{"id":11029,"date":"2025-10-23T11:25:11","date_gmt":"2025-10-23T08:25:11","guid":{"rendered":"https:\/\/mobian.studio\/?p=11029"},"modified":"2025-10-23T13:57:15","modified_gmt":"2025-10-23T10:57:15","slug":"vector-similarity-search","status":"publish","type":"post","link":"https:\/\/mobian.studio\/ar\/vector-similarity-search\/","title":{"rendered":"\u0641\u0647\u0645 \u0627\u0644\u0628\u062d\u062b \u0639\u0646 \u062a\u0634\u0627\u0628\u0647 \u0627\u0644\u0645\u062a\u062c\u0647\u0627\u062a \u0648\u0643\u064a\u0641\u064a\u0629 \u0639\u0645\u0644\u0647"},"content":{"rendered":"<p>\u0647\u0644 \u062a\u0633\u0627\u0621\u0644\u062a \u064a\u0648\u0645\u064b\u0627 \u0643\u064a\u0641 \u064a\u064f\u062f\u0631\u0643 \u062a\u0637\u0628\u064a\u0642\u0643 \u0627\u0644\u0645\u0641\u0636\u0644 \u0645\u0627 \u062a\u0628\u062d\u062b \u0639\u0646\u0647\u060c \u062d\u062a\u0649 \u0644\u0648 \u0644\u0645 \u062a\u0643\u062a\u0628\u0647 \u0628\u062f\u0642\u0629\u061f \u0639\u0646\u062f\u0645\u0627 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\u0639\u0645\u0644\u064a\u0629 \u062a\u064f\u0633\u0645\u0649 \u0627\u0644\u062a\u0636\u0645\u064a\u0646. \u062a\u062a\u0639\u0627\u0645\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u0639 \u0623\u0646\u0648\u0627\u0639 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629. \u062a\u062a\u0645 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0646\u0635 \u0628\u0648\u0627\u0633\u0637\u0629 \u0646\u0645\u0627\u0630\u062c \u0645\u062b\u0644 Word2Vec \u0648GloVe \u0648BERT. \u062a\u0645\u0631 \u0627\u0644\u0635\u0648\u0631 \u0639\u0628\u0631 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 (CNNs). \u0642\u062f \u062a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0647\u064a\u0643\u0644\u0629 \u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0645\u064a\u0632\u0627\u062a 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wp-image-11082\" src=\"https:\/\/mobian.studio\/wp-content\/uploads\/2025\/10\/673a13d1-2cc4-4199-bd4f-862d15b4b3c2.png\" alt=\"\" width=\"1536\" height=\"1024\" srcset=\"https:\/\/mobian.studio\/wp-content\/uploads\/2025\/10\/673a13d1-2cc4-4199-bd4f-862d15b4b3c2.png 1536w, https:\/\/mobian.studio\/wp-content\/smush-webp\/2025\/10\/673a13d1-2cc4-4199-bd4f-862d15b4b3c2-18x12.png.webp 18w\" sizes=\"auto, (max-width: 1536px) 100vw, 1536px\" \/><\/p>\n<h2>\u0644\u0645\u0627\u0630\u0627 \u0627\u0644\u0641\u0647\u0631\u0633\u0629 \u0645\u0647\u0645\u0629<\/h2>\n<p>\u0625\u0630\u0627 \u0643\u0627\u0646 \u0644\u062f\u064a\u0643 \u0628\u0636\u0639\u0629 \u0622\u0644\u0627\u0641 \u0641\u0642\u0637 \u0645\u0646 \u0627\u0644\u0645\u062a\u062c\u0647\u0627\u062a\u060c \u0641\u0642\u062f \u064a\u0643\u0648\u0646 \u0645\u0646 \u0627\u0644\u062c\u064a\u062f \u0645\u0642\u0627\u0631\u0646\u062a\u0647\u0627 \u0648\u0627\u062d\u062f\u064b\u0627 \u062a\u0644\u0648 \u0627\u0644\u0622\u062e\u0631. 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\u064a\u064f\u0639\u0637\u064a \u0646\u062a\u0627\u0626\u062c \u062e\u0627\u0637\u0626\u0629 \u062a\u0645\u0627\u0645\u064b\u0627. \u0623\u062d\u064a\u0627\u0646\u064b\u0627\u060c \u0644\u0627 \u064a\u062a\u0639\u0644\u0642 \u0627\u0644\u0623\u0645\u0631 \u0628\u0627\u0644\u0646\u0638\u0631\u064a\u0627\u062a \u0628\u0642\u062f\u0631 \u0645\u0627 \u064a\u062a\u0639\u0644\u0642 \u0628\u0627\u062e\u062a\u0628\u0627\u0631 \u0623\u064a \u0637\u0631\u064a\u0642\u0629 \u062a\u064f\u0646\u0627\u0633\u0628 \u0628\u064a\u0627\u0646\u0627\u062a\u0643 \u062a\u062d\u062f\u064a\u062f\u064b\u0627.<\/p>\n<p>\u0648\u0628\u0627\u0644\u0637\u0628\u0639\u060c \u0647\u0646\u0627\u0643 \u0642\u064a\u0645 \u0634\u0627\u0630\u0629 - \u0646\u0642\u0627\u0637 \u0628\u064a\u0627\u0646\u0627\u062a \u063a\u0631\u064a\u0628\u0629 \u0644\u0627 \u062a\u062a\u0648\u0627\u0641\u0642 \u0645\u0639 \u0627\u0644\u0646\u0645\u0637. \u0628\u0639\u0636 \u0627\u0644\u0645\u062a\u062c\u0647\u0627\u062a \u0627\u0644\u063a\u0631\u064a\u0628\u0629 \u0630\u0627\u062a \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u062a\u0637\u0631\u0641\u0629 \u0642\u062f \u062a\u064f\u0641\u0633\u062f \u0646\u062a\u0627\u0626\u062c\u0643\u060c \u0645\u0645\u0627 \u064a\u062f\u0641\u0639 \u0628\u062d\u062b\u0643 \u0646\u062d\u0648 \u0646\u062a\u0627\u0626\u062c \u063a\u064a\u0631 \u0630\u0627\u062a \u0635\u0644\u0629. \u0625\u0630\u0627 \u0644\u0645 \u062a\u064f\u0639\u0627\u0644\u062c\u0647\u0627 \u0628\u0634\u0643\u0644 \u0635\u062d\u064a\u062d\u060c \u0641\u0642\u062f \u064a\u0628\u062f\u0623 \u0646\u0638\u0627\u0645\u0643 \u0628\u0623\u0643\u0645\u0644\u0647 \u0628\u0625\u0638\u0647\u0627\u0631 \u0646\u062a\u0627\u0626\u062c \u063a\u064a\u0631 \u0635\u062d\u064a\u062d\u0629 \u062f\u0648\u0646 \u0623\u0646 \u062a\u064f\u062f\u0631\u0643 \u0630\u0644\u0643.<\/p>\n<p>\u0645\u0639 \u0630\u0644\u0643\u060c \u0644\u0627 \u062a\u064f\u0639\u062a\u0628\u0631 \u0647\u0630\u0647 \u0627\u0644\u0623\u0645\u0648\u0631 \u0639\u0627\u0626\u0642\u064b\u0627. \u0625\u0646\u0647\u0627 \u0628\u0628\u0633\u0627\u0637\u0629 \u0628\u0639\u0636 \u0627\u0644\u062a\u0646\u0627\u0632\u0644\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0635\u0627\u062d\u0628 \u0627\u0644\u0639\u0645\u0644 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639. \u0628\u0645\u062c\u0631\u062f \u0641\u0647\u0645 \u0643\u064a\u0641\u064a\u0629 \u0625\u062f\u0627\u0631\u062a\u0647\u0627\u060c \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062a\u0636\u0645\u064a\u0646\u0627\u062a \u0648\u0627\u0644\u062a\u0637\u0628\u064a\u0639 \u0648\u0627\u0644\u0636\u0628\u0637 \u0627\u0644\u062f\u0642\u064a\u0642\u060c \u064a\u064f\u0635\u0628\u062d \u0627\u0644\u0628\u062d\u062b \u0639\u0646 \u062a\u0634\u0627\u0628\u0647 \u0627\u0644\u0645\u062a\u062c\u0647\u0627\u062a \u0645\u0646 \u0623\u0642\u0648\u0649 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u062f\u064a\u0643.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-11089\" src=\"https:\/\/mobian.studio\/wp-content\/uploads\/2025\/10\/b1433274-c2ef-4868-98ad-e4dab6b6a1b0-1.png\" alt=\"\" width=\"1536\" height=\"1024\" srcset=\"https:\/\/mobian.studio\/wp-content\/uploads\/2025\/10\/b1433274-c2ef-4868-98ad-e4dab6b6a1b0-1.png 1536w, https:\/\/mobian.studio\/wp-content\/smush-webp\/2025\/10\/b1433274-c2ef-4868-98ad-e4dab6b6a1b0-1-18x12.png.webp 18w\" sizes=\"auto, (max-width: 1536px) 100vw, 1536px\" \/><\/p>\n<h2>\u0623\u062f\u0648\u0627\u062a \u064a\u0645\u0643\u0646\u0643 \u062a\u062c\u0631\u0628\u062a\u0647\u0627 \u0625\u0630\u0627 \u0643\u0646\u062a \u0645\u0633\u062a\u0639\u062f\u064b\u0627 \u0644\u0644\u0627\u0633\u062a\u0643\u0634\u0627\u0641<\/h2>\n<p>\u0644\u0642\u062f \u062a\u0645 \u0625\u0646\u062c\u0627\u0632 \u0627\u0644\u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0634\u0627\u0642. \u0644\u0633\u062a\u064e \u0628\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0628\u0646\u0627\u0621 \u0645\u062d\u0631\u0643 \u0628\u062d\u062b \u0645\u062a\u062c\u0647 \u062e\u0627\u0635 \u0628\u0643 \u0645\u0646 \u0627\u0644\u0635\u0641\u0631.<\/p>\n<h3>\u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0648\u0627\u0644\u0623\u0637\u0631<\/h3>\n<ul>\n<li aria-level=\"1\">Faiss (Meta): \u0642\u0648\u064a \u0648\u0633\u0631\u064a\u0639 \u0648\u062c\u0627\u0647\u0632 \u0644\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a<\/li>\n<li aria-level=\"1\">Annoy (Spotify): \u0631\u0627\u0626\u0639 \u0644\u0644\u0628\u062d\u062b \u0627\u0644\u062a\u0642\u0631\u064a\u0628\u064a \u0645\u0639 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629<\/li>\n<li aria-level=\"1\">Milvus: \u0642\u0627\u0639\u062f\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062a\u062c\u0647\u064a\u0629 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0645\u0639 \u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639 \u0627\u0644\u0645\u0636\u0645\u0646\u0629<\/li>\n<li aria-level=\"1\">Scikit-learn: \u062c\u064a\u062f \u0644\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0648\u0644\u064a\u0629 \u0648\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0628\u0633\u064a\u0637\u0629<\/li>\n<li aria-level=\"1\">\u0645\u0643\u0648\u0646 \u0625\u0636\u0627\u0641\u064a \u0645\u0631\u0646 + \u0643\u062b\u064a\u0641 \u0644\u0644\u0645\u062a\u062c\u0647: \u0623\u0636\u0641 \u0628\u062d\u062b\u064b\u0627 \u0645\u062a\u062c\u0647\u064b\u0627 \u0625\u0644\u0649 \u0625\u0639\u062f\u0627\u062f Elasticsearch \u0627\u0644\u062d\u0627\u0644\u064a \u0644\u062f\u064a\u0643<\/li>\n<\/ul>\n<p>\u0644\u0643\u0644\u064d\u0651 \u0645\u0646\u0647\u0645\u0627 \u0645\u0632\u0627\u064a\u0627\u0647. \u0641\u0627\u064a\u0633 \u0639\u0627\u0644\u064a \u0627\u0644\u0623\u062f\u0627\u0621 \u0648\u0644\u0643\u0646\u0647 \u0645\u0639\u0642\u062f. \u0622\u0646\u0648\u064a \u0628\u0633\u064a\u0637 \u0648\u0644\u0643\u0646\u0647 \u0623\u0628\u0637\u0623. \u0627\u062e\u062a\u0631 \u0645\u0627 \u064a\u0646\u0627\u0633\u0628 \u0645\u0631\u062d\u0644\u062a\u0643 \u0648\u0623\u0647\u062f\u0627\u0641\u0643.<\/p>\n<p>&nbsp;<\/p>\n<h2>\u0627\u062e\u062a\u062a\u0627\u0645 \u0627\u0644\u0623\u0645\u0631<\/h2>\n<p>\u0623\u0635\u0628\u062d \u0627\u0644\u0628\u062d\u062b \u0639\u0646 \u062a\u0634\u0627\u0628\u0647 \u0627\u0644\u0645\u062a\u062c\u0647\u0627\u062a \u062c\u0632\u0621\u064b\u0627 \u0623\u0633\u0627\u0633\u064a\u064b\u0627 \u0645\u0646 \u0643\u064a\u0641\u064a\u0629 \u0641\u0647\u0645 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062d\u062f\u064a\u062b\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0641\u0647\u0648 \u0645\u0627 \u064a\u064f\u0645\u0643\u0651\u0646 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0648\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u0646 \u062a\u062c\u0627\u0648\u0632 \u0627\u0644\u0645\u0637\u0627\u0628\u0642\u0629 \u0627\u0644\u0633\u0637\u062d\u064a\u0629 \u0648\u062a\u0641\u0633\u064a\u0631 \u0627\u0644\u0645\u0639\u0646\u0649 \u0648\u0627\u0644\u0633\u0644\u0648\u0643 \u0648\u0627\u0644\u0633\u064a\u0627\u0642 \u0628\u0634\u0643\u0644 \u0641\u0639\u0644\u064a.<\/p>\n<p>\u0628\u0627\u0644\u062a\u0623\u0643\u064a\u062f\u060c \u0642\u062f \u062a\u0643\u0648\u0646 \u0627\u0644\u062d\u0633\u0627\u0628\u0627\u062a \u0648\u0631\u0627\u0621 \u0630\u0644\u0643 \u0645\u0639\u0642\u062f\u0629\u060c \u0644\u0643\u0646 \u062b\u0645\u0627\u0631\u0647\u0627 \u0639\u0638\u064a\u0645\u0629. \u0633\u0648\u0627\u0621 \u0643\u0646\u062a \u062a\u064f\u0646\u0634\u0626 \u0645\u062d\u0631\u0643 \u0628\u062d\u062b\u060c \u0623\u0648 \u0646\u0638\u0627\u0645 \u062a\u0648\u0635\u064a\u0627\u062a\u060c \u0623\u0648 \u062a\u062d\u0627\u0648\u0644 \u0641\u0642\u0637 \u0641\u0647\u0645 \u0628\u064a\u0627\u0646\u0627\u062a\u0643 \u0627\u0644\u0645\u062a\u0632\u0627\u064a\u062f\u0629\u060c \u0641\u0625\u0646 \u062a\u0639\u0644\u0645 \u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0639\u0645\u0644 \u0645\u0639 \u0627\u0644\u0645\u062a\u062c\u0647\u0627\u062a \u0633\u064a\u0641\u062a\u062d \u0644\u0643 \u0622\u0641\u0627\u0642\u064b\u0627 \u062c\u062f\u064a\u062f\u0629 \u0645\u0646 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0623\u0630\u0643\u0649 \u0648\u0627\u0644\u0623\u0643\u062b\u0631 \u0633\u0647\u0648\u0644\u0629 \u0641\u064a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645.<\/p>","protected":false},"excerpt":{"rendered":"<p>Ever wondered how your favorite app seems to \u201cget\u201d what you\u2019re looking for, even when you don\u2019t type it perfectly? When you search for an image, a song, or a product that just feels similar to something you liked before, that\u2019s often thanks to vector similarity search quietly running behind the scenes. It\u2019s not matching [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":11032,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[4],"tags":[],"class_list":["post-11029","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-news"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.7 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>What Is Vector Similarity Search?<\/title>\n<meta name=\"description\" content=\"Learn how vector similarity search helps find related data fast using distance metrics, embeddings, and smart indexing.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/mobian.studio\/ar\/vector-similarity-search\/\" \/>\n<meta property=\"og:locale\" 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