{"id":10742,"date":"2024-05-17T07:38:18","date_gmt":"2024-05-17T12:38:18","guid":{"rendered":"http:\/\/skimai.com\/?p=10742"},"modified":"2024-06-09T19:28:01","modified_gmt":"2024-06-10T00:28:01","slug":"5-%d0%bd%d0%b0%d0%b9%d0%ba%d1%80%d0%b0%d1%89%d0%b8%d1%85-%d0%b2%d0%b5%d0%ba%d1%82%d0%be%d1%80%d0%bd%d0%b8%d1%85-%d0%b1%d0%b0%d0%b7-%d0%b4%d0%b0%d0%bd%d0%b8%d1%85-%d0%b4%d0%bb%d1%8f-%d0%ba%d0%be%d1%80","status":"publish","type":"post","link":"https:\/\/skimai.com\/uk\/the-top-5-vector-databases-for-enterprise-ai-llm-applications\/","title":{"rendered":"5 \u043d\u0430\u0439\u043a\u0440\u0430\u0449\u0438\u0445 \u0432\u0435\u043a\u0442\u043e\u0440\u043d\u0438\u0445 \u0431\u0430\u0437 \u0434\u0430\u043d\u0438\u0445 \u0434\u043b\u044f \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u0438\u0445 \u0434\u043e\u0434\u0430\u0442\u043a\u0456\u0432 \u0428\u0406 \u0442\u0430 LLM"},"content":{"rendered":"<p>\u0417\u0434\u0430\u0442\u043d\u0456\u0441\u0442\u044c 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\u0431\u0456\u0437\u043d\u0435\u0441\u0443, \u044f\u043a\u0438\u0439 \u043f\u0440\u0430\u0433\u043d\u0435 \u043e\u0442\u0440\u0438\u043c\u0430\u0442\u0438 \u043a\u043e\u043d\u043a\u0443\u0440\u0435\u043d\u0442\u043d\u0443 \u043f\u0435\u0440\u0435\u0432\u0430\u0433\u0443.<br \/><br \/>\u0423 \u0446\u044c\u043e\u043c\u0443 \u0431\u043b\u043e\u0437\u0456 \u043c\u0438 \u0440\u043e\u0437\u0433\u043b\u044f\u043d\u0435\u043c\u043e 5 \u043d\u0430\u0439\u043a\u0440\u0430\u0449\u0438\u0445 \u0432\u0435\u043a\u0442\u043e\u0440\u043d\u0438\u0445 \u0431\u0430\u0437 \u0434\u0430\u043d\u0438\u0445 \u043d\u0430 \u0440\u0438\u043d\u043a\u0443:<\/p>\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_1 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0417\u043c\u0456\u0441\u0442<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"\u041f\u0435\u0440\u0435\u0439\u0442\u0438 \u0434\u043e \u0437\u043c\u0456\u0441\u0442\u0443\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">\u041f\u0435\u0440\u0435\u043c\u0438\u043a\u0430\u0447<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/skimai.com\/uk\/the-top-5-vector-databases-for-enterprise-ai-llm-applications\/#1_Pinecone\" >1. \u0428\u0438\u0448\u043a\u0430<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/skimai.com\/uk\/the-top-5-vector-databases-for-enterprise-ai-llm-applications\/#2_Chroma\" >2. \u0425\u0440\u043e\u043c\u0430<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/skimai.com\/uk\/the-top-5-vector-databases-for-enterprise-ai-llm-applications\/#3_Qdrant\" >3. \u041a\u0432\u0430\u0434\u0440\u0430\u043d\u0442<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/skimai.com\/uk\/the-top-5-vector-databases-for-enterprise-ai-llm-applications\/#4_Weaviate\" >4. \u0412\u0438\u0433\u0440\u0430\u0432\u0430\u0442\u0438.<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/skimai.com\/uk\/the-top-5-vector-databases-for-enterprise-ai-llm-applications\/#5_Milvus\" >5. \u041c\u0456\u043b\u044c\u0432\u0443\u0441<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/skimai.com\/uk\/the-top-5-vector-databases-for-enterprise-ai-llm-applications\/#Choosing_the_Right_Vector_Database_for_Your_Enterprise\" >\u0412\u0438\u0431\u0456\u0440 \u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e\u0457 \u0431\u0430\u0437\u0438 \u0434\u0430\u043d\u0438\u0445 Vector \u0434\u043b\u044f \u0432\u0430\u0448\u043e\u0433\u043e \u043f\u0456\u0434\u043f\u0440\u0438\u0454\u043c\u0441\u0442\u0432\u0430<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"1_Pinecone\"><\/span>1. <a rel=\"noopener noreferrer\" href=\"https:\/\/www.pinecone.io\/\">\u0428\u0438\u0448\u043a\u0430.<\/a><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<figure class=\"wp-block-image\">\n<img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2024\/05\/aa69b8d9-ac33-4298-a1e1-b6ad652bf7f1.png\" alt=\"\u0411\u0430\u0437\u0430 \u0434\u0430\u043d\u0438\u0445 \u0432\u0435\u043a\u0442\u043e\u0440\u0456\u0432 Pinecone\" \/>\n<\/figure>\n\n\n<p>Pinecone - \u0446\u0435 \u043f\u043e\u0432\u043d\u0456\u0441\u0442\u044e \u043a\u0435\u0440\u043e\u0432\u0430\u043d\u0430 \u0431\u0430\u0437\u0430 \u0434\u0430\u043d\u0438\u0445 \u0432\u0435\u043a\u0442\u043e\u0440\u0456\u0432, \u043f\u0440\u0456\u043e\u0440\u0438\u0442\u0435\u0442\u0430\u043c\u0438 \u044f\u043a\u043e\u0457 \u0454 \u0432\u0438\u0441\u043e\u043a\u0430 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0438\u0432\u043d\u0456\u0441\u0442\u044c \u0456 \u043f\u0440\u043e\u0441\u0442\u043e\u0442\u0430 \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u0430\u043d\u043d\u044f. \u0412\u043e\u043d\u0430 \u043f\u043e\u0454\u0434\u043d\u0443\u0454 \u0432 \u0441\u043e\u0431\u0456 \u043f\u0435\u0440\u0435\u0434\u043e\u0432\u0456 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u0438 \u0432\u0435\u043a\u0442\u043e\u0440\u043d\u043e\u0433\u043e \u043f\u043e\u0448\u0443\u043a\u0443 \u0437 \u0442\u0430\u043a\u0438\u043c\u0438 \u0444\u0443\u043d\u043a\u0446\u0456\u044f\u043c\u0438, \u044f\u043a \u0444\u0456\u043b\u044c\u0442\u0440\u0430\u0446\u0456\u044f \u0442\u0430 \u0440\u043e\u0437\u043f\u043e\u0434\u0456\u043b\u0435\u043d\u0430 \u0456\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430, \u0449\u043e\u0431 \u0437\u0430\u0431\u0435\u0437\u043f\u0435\u0447\u0438\u0442\u0438 \u0448\u0432\u0438\u0434\u043a\u0438\u0439 \u0456 \u043d\u0430\u0434\u0456\u0439\u043d\u0438\u0439 \u043f\u043e\u0448\u0443\u043a \u0432\u0435\u043a\u0442\u043e\u0440\u0456\u0432 \u0443 \u0431\u0443\u0434\u044c-\u044f\u043a\u043e\u043c\u0443 \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0456. <\/p>\n\n\n<p>\u041e\u0434\u043d\u0456\u0454\u044e \u0437 \u0433\u043e\u043b\u043e\u0432\u043d\u0438\u0445 \u043f\u0435\u0440\u0435\u0432\u0430\u0433 Pinecone \u0454 \u0457\u0457 \u0431\u0435\u0437\u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430 \u043f\u0440\u0438\u0440\u043e\u0434\u0430, \u0449\u043e \u043f\u043e\u0437\u0431\u0430\u0432\u043b\u044f\u0454 \u0440\u043e\u0437\u0440\u043e\u0431\u043d\u0438\u043a\u0456\u0432 \u043d\u0435\u043e\u0431\u0445\u0456\u0434\u043d\u043e\u0441\u0442\u0456 \u043d\u0430\u0434\u0430\u0432\u0430\u0442\u0438 \u0430\u0431\u043e \u043f\u0456\u0434\u0442\u0440\u0438\u043c\u0443\u0432\u0430\u0442\u0438 \u0456\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443. \u0426\u0435 \u0434\u043e\u0437\u0432\u043e\u043b\u044f\u0454 \u0457\u043c \u0437\u043e\u0441\u0435\u0440\u0435\u0434\u0438\u0442\u0438\u0441\u044f \u043d\u0430 \u0441\u0442\u0432\u043e\u0440\u0435\u043d\u043d\u0456 \u0434\u043e\u0434\u0430\u0442\u043a\u0456\u0432, \u0432 \u0442\u043e\u0439 \u0447\u0430\u0441 \u044f\u043a Pinecone \u0441\u043f\u0440\u0430\u0432\u043b\u044f\u0454\u0442\u044c\u0441\u044f \u0437\u0456 \u0441\u043a\u043b\u0430\u0434\u043d\u043e\u0449\u0430\u043c\u0438 \u0443\u043f\u0440\u0430\u0432\u043b\u0456\u043d\u043d\u044f \u0442\u0430 \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0443\u0432\u0430\u043d\u043d\u044f\u043c \u0431\u0430\u0437\u0438 \u0434\u0430\u043d\u0438\u0445. Pinecone \u043b\u0435\u0433\u043a\u043e \u0456\u043d\u0442\u0435\u0433\u0440\u0443\u0454\u0442\u044c\u0441\u044f \u0437 \u043f\u043e\u043f\u0443\u043b\u044f\u0440\u043d\u0438\u043c\u0438 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a\u0430\u043c\u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043d\u0430\u0432\u0447\u0430\u043d\u043d\u044f \u0442\u0430 \u0434\u0436\u0435\u0440\u0435\u043b\u0430\u043c\u0438 \u0434\u0430\u043d\u0438\u0445, \u0449\u043e \u0440\u043e\u0431\u0438\u0442\u044c \u0439\u043e\u0433\u043e \u0443\u043d\u0456\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u0438\u043c \u0432\u0438\u0431\u043e\u0440\u043e\u043c \u0434\u043b\u044f \u0448\u0438\u0440\u043e\u043a\u043e\u0433\u043e \u0441\u043f\u0435\u043a\u0442\u0440\u0443 \u0434\u043e\u0434\u0430\u0442\u043a\u0456\u0432, \u0432\u043a\u043b\u044e\u0447\u0430\u044e\u0447\u0438 \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u043d\u0438\u0439 \u043f\u043e\u0448\u0443\u043a, \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0456\u0457, \u0432\u0438\u044f\u0432\u043b\u0435\u043d\u043d\u044f \u0430\u043d\u043e\u043c\u0430\u043b\u0456\u0439 \u0442\u0430 \u0432\u0456\u0434\u043f\u043e\u0432\u0456\u0434\u0456 \u043d\u0430 \u0437\u0430\u043f\u0438\u0442\u0430\u043d\u043d\u044f.<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"2_Chroma\"><\/span>2. <a rel=\"noopener noreferrer\" href=\"https:\/\/www.trychroma.com\/\">Chroma<\/a> <span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<figure class=\"wp-block-image\">\n<img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2024\/05\/chroma-diagram.png\" alt=\"\u0411\u0430\u0437\u0430 \u0434\u0430\u043d\u0438\u0445 \u0432\u0435\u043a\u0442\u043e\u0440\u0456\u0432 \u043a\u043e\u043b\u044c\u043e\u0440\u043e\u0432\u043e\u0441\u0442\u0456\" \/>\n<\/figure>\n\n\n<p>Chroma - \u0446\u0435 \u0432\u0435\u043a\u0442\u043e\u0440\u043d\u0430 \u0431\u0430\u0437\u0430 \u0434\u0430\u043d\u0438\u0445, \u043f\u0440\u0438\u0437\u043d\u0430\u0447\u0435\u043d\u0430 \u0434\u043b\u044f \u0431\u0435\u0437\u043f\u0435\u0440\u0435\u0448\u043a\u043e\u0434\u043d\u043e\u0457 \u0456\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0456\u0457 \u0437 \u043c\u043e\u0434\u0435\u043b\u044f\u043c\u0438 \u0442\u0430 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a\u0430\u043c\u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043d\u0430\u0432\u0447\u0430\u043d\u043d\u044f. \u0407\u0457 \u043e\u0441\u043d\u043e\u0432\u043d\u0430 \u043c\u0435\u0442\u0430 - \u0441\u043f\u0440\u043e\u0441\u0442\u0438\u0442\u0438 \u043f\u0440\u043e\u0446\u0435\u0441 \u0441\u0442\u0432\u043e\u0440\u0435\u043d\u043d\u044f \u0434\u043e\u0434\u0430\u0442\u043a\u0456\u0432 \u0437\u0456 \u0448\u0442\u0443\u0447\u043d\u0438\u043c \u0456\u043d\u0442\u0435\u043b\u0435\u043a\u0442\u043e\u043c, \u043d\u0430\u0434\u0430\u044e\u0447\u0438 \u0435\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u0456 \u043c\u043e\u0436\u043b\u0438\u0432\u043e\u0441\u0442\u0456 \u0437\u0431\u0435\u0440\u0456\u0433\u0430\u043d\u043d\u044f, \u0432\u0438\u043b\u0443\u0447\u0435\u043d\u043d\u044f \u0442\u0430 \u043f\u043e\u0448\u0443\u043a\u0443 \u0437\u0430 \u0441\u0445\u043e\u0436\u0456\u0441\u0442\u044e \u0432\u0435\u043a\u0442\u043e\u0440\u0456\u0432. <\/p>\n\n\n<p>\u041e\u0434\u043d\u0456\u0454\u044e \u0437 \u043e\u0441\u043e\u0431\u043b\u0438\u0432\u043e\u0441\u0442\u0435\u0439 Chroma \u0454 \u0456\u043d\u0434\u0435\u043a\u0441\u0443\u0432\u0430\u043d\u043d\u044f \u0432 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u043c\u0443 \u0447\u0430\u0441\u0456, \u0449\u043e \u0434\u043e\u0437\u0432\u043e\u043b\u044f\u0454 \u0440\u043e\u0437\u0440\u043e\u0431\u043d\u0438\u043a\u0430\u043c \u0448\u0432\u0438\u0434\u043a\u043e \u0432\u043a\u043b\u044e\u0447\u0430\u0442\u0438 \u043d\u043e\u0432\u0456 \u0434\u0430\u043d\u0456 \u0432 \u0441\u0432\u043e\u0457 \u0434\u043e\u0434\u0430\u0442\u043a\u0438. \u041a\u0440\u0456\u043c \u0442\u043e\u0433\u043e, Chroma \u043f\u0456\u0434\u0442\u0440\u0438\u043c\u0443\u0454 \u0437\u0431\u0435\u0440\u0456\u0433\u0430\u043d\u043d\u044f \u043c\u0435\u0442\u0430\u0434\u0430\u043d\u0438\u0445, \u0449\u043e \u0434\u043e\u0437\u0432\u043e\u043b\u044f\u0454 \u043f\u043e\u0432'\u044f\u0437\u0443\u0432\u0430\u0442\u0438 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u043d\u0443 \u0456\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0456\u044e \u0437 \u0432\u0435\u043a\u0442\u043e\u0440\u0430\u043c\u0438. \u0420\u043e\u0437\u0433\u043e\u0440\u0442\u0430\u043d\u043d\u044f Chroma \u0441\u043f\u0440\u043e\u0449\u0443\u0454\u0442\u044c\u0441\u044f \u0437\u0430\u0432\u0434\u044f\u043a\u0438 \u0437\u0440\u0443\u0447\u043d\u043e\u043c\u0443 \u0456\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u0443 \u0442\u0430 \u0432\u0438\u0447\u0435\u0440\u043f\u043d\u0456\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0456\u0457. \u041f\u0456\u0434\u0442\u0440\u0438\u043c\u0443\u044e\u0447\u0438 \u0440\u0456\u0437\u043d\u0456 \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u0432\u0456\u0434\u0441\u0442\u0430\u043d\u0456 \u0442\u0430 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u0438 \u0456\u043d\u0434\u0435\u043a\u0441\u0443\u0432\u0430\u043d\u043d\u044f, Chroma \u0437\u0430\u0431\u0435\u0437\u043f\u0435\u0447\u0443\u0454 \u043e\u043f\u0442\u0438\u043c\u0430\u043b\u044c\u043d\u0443 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0438\u0432\u043d\u0456\u0441\u0442\u044c \u0443 \u0440\u0456\u0437\u043d\u0438\u0445 \u0432\u0438\u043f\u0430\u0434\u043a\u0430\u0445 \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u0430\u043d\u043d\u044f, \u0442\u0430\u043a\u0438\u0445 \u044f\u043a \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u043d\u0438\u0439 \u043f\u043e\u0448\u0443\u043a, \u0441\u0438\u0441\u0442\u0435\u043c\u0438 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0456\u0439 \u0442\u0430 \u0432\u0438\u044f\u0432\u043b\u0435\u043d\u043d\u044f \u0430\u043d\u043e\u043c\u0430\u043b\u0456\u0439.<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"3_Qdrant\"><\/span>3. <a rel=\"noopener noreferrer\" href=\"https:\/\/qdrant.tech\/\">Qdrant<\/a><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<figure class=\"wp-block-image\">\n<img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2024\/05\/qdrant-diagram.jpg\" alt=\"\u0410\u0440\u0445\u0456\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u0432\u0435\u043a\u0442\u043e\u0440\u043d\u043e\u0457 \u0431\u0430\u0437\u0438 \u0434\u0430\u043d\u0438\u0445 Qdrant\" \/>\n<\/figure>\n\n\n<p>Qdrant - \u0446\u0435 \u0432\u0435\u043a\u0442\u043e\u0440\u043d\u0430 \u043f\u043e\u0448\u0443\u043a\u043e\u0432\u0430 \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u0441\u0445\u043e\u0436\u043e\u0441\u0442\u0456 \u0437 \u0432\u0456\u0434\u043a\u0440\u0438\u0442\u0438\u043c \u0432\u0438\u0445\u0456\u0434\u043d\u0438\u043c \u043a\u043e\u0434\u043e\u043c, \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u0430 \u043d\u0430 Rust, \u0432\u0456\u0434\u043e\u043c\u0430 \u0441\u0432\u043e\u0454\u044e \u0448\u0432\u0438\u0434\u043a\u0456\u0441\u0442\u044e \u0442\u0430 \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u043e\u0432\u0430\u043d\u0456\u0441\u0442\u044e. \u0412\u0456\u043d \u043d\u0430\u0434\u0430\u0454 \u0437\u0440\u0443\u0447\u043d\u0438\u0439 API \u0434\u043b\u044f \u0437\u0431\u0435\u0440\u0456\u0433\u0430\u043d\u043d\u044f, \u043f\u043e\u0448\u0443\u043a\u0443 \u0442\u0430 \u0443\u043f\u0440\u0430\u0432\u043b\u0456\u043d\u043d\u044f \u0432\u0435\u043a\u0442\u043e\u0440\u0430\u043c\u0438 \u0437 \u0434\u043e\u0434\u0430\u0442\u043a\u043e\u0432\u0438\u043c\u0438 \u043c\u0435\u0442\u0430\u0434\u0430\u043d\u0438\u043c\u0438, \u0449\u043e \u0434\u043e\u0437\u0432\u043e\u043b\u044f\u0454 \u0440\u043e\u0437\u0440\u043e\u0431\u043d\u0438\u043a\u0430\u043c \u043f\u0435\u0440\u0435\u0442\u0432\u043e\u0440\u044e\u0432\u0430\u0442\u0438 \u043d\u0435\u0439\u0440\u043e\u043c\u0435\u0440\u0435\u0436\u0435\u0432\u0456 \u043a\u043e\u0434\u0443\u0432\u0430\u043b\u044c\u043d\u0438\u043a\u0438 \u0442\u0430 \u0432\u0431\u0443\u0434\u043e\u0432\u0443\u0432\u0430\u043d\u043d\u044f \u0443 \u0433\u043e\u0442\u043e\u0432\u0456 \u0434\u043e \u0432\u0438\u0440\u043e\u0431\u043d\u0438\u0446\u0442\u0432\u0430 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u0438 \u0434\u043b\u044f \u0437\u0456\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u043d\u044f, \u043f\u043e\u0448\u0443\u043a\u0443, \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0456\u0439 \u0442\u043e\u0449\u043e. <\/p>\n\n\n<p>Qdrant \u043f\u0440\u043e\u043f\u043e\u043d\u0443\u0454 \u0431\u0435\u0437\u043b\u0456\u0447 \u0444\u0443\u043d\u043a\u0446\u0456\u0439, \u0432\u043a\u043b\u044e\u0447\u0430\u044e\u0447\u0438 \u043e\u043d\u043e\u0432\u043b\u0435\u043d\u043d\u044f \u0432 \u0440\u0435\u0436\u0438\u043c\u0456 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0447\u0430\u0441\u0443, \u0440\u043e\u0437\u0448\u0438\u0440\u0435\u043d\u0443 \u0444\u0456\u043b\u044c\u0442\u0440\u0430\u0446\u0456\u044e, \u0440\u043e\u0437\u043f\u043e\u0434\u0456\u043b\u0435\u043d\u0456 \u0456\u043d\u0434\u0435\u043a\u0441\u0438 \u0442\u0430 \u0445\u043c\u0430\u0440\u043d\u0456 \u043e\u043f\u0446\u0456\u0457 \u0440\u043e\u0437\u0433\u043e\u0440\u0442\u0430\u043d\u043d\u044f. \u0420\u043e\u0437\u0440\u043e\u0431\u043b\u0435\u043d\u0438\u0439 \u0434\u043b\u044f \u043e\u0431\u0440\u043e\u0431\u043a\u0438 \u043c\u0456\u043b\u044c\u044f\u0440\u0434\u0456\u0432 \u0432\u0435\u043a\u0442\u043e\u0440\u0456\u0432 \u0456 \u0432\u0438\u0441\u043e\u043a\u0438\u0445 \u043d\u0430\u0432\u0430\u043d\u0442\u0430\u0436\u0435\u043d\u044c \u043d\u0430 \u0437\u0430\u043f\u0438\u0442\u0438, Qdrant \u043b\u0435\u0433\u043a\u043e \u0456\u043d\u0442\u0435\u0433\u0440\u0443\u0454\u0442\u044c\u0441\u044f \u0437 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a\u0430\u043c\u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043d\u0430\u0432\u0447\u0430\u043d\u043d\u044f, \u0449\u043e \u0440\u043e\u0431\u0438\u0442\u044c \u0439\u043e\u0433\u043e \u043f\u043e\u0442\u0443\u0436\u043d\u0438\u043c \u0456\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u043c \u0434\u043b\u044f \u0441\u0442\u0432\u043e\u0440\u0435\u043d\u043d\u044f \u0440\u0456\u0448\u0435\u043d\u044c \u0434\u043b\u044f \u0432\u0435\u043a\u0442\u043e\u0440\u043d\u043e\u0433\u043e \u043f\u043e\u0448\u0443\u043a\u0443 \u0432 \u0440\u0456\u0437\u043d\u0438\u0445 \u0441\u0444\u0435\u0440\u0430\u0445 \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u0430\u043d\u043d\u044f, \u0442\u0430\u043a\u0438\u0445 \u044f\u043a \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u043d\u0438\u0439 \u043f\u043e\u0448\u0443\u043a, \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0456\u0457, \u0447\u0430\u0442-\u0431\u043e\u0442\u0438, \u0441\u0438\u0441\u0442\u0435\u043c\u0438 \u043f\u0456\u0434\u0431\u043e\u0440\u0443 \u0442\u0430 \u0432\u0438\u044f\u0432\u043b\u0435\u043d\u043d\u044f \u0430\u043d\u043e\u043c\u0430\u043b\u0456\u0439.<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"4_Weaviate\"><\/span>4. <a rel=\"noopener noreferrer\" href=\"https:\/\/weaviate.io\/\">\u0412\u0438\u0432\u0430\u0436\u0443\u0439.<\/a><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<figure class=\"wp-block-image\">\n<img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2024\/05\/weaviate-diagram.jpg\" alt=\"\u041f\u0435\u0440\u0435\u043f\u043b\u0435\u0442\u0456\u043d\u043d\u044f \u0432\u0435\u043a\u0442\u043e\u0440\u043d\u043e\u0457 \u0431\u0430\u0437\u0438 \u0434\u0430\u043d\u0438\u0445\" \/>\n<\/figure>\n\n\n<p>Weaviate - \u0446\u0435 \u0432\u0435\u043a\u0442\u043e\u0440\u043d\u0430 \u0431\u0430\u0437\u0430 \u0434\u0430\u043d\u0438\u0445 \u0437 \u0432\u0456\u0434\u043a\u0440\u0438\u0442\u0438\u043c \u0432\u0438\u0445\u0456\u0434\u043d\u0438\u043c \u043a\u043e\u0434\u043e\u043c, \u043f\u0440\u0456\u043e\u0440\u0438\u0442\u0435\u0442\u0430\u043c\u0438 \u044f\u043a\u043e\u0457 \u0454 \u0448\u0432\u0438\u0434\u043a\u0456\u0441\u0442\u044c, \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u043e\u0432\u0430\u043d\u0456\u0441\u0442\u044c \u0456 \u043f\u0440\u043e\u0441\u0442\u043e\u0442\u0430 \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u0430\u043d\u043d\u044f. \u0412\u043e\u043d\u0430 \u0432\u0438\u0440\u0456\u0437\u043d\u044f\u0454\u0442\u044c\u0441\u044f \u0442\u0438\u043c, \u0449\u043e \u0434\u043e\u0437\u0432\u043e\u043b\u044f\u0454 \u0437\u0431\u0435\u0440\u0456\u0433\u0430\u0442\u0438 \u044f\u043a \u043e\u0431'\u0454\u043a\u0442\u0438, \u0442\u0430\u043a \u0456 \u0432\u0435\u043a\u0442\u043e\u0440\u0438, \u0449\u043e \u0440\u043e\u0431\u0438\u0442\u044c \u0457\u0457 \u0434\u043e\u0431\u0440\u0435 \u043f\u0440\u0438\u0434\u0430\u0442\u043d\u043e\u044e \u0434\u043b\u044f \u043f\u043e\u0454\u0434\u043d\u0430\u043d\u043d\u044f \u0432\u0435\u043a\u0442\u043e\u0440\u043d\u043e\u0433\u043e \u043f\u043e\u0448\u0443\u043a\u0443 \u0437\u0456 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043e\u0432\u0430\u043d\u043e\u044e \u0444\u0456\u043b\u044c\u0442\u0440\u0430\u0446\u0456\u0454\u044e. Weaviate \u043f\u0440\u043e\u043f\u043e\u043d\u0443\u0454 API \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0456 GraphQL, CRUD-\u043e\u043f\u0435\u0440\u0430\u0446\u0456\u0457, \u0433\u043e\u0440\u0438\u0437\u043e\u043d\u0442\u0430\u043b\u044c\u043d\u0435 \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0443\u0432\u0430\u043d\u043d\u044f \u0442\u0430 \u0445\u043c\u0430\u0440\u043d\u0435 \u0440\u043e\u0437\u0433\u043e\u0440\u0442\u0430\u043d\u043d\u044f, \u0437\u0430\u0431\u0435\u0437\u043f\u0435\u0447\u0443\u044e\u0447\u0438 \u0433\u043d\u0443\u0447\u043a\u0435 \u0442\u0430 \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u043e\u0432\u0430\u043d\u0435 \u0440\u0456\u0448\u0435\u043d\u043d\u044f \u0434\u043b\u044f \u0440\u043e\u0437\u0440\u043e\u0431\u043d\u0438\u043a\u0456\u0432. <\/p>\n\n\n<p>\u041a\u0440\u0456\u043c \u0442\u043e\u0433\u043e, Weaviate \u0432\u043a\u043b\u044e\u0447\u0430\u0454 \u0432 \u0441\u0435\u0431\u0435 \u043c\u043e\u0434\u0443\u043b\u0456 \u0434\u043b\u044f \u0437\u0430\u0432\u0434\u0430\u043d\u044c NLP, \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u043d\u043e\u0457 \u043a\u043e\u043d\u0444\u0456\u0433\u0443\u0440\u0430\u0446\u0456\u0457 \u0441\u0445\u0435\u043c \u0456 \u0432\u0435\u043a\u0442\u043e\u0440\u0438\u0437\u0430\u0446\u0456\u0457, \u0449\u043e \u0449\u0435 \u0431\u0456\u043b\u044c\u0448\u0435 \u0440\u043e\u0437\u0448\u0438\u0440\u044e\u0454 \u0439\u043e\u0433\u043e \u043c\u043e\u0436\u043b\u0438\u0432\u043e\u0441\u0442\u0456. \u0412\u0456\u043d \u043f\u0456\u0434\u0442\u0440\u0438\u043c\u0443\u0454 \u0440\u0456\u0437\u043d\u0456 \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u0432\u0456\u0434\u0441\u0442\u0430\u043d\u0456 \u0442\u0430 \u0442\u0438\u043f\u0438 \u0456\u043d\u0434\u0435\u043a\u0441\u0456\u0432, \u043b\u0435\u0433\u043a\u043e \u0456\u043d\u0442\u0435\u0433\u0440\u0443\u0454\u0442\u044c\u0441\u044f \u0437 \u043f\u043e\u043f\u0443\u043b\u044f\u0440\u043d\u0438\u043c\u0438 \u0456\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\u043c\u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043d\u0430\u0432\u0447\u0430\u043d\u043d\u044f, \u0431\u0430\u0437\u0430\u043c\u0438 \u0434\u0430\u043d\u0438\u0445 \u0433\u0440\u0430\u0444\u0456\u0432 \u0442\u0430 \u0441\u0435\u0440\u0435\u0434\u043e\u0432\u0438\u0449\u0430\u043c\u0438 Kubernetes. \u041c\u043e\u0434\u0443\u043b\u044c\u043d\u0430 \u0430\u0440\u0445\u0456\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u0442\u0430 \u0448\u0438\u0440\u043e\u043a\u0456 \u043c\u043e\u0436\u043b\u0438\u0432\u043e\u0441\u0442\u0456 Weaviate \u0440\u043e\u0431\u043b\u044f\u0442\u044c \u0439\u043e\u0433\u043e \u043f\u043e\u0442\u0443\u0436\u043d\u0438\u043c \u0456\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u043c \u0434\u043b\u044f \u0441\u0442\u0432\u043e\u0440\u0435\u043d\u043d\u044f \u0432\u0435\u043a\u0442\u043e\u0440\u043d\u0438\u0445 \u043f\u043e\u0448\u0443\u043a\u043e\u0432\u0438\u0445 \u0434\u043e\u0434\u0430\u0442\u043a\u0456\u0432 \u0443 \u0440\u0456\u0437\u043d\u0438\u0445 \u0441\u0444\u0435\u0440\u0430\u0445 \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u0430\u043d\u043d\u044f, \u0432\u043a\u043b\u044e\u0447\u0430\u044e\u0447\u0438 \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u043d\u0438\u0439 \u043f\u043e\u0448\u0443\u043a, \u043f\u043e\u0448\u0443\u043a \u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u044c, \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0456\u0439 \u0442\u0430 \u0433\u0440\u0430\u0444\u0456\u0432 \u0437\u043d\u0430\u043d\u044c.<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"5_Milvus\"><\/span>5. <a rel=\"noopener noreferrer\" href=\"https:\/\/milvus.io\/\">\u041c\u0456\u043b\u044c\u0432\u0443\u0441\u0435.<\/a><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<figure class=\"wp-block-image\">\n<img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2024\/05\/2916aa01-42a8-4bed-9294-e6a1b70e4ee6.png\" alt=\"\u0411\u0430\u0437\u0430 \u0434\u0430\u043d\u0438\u0445 \u0432\u0435\u043a\u0442\u043e\u0440\u0456\u0432 Milvus\" \/>\n<\/figure>\n\n\n<p>Milvus - \u0446\u0435 \u0432\u0435\u043a\u0442\u043e\u0440\u043d\u0430 \u0431\u0430\u0437\u0430 \u0434\u0430\u043d\u0438\u0445 \u0437 \u0432\u0456\u0434\u043a\u0440\u0438\u0442\u0438\u043c \u0432\u0438\u0445\u0456\u0434\u043d\u0438\u043c \u043a\u043e\u0434\u043e\u043c, \u0440\u043e\u0437\u0440\u043e\u0431\u043b\u0435\u043d\u0430 \u0441\u043f\u0435\u0446\u0456\u0430\u043b\u044c\u043d\u043e \u0434\u043b\u044f \u0443\u043f\u0440\u0430\u0432\u043b\u0456\u043d\u043d\u044f \u0432\u0431\u0443\u0434\u043e\u0432\u0443\u0432\u0430\u043d\u043d\u044f\u043c, \u043f\u043e\u0448\u0443\u043a\u0443 \u0441\u0445\u043e\u0436\u043e\u0441\u0442\u0456 \u0442\u0430 \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u043e\u0432\u0430\u043d\u0438\u0445 \u0434\u043e\u0434\u0430\u0442\u043a\u0456\u0432 \u0428\u0406. \u0412\u043e\u043d\u0430 \u043f\u0440\u043e\u043f\u043e\u043d\u0443\u0454 \u0448\u0438\u0440\u043e\u043a\u0438\u0439 \u043d\u0430\u0431\u0456\u0440 \u0444\u0443\u043d\u043a\u0446\u0456\u0439, \u0432\u043a\u043b\u044e\u0447\u0430\u044e\u0447\u0438 \u043f\u0456\u0434\u0442\u0440\u0438\u043c\u043a\u0443 \u0433\u0435\u0442\u0435\u0440\u043e\u0433\u0435\u043d\u043d\u0438\u0445 \u043e\u0431\u0447\u0438\u0441\u043b\u0435\u043d\u044c, \u043d\u0430\u0434\u0456\u0439\u043d\u0456\u0441\u0442\u044c \u0437\u0431\u0435\u0440\u0456\u0433\u0430\u043d\u043d\u044f, \u043a\u043e\u043c\u043f\u043b\u0435\u043a\u0441\u043d\u0456 \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u0442\u0430 \u0445\u043c\u0430\u0440\u043d\u0443 \u0430\u0440\u0445\u0456\u0442\u0435\u043a\u0442\u0443\u0440\u0443. <\/p>\n\n\n<p>\u041e\u0434\u043d\u0456\u0454\u044e \u0437 \u0441\u0438\u043b\u044c\u043d\u0438\u0445 \u0441\u0442\u043e\u0440\u0456\u043d Milvus \u0454 \u0439\u043e\u0433\u043e \u0437\u0434\u0430\u0442\u043d\u0456\u0441\u0442\u044c \u0437\u0430\u0431\u0435\u0437\u043f\u0435\u0447\u0443\u0432\u0430\u0442\u0438 \u0441\u0442\u0430\u0431\u0456\u043b\u044c\u043d\u0443 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0438\u0432\u043d\u0456\u0441\u0442\u044c \u0443 \u0440\u0456\u0437\u043d\u0438\u0445 \u0441\u0435\u0440\u0435\u0434\u043e\u0432\u0438\u0449\u0430\u0445 \u0440\u043e\u0437\u0433\u043e\u0440\u0442\u0430\u043d\u043d\u044f. Milvus \u043d\u0430\u0434\u0430\u0454 \u0433\u043d\u0443\u0447\u043a\u0438\u0439 API, \u044f\u043a\u0438\u0439 \u043f\u0456\u0434\u0442\u0440\u0438\u043c\u0443\u0454 \u0440\u0456\u0437\u043d\u0456 \u0456\u043d\u0434\u0435\u043a\u0441\u0438, \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u0432\u0456\u0434\u0441\u0442\u0430\u043d\u0456 \u0442\u0430 \u0442\u0438\u043f\u0438 \u0437\u0430\u043f\u0438\u0442\u0456\u0432, \u0449\u043e \u0434\u043e\u0437\u0432\u043e\u043b\u044f\u0454 \u0440\u043e\u0437\u0440\u043e\u0431\u043d\u0438\u043a\u0430\u043c \u0430\u0434\u0430\u043f\u0442\u0443\u0432\u0430\u0442\u0438 \u0431\u0430\u0437\u0443 \u0434\u0430\u043d\u0438\u0445 \u0434\u043e \u0441\u0432\u043e\u0457\u0445 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u0438\u0445 \u043f\u043e\u0442\u0440\u0435\u0431. \u0412\u0456\u043d \u043c\u043e\u0436\u0435 \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0443\u0432\u0430\u0442\u0438\u0441\u044f \u0434\u043e \u043c\u0456\u043b\u044c\u044f\u0440\u0434\u0456\u0432 \u0432\u0435\u043a\u0442\u043e\u0440\u0456\u0432 \u0456 \u0440\u043e\u0437\u0448\u0438\u0440\u044e\u0432\u0430\u0442\u0438\u0441\u044f \u0437\u0430 \u0434\u043e\u043f\u043e\u043c\u043e\u0433\u043e\u044e \u0441\u043f\u0435\u0446\u0456\u0430\u043b\u044c\u043d\u0438\u0445 \u043f\u043b\u0430\u0433\u0456\u043d\u0456\u0432, \u0437\u0430\u0431\u0435\u0437\u043f\u0435\u0447\u0443\u044e\u0447\u0438 \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u043e\u0432\u0430\u043d\u0456\u0441\u0442\u044c \u0456 \u0440\u043e\u0437\u0448\u0438\u0440\u044e\u0432\u0430\u043d\u0456\u0441\u0442\u044c. Milvus \u043b\u0435\u0433\u043a\u043e \u0456\u043d\u0442\u0435\u0433\u0440\u0443\u0454\u0442\u044c\u0441\u044f \u0437 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a\u0430\u043c\u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043d\u0430\u0432\u0447\u0430\u043d\u043d\u044f, \u043e\u043f\u0435\u0440\u0430\u0442\u043e\u0440\u0430\u043c\u0438 Kubernetes \u0442\u0430 \u0430\u043d\u0430\u043b\u0456\u0442\u0438\u0447\u043d\u0438\u043c\u0438 \u0456\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\u043c\u0438, \u0449\u043e \u0440\u043e\u0431\u0438\u0442\u044c \u0439\u043e\u0433\u043e \u0443\u043d\u0456\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u0438\u043c \u0432\u0438\u0431\u043e\u0440\u043e\u043c \u0434\u043b\u044f \u0448\u0438\u0440\u043e\u043a\u043e\u0433\u043e \u0441\u043f\u0435\u043a\u0442\u0440\u0443 \u0437\u0430\u0441\u0442\u043e\u0441\u0443\u0432\u0430\u043d\u044c, \u0442\u0430\u043a\u0438\u0445 \u044f\u043a \u043f\u043e\u0448\u0443\u043a \u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u044c \u0442\u0430 \u0432\u0456\u0434\u0435\u043e, \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0456\u0439\u043d\u0456 \u0441\u0438\u0441\u0442\u0435\u043c\u0438, \u0447\u0430\u0442-\u0431\u043e\u0442\u0438 \u0442\u0430 \u0432\u0438\u044f\u0432\u043b\u0435\u043d\u043d\u044f \u0430\u043d\u043e\u043c\u0430\u043b\u0456\u0439.<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Choosing_the_Right_Vector_Database_for_Your_Enterprise\"><\/span><strong>\u0412\u0438\u0431\u0456\u0440 \u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e\u0457 \u0431\u0430\u0437\u0438 \u0434\u0430\u043d\u0438\u0445 Vector \u0434\u043b\u044f \u0432\u0430\u0448\u043e\u0433\u043e \u043f\u0456\u0434\u043f\u0440\u0438\u0454\u043c\u0441\u0442\u0432\u0430<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\u041e\u0441\u043a\u0456\u043b\u044c\u043a\u0438 \u0432\u043f\u0440\u043e\u0432\u0430\u0434\u0436\u0435\u043d\u043d\u044f \u0448\u0442\u0443\u0447\u043d\u043e\u0433\u043e \u0456\u043d\u0442\u0435\u043b\u0435\u043a\u0442\u0443 \u0442\u0430 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043d\u0430\u0432\u0447\u0430\u043d\u043d\u044f \u043f\u0440\u043e\u0434\u043e\u0432\u0436\u0443\u0454 \u043f\u0440\u0438\u0441\u043a\u043e\u0440\u044e\u0432\u0430\u0442\u0438\u0441\u044f, \u0432\u0435\u043a\u0442\u043e\u0440\u043d\u0456 \u0431\u0430\u0437\u0438 \u0434\u0430\u043d\u0438\u0445 \u0441\u0442\u0430\u043b\u0438 \u043a\u0440\u0438\u0442\u0438\u0447\u043d\u043e \u0432\u0430\u0436\u043b\u0438\u0432\u0438\u043c \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u043e\u043c \u0443 \u0441\u0442\u0432\u043e\u0440\u0435\u043d\u043d\u0456 \u043f\u043e\u0442\u0443\u0436\u043d\u0438\u0445 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u0438\u0445 \u0434\u043e\u0434\u0430\u0442\u043a\u0456\u0432 \u0448\u0442\u0443\u0447\u043d\u043e\u0433\u043e \u0456\u043d\u0442\u0435\u043b\u0435\u043a\u0442\u0443. \u0412\u0456\u0434 \u043f\u043e\u0432\u043d\u0456\u0441\u0442\u044e \u043a\u0435\u0440\u043e\u0432\u0430\u043d\u0438\u0445 \u0440\u0456\u0448\u0435\u043d\u044c, \u0442\u0430\u043a\u0438\u0445 \u044f\u043a Pinecone, \u0434\u043e \u0432\u0430\u0440\u0456\u0430\u043d\u0442\u0456\u0432 \u0437 \u0432\u0456\u0434\u043a\u0440\u0438\u0442\u0438\u043c \u0432\u0438\u0445\u0456\u0434\u043d\u0438\u043c \u043a\u043e\u0434\u043e\u043c, \u0442\u0430\u043a\u0438\u0445 \u044f\u043a Qdrant \u0456 Chroma, \u043b\u0430\u043d\u0434\u0448\u0430\u0444\u0442 \u0432\u0435\u043a\u0442\u043e\u0440\u043d\u0438\u0445 \u0431\u0430\u0437 \u0434\u0430\u043d\u0438\u0445 \u043f\u0440\u043e\u043f\u043e\u043d\u0443\u0454 \u0448\u0438\u0440\u043e\u043a\u0438\u0439 \u0441\u043f\u0435\u043a\u0442\u0440 \u0432\u0430\u0440\u0456\u0430\u043d\u0442\u0456\u0432, \u043f\u0440\u0438\u0441\u0442\u043e\u0441\u043e\u0432\u0430\u043d\u0438\u0445 \u0434\u043e \u0440\u0456\u0437\u043d\u0438\u0445 \u043e\u0440\u0433\u0430\u043d\u0456\u0437\u0430\u0446\u0456\u0439\u043d\u0438\u0445 \u043f\u043e\u0442\u0440\u0435\u0431 \u0456 \u0441\u0446\u0435\u043d\u0430\u0440\u0456\u0457\u0432 \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u0430\u043d\u043d\u044f.<\/p>\n\n\n<p>\u041d\u0435\u0437\u0430\u043b\u0435\u0436\u043d\u043e \u0432\u0456\u0434 \u0442\u043e\u0433\u043e, \u0447\u0438 \u0441\u0442\u0432\u043e\u0440\u044e\u0454\u0442\u0435 \u0432\u0438 \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u043d\u0443 \u043f\u043e\u0448\u0443\u043a\u043e\u0432\u0443 \u0441\u0438\u0441\u0442\u0435\u043c\u0443, \u0441\u0438\u0441\u0442\u0435\u043c\u0443 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0456\u0439 \u0430\u0431\u043e \u0431\u0443\u0434\u044c-\u044f\u043a\u0443 \u0456\u043d\u0448\u0443 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u0443 \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0456 \u0448\u0442\u0443\u0447\u043d\u043e\u0433\u043e \u0456\u043d\u0442\u0435\u043b\u0435\u043a\u0442\u0443, \u0432\u0435\u043a\u0442\u043e\u0440\u043d\u0456 \u0431\u0430\u0437\u0438 \u0434\u0430\u043d\u0438\u0445 \u0454 \u043e\u0441\u043d\u043e\u0432\u043e\u044e \u0434\u043b\u044f \u0440\u043e\u0437\u043a\u0440\u0438\u0442\u0442\u044f \u043f\u043e\u0432\u043d\u043e\u0433\u043e \u043f\u043e\u0442\u0435\u043d\u0446\u0456\u0430\u043b\u0443 \u043c\u043e\u0434\u0435\u043b\u0435\u0439 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043d\u0430\u0432\u0447\u0430\u043d\u043d\u044f. \u0417\u0430\u0432\u0434\u044f\u043a\u0438 \u0448\u0432\u0438\u0434\u043a\u043e\u043c\u0443 \u043f\u043e\u0448\u0443\u043a\u0443 \u0437\u0430 \u0441\u0445\u043e\u0436\u0456\u0441\u0442\u044e, \u0440\u043e\u0437\u0448\u0438\u0440\u0435\u043d\u0456\u0439 \u0444\u0456\u043b\u044c\u0442\u0440\u0430\u0446\u0456\u0457 \u0442\u0430 \u0431\u0435\u0437\u0448\u043e\u0432\u043d\u0456\u0439 \u0456\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0456\u0457 \u0437 \u043f\u043e\u043f\u0443\u043b\u044f\u0440\u043d\u0438\u043c\u0438 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a\u0430\u043c\u0438, \u0446\u0456 \u0431\u0430\u0437\u0438 \u0434\u0430\u043d\u0438\u0445 \u0434\u0430\u044e\u0442\u044c \u0440\u043e\u0437\u0440\u043e\u0431\u043d\u0438\u043a\u0430\u043c \u043c\u043e\u0436\u043b\u0438\u0432\u0456\u0441\u0442\u044c \u0437\u043e\u0441\u0435\u0440\u0435\u0434\u0438\u0442\u0438\u0441\u044f \u043d\u0430 \u0441\u0442\u0432\u043e\u0440\u0435\u043d\u043d\u0456 \u0456\u043d\u043d\u043e\u0432\u0430\u0446\u0456\u0439\u043d\u0438\u0445 \u0440\u0456\u0448\u0435\u043d\u044c, \u043d\u0435 \u0442\u0443\u0440\u0431\u0443\u044e\u0447\u0438\u0441\u044c \u043f\u0440\u043e \u0441\u043a\u043b\u0430\u0434\u043d\u043e\u0449\u0456, \u043f\u043e\u0432'\u044f\u0437\u0430\u043d\u0456 \u0437 \u0443\u043f\u0440\u0430\u0432\u043b\u0456\u043d\u043d\u044f\u043c \u0432\u0435\u043a\u0442\u043e\u0440\u043d\u0438\u043c\u0438 \u0434\u0430\u043d\u0438\u043c\u0438.<\/p>","protected":false},"excerpt":{"rendered":"<p>The ability to efficiently store, manage, and search vast amounts of high-dimensional data has become paramount for today&#8217;s enterprises. Vector databases have emerged as a powerful solution, enabling organizations to unlock the full potential of AI-powered applications. These specialized databases are designed to handle complex vector data, facilitating fast similarity search, recommendations, and other advanced [&hellip;]<\/p>\n","protected":false},"author":1003,"featured_media":10880,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"single-custom-post-template.php","format":"standard","meta":{"_et_pb_use_builder":"","_et_pb_old_content":"","_et_gb_content_width":"","footnotes":""},"categories":[125,100,67],"tags":[],"class_list":["post-10742","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-enterprise-ai-blog","category-generative-ai","category-ml-nlp"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>The Top 5 Vector Databases for Enterprise AI &amp; LLM Applications - Skim AI<\/title>\n<meta name=\"description\" content=\"Discover the top 5 vector databases for 2024 that are revolutionizing enterprise AI applications. 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