\u0627\u06cc\u0634\u06cc \u0631\u0648\u06cc \u06cc\u06a9 dataset \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u06a9\u0646\u062f. \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645 \u0628\u0631\u0627\u06cc \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u06cc\u0634\u062a\u0631 \u0628\u0627 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647\u200c\u0633\u0627\u0632\u0647\u0627\u06cc \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc AI\u060c \u0645\u0642\u0627\u0644\u0647 <a href=\"https:\/\/falnic.com\/blog\/artificial-intelligence-machine-learning-server.html\" target=\"_blank\" rel=\"noreferrer noopener\">\u0633\u0631\u0648\u0631 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0686\u06cc\u0633\u062a<\/a> \u0631\u0627 \u0646\u06cc\u0632 \u0645\u0637\u0627\u0644\u0639\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"694\" height=\"332\" src=\"https:\/\/falnic.com\/blog\/wp-content\/uploads\/2025\/12\/a-technician-installing-high-capacity-ssds-in-an-enterprise-storage-enclosure.webp\" alt=\"\u06cc\u06a9 \u062a\u06a9\u0646\u0633\u06cc\u0646 \u0634\u0628\u06a9\u0647 \u062f\u0631 \u062d\u0627\u0644 \u0622\u0645\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u06cc\u06a9 \u0627\u0633\u062a\u0648\u0631\u06cc\u062c \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647 \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc\" class=\"wp-image-88118\" title=\"\u06cc\u06a9 \u062a\u06a9\u0646\u0633\u06cc\u0646 \u0634\u0628\u06a9\u0647 \u062f\u0631 \u062d\u0627\u0644 \u0622\u0645\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u06cc\u06a9 \u0627\u0633\u062a\u0648\u0631\u06cc\u062c \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647 \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc\" srcset=\"https:\/\/falnic.com\/blog\/wp-content\/uploads\/2025\/12\/a-technician-installing-high-capacity-ssds-in-an-enterprise-storage-enclosure.webp 694w, https:\/\/falnic.com\/blog\/wp-content\/uploads\/2025\/12\/a-technician-installing-high-capacity-ssds-in-an-enterprise-storage-enclosure-490x234.webp 490w, https:\/\/falnic.com\/blog\/wp-content\/uploads\/2025\/12\/a-technician-installing-high-capacity-ssds-in-an-enterprise-storage-enclosure-150x72.webp 150w, https:\/\/falnic.com\/blog\/wp-content\/uploads\/2025\/12\/a-technician-installing-high-capacity-ssds-in-an-enterprise-storage-enclosure-300x144.webp 300w, https:\/\/falnic.com\/blog\/wp-content\/uploads\/2025\/12\/a-technician-installing-high-capacity-ssds-in-an-enterprise-storage-enclosure-220x105.webp 220w, https:\/\/falnic.com\/blog\/wp-content\/uploads\/2025\/12\/a-technician-installing-high-capacity-ssds-in-an-enterprise-storage-enclosure-390x187.webp 390w\" sizes=\"auto, (max-width: 694px) 100vw, 694px\" \/><figcaption class=\"wp-element-caption\">\u062a\u0648\u0631\u06cc\u062c \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647 \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0627\u06cc\u062f \u06a9\u0627\u0645\u0644\u0627 \u0645\u062a\u0646\u0627\u0633\u0628 \u0628\u0627 \u0632\u06cc\u0631\u0633\u0627\u062e\u062a \u0622\u0646 \u067e\u0631\u0648\u0698\u0647 \u0628\u0627\u0634\u062f.<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u0628\u0647\u062a\u0631\u06cc\u0646-\u0646\u0648\u0639-\u0627\u0633\u062a\u0648\u0631\u06cc\u062c-\u0628\u0631\u0627\u06cc-\u067e\u0631\u0648\u0698\u0647-\u0647\u0627\u06cc-\u0647\u0648\u0634-\u0645\u0635\u0646\u0648\u0639\u06cc-\u06a9\u062f\u0627\u0645-\u0627\u0633\u062a\u061f\">\u0628\u0647\u062a\u0631\u06cc\u0646 \u0646\u0648\u0639 \u0627\u0633\u062a\u0648\u0631\u06cc\u062c \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u06a9\u062f\u0627\u0645 \u0627\u0633\u062a\u061f<\/h2>\n\n\n\n<p>\u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0635\u062d\u0628\u062a \u0627\u0632 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc (AI)\u060c \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 (ML) \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 (DL) \u0628\u0647 \u0645\u06cc\u0627\u0646 \u0645\u06cc\u200c\u0622\u06cc\u062f\u060c \u0645\u0648\u0636\u0648\u0639 \u0627\u0646\u062a\u062e\u0627\u0628 \u0627\u0633\u062a\u0648\u0631\u06cc\u062c \u0641\u0642\u0637 \u062a\u06a9\u06cc\u0647 \u0628\u0631 \u062d\u062c\u0645 \u0632\u06cc\u0627\u062f \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0646\u06cc\u0633\u062a\u061b \u0628\u0644\u06a9\u0647 \u0633\u0631\u0639\u062a\u060c \u062a\u0627\u062e\u06cc\u0631 \u067e\u0627\u06cc\u06cc\u0646\u060c \u0645\u0639\u0645\u0627\u0631\u06cc \u0645\u0646\u0627\u0633\u0628 \u062e\u0648\u0627\u0646\u062f\u0646\/\u0646\u0648\u0634\u062a\u0646 \u0645\u0648\u0627\u0632\u06cc\u060c \u0645\u062f\u06cc\u0631\u06cc\u062a \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062d\u062c\u06cc\u0645 \u0648 \u0633\u0627\u0632\u06af\u0627\u0631\u06cc \u0628\u0627 GPU \u0646\u06cc\u0632 \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0646\u0628\u0627\u06cc\u062f \u0622\u0646\u200c\u0647\u0627 \u0631\u0627 \u062f\u0631 \u0632\u0645\u0627\u0646 \u062e\u0631\u06cc\u062f \u06cc\u06a9 \u0627\u0633\u062a\u0648\u0631\u06cc\u062c \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647 \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0646\u0627\u062f\u06cc\u062f\u0647 \u0628\u06af\u06cc\u0631\u06cc\u062f. \u0645\u062f\u0644\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0628\u0627 \u0622\u0646\u200c\u0647\u0627 \u0622\u0634\u0646\u0627 \u0645\u06cc\u200c\u0634\u0648\u06cc\u062f\u060c \u0628\u0647 \u062f\u0644\u06cc\u0644 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627 \u0648 \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc\u200c\u0647\u0627\u06cc \u062e\u0627\u0635 \u062e\u0648\u062f\u060c \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0646\u0648\u0639 \u0627\u0633\u062a\u0648\u0631\u06cc\u062c\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u0622\u0646\u200c\u0647\u0627 \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f \u0634\u0646\u0627\u062e\u062a\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">NVMe Storage<\/h3>\n\n\n\n<p>\u0645\u062f\u0644 NVMe Storage \u0633\u0631\u06cc\u0639\u200c\u062a\u0631\u06cc\u0646 \u0646\u0648\u0639 \u0627\u0633\u062a\u0648\u0631\u06cc\u062c \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a \u0648 \u0628\u0647\u200c\u0637\u0648\u0631 \u062e\u0627\u0635 \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634\u200c\u0647\u0627\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0633\u0646\u06af\u06cc\u0646 \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a. \u0633\u0631\u0639\u062a \u0628\u0633\u06cc\u0627\u0631 \u0628\u0627\u0644\u0627 \u062f\u0631 Read\/Write (\u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u0633\u0631\u0639\u062a\u200c\u0647\u0627\u06cc 50GB\/s \u062a\u0627 \u062d\u062a\u06cc 200GB\/s \u062f\u0631 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0645\u0648\u0627\u0632\u06cc)\u060c \u062a\u0627\u062e\u06cc\u0631 \u0628\u0633\u06cc\u0627\u0631 \u067e\u0627\u06cc\u06cc\u0646 (Ultra-Low Latency)\u060c \u0633\u0627\u062e\u062a\u0627\u0631 Block Storage \u0628\u0627 \u062a\u0645\u0631\u06a9\u0632 \u0628\u0631 Performance \u0648 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 IOPs \u0628\u0633\u06cc\u0627\u0631 \u0628\u0627\u0644\u0627 \u0627\u0632 \u062c\u0645\u0644\u0647 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0645\u0647\u0645 \u0627\u06cc\u0646 \u0646\u0648\u0639 \u0627\u0633\u062a\u0648\u0631\u06cc\u062c \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647 \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0646\u0648\u0639 \u0627\u0633\u062a\u0648\u0631\u06cc\u062c \u0627\u0646\u062a\u062e\u0627\u0628 \u0628\u0633\u06cc\u0627\u0631 \u0627\u06cc\u062f\u0647\u200c\u0622\u0644\u06cc \u0628\u0631\u0627\u06cc Training \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af\u060c \u067e\u0631\u062f\u0627\u0632\u0634 Real-Time\u060c GPU Server\u0647\u0627 \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc RAG \u0633\u0631\u06cc\u0639 \u0645\u062d\u0633\u0648\u0628 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Object Storage<\/h3>\n\n\n\n<p>\u0628\u0631 \u0627\u0633\u0627\u0633 \u0622\u0645\u0627\u0631\u0647\u0627\u060c \u0628\u06cc\u0634 \u0627\u0632 \u06f8\u06f0\u066a \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc Unstructured \u0647\u0633\u062a\u0646\u062f \u0648 \u0634\u0627\u0645\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u062a\u0635\u0627\u0648\u06cc\u0631\u060c \u0648\u06cc\u062f\u06cc\u0648\u060c \u0635\u062f\u0627\u060c \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0633\u0646\u0633\u0648\u0631\u060c \u0644\u0627\u06af\u200c\u0647\u0627\u060c PDF\u0647\u0627\u060c \u062f\u0627\u062f\u0647 \u067e\u0632\u0634\u06a9\u06cc\u060c \u062f\u06cc\u062a\u0627\u06cc NLP \u0648\u2026 \u0645\u06cc\u200c\u0634\u0648\u062f\u061b \u06a9\u0627\u0631\u0627\u06cc\u06cc \u062e\u0627\u0635\u06cc \u06a9\u0647 Object Storage \u0628\u0647 \u0637\u0648\u0631 \u0627\u062e\u062a\u0635\u0627\u0635\u06cc \u0628\u0627 \u062a\u0645\u0631\u06a9\u0632 \u0628\u0631 \u0622\u0646 \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc\u200c\u0634\u0648\u062f. \u0627\u06cc\u0646 \u0646\u0648\u0639 \u0627\u0633\u062a\u0648\u0631\u06cc\u062c \u0628\u0647 \u062f\u0644\u06cc\u0644 \u0628\u0647\u0631\u0647\u200c\u0645\u0646\u062f\u06cc \u0627\u0632 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0628\u0627\u0644\u0627 (Petabyte-level)\u060c \u0647\u0632\u06cc\u0646\u0647 \u067e\u0627\u06cc\u06cc\u0646\u200c\u062a\u0631 \u0646\u0633\u0628\u062a \u0628\u0647 NVMe \u0648 SAN\u060c \u0637\u0631\u0627\u062d\u06cc\u200c \u0627\u062e\u062a\u0635\u0627\u0635\u06cc \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631 \u0628\u0627 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc\u060c \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u067e\u0631\u0648\u062a\u06a9\u0644 S3\u060c \u0645\u062f\u06cc\u0631\u06cc\u062a Metadata \u0642\u0648\u06cc \u0648 \u0633\u0627\u0632\u06af\u0627\u0631\u06cc \u0639\u0627\u0644\u06cc \u0628\u0627 Data Lake\u0647\u0627 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0627\u0646\u062a\u062e\u0627\u0628 \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc LLM Training \u0648 Deep Learning \u0627\u0633\u062a.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Parallel File System<\/h3>\n\n\n\n<p>\u0627\u06af\u0631 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u06cc\u06a9 \u0627\u0633\u062a\u0648\u0631\u06cc\u062c \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647 \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0631 \u062d\u0648\u0632\u0647\u200c\u0647\u0627\u06cc\u06cc \u0647\u0633\u062a\u06cc\u062f \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0628\u0627\u06cc\u062f \u062f\u0647\u200c\u0647\u0627 \u06cc\u0627 \u0635\u062f\u0647\u0627 GPU \u062f\u0631 \u06a9\u0646\u0627\u0631 \u0647\u0645 \u0631\u0648\u06cc \u06cc\u06a9 \u062f\u06cc\u062a\u0627\u0633\u062a \u06a9\u0627\u0631 \u06a9\u0646\u0646\u062f\u060c \u0646\u0648\u0639 Parallel File System \u0628\u0647 \u062e\u0648\u0628\u06cc \u067e\u0627\u0633\u062e\u06af\u0648\u06cc \u0646\u06cc\u0627\u0632 \u0634\u0645\u0627 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f. \u0627\u06cc\u0646 \u0646\u0648\u0639 \u0633\u06cc\u0633\u062a\u0645 \u0641\u0627\u06cc\u0644\u060c \u062f\u06cc\u062a\u0627\u06cc \u06cc\u06a9 \u067e\u0648\u0634\u0647 \u0631\u0627 \u0628\u0647\u200c\u0637\u0648\u0631 \u0647\u0645\u200c\u0632\u0645\u0627\u0646 \u062f\u0631 \u0627\u062e\u062a\u06cc\u0627\u0631 \u0686\u0646\u062f\u06cc\u0646 Node \u0648 GPU \u0642\u0631\u0627\u0631 \u0645\u06cc\u200c\u062f\u0647\u062f \u0648 \u062f\u0627\u0631\u0627\u06cc \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc\u06cc \u0627\u0632 \u062c\u0645\u0644\u0647 Read\/Write \u0647\u0645\u200c\u0632\u0645\u0627\u0646 \u0628\u0631\u0627\u06cc \u0686\u0646\u062f\u06cc\u0646 GPU\u060c Throughput \u0628\u0633\u06cc\u0627\u0631 \u0628\u0627\u0644\u0627 \u0648 Scale-Out \u0628\u062f\u0648\u0646 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0627\u0633\u062a.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Hybrid Storage<\/h3>\n\n\n\n<p>\u0627\u06cc\u0646 \u0627\u0633\u062a\u0648\u0631\u06cc\u062c \u062a\u0631\u06a9\u06cc\u0628\u06cc \u0627\u0632 NVMe (\u0628\u0631\u0627\u06cc \u0633\u0631\u0639\u062a) \u0648 Object Storage \u06cc\u0627 HDD (\u0628\u0631\u0627\u06cc \u0638\u0631\u0641\u06cc\u062a) \u0627\u0633\u062a\u061b \u06cc\u0639\u0646\u06cc \u0647\u0645 \u0633\u0631\u06cc\u0639 \u0627\u0633\u062a \u0648 \u0647\u0645 \u0628\u0632\u0631\u06af. \u062f\u0631 \u0627\u06cc\u0646 \u0646\u0648\u0639 \u0627\u0633\u062a\u0648\u0631\u06cc\u062c \u0628\u062e\u0634 Hot Data (\u062f\u06cc\u062a\u0627\u06cc \u067e\u0631\u06a9\u0627\u0631\u0628\u0631\u062f) \u0631\u0648\u06cc NVMe \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f\u060c \u0628\u062e\u0634 Cold Data \u0631\u0648\u06cc Object\/HDD \u0642\u0631\u0627\u0631 \u0645\u06cc\u200c\u06af\u06cc\u0631\u062f \u0648 \u0642\u06cc\u0645\u062a \u0645\u0646\u0627\u0633\u0628\u200c\u062a\u0631\u06cc \u0646\u0633\u0628\u062a \u0628\u0647 Full-NVMe \u062f\u0627\u0631\u062f. \u0627\u0632 \u0627\u06cc\u0646 \u0631\u0648 \u06af\u0632\u06cc\u0646\u0647\u200c\u06cc \u0628\u0633\u06cc\u0627\u0631 \u062e\u0648\u0628\u06cc \u0628\u0631\u0627\u06cc \u06a9\u0633\u0628\u200c\u0648\u06a9\u0627\u0631\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0633\u0631\u0639\u062a \u0648 \u062d\u062c\u0645 \u0628\u0627\u0644\u0627 \u0631\u0627 \u062f\u0631 \u06a9\u0646\u0627\u0631 \u06cc\u06a9\u062f\u06cc\u06af\u0631 \u0645\u06cc\u200e\u062e\u0648\u0627\u0647\u0646\u062f\u060c \u0634\u0631\u06a9\u062a\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u062a\u0627\u0632\u0647 \u0648\u0627\u0631\u062f \u062d\u0648\u0632\u0647 AI \u0645\u06cc\u200c\u0634\u0648\u0646\u062f\u060c \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0628\u0648\u062f\u062c\u0647 \u0645\u062d\u062f\u0648\u062f \u062f\u0627\u0631\u0646\u062f\u060c \u0627\u0633\u062a\u0627\u0631\u062a\u0627\u067e\u200c\u0647\u0627\u06cc AI \u0628\u0627 \u0646\u06cc\u0627\u0632 \u0631\u0634\u062f \u0633\u0631\u06cc\u0639 \u0648 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc\u06cc \u0628\u0627 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u062a\u0631\u06a9\u06cc\u0628\u06cc (Inference + Training \u0633\u0628\u06a9)\u060c&nbsp; \u0628\u0647 \u0634\u0645\u0627\u0631 \u0645\u06cc\u200c\u0622\u06cc\u062f.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"694\" height=\"332\" src=\"https:\/\/falnic.com\/blog\/wp-content\/uploads\/2025\/12\/vsualization-of-ai-training-pipelines-accessing-high-performance-storage.webp\" alt=\"\u0647\u0648\u0644\u0648\u06af\u0631\u0627\u0645\u06cc \u0627\u0632 \u067e\u0631\u062f\u0627\u0632\u0634 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0631 \u06cc\u06a9 \u062f\u06cc\u062a\u0627\u0633\u0646\u062a\u0631\" class=\"wp-image-88117\" title=\"\u0647\u0648\u0644\u0648\u06af\u0631\u0627\u0645\u06cc \u0627\u0632 \u067e\u0631\u062f\u0627\u0632\u0634 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0631 \u06cc\u06a9 \u062f\u06cc\u062a\u0627\u0633\u0646\u062a\u0631\" srcset=\"https:\/\/falnic.com\/blog\/wp-content\/uploads\/2025\/12\/vsualization-of-ai-training-pipelines-accessing-high-performance-storage.webp 694w, https:\/\/falnic.com\/blog\/wp-content\/uploads\/2025\/12\/vsualization-of-ai-training-pipelines-accessing-high-performance-storage-490x234.webp 490w, https:\/\/falnic.com\/blog\/wp-content\/uploads\/2025\/12\/vsualization-of-ai-training-pipelines-accessing-high-performance-storage-150x72.webp 150w, https:\/\/falnic.com\/blog\/wp-content\/uploads\/2025\/12\/vsualization-of-ai-training-pipelines-accessing-high-performance-storage-300x144.webp 300w, https:\/\/falnic.com\/blog\/wp-content\/uploads\/2025\/12\/vsualization-of-ai-training-pipelines-accessing-high-performance-storage-220x105.webp 220w, https:\/\/falnic.com\/blog\/wp-content\/uploads\/2025\/12\/vsualization-of-ai-training-pipelines-accessing-high-performance-storage-390x187.webp 390w\" sizes=\"auto, (max-width: 694px) 100vw, 694px\" \/><figcaption class=\"wp-element-caption\">Hybrid Storage \u0628\u0647\u062a\u0631\u06cc\u0646 \u0627\u0633\u062a\u0648\u0631\u06cc\u062c \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647 \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0631\u0634\u062f \u0633\u0631\u06cc\u0639 \u062f\u0631 \u0622\u06cc\u0646\u062f\u0647 \u0627\u0633\u062a.<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u0645\u0642\u0627\u06cc\u0633\u0647-\u0627\u0633\u062a\u0648\u0631\u06cc\u062c-\u0647\u0627\u06cc-\u0645\u0646\u0627\u0633\u0628-ai\">\u0645\u0642\u0627\u06cc\u0633\u0647 \u0627\u0633\u062a\u0648\u0631\u06cc\u062c\u200c\u0647\u0627\u06cc \u0645\u0646\u0627\u0633\u0628 AI<\/h2>\n\n\n\n<p>\u062f\u0631 \u0628\u062e\u0634 \u0642\u0628\u0644 \u0628\u0627 \u0686\u0647\u0627\u0631 \u0645\u062f\u0644 \u0627\u0635\u0644\u06cc \u0627\u0633\u062a\u0648\u0631\u06cc\u062c\u200c\u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u062f\u0631 \u062d\u0648\u0632\u0647\u200c\u06cc AI \u0622\u0634\u0646\u0627 \u0634\u062f\u06cc\u062f. \u0627\u0646\u062a\u062e\u0627\u0628 \u0627\u06cc\u0646\u06a9\u0647 \u0627\u0632 \u0628\u06cc\u0646 \u0627\u06cc\u0646 \u0686\u0647\u0627\u0631 \u0645\u062f\u0644\u060c \u06a9\u062f\u0627\u0645 \u06cc\u06a9 \u0627\u0633\u062a\u0648\u0631\u06cc\u062c \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647 \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0648\u0631\u062f \u0646\u0638\u0631 \u0634\u0645\u0627 \u0627\u0633\u062a\u060c \u0628\u0647 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0647\u0631 \u06cc\u06a9 \u0627\u0632 \u0627\u06cc\u0646 \u0645\u062f\u0644\u200c\u0647\u0627 \u0648 \u0646\u06cc\u0627\u0632 \u0634\u0645\u0627 \u0628\u0633\u062a\u06af\u06cc \u062f\u0627\u0631\u062f. \u062f\u0631 \u062c\u062f\u0648\u0644 \u0632\u06cc\u0631\u060c \u0645\u0642\u0627\u06cc\u0633\u0647\u200c\u0627\u06cc \u06a9\u0648\u062a\u0627\u0647 \u0645\u06cc\u0627\u0646 \u0627\u06cc\u0646 \u0627\u0633\u062a\u0648\u0631\u06cc\u062c\u200c\u0647\u0627 \u0648 \u062a\u0641\u0627\u0648\u062a\u200c\u0647\u0627\u06cc \u0645\u0647\u0645\u06cc \u06a9\u0647 \u0628\u0627 \u06cc\u06a9\u062f\u06cc\u06af\u0631 \u062f\u0627\u0631\u0646\u062f\u060c \u0627\u0646\u062c\u0627\u0645 \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0645\u0637\u0627\u0644\u0639\u0647\u200c\u06cc \u0622\u0646 \u0628\u0647 \u0634\u0645\u0627 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u0645\u062f\u0644 \u0645\u0648\u0631\u062f\u0646\u06cc\u0627\u0632 \u062e\u0648\u062f \u0631\u0627 \u0633\u0631\u06cc\u0639\u200c\u062a\u0631 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f:<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>\u0648\u06cc\u0698\u06af\u06cc<\/strong><strong><\/strong><\/td><td><strong>NVMe Storage<\/strong><\/td><td><strong>Object Storage<\/strong><\/td><td><strong>Parallel File System<\/strong><\/td><td><strong>Hybrid Storage<\/strong><\/td><\/tr><tr><td><strong>\u0633\u0631\u0639\u062a <\/strong><strong>Read\/Write<\/strong><\/td><td>\u0628\u0633\u06cc\u0627\u0631 \u0628\u0627\u0644\u0627 (\u0686\u0646\u062f\u06cc\u0646 GB\/s)<\/td><td>\u0645\u062a\u0648\u0633\u0637<\/td><td>\u0628\u0633\u06cc\u0627\u0631 \u0628\u0627\u0644\u0627 (\u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u062e\u0648\u0634\u0647\u200c\u0627\u06cc)<\/td><td>\u0628\u0627\u0644\u0627<\/td><\/tr><tr><td><strong>Latency<\/strong><strong> (\u062a\u0627\u062e\u06cc\u0631)<\/strong><strong><\/strong><\/td><td>\u0628\u0633\u06cc\u0627\u0631 \u067e\u0627\u06cc\u06cc\u0646<\/td><td>\u0645\u062a\u0648\u0633\u0637 \u062a\u0627 \u0628\u0627\u0644\u0627<\/td><td>\u067e\u0627\u06cc\u06cc\u0646<\/td><td>\u0645\u062a\u0648\u0633\u0637<\/td><\/tr><tr><td><strong>\u0646\u0648\u0639 \u0645\u0639\u0645\u0627\u0631\u06cc<\/strong><strong><\/strong><\/td><td>Block Storage<\/td><td>Object-based<\/td><td>Distributed Parallel File System<\/td><td>\u062a\u0631\u06a9\u06cc\u0628\u06cc (Block + Object)<\/td><\/tr><tr><td><strong>\u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc<\/strong><strong><\/strong><\/td><td>Training \u0633\u0646\u06af\u06cc\u0646\u060c GPU Server<\/td><td>\u062f\u06cc\u062a\u0627\u0633\u062a\u200c\u0647\u0627\u06cc \u0628\u0633\u06cc\u0627\u0631 \u062d\u062c\u06cc\u0645\u060c Data Lake<\/td><td>HPC\u060c GPU Cluster\u060c Training \u0645\u0648\u0627\u0632\u06cc<\/td><td>\u06a9\u0633\u0628\u200c\u0648\u06a9\u0627\u0631\u0647\u0627\u06cc \u0645\u062a\u0648\u0633\u0637\u060c \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u062a\u0631\u06a9\u06cc\u0628\u06cc<\/td><\/tr><tr><td><strong>\u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631\u06cc<\/strong><strong><\/strong><\/td><td>\u0645\u062d\u062f\u0648\u062f (Scale-Up) &nbsp;<\/td><td>\u0628\u0633\u06cc\u0627\u0631 \u0628\u0627\u0644\u0627 (Scale-Out)<\/td><td>\u0628\u0633\u06cc\u0627\u0631 \u0628\u0627\u0644\u0627 (Cluster-based)<\/td><td>\u0628\u0627\u0644\u0627<\/td><\/tr><tr><td><strong>\u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 <\/strong><strong>Parallel Access<\/strong><\/td><td>\u0645\u062d\u062f\u0648\u062f<\/td><td>\u0642\u0627\u0628\u0644 \u0642\u0628\u0648\u0644<\/td><td>\u0639\u0627\u0644\u06cc<\/td><td>\u062e\u0648\u0628<\/td><\/tr><tr><td><strong>\u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0627\u0635\u0644\u06cc <\/strong><strong>AI<\/strong><\/td><td>\u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0639\u0645\u06cc\u0642\u060c \u0645\u062f\u0644\u200c\u0647\u0627\u06cc LLM<\/td><td>\u0630\u062e\u06cc\u0631\u0647 \u062f\u06cc\u062a\u0627\u0633\u062a\u200c\u0647\u0627\u06cc \u062a\u0635\u0648\u06cc\u0631\u06cc\/\u0648\u06cc\u062f\u06cc\u0648\u06cc\u06cc\/\u0645\u062a\u0646\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0628\u0632\u0631\u06af<\/td><td>Training \u0645\u0648\u0627\u0632\u06cc\u060c \u0686\u0646\u062f-GPU<\/td><td>Inference + Training \u0633\u0628\u06a9<\/td><\/tr><tr><td><strong>\u0647\u0632\u06cc\u0646\u0647<\/strong><strong><\/strong><\/td><td>\u0628\u0627\u0644\u0627<\/td><td>\u06a9\u0645 \u062a\u0627 \u0645\u062a\u0648\u0633\u0637<\/td><td>\u0628\u0627\u0644\u0627<\/td><td>\u0645\u062a\u0648\u0633\u0637<\/td><\/tr><tr><td><strong>\u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 <\/strong><strong>NVMe-oF<\/strong><\/td><td>\u062f\u0627\u0631\u062f<\/td><td>\u0646\u062f\u0627\u0631\u062f<\/td><td>\u0628\u0633\u062a\u0647 \u0628\u0647 \u0645\u062f\u0644<\/td><td>\u0645\u0639\u0645\u0648\u0644\u0627 \u062f\u0627\u0631\u062f<\/td><\/tr><tr><td><strong>\u0646\u0648\u0639 \u062f\u0627\u062f\u0647 \u0645\u0646\u0627\u0633\u0628<\/strong><strong><\/strong><\/td><td>Hot Data<\/td><td>Unstructured Big Data<\/td><td>Shared Training Data<\/td><td>\u062a\u0631\u06a9\u06cc\u0628\u06cc \u0627\u0632 Hot \u0648 Cold Data<\/td><\/tr><tr><td><strong>\u0633\u0637\u062d \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u0646\u0635\u0628<\/strong><strong><\/strong><\/td><td>\u0645\u062a\u0648\u0633\u0637<\/td><td>\u0633\u0627\u062f\u0647<\/td><td>\u067e\u06cc\u0686\u06cc\u062f\u0647<\/td><td>\u0645\u062a\u0648\u0633\u0637<\/td><\/tr><tr><td><strong>\u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u0686\u0647 \u0633\u0627\u0632\u0645\u0627\u0646\u200c\u0647\u0627\u06cc\u06cc\u061f<\/strong><strong><\/strong><\/td><td>\u062f\u06cc\u062a\u0627\u0633\u0646\u062a\u0631\u0647\u0627\u06cc AI \u0648 GPU &nbsp;<\/td><td>\u0633\u0627\u0632\u0645\u0627\u0646\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647\u200c\u0645\u062d\u0648\u0631 \u0628\u0632\u0631\u06af<\/td><td>\u0622\u0632\u0645\u0627\u06cc\u0634\u06af\u0627\u0647\u200c\u0647\u0627\u06cc \u062a\u062d\u0642\u06cc\u0642\u0627\u062a\u06cc\u060c Cloud AI<\/td><td>\u0634\u0631\u06a9\u062a\u200c\u0647\u0627\u06cc \u0645\u062a\u0648\u0633\u0637 \u0648 \u0627\u0633\u062a\u0627\u0631\u062a\u0627\u067e\u200c\u0647\u0627<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u0627\u0633\u062a\u0648\u0631\u06cc\u062c-\u0645\u0646\u0627\u0633\u0628-\u0628\u0631\u0627\u06cc-\u067e\u0631\u0648\u0698\u0647-\u0647\u0627\u06cc-\u0647\u0648\u0634-\u0645\u0635\u0646\u0648\u0639\u06cc-\u062f\u0631-\u06cc\u06a9-\u0646\u06af\u0627\u0647\">\u0627\u0633\u062a\u0648\u0631\u06cc\u062c \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647 \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0631 \u06cc\u06a9 \u0646\u06af\u0627\u0647<\/h2>\n\n\n\n<p>\u0645\u0637\u0627\u0644\u0639\u0647 \u06cc\u06a9 <a href=\"https:\/\/falnic.com\/blog\/storage-buying-guide.html\" target=\"_blank\" rel=\"noreferrer noopener\">\u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u0627\u0646\u062a\u062e\u0627\u0628 \u0627\u0633\u062a\u0648\u0631\u06cc\u062c<\/a> \u0627\u0648\u0644\u06cc\u0646 \u0648 \u0645\u0647\u0645\u062a\u0631\u06cc\u0646 \u0642\u062f\u0645\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0627\u06cc\u062f \u067e\u06cc\u0634 \u0627\u0632 \u0627\u0646\u062a\u062e\u0627\u0628 \u0647\u0631 \u0627\u0633\u062a\u0648\u0631\u06cc\u062c \u0637\u06cc \u0634\u0648\u062f. \u0645\u0647\u0645\u062a\u0631\u06cc\u0646 \u0646\u06a9\u062a\u0647\u200c\u0627\u06cc \u06a9\u0647 \u062f\u0631 \u0686\u0646\u06cc\u0646 \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u062e\u0631\u06cc\u062f\u06cc \u0645\u0634\u0627\u0647\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u062f \u06a9\u0631\u062f\u060c \u062a\u0646\u0627\u0633\u0628 \u062f\u0642\u06cc\u0642 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0627\u0633\u062a\u0648\u0631\u06cc\u062c \u0628\u0627 \u0646\u0648\u0639 \u06a9\u0627\u0631\u0628\u0631\u06cc \u0634\u0645\u0627 \u0627\u0633\u062a. \u0627\u0633\u062a\u0648\u0631\u06cc\u062c \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647\u200c \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0641\u0642\u0637 \u0628\u0647 \u062d\u062c\u0645 \u0630\u062e\u06cc\u0631\u0647\u200c\u0633\u0627\u0632\u06cc \u0648\u0627\u0628\u0633\u062a\u0647 \u0646\u06cc\u0633\u062a\u061b \u0628\u0644\u06a9\u0647 \u0633\u0631\u0639\u062a\u060c \u062a\u0627\u062e\u06cc\u0631\u060c \u0646\u062d\u0648\u0647 \u062f\u0633\u062a\u0631\u0633\u06cc \u0647\u0645\u200c\u0632\u0645\u0627\u0646 GPU\u0647\u0627\u060c \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631\u06cc \u0648 \u0646\u0648\u0639 \u062f\u0627\u062f\u0647\u200c\u0627\u06cc \u06a9\u0647 \u0628\u0627 \u0622\u0646 \u06a9\u0627\u0631 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u062f\u060c \u0645\u0648\u0627\u0631\u062f\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0646\u0628\u0627\u06cc\u062f \u0622\u0646\u200c\u0647\u0627 \u0631\u0627 \u0646\u0627\u062f\u06cc\u062f\u0647 \u0628\u06af\u06cc\u0631\u06cc\u062f.<\/p>\n\n\n\n<p>\u0627\u06af\u0631 \u067e\u0631\u0648\u0698\u0647 \u0634\u0645\u0627 \u0631\u0648\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0633\u0646\u06af\u06cc\u0646 \u0648 Training \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0645\u062a\u0645\u0631\u06a9\u0632 \u0627\u0633\u062a\u060c NVMe Storage \u0628\u0647\u062a\u0631\u06cc\u0646 \u06af\u0632\u06cc\u0646\u0647 \u0628\u0631\u0627\u06cc \u0634\u0645\u0627 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f. \u062f\u0631 \u0645\u0642\u0627\u0628\u0644\u060c \u0627\u06af\u0631 \u0628\u0627 \u062f\u06cc\u062a\u0627\u0633\u062a\u200c\u0647\u0627\u06cc \u062d\u062c\u06cc\u0645 \u0648 \u063a\u06cc\u0631\u0633\u0627\u062e\u062a\u200c\u06cc\u0627\u0641\u062a\u0647 \u0633\u0631\u0648\u06a9\u0627\u0631 \u062f\u0627\u0631\u06cc\u062f\u060c Object Storage \u0627\u0646\u062a\u062e\u0627\u0628 \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f \u062f\u0646\u06cc\u0627\u06cc AI \u0627\u0633\u062a. \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634\u200c\u0647\u0627\u06cc \u0645\u0648\u0627\u0632\u06cc \u0648 GPU Cluster\u200c\u0647\u0627 \u0646\u06cc\u0632\u060c \u0646\u0648\u0639 Parallel File System \u0628\u0647\u062a\u0631\u06cc\u0646 \u0627\u0646\u062a\u062e\u0627\u0628 \u0627\u0633\u062a \u0648 \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a\u060c \u0627\u06af\u0631 \u0647\u0645 \u0628\u0647 \u062a\u0631\u06a9\u06cc\u0628\u06cc \u0627\u0632 \u0633\u0631\u0639\u062a \u0648 \u0638\u0631\u0641\u06cc\u062a \u0628\u0627 \u0647\u0632\u06cc\u0646\u0647 \u0645\u0646\u0627\u0633\u0628 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u062f\u060c Hybrid Storage \u0628\u0647\u062a\u0631\u06cc\u0646 \u062a\u0639\u0627\u062f\u0644 \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f. <\/p>\n\n\n\n<p>\u0628\u0627 \u0634\u0646\u0627\u062e\u062a \u0627\u06cc\u0646 \u062a\u0641\u0627\u0648\u062a\u200c\u0647\u0627\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0633\u062a\u0648\u0631\u06cc\u062c\u06cc \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u062f\u0642\u06cc\u0642\u0627 \u0628\u0627 \u0646\u0648\u0639 \u067e\u0631\u0648\u0698\u0647 \u0648 \u062d\u062c\u0645 \u0631\u0634\u062f \u0622\u06cc\u0646\u062f\u0647 \u0634\u0645\u0627 \u0647\u0645\u200c\u062e\u0648\u0627\u0646\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f. \u0686\u0646\u0627\u0646\u0686\u0647 \u0628\u0627 \u0648\u062c\u0648\u062f \u0627\u06cc\u0646 \u0631\u0627\u0647\u0646\u0645\u0627\u06cc\u06cc\u200c\u0647\u0627 \u0628\u0631\u0627\u06cc \u062e\u0631\u06cc\u062f \u0645\u0631\u062f\u062f \u0647\u0633\u062a\u06cc\u062f \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0631\u0648\u06cc \u0644\u06cc\u0646\u06a9 \u0632\u06cc\u0631 \u0628\u0632\u0646\u06cc\u062f \u06cc\u0627 \u0628\u0627 \u0634\u0645\u0627\u0631\u0647 <a href=\"tel:02154591918\" target=\"_blank\" rel=\"noreferrer noopener\">0218363<\/a> \u062a\u0645\u0627\u0633 \u0648 \u0627\u0632 \u06a9\u0627\u0631\u0634\u0646\u0627\u0633\u0627\u0646 \u0645\u0627 \u0645\u0634\u0627\u0648\u0631\u0647 \u0628\u06af\u06cc\u0631\u06cc\u062f.<\/p>\n\n\n<div class=\"oembed-card clearfix\"><div class=\"box-tumbnail-bnr\">\n                        <a href=\"https:\/\/falnic.com\/shop\/storages\" target=\"_blank\" rel=\"noopener\">\n                            <img class=\"o-thumb\" \n                     src=\"https:\/\/falnic.com\/blog\/wp-content\/uploads\/2023\/05\/what_is_network_storages.jpg.webp\" \n                     alt=\"\u0627\u0646\u0648\u0627\u0639 \u0627\u0633\u062a\u0648\u0631\u06cc\u062c \u0631\u0627 \u0628\u0627 \u0636\u0645\u0627\u0646\u062a \u0627\u0635\u0627\u0644\u062a \u0627\u0632 \u0641\u0627\u0644\u0646\u06cc\u06a9 \u062e\u0631\u06cc\u062f\u0627\u0631\u06cc \u06a9\u0646\u06cc\u062f\" \n                     loading=\"lazy\" \n                     id=\"https:\/\/falnic.com\/blog\/wp-content\/uploads\/2023\/05\/what_is_network_storages.jpg.webp\"\n                     decoding=\"async\">\n                        <\/a>\n                      <\/div><div class=\"container-box-content\">\n                        <div class=\"o-title\">\u0627\u0646\u0648\u0627\u0639 \u0627\u0633\u062a\u0648\u0631\u06cc\u062c \u0631\u0627 \u0628\u0627 \u0636\u0645\u0627\u0646\u062a \u0627\u0635\u0627\u0644\u062a \u0627\u0632 \u0641\u0627\u0644\u0646\u06cc\u06a9 \u062e\u0631\u06cc\u062f\u0627\u0631\u06cc \u06a9\u0646\u06cc\u062f<\/div>\n                        <div class=\"o-description\">\u0628\u0631\u0627\u06cc \u062e\u0631\u06cc\u062f \u06cc\u0627 \u062f\u0631\u06cc\u0627\u0641\u062a \u0642\u06cc\u0645\u062a \u0627\u0633\u062a\u0648\u0631\u06cc\u062c \u062f\u0631 \u0628\u0631\u0646\u062f\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u060c \u06a9\u0627\u0641\u06cc\u200c\u0633\u062a \u0631\u0648\u06cc \u0644\u06cc\u0646\u06a9 \u06a9\u0644\u06cc\u06a9 \u06a9\u0646\u06cc\u062f \u0648 \u0644\u06cc\u0633\u062a\u06cc \u0627\u0632 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0627\u0633\u062a\u0648\u0631\u06cc\u062c\u200c\u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0628\u0627\u0632\u0627\u0631 \u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0646\u06cc\u062f. \u0641\u0627\u0644\u0646\u06cc\u06a9 \u062e\u062f\u0645\u0627\u062a \u0645\u0634\u0627\u0648\u0631\u0647 \u062a\u062e\u0635\u0635\u06cc \u0628\u0631\u0627\u06cc \u062e\u0631\u06cc\u062f \u0627\u0633\u062a\u0648\u0631\u06cc\u062c \u0631\u0627 \u0646\u06cc\u0632 \u0628\u0647 \u0634\u0645\u0627 \u0639\u0631\u0636\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 \u06a9\u0627\u0645\u0644\u0627 \u0631\u0627\u06cc\u06af\u0627\u0646 \u0627\u0633\u062a.<\/div>\n                        <div class=\"box-btns-bnr\"><a href=\"https:\/\/falnic.com\/shop\/storages\" class=\"o-button btn1-bnr\" target=\"_blank\" rel=\"noopener\">\u0642\u06cc\u0645\u062a \u0627\u0633\u062a\u0648\u0631\u06cc\u062c<\/a><a href=\"tel:02154591917\" class=\"o-button btn2-bnr\" target=\"_blank\" rel=\"noopener\">\u0645\u0634\u0627\u0648\u0631\u0647 \u062a\u0644\u0641\u0646\u06cc \u0631\u0627\u06cc\u06af\u0627\u0646<\/a>    <\/div>\n                      <\/div>\n                  <\/div>\n\n\n<div class=\"kk-star-ratings kksr-auto kksr-align-left kksr-valign-bottom\"\n    data-payload='{&quot;align&quot;:&quot;left&quot;,&quot;id&quot;:&quot;88115&quot;,&quot;slug&quot;:&quot;default&quot;,&quot;valign&quot;:&quot;bottom&quot;,&quot;ignore&quot;:&quot;&quot;,&quot;reference&quot;:&quot;auto&quot;,&quot;class&quot;:&quot;&quot;,&quot;count&quot;:&quot;2&quot;,&quot;legendonly&quot;:&quot;&quot;,&quot;readonly&quot;:&quot;&quot;,&quot;score&quot;:&quot;5&quot;,&quot;starsonly&quot;:&quot;&quot;,&quot;best&quot;:&quot;5&quot;,&quot;gap&quot;:&quot;4&quot;,&quot;greet&quot;:&quot;post&quot;,&quot;legend&quot;:&quot;5\\\/5 - (2 \u0627\u0645\u062a\u06cc\u0627\u0632)&quot;,&quot;size&quot;:&quot;20&quot;,&quot;title&quot;:&quot;\u0627\u0633\u062a\u0648\u0631\u06cc\u062c \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647 \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0686\u0647 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc\u06cc \u062f\u0627\u0631\u062f\u061f&quot;,&quot;width&quot;:&quot;118&quot;,&quot;_legend&quot;:&quot;{score}\\\/{best} - ({count} \u0627\u0645\u062a\u06cc\u0627\u0632)&quot;,&quot;font_factor&quot;:&quot;1.25&quot;}'>\n            \n<div class=\"kksr-stars\">\n    \n<div class=\"kksr-stars-inactive\">\n            <div class=\"kksr-star\" data-star=\"1\" style=\"padding-left: 4px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 20px; height: 20px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"2\" style=\"padding-left: 4px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 20px; height: 20px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"3\" style=\"padding-left: 4px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 20px; height: 20px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"4\" style=\"padding-left: 4px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 20px; height: 20px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"5\" style=\"padding-left: 4px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 20px; height: 20px;\"><\/div>\n        <\/div>\n    <\/div>\n    \n<div class=\"kksr-stars-active\" style=\"width: 118px;\">\n            <div class=\"kksr-star\" style=\"padding-left: 4px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 20px; height: 20px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 4px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 20px; height: 20px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 4px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 20px; height: 20px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 4px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 20px; height: 20px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 4px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 20px; height: 20px;\"><\/div>\n        <\/div>\n    <\/div>\n<\/div>\n                \n\n<div class=\"kksr-legend\" style=\"font-size: 16px;\">\n            5\/5 - (2 \u0627\u0645\u062a\u06cc\u0627\u0632)    <\/div>\n    <\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u062f\u0631 \u0686\u0646\u062f \u0633\u0627\u0644 \u0627\u062e\u06cc\u0631\u060c \u0645\u0648\u062c \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0686\u0646\u0627\u0646 \u0633\u0631\u0639\u062a\u06cc \u06af\u0631\u0641\u062a\u0647 \u06a9\u0647 \u062d\u062a\u06cc \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f\u0647\u0627\u06cc \u0633\u062e\u062a\u200c\u0627\u0641\u0632\u0627\u0631\u06cc\u0650 \u0645\u0631\u0627\u06a9\u0632 \u062f\u0627\u062f\u0647 \u0646\u06cc\u0632 \u0628\u0647\u200c\u0633\u0631\u0639\u062a \u062f\u0631 \u062d\u0627\u0644 \u062a\u063a\u06cc\u06cc\u0631 \u0627\u0633\u062a. \u0637\u0628\u0642 \u06af\u0632\u0627\u0631\u0634 IDC\u060c \u062a\u0627 \u0633\u0627\u0644 \u06f2\u06f0\u06f2\u06f7 \u0628\u06cc\u0634 \u0627\u0632 \u06f8\u06f0\u066a \u062f\u06cc\u062a\u0627\u0633\u0646\u062a\u0631\u0647\u0627\u06cc \u0633\u0627\u0632\u0645\u0627\u0646\u06cc \u0628\u0647 \u0634\u06a9\u0644 \u0645\u0633\u062a\u0642\u06cc\u0645 \u06cc\u0627 \u063a\u06cc\u0631\u0645\u0633\u062a\u0642\u06cc\u0645 \u0627\u0632 \u062d\u062c\u0645\u200c\u0647\u0627\u06cc \u06a9\u0627\u0631\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f\u061b \u062d\u062c\u0645\u06cc \u06a9\u0647 \u0646\u0633\u0628\u062a \u0628\u0647 \u0633\u0627\u0644 \u06f2\u06f0\u06f2\u06f3 \u062a\u0642\u0631\u06cc\u0628\u0627 \u062f\u0648 &hellip;<\/p>\n","protected":false},"author":74,"featured_media":88116,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[21],"tags":[],"class_list":["post-88115","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-storage"],"_links":{"self":[{"href":"https:\/\/falnic.com\/blog\/wp-json\/wp\/v2\/posts\/88115","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/falnic.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/falnic.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/falnic.com\/blog\/wp-json\/wp\/v2\/users\/74"}],"replies":[{"embeddable":true,"href":"https:\/\/falnic.com\/blog\/wp-json\/wp\/v2\/comments?post=88115"}],"version-history":[{"count":2,"href":"https:\/\/falnic.com\/blog\/wp-json\/wp\/v2\/posts\/88115\/revisions"}],"predecessor-version":[{"id":88922,"href":"https:\/\/falnic.com\/blog\/wp-json\/wp\/v2\/posts\/88115\/revisions\/88922"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/falnic.com\/blog\/wp-json\/wp\/v2\/media\/88116"}],"wp:attachment":[{"href":"https:\/\/falnic.com\/blog\/wp-json\/wp\/v2\/media?parent=88115"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/falnic.com\/blog\/wp-json\/wp\/v2\/categories?post=88115"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/falnic.com\/blog\/wp-json\/wp\/v2\/tags?post=88115"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}