{"id":5178,"date":"2026-09-21T14:28:42","date_gmt":"2026-09-21T14:28:42","guid":{"rendered":"https:\/\/www.mahala.ai\/?page_id=5178"},"modified":"2026-09-22T16:17:16","modified_gmt":"2026-09-22T16:17:16","slug":"qdrant-engineers","status":"publish","type":"page","link":"https:\/\/www.mahala.ai\/ar\/hire\/qdrant-engineers\/","title":{"rendered":"\u0648\u0638\u0651\u0641 \u0643\u0628\u0627\u0631 \u0645\u0647\u0646\u062f\u0633\u064a Qdrant \u0627\u0644\u0645\u064f\u062f\u0642\u064e\u0651\u0642\u064a\u0646"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"5178\" class=\"elementor elementor-5178 elementor-5173\" data-elementor-post-type=\"page\">\n\t\t\t\t<div class=\"elementor-element elementor-element-508c903 e-con-full hero-section animated-background-banner e-flex e-con e-parent\" data-id=\"508c903\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-6ba069d e-con-full e-flex e-con e-child\" data-id=\"6ba069d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e886b01 gradient-text-heading elementor-widget elementor-widget-heading\" data-id=\"e886b01\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">\u0648\u0638\u0651\u0641 \u0643\u0628\u0627\u0631 \u0645\u0647\u0646\u062f\u0633\u064a Qdrant \u0627\u0644\u0645\u064f\u062f\u0642\u064e\u0651\u0642\u064a\u0646<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a16ea74 e-grid e-con-full banner-right-points e-con e-child\" data-id=\"a16ea74\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-ae71654 e-con-full e-flex e-con e-child\" data-id=\"ae71654\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-abbface elementor-widget elementor-widget-heading\" data-id=\"abbface\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">24 \u0633\u0627\u0639\u0629<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a2cd514 elementor-widget elementor-widget-heading\" data-id=\"a2cd514\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">\u0623\u0648\u0644 \u0631\u062f<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-86e2d5e e-con-full e-flex e-con e-child\" data-id=\"86e2d5e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2c69758 elementor-widget elementor-widget-heading\" data-id=\"2c69758\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">72 \u0633\u0627\u0639\u0629<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-af87510 elementor-widget elementor-widget-heading\" data-id=\"af87510\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">\u0645\u0646 \u0627\u0644\u0625\u062d\u0627\u0637\u0629 \u0625\u0644\u0649<br> \u0642\u0627\u0626\u0645\u0629 \u0627\u0644\u0645\u0631\u0634\u062d\u064a\u0646<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-409a36f e-con-full e-flex e-con e-child\" data-id=\"409a36f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0c0c96d elementor-widget elementor-widget-heading\" data-id=\"0c0c96d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">1 \u0645\u0646 \u0643\u0644 7<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-574fea6 elementor-widget elementor-widget-heading\" data-id=\"574fea6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">\u064a\u062c\u062a\u0627\u0632 \u0627\u0644\u062a\u062f\u0642\u064a\u0642    <\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-adca04d e-con-full e-flex e-con e-child\" data-id=\"adca04d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-84849c7 elementor-widget elementor-widget-heading\" data-id=\"84849c7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">75\/100<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3d9cd4c elementor-widget elementor-widget-heading\" data-id=\"3d9cd4c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">\u0627\u0644\u062d\u062f \u0627\u0644\u0623\u062f\u0646\u0649 \u0644\u0644\u0627\u062c\u062a\u064a\u0627\u0632<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7a0094f elementor-widget__width-initial banner-bottom-text elementor-widget-tablet_extra__width-initial elementor-widget elementor-widget-heading\" data-id=\"7a0094f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">\u0648\u0638\u0651\u0641 \u0643\u0628\u0627\u0631 \u0645\u0647\u0646\u062f\u0633\u064a Qdrant \u0639\u0628\u0631 Mahala\u200f. \u0645\u062e\u062a\u0635\u0651\u0648\u0646 \u0645\u064f\u062f\u0642\u064e\u0651\u0642\u0648\u0646 \u0641\u064a \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0645\u062a\u062c\u0647\u064a \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a: \u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a\u060c \u0648\u0636\u0628\u0637 HNSW\u060c \u0648\u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0647\u062c\u064a\u0646\u060c \u0648\u062c\u0648\u062f\u0629 \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0644\u0623\u0646\u0638\u0645\u0629 RAG\u060c \u064a\u0635\u0644\u0648\u0646\u0643 \u062e\u0644\u0627\u0644 72 \u0633\u0627\u0639\u0629 \u0645\u0646 \u062a\u0644\u0642\u0651\u064a \u0627\u0644\u0625\u064a\u062c\u0627\u0632. \u064a\u062e\u0636\u0639 \u0643\u0644 \u0645\u0644\u0641 \u0644\u0645\u0646\u0647\u062c\u064a\u0629 \u0627\u0644\u062a\u0642\u064a\u064a\u0645 \u0644\u062f\u064a\u0646\u0627 \u0642\u0628\u0644 \u0623\u0646 \u064a\u0628\u0644\u063a \u0642\u0627\u0626\u0645\u062a\u0643 \u0627\u0644\u0645\u062e\u062a\u0635\u0631\u0629.<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-142d75d e-con-full e-flex e-con e-parent\" data-id=\"142d75d\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-7d75314 e-con-full e-flex e-con e-child\" data-id=\"7d75314\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-92cea53 e-con-full e-flex e-con e-child\" data-id=\"92cea53\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b921af5 e-con-full e-flex e-con e-child\" data-id=\"b921af5\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-875d179 elementor-widget elementor-widget-heading\" data-id=\"875d179\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">\u0627\u0644\u062a\u0648\u0638\u064a\u0641 \u0627\u0644\u062e\u0627\u0637\u0626 \u0641\u064a Qdrant \u064a\u0628\u0646\u064a \u0646\u0638\u0627\u0645 RAG \u064a\u0633\u062a\u0631\u062c\u0639 \u0645\u0642\u0627\u0637\u0639 \u062a\u0628\u062f\u0648 \u0645\u0639\u0642\u0648\u0644\u0629\u064b \u0644\u0643\u0646\u0647\u0627 \u063a\u064a\u0631 \u0630\u0627\u062a \u0635\u0644\u0629\u060c \u0628\u0644\u0627 \u062a\u0635\u0641\u064a\u0629\u0650 \u0628\u064a\u0627\u0646\u0627\u062a\u064d \u0648\u0635\u0641\u064a\u0629 \u0641\u0644\u0627 \u064a\u0642\u062f\u0631 \u0623\u0646 \u064a\u064f\u062d\u062f\u0650\u0651\u062f \u0646\u0637\u0627\u0642 \u0627\u0644\u0646\u062a\u0627\u0626\u062c\u060c \u0648\u064a\u062a\u0628\u0627\u0637\u0623 \u0628\u0634\u062f\u0651\u0629 \u062d\u064a\u0646 \u062a\u0646\u0645\u0648 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0629 \u0625\u0644\u0649 \u0645\u0627 \u064a\u062a\u062c\u0627\u0648\u0632 \u0628\u0636\u0639\u0629 \u0645\u0644\u0627\u064a\u064a\u0646 \u0645\u062a\u062c\u0647. \u0641\u064a RAG\u200f\u060c \u062c\u0648\u062f\u0629 \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0647\u064a \u0633\u0642\u0641 \u062c\u0648\u062f\u0629 \u0627\u0644\u0625\u062c\u0627\u0628\u0629. \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0644\u063a\u0648\u064a \u0627\u0644\u0628\u0627\u0631\u0639 \u0641\u0648\u0642 \u0627\u0633\u062a\u0631\u062c\u0627\u0639\u064d \u0633\u064a\u0651\u0626\u064d \u064a\u0638\u0644\u0651 \u064a\u064f\u0639\u0637\u064a \u0625\u062c\u0627\u0628\u0627\u062a\u064d \u0633\u064a\u0651\u0626\u0629.<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1f40e6b elementor-widget elementor-widget-heading\" data-id=\"1f40e6b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">\u0623\u064a\u0651 \u0634\u062e\u0635 \u064a\u0633\u062a\u0637\u064a\u0639 \u0623\u0646 \u064a\u064f\u062f\u0631\u0650\u062c \u0645\u062a\u062c\u0647\u0627\u062a \u0641\u064a Qdrant. \u0627\u0644\u0633\u0624\u0627\u0644 \u0647\u0648: \u0647\u0644 \u064a\u0642\u062f\u0631 \u0623\u0646 \u064a\u062c\u0639\u0644 \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u062c\u064a\u0651\u062f\u0627\u064b \u0648\u0633\u0631\u064a\u0639\u0627\u064b \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639: \u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0629 \u0648\u0627\u0644\u062d\u0645\u0648\u0644\u0629\u060c \u0648\u0636\u0628\u0637 \u0645\u0639\u0627\u0645\u0644\u0627\u062a HNSW \u0644\u0645\u0648\u0627\u0632\u0646\u0629 \u0627\u0644\u0627\u0633\u062a\u062f\u0639\u0627\u0621 \u0648\u0632\u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629\u060c \u0648\u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0647\u062c\u064a\u0646 \u0627\u0644\u0630\u064a \u064a\u062c\u0645\u0639 \u0627\u0644\u0645\u062a\u062c\u0647\u0627\u062a \u0627\u0644\u0643\u062b\u064a\u0641\u0629 \u0648\u0627\u0644\u0645\u062a\u0641\u0631\u0651\u0642\u0629\u060c \u0648\u062a\u0635\u0641\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0648\u0635\u0641\u064a\u0629\u060c \u0648\u0627\u0644\u062a\u0643\u0645\u064a\u0645 \u0644\u0625\u0628\u0642\u0627\u0621 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0645\u064a\u0633\u0648\u0631\u0629 \u0628\u0639\u062f \u0639\u0634\u0631\u0627\u062a \u0627\u0644\u0645\u0644\u0627\u064a\u064a\u0646 \u0645\u0646 \u0627\u0644\u0645\u062a\u062c\u0647\u0627\u062a. \u0647\u0630\u0627 \u0645\u0627 \u0646\u064f\u062f\u0642\u0650\u0651\u0642 \u0639\u0644\u064a\u0647 \u0645\u0647\u0646\u062f\u0633\u064a Qdrant.<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-52ff26d e-con-full e-flex e-con e-parent\" data-id=\"52ff26d\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cd22bc2 gradient-text elementor-widget elementor-widget-heading\" data-id=\"cd22bc2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u0645\u0627 \u0646\u064f\u0642\u062f\u0651\u0645\u0647<\/h2>\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e9c261f e-grid e-con-full e-con e-child\" data-id=\"e9c261f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-e8e359a e-con-full e-flex e-con e-child\" data-id=\"e8e359a\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f54e1f5 elementor-widget elementor-widget-heading\" data-id=\"f54e1f5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">01<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-40f6bbf elementor-widget elementor-widget-heading\" data-id=\"40f6bbf\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u062a\u0635\u0645\u064a\u0645 \u0645\u062c\u0645\u0648\u0639\u0629 Qdrant \u0648\u0627\u0644\u062d\u0645\u0648\u0644\u0629 \u0644\u062c\u0648\u062f\u0629 \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0648\u0627\u0644\u062a\u0635\u0641\u064a\u0629 \u0627\u0644\u0633\u0631\u064a\u0639\u0629.<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1d0ffa5 e-con-full e-flex e-con e-child\" data-id=\"1d0ffa5\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-dc1bf19 elementor-widget elementor-widget-heading\" data-id=\"dc1bf19\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">02<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-eb75621 elementor-widget elementor-widget-heading\" data-id=\"eb75621\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u0636\u0628\u0637 \u0645\u0639\u0627\u0645\u0644\u0627\u062a HNSW \u0644\u0645\u0648\u0627\u0632\u0646\u0629 \u0627\u0644\u0627\u0633\u062a\u062f\u0639\u0627\u0621 \u0645\u0642\u0627\u0628\u0644 \u0632\u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0627\u062c\u0647\u0627 \u062d\u0627\u0644\u062a\u0643\u0645.<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d6ed39b e-con-full e-flex e-con e-child\" data-id=\"d6ed39b\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3d56dac elementor-widget elementor-widget-heading\" data-id=\"3d56dac\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">03<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-88e92ee elementor-widget elementor-widget-heading\" data-id=\"88e92ee\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u0628\u062d\u062b \u0647\u062c\u064a\u0646 \u064a\u062c\u0645\u0639 \u0627\u0644\u0645\u062a\u062c\u0647\u0627\u062a \u0627\u0644\u0643\u062b\u064a\u0641\u0629 \u0648\u0627\u0644\u0645\u062a\u0641\u0631\u0651\u0642\u0629\u060c \u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u062a\u0635\u0641\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0648\u0635\u0641\u064a\u0629 \u0644\u062a\u062d\u062f\u064a\u062f \u0646\u0637\u0627\u0642 \u0627\u0644\u0646\u062a\u0627\u0626\u062c.<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-acf3d39 e-con-full e-flex e-con e-child\" data-id=\"acf3d39\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-920062a elementor-widget elementor-widget-heading\" data-id=\"920062a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">04<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b50ee58 elementor-widget elementor-widget-heading\" data-id=\"b50ee58\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u062a\u0643\u0645\u064a\u0645 \u0648\u062a\u062c\u0632\u0626\u0629 \u0644\u0625\u0628\u0642\u0627\u0621 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0648\u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0645\u064a\u0633\u0648\u0631\u0629 \u0628\u0639\u062f \u0639\u0634\u0631\u0627\u062a \u0627\u0644\u0645\u0644\u0627\u064a\u064a\u0646 \u0645\u0646 \u0627\u0644\u0645\u062a\u062c\u0647\u0627\u062a.<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-eea59aa e-con-full e-flex e-con e-parent\" data-id=\"eea59aa\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-a5f67d8 e-con-full e-flex e-con e-child\" data-id=\"a5f67d8\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-2d32010 e-con-full e-flex e-con e-child\" data-id=\"2d32010\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-47efdc4 gradient-text elementor-widget elementor-widget-heading\" data-id=\"47efdc4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u0643\u064a\u0641 \u062a\u064f\u0645\u064a\u0651\u0632 \u0645\u0647\u0646\u062f\u0633 <br>Qdrant \u0627\u0644\u0642\u0648\u064a<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a9a96a9 e-con-full e-flex e-con e-child\" data-id=\"a9a96a9\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0ec0d97 elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"0ec0d97\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Layer_1\" data-name=\"Layer 1\" viewBox=\"0 0 50 50\"><defs><style>      .cls-1 {        fill: rgba(194, 160, 103, .5);      }      .cls-2 {        fill: #c2a067;      }    <\/style><\/defs><circle class=\"cls-1\" cx=\"25\" cy=\"25\" r=\"25\"><\/circle><circle class=\"cls-2\" cx=\"25\" cy=\"25\" r=\"14.85\"><\/circle><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">\u064a\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u062f\u0642\u0651\u0629 \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0643\u0627\u0644\u0645\u0642\u064a\u0627\u0633 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u060c \u0648\u064a\u0628\u0646\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u062a\u0642\u064a\u064a\u0645\u064d \u0648\u064a\u0642\u064a\u0633\u0647\u0627 \u0645\u0628\u0627\u0634\u0631\u0629.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Layer_1\" data-name=\"Layer 1\" viewBox=\"0 0 50 50\"><defs><style>      .cls-1 {        fill: rgba(194, 160, 103, .5);      }      .cls-2 {        fill: #c2a067;      }    <\/style><\/defs><circle class=\"cls-1\" cx=\"25\" cy=\"25\" r=\"25\"><\/circle><circle class=\"cls-2\" cx=\"25\" cy=\"25\" r=\"14.85\"><\/circle><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">\u064a\u0636\u0628\u0637 \u0645\u0639\u0627\u0645\u0644\u0627\u062a HNSW \u0644\u0645\u0648\u0627\u0632\u0646\u0629 \u0627\u0644\u0627\u0633\u062a\u062f\u0639\u0627\u0621 \u0648\u0632\u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0644\u062f\u064a\u0643 \u0628\u062f\u0644 \u0642\u0628\u0648\u0644 \u0627\u0644\u0625\u0639\u062f\u0627\u062f\u0627\u062a \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Layer_1\" data-name=\"Layer 1\" viewBox=\"0 0 50 50\"><defs><style>      .cls-1 {        fill: rgba(194, 160, 103, .5);      }      .cls-2 {        fill: #c2a067;      }    <\/style><\/defs><circle class=\"cls-1\" cx=\"25\" cy=\"25\" r=\"25\"><\/circle><circle class=\"cls-2\" cx=\"25\" cy=\"25\" r=\"14.85\"><\/circle><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">\u064a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0647\u062c\u064a\u0646 \u0648\u062a\u0635\u0641\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0648\u0635\u0641\u064a\u0629\u060c \u0648\u064a\u0642\u062f\u0631 \u0623\u0646 \u064a\u0634\u0631\u062d \u0643\u0644\u0641\u0629 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0628\u0639\u062f \u0639\u0634\u0631\u0627\u062a \u0627\u0644\u0645\u0644\u0627\u064a\u064a\u0646 \u0645\u0646 \u0627\u0644\u0645\u062a\u062c\u0647\u0627\u062a.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0decf0f e-con-full e-flex e-con e-parent\" data-id=\"0decf0f\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-0a7e47b e-con-full e-flex e-con e-child\" data-id=\"0a7e47b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-7325ccc e-con-full e-flex e-con e-child\" data-id=\"7325ccc\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9120546 gradient-text elementor-widget elementor-widget-heading\" data-id=\"9120546\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u0643\u064a\u0641 \u064a\u0633\u064a\u0631<br> \u0627\u0644\u062a\u0639\u0627\u0642\u062f<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9c39c23 e-con-full e-flex e-con e-child\" data-id=\"9c39c23\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-bf912d4 elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"bf912d4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Layer_1\" data-name=\"Layer 1\" viewBox=\"0 0 50 50\"><defs><style>      .cls-1 {        fill: rgba(194, 160, 103, .5);      }      .cls-2 {        fill: #c2a067;      }    <\/style><\/defs><circle class=\"cls-1\" cx=\"25\" cy=\"25\" r=\"25\"><\/circle><circle class=\"cls-2\" cx=\"25\" cy=\"25\" r=\"14.85\"><\/circle><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">\u0623\u062e\u0628\u0650\u0631\u0646\u0627: \u0627\u0644\u062f\u0648\u0631\u060c \u0648\u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a\u060c \u0648\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u0645\u0634\u0631\u0648\u0639\u060c \u0648\u0627\u0644\u062c\u062f\u0648\u0644\u060c \u0648\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0648\u0635\u0648\u0644 (VDI).<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Layer_1\" data-name=\"Layer 1\" viewBox=\"0 0 50 50\"><defs><style>      .cls-1 {        fill: rgba(194, 160, 103, .5);      }      .cls-2 {        fill: #c2a067;      }    <\/style><\/defs><circle class=\"cls-1\" cx=\"25\" cy=\"25\" r=\"25\"><\/circle><circle class=\"cls-2\" cx=\"25\" cy=\"25\" r=\"14.85\"><\/circle><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">\u0646\u064f\u0637\u0627\u0628\u0650\u0642 \u0645\u0646 \u0642\u0627\u0639\u062f\u0629 \u062e\u0628\u0631\u0627\u0626\u0646\u0627 \u0627\u0644\u0645\u064f\u062f\u0642\u064e\u0651\u0642\u0629.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Layer_1\" data-name=\"Layer 1\" viewBox=\"0 0 50 50\"><defs><style>      .cls-1 {        fill: rgba(194, 160, 103, .5);      }      .cls-2 {        fill: #c2a067;      }    <\/style><\/defs><circle class=\"cls-1\" cx=\"25\" cy=\"25\" r=\"25\"><\/circle><circle class=\"cls-2\" cx=\"25\" cy=\"25\" r=\"14.85\"><\/circle><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">\u0645\u0644\u0641\u0651\u0627\u0646 \u0623\u0648 \u062b\u0644\u0627\u062b\u0629\u060c \u062f\u0648\u0646 \u0623\u0633\u0645\u0627\u0621 \u0623\u0648 \u0635\u0648\u0631\u060c \u062e\u0644\u0627\u0644 72 \u0633\u0627\u0639\u0629 \u0645\u0646 \u062a\u0644\u0642\u0651\u064a \u0627\u0644\u0625\u064a\u062c\u0627\u0632 \u0627\u0644\u0648\u0627\u0636\u062d.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Layer_1\" data-name=\"Layer 1\" viewBox=\"0 0 50 50\"><defs><style>      .cls-1 {        fill: rgba(194, 160, 103, .5);      }      .cls-2 {        fill: #c2a067;      }    <\/style><\/defs><circle class=\"cls-1\" cx=\"25\" cy=\"25\" r=\"25\"><\/circle><circle class=\"cls-2\" cx=\"25\" cy=\"25\" r=\"14.85\"><\/circle><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">\u0642\u0627\u0628\u0650\u0644 \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u064a\u0646\u060c \u0648\u0627\u062e\u062a\u0631 \u0627\u0644\u0623\u0646\u0633\u0628.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Layer_1\" data-name=\"Layer 1\" viewBox=\"0 0 50 50\"><defs><style>      .cls-1 {        fill: rgba(194, 160, 103, .5);      }      .cls-2 {        fill: #c2a067;      }    <\/style><\/defs><circle class=\"cls-1\" cx=\"25\" cy=\"25\" r=\"25\"><\/circle><circle class=\"cls-2\" cx=\"25\" cy=\"25\" r=\"14.85\"><\/circle><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">\u062a\u062a\u0648\u0644\u0651\u0649 Mahala \u0627\u0644\u062a\u0639\u0627\u0642\u062f\u060c \u0648\u0627\u0644\u062a\u062d\u0642\u0651\u0642\u0627\u062a \u0627\u0644\u0645\u0647\u0646\u064a\u0629 \u0648\u0627\u0644\u0623\u0645\u0646\u064a\u0629 \u0639\u0646\u062f \u0627\u0644\u062d\u0627\u062c\u0629\u060c \u0648\u0627\u0644\u0627\u0646\u0637\u0644\u0627\u0642. \u0639\u0642\u062f \u0648\u0627\u062d\u062f\u060c \u0648\u0641\u0627\u062a\u0648\u0631\u0629 \u0634\u0647\u0631\u064a\u0629 \u0648\u0627\u062d\u062f\u0629.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-840f0f7 elementor-widget elementor-widget-heading\" data-id=\"840f0f7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">\u0627\u062a\u0641\u0627\u0642\u064a\u0629 \u0639\u062f\u0645 \u0625\u0641\u0635\u0627\u062d (NDA) \u0639\u0646\u062f \u0627\u0644\u0637\u0644\u0628. \u0625\u0646 \u0627\u0646\u0637\u0648\u0649 \u0625\u064a\u062c\u0627\u0632\u0643 \u0639\u0644\u0649 \u062a\u0641\u0627\u0635\u064a\u0644 \u062d\u0633\u0651\u0627\u0633\u0629 \u062a\u062e\u0635\u0651 \u0627\u0644\u0645\u0634\u0631\u0648\u0639 \u0623\u0648 \u0627\u0644\u0641\u0631\u064a\u0642 \u0623\u0648 \u0627\u0644\u0645\u0644\u0643\u064a\u0629 \u0627\u0644\u0641\u0643\u0631\u064a\u0629\u060c \u0646\u064f\u0642\u062f\u0650\u0651\u0645 \u0627\u062a\u0641\u0627\u0642\u064a\u0629 \u0639\u062f\u0645 \u0625\u0641\u0635\u0627\u062d \u062a\u0645\u0647\u064a\u062f\u064a\u0629 \u0643\u062e\u062f\u0645\u0629. \u0648\u0647\u064a \u063a\u064a\u0631 \u0645\u0637\u0644\u0648\u0628\u0629 \u0644\u0627\u0633\u062a\u0644\u0627\u0645 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0627\u0644\u0645\u062e\u062a\u0635\u0631\u0629.<\/p>\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-286abe4 e-con-full e-flex e-con e-child\" data-id=\"286abe4\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d77eae2 elementor-align-left btn-link elementor-widget elementor-widget-button\" data-id=\"d77eae2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-size-sm\" role=\"button\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" viewBox=\"0 0 1024 1024\" width=\"32\" height=\"32\"><path fill=\"currentColor\" d=\"M881 90H153l871 871-63 63L90 153v728H0V0h881z\"><\/path><\/svg>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">\u0627\u0637\u0644\u0628 \u0642\u0627\u0626\u0645\u0629 \u0645\u0631\u0634\u062d\u064a\u0646 \u0645\u064f\u062f\u0642\u064e\u0651\u0642\u064a\u0646<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cd82c77 elementor-align-left btn-link elementor-widget elementor-widget-button\" data-id=\"cd82c77\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-size-sm\" role=\"button\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" viewBox=\"0 0 1024 1024\" width=\"32\" height=\"32\"><path fill=\"currentColor\" d=\"M881 90H153l871 871-63 63L90 153v728H0V0h881z\"><\/path><\/svg>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">\u0627\u062d\u062c\u0632 \u0645\u0643\u0627\u0644\u0645\u0629<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-19bccf1 e-con-full e-flex e-con e-parent\" data-id=\"19bccf1\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-495fd6e e-con-full e-flex e-con e-child\" data-id=\"495fd6e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-b9ff6ad e-con-full e-flex e-con e-child\" data-id=\"b9ff6ad\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a2e2c3f gradient-text elementor-widget elementor-widget-heading\" data-id=\"a2e2c3f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u0645\u0644\u0641 \u062a\u0639\u0631\u064a\u0641\u064a<br> \u0646\u0645\u0648\u0630\u062c\u064a<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3eb3099 e-con-full e-flex e-con e-child\" data-id=\"3eb3099\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a37ebd8 elementor-widget elementor-widget-heading\" data-id=\"a37ebd8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">\u0645\u0647\u0646\u062f\u0633 \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0643\u0628\u064a\u0631\u060c \u0633\u062a \u0633\u0646\u0648\u0627\u062a \u0641\u064a \u0627\u0644\u0628\u062d\u062b \u0648\u062a\u0639\u0644\u0651\u0645 \u0627\u0644\u0622\u0644\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u064a. \u0628\u0646\u0649 \u0637\u0628\u0642\u0629 \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0644\u0645\u0633\u0627\u0639\u062f RAG \u0645\u064f\u0646\u062a\u0634\u0631 \u0639\u0628\u0631 \u0623\u0643\u062b\u0631 \u0645\u0646 200 \u0645\u0631\u0641\u0642 \u0631\u0639\u0627\u064a\u0629 \u0635\u062d\u064a\u0629: \u062a\u0635\u0645\u064a\u0645 \u0645\u062c\u0645\u0648\u0639\u0629 Qdrant\u060c \u0648\u0636\u0628\u0637 HNSW\u060c \u0648\u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0647\u062c\u064a\u0646\u060c \u0648\u062a\u0635\u0641\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0648\u0635\u0641\u064a\u0629 \u0627\u0644\u062a\u064a \u0631\u0641\u0639\u062a \u062f\u0642\u0651\u0629 \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0645\u0646 61% \u0625\u0644\u0649 88%. \u0642\u0648\u064a \u0641\u064a Qdrant\u060c \u0627\u0644\u062a\u0636\u0645\u064a\u0646\u0627\u062a\u060c OpenAI \u0648\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629\u060c Python\u060c \u0648\u0623\u064f\u0637\u0631 \u0627\u0644\u062a\u0642\u064a\u064a\u0645. \u0645\u062a\u0627\u062d \u0644\u0644\u0639\u0645\u0644 \u0639\u0646 \u0628\u064f\u0639\u062f \u0641\u064a \u0623\u0648\u0631\u0648\u0628\u0627 \u0648\u062f\u0648\u0644 \u0627\u0644\u062e\u0644\u064a\u062c\u060c \u0645\u062a\u0639\u0627\u0642\u062f \u0639\u0628\u0631 Mahala.ai. \u0645\u064f\u0642\u064a\u064e\u0651\u0645 \u0639\u0646\u062f 90\/100.<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-dc7e869 e-con-full e-flex e-con e-parent\" data-id=\"dc7e869\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-9c07610 e-con-full e-flex e-con e-child\" data-id=\"9c07610\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-fa5c9df e-con-full e-flex e-con e-child\" data-id=\"fa5c9df\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d8162f7 gradient-text elementor-widget elementor-widget-heading\" data-id=\"d8162f7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u0623\u0633\u0626\u0644\u0629 \u0630\u0627\u062a \u0635\u0644\u0629<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d49d22f e-con-full e-flex e-con e-child\" data-id=\"d49d22f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b8de54d elementor-widget elementor-widget-n-accordion\" data-id=\"b8de54d\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;default_state&quot;:&quot;all_collapsed&quot;,&quot;max_items_expended&quot;:&quot;one&quot;,&quot;n_accordion_animation_duration&quot;:{&quot;unit&quot;:&quot;ms&quot;,&quot;size&quot;:400,&quot;sizes&quot;:[]}}\" data-widget_type=\"nested-accordion.default\">\n\t\t\t\t\t\t\t<div class=\"e-n-accordion\" aria-label=\"Accordion. Open links with Enter or Space, close with Escape, and navigate with Arrow Keys\">\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1930\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"1\" tabindex=\"0\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1930\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> \u0644\u0645\u0627\u0630\u0627 \u062a\u0647\u0645\u0651 \u062c\u0648\u062f\u0629 \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0643\u062b\u064a\u0631\u0627\u064b \u0641\u064a RAG\u061f <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" viewBox=\"0 0 1024 1024\" width=\"32\" height=\"32\"><path fill=\"currentColor\" d=\"M0 733l53 52 450-461 468 482 53-51-521-537z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" viewBox=\"0 0 1024 1024\" width=\"32\" height=\"32\"><path fill=\"currentColor\" d=\"M1024 291l-53-52-450 461L53 218 0 269 521 806z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1930\" class=\"elementor-element elementor-element-57a7656 e-con-full e-flex e-con e-child\" data-id=\"57a7656\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6439b97 link-faq elementor-widget elementor-widget-heading\" data-id=\"6439b97\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">\u0644\u0623\u0646 \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0647\u0648 \u0633\u0642\u0641 \u062c\u0648\u062f\u0629 \u0627\u0644\u0625\u062c\u0627\u0628\u0629. \u0625\u0646 \u0623\u0639\u0627\u062f \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0645\u062a\u062c\u0647\u064a \u0645\u0642\u0627\u0637\u0639 \u063a\u064a\u0631 \u0630\u0627\u062a \u0635\u0644\u0629\u060c \u0641\u062d\u062a\u0649 \u0623\u0641\u0636\u0644 \u0646\u0645\u0648\u0630\u062c \u0644\u063a\u0648\u064a \u064a\u064f\u0639\u0637\u064a \u0625\u062c\u0627\u0628\u0629 \u0633\u064a\u0651\u0626\u0629 \u0645\u064f\u0624\u0635\u064e\u0651\u0644\u0629 \u0641\u064a \u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u062e\u0637\u0623. \u0645\u0647\u0646\u062f\u0633\u0648 Qdrant \u0644\u062f\u064a\u0646\u0627 \u064a\u062a\u0639\u0627\u0645\u0644\u0648\u0646 \u0645\u0639 \u062f\u0642\u0651\u0629 \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0643\u0645\u0642\u064a\u0627\u0633 \u0623\u0633\u0627\u0633\u064a \u0648\u064a\u0642\u064a\u0633\u0648\u0646\u0647\u0627 \u0645\u0628\u0627\u0634\u0631\u0629.<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1931\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"2\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1931\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> \u0643\u064a\u0641 \u064a\u0636\u0628\u0637\u0648\u0646 Qdrant \u0644\u0644\u062a\u0648\u0633\u0651\u0639\u061f <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" viewBox=\"0 0 1024 1024\" width=\"32\" height=\"32\"><path fill=\"currentColor\" d=\"M0 733l53 52 450-461 468 482 53-51-521-537z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" viewBox=\"0 0 1024 1024\" width=\"32\" height=\"32\"><path fill=\"currentColor\" d=\"M1024 291l-53-52-450 461L53 218 0 269 521 806z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1931\" class=\"elementor-element elementor-element-7b3b0ee e-con-full e-flex e-con e-child\" data-id=\"7b3b0ee\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-526bf39 link-faq elementor-widget elementor-widget-heading\" data-id=\"526bf39\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">\u0636\u0628\u0637 \u0645\u0639\u0627\u0645\u0644\u0627\u062a HNSW \u0644\u0645\u0648\u0627\u0632\u0646\u0629 \u0627\u0644\u0627\u0633\u062a\u062f\u0639\u0627\u0621 \u0648\u0632\u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629\u060c \u0648\u0627\u0644\u062a\u0643\u0645\u064a\u0645 \u0644\u0625\u0628\u0642\u0627\u0621 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0645\u064a\u0633\u0648\u0631\u0629\u060c \u0648\u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0644\u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u062c\u062f\u0627\u064b\u060c \u0648\u0641\u0647\u0631\u0633\u0629 \u0627\u0644\u062d\u0645\u0648\u0644\u0629 \u0644\u0644\u062a\u0635\u0641\u064a\u0629 \u0627\u0644\u0633\u0631\u064a\u0639\u0629. \u0627\u0644\u062a\u0648\u0633\u0651\u0639 \u062c\u0632\u0621 \u0645\u0646 \u0633\u0642\u0641 \u0627\u0644\u062a\u062f\u0642\u064a\u0642.<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1932\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"3\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1932\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> \u0647\u0644 \u064a\u0642\u062f\u0631\u0648\u0646 \u0639\u0644\u0649 \u0628\u0646\u0627\u0621 \u0628\u062d\u062b \u0647\u062c\u064a\u0646\u061f <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" viewBox=\"0 0 1024 1024\" width=\"32\" height=\"32\"><path fill=\"currentColor\" d=\"M0 733l53 52 450-461 468 482 53-51-521-537z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" viewBox=\"0 0 1024 1024\" width=\"32\" height=\"32\"><path fill=\"currentColor\" d=\"M1024 291l-53-52-450 461L53 218 0 269 521 806z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1932\" class=\"elementor-element elementor-element-4e2dd6e e-con-full e-flex e-con e-child\" data-id=\"4e2dd6e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cd3f186 link-faq elementor-widget elementor-widget-heading\" data-id=\"cd3f186\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">\u0646\u0639\u0645. \u0627\u0644\u062c\u0645\u0639 \u0628\u064a\u0646 \u0627\u0644\u0645\u062a\u062c\u0647\u0627\u062a \u0627\u0644\u062f\u0644\u0627\u0644\u064a\u0629 \u0627\u0644\u0643\u062b\u064a\u0641\u0629 \u0648\u0627\u0644\u0645\u062a\u062c\u0647\u0627\u062a \u0627\u0644\u0645\u0641\u062a\u0627\u062d\u064a\u0629 \u0627\u0644\u0645\u062a\u0641\u0631\u0651\u0642\u0629 \u064a\u064f\u0639\u0637\u064a \u0627\u0633\u062a\u0631\u062c\u0627\u0639\u0627\u064b \u0623\u0641\u0636\u0644 \u0645\u0646 \u0623\u064a\u0651\u0647\u0645\u0627 \u0645\u0646\u0641\u0631\u062f\u0627\u064b. \u0645\u0647\u0646\u062f\u0633\u0648\u0646\u0627 \u064a\u064f\u0646\u0641\u0650\u0651\u0630\u0648\u0646 \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0647\u062c\u064a\u0646 \u0648\u064a\u064f\u0642\u064a\u0650\u0651\u0645\u0648\u0646\u0647 \u0644\u0645\u062c\u0645\u0648\u0639\u0629 \u0646\u0635\u0648\u0635\u0643\u0645 \u0627\u0644\u0645\u062d\u062f\u0651\u062f\u0629.<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1933\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"4\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1933\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> \u0647\u0644 \u064a\u0642\u062f\u0631\u0648\u0646 \u0639\u0644\u0649 \u0642\u064a\u0627\u0633 \u062f\u0642\u0651\u0629 \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0648\u062a\u062d\u0633\u064a\u0646\u0647\u0627\u061f <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" viewBox=\"0 0 1024 1024\" width=\"32\" height=\"32\"><path fill=\"currentColor\" d=\"M0 733l53 52 450-461 468 482 53-51-521-537z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" viewBox=\"0 0 1024 1024\" width=\"32\" height=\"32\"><path fill=\"currentColor\" d=\"M1024 291l-53-52-450 461L53 218 0 269 521 806z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1933\" class=\"elementor-element elementor-element-2e074b2 e-con-full e-flex e-con e-child\" data-id=\"2e074b2\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-05dc3e2 link-faq elementor-widget elementor-widget-heading\" data-id=\"05dc3e2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">\u0646\u0639\u0645. \u064a\u0628\u0646\u0648\u0646 \u0645\u062c\u0645\u0648\u0639\u0629 \u062a\u0642\u064a\u064a\u0645\u060c \u0648\u064a\u0642\u064a\u0633\u0648\u0646 \u0627\u0644\u062f\u0642\u0651\u0629 \u0648\u0627\u0644\u0627\u0633\u062a\u062f\u0639\u0627\u0621 \u0639\u0646\u062f k\u060c \u0648\u064a\u064f\u0643\u0631\u0650\u0651\u0631\u0648\u0646 \u0639\u0644\u0649 \u0627\u0644\u062a\u0642\u0637\u064a\u0639 \u0648\u0627\u0644\u062a\u0636\u0645\u064a\u0646\u0627\u062a \u0648\u0627\u0644\u062a\u0635\u0641\u064a\u0629. \u062a\u0643\u0644\u064a\u0641 \u0634\u0627\u0626\u0639 \u0647\u0648 \u0631\u0641\u0639 \u0646\u0638\u0627\u0645 RAG \u0645\u062a\u0639\u062b\u0651\u0631 \u0645\u0646 \u0627\u0644\u0645\u062a\u0648\u0633\u0637 \u0625\u0644\u0649 \u0627\u0644\u062c\u0648\u062f\u0629 \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629.<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1934\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"5\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1934\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> \u0647\u0644 \u064a\u0639\u0645\u0644\u0648\u0646 \u0641\u064a \u0628\u064a\u0626\u0627\u062a \u0645\u0646\u0638\u064e\u0651\u0645\u0629 \u0645\u062b\u0644 VDI \u0623\u0648 Citrix\u061f <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" viewBox=\"0 0 1024 1024\" width=\"32\" height=\"32\"><path fill=\"currentColor\" d=\"M0 733l53 52 450-461 468 482 53-51-521-537z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" viewBox=\"0 0 1024 1024\" width=\"32\" height=\"32\"><path fill=\"currentColor\" d=\"M1024 291l-53-52-450 461L53 218 0 269 521 806z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1934\" class=\"elementor-element elementor-element-6e0e08d e-con-full e-flex e-con e-child\" data-id=\"6e0e08d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-70d8ff7 link-faq elementor-widget elementor-widget-heading\" data-id=\"70d8ff7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">\u0646\u0639\u0645. \u0645\u0639\u0638\u0645 \u062a\u0639\u064a\u064a\u0646\u0627\u062a\u0646\u0627 \u0641\u064a \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u062a\u0639\u0645\u0644 \u062f\u0627\u062e\u0644 \u0628\u064a\u0626\u0627\u062a \u0628\u0639\u064a\u062f\u0629 \u0645\u0646\u0638\u064e\u0651\u0645\u0629. \u0646\u064f\u0624\u0643\u0650\u0651\u062f \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0648\u0635\u0648\u0644 \u0641\u064a \u0627\u0644\u0637\u0644\u0628.<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1935\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"6\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1935\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> \u0643\u064a\u0641 \u064a\u062a\u0645 \u0627\u0644\u062a\u0633\u0639\u064a\u0631\u061f <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" viewBox=\"0 0 1024 1024\" width=\"32\" height=\"32\"><path fill=\"currentColor\" d=\"M0 733l53 52 450-461 468 482 53-51-521-537z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" viewBox=\"0 0 1024 1024\" width=\"32\" height=\"32\"><path fill=\"currentColor\" d=\"M1024 291l-53-52-450 461L53 218 0 269 521 806z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1935\" class=\"elementor-element elementor-element-718f228 e-con-full e-flex e-con e-child\" data-id=\"718f228\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-44a1c99 link-faq elementor-widget elementor-widget-heading\" data-id=\"44a1c99\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">\u0627\u0644\u062a\u0648\u0635\u064a\u0644 \u0627\u0644\u0643\u0628\u064a\u0631 \u064a\u064f\u0633\u0639\u064e\u0651\u0631 \u0639\u0644\u0649 \u0623\u0633\u0627\u0633 \u0623\u062c\u0631 \u064a\u0648\u0645\u064a \u0623\u0648 \u0633\u0627\u0639\u064a\u060c \u062d\u0633\u0628 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u0643\u0644\u064a\u0641. \u0646\u064f\u0634\u0627\u0631\u0650\u0643 \u0646\u0637\u0627\u0642\u0627\u062a \u0627\u0644\u0623\u062c\u0648\u0631 \u062e\u0644\u0627\u0644 \u0627\u0644\u0645\u0643\u0627\u0644\u0645\u0629 \u0627\u0644\u0623\u0648\u0644\u0649.<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<script type=\"application\/ld+json\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@type\":\"FAQPage\",\"mainEntity\":[{\"@type\":\"Question\",\"name\":\"\\u0644\\u0645\\u0627\\u0630\\u0627 \\u062a\\u0647\\u0645\\u0651 \\u062c\\u0648\\u062f\\u0629 \\u0627\\u0644\\u0627\\u0633\\u062a\\u0631\\u062c\\u0627\\u0639 \\u0643\\u062b\\u064a\\u0631\\u0627\\u064b \\u0641\\u064a RAG\\u061f\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"\\u0644\\u0623\\u0646 \\u0627\\u0644\\u0627\\u0633\\u062a\\u0631\\u062c\\u0627\\u0639 \\u0647\\u0648 \\u0633\\u0642\\u0641 \\u062c\\u0648\\u062f\\u0629 \\u0627\\u0644\\u0625\\u062c\\u0627\\u0628\\u0629. \\u0625\\u0646 \\u0623\\u0639\\u0627\\u062f \\u0627\\u0644\\u0628\\u062d\\u062b \\u0627\\u0644\\u0645\\u062a\\u062c\\u0647\\u064a \\u0645\\u0642\\u0627\\u0637\\u0639 \\u063a\\u064a\\u0631 \\u0630\\u0627\\u062a \\u0635\\u0644\\u0629\\u060c \\u0641\\u062d\\u062a\\u0649 \\u0623\\u0641\\u0636\\u0644 \\u0646\\u0645\\u0648\\u0630\\u062c \\u0644\\u063a\\u0648\\u064a \\u064a\\u064f\\u0639\\u0637\\u064a \\u0625\\u062c\\u0627\\u0628\\u0629 \\u0633\\u064a\\u0651\\u0626\\u0629 \\u0645\\u064f\\u0624\\u0635\\u064e\\u0651\\u0644\\u0629 \\u0641\\u064a \\u0627\\u0644\\u0633\\u064a\\u0627\\u0642 \\u0627\\u0644\\u062e\\u0637\\u0623. \\u0645\\u0647\\u0646\\u062f\\u0633\\u0648 Qdrant \\u0644\\u062f\\u064a\\u0646\\u0627 \\u064a\\u062a\\u0639\\u0627\\u0645\\u0644\\u0648\\u0646 \\u0645\\u0639 \\u062f\\u0642\\u0651\\u0629 \\u0627\\u0644\\u0627\\u0633\\u062a\\u0631\\u062c\\u0627\\u0639 \\u0643\\u0645\\u0642\\u064a\\u0627\\u0633 \\u0623\\u0633\\u0627\\u0633\\u064a \\u0648\\u064a\\u0642\\u064a\\u0633\\u0648\\u0646\\u0647\\u0627 \\u0645\\u0628\\u0627\\u0634\\u0631\\u0629.\"}},{\"@type\":\"Question\",\"name\":\"\\u0643\\u064a\\u0641 \\u064a\\u0636\\u0628\\u0637\\u0648\\u0646 Qdrant \\u0644\\u0644\\u062a\\u0648\\u0633\\u0651\\u0639\\u061f\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"\\u0636\\u0628\\u0637 \\u0645\\u0639\\u0627\\u0645\\u0644\\u0627\\u062a HNSW \\u0644\\u0645\\u0648\\u0627\\u0632\\u0646\\u0629 \\u0627\\u0644\\u0627\\u0633\\u062a\\u062f\\u0639\\u0627\\u0621 \\u0648\\u0632\\u0645\\u0646 \\u0627\\u0644\\u0627\\u0633\\u062a\\u062c\\u0627\\u0628\\u0629\\u060c \\u0648\\u0627\\u0644\\u062a\\u0643\\u0645\\u064a\\u0645 \\u0644\\u0625\\u0628\\u0642\\u0627\\u0621 \\u0627\\u0644\\u0630\\u0627\\u0643\\u0631\\u0629 \\u0645\\u064a\\u0633\\u0648\\u0631\\u0629\\u060c \\u0648\\u0627\\u0644\\u062a\\u062c\\u0632\\u0626\\u0629 \\u0644\\u0644\\u0645\\u062c\\u0645\\u0648\\u0639\\u0627\\u062a \\u0627\\u0644\\u0643\\u0628\\u064a\\u0631\\u0629 \\u062c\\u062f\\u0627\\u064b\\u060c \\u0648\\u0641\\u0647\\u0631\\u0633\\u0629 \\u0627\\u0644\\u062d\\u0645\\u0648\\u0644\\u0629 \\u0644\\u0644\\u062a\\u0635\\u0641\\u064a\\u0629 \\u0627\\u0644\\u0633\\u0631\\u064a\\u0639\\u0629. \\u0627\\u0644\\u062a\\u0648\\u0633\\u0651\\u0639 \\u062c\\u0632\\u0621 \\u0645\\u0646 \\u0633\\u0642\\u0641 \\u0627\\u0644\\u062a\\u062f\\u0642\\u064a\\u0642.\"}},{\"@type\":\"Question\",\"name\":\"\\u0647\\u0644 \\u064a\\u0642\\u062f\\u0631\\u0648\\u0646 \\u0639\\u0644\\u0649 \\u0628\\u0646\\u0627\\u0621 \\u0628\\u062d\\u062b \\u0647\\u062c\\u064a\\u0646\\u061f\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"\\u0646\\u0639\\u0645. \\u0627\\u0644\\u062c\\u0645\\u0639 \\u0628\\u064a\\u0646 \\u0627\\u0644\\u0645\\u062a\\u062c\\u0647\\u0627\\u062a \\u0627\\u0644\\u062f\\u0644\\u0627\\u0644\\u064a\\u0629 \\u0627\\u0644\\u0643\\u062b\\u064a\\u0641\\u0629 \\u0648\\u0627\\u0644\\u0645\\u062a\\u062c\\u0647\\u0627\\u062a \\u0627\\u0644\\u0645\\u0641\\u062a\\u0627\\u062d\\u064a\\u0629 \\u0627\\u0644\\u0645\\u062a\\u0641\\u0631\\u0651\\u0642\\u0629 \\u064a\\u064f\\u0639\\u0637\\u064a \\u0627\\u0633\\u062a\\u0631\\u062c\\u0627\\u0639\\u0627\\u064b \\u0623\\u0641\\u0636\\u0644 \\u0645\\u0646 \\u0623\\u064a\\u0651\\u0647\\u0645\\u0627 \\u0645\\u0646\\u0641\\u0631\\u062f\\u0627\\u064b. \\u0645\\u0647\\u0646\\u062f\\u0633\\u0648\\u0646\\u0627 \\u064a\\u064f\\u0646\\u0641\\u0650\\u0651\\u0630\\u0648\\u0646 \\u0627\\u0644\\u0628\\u062d\\u062b \\u0627\\u0644\\u0647\\u062c\\u064a\\u0646 \\u0648\\u064a\\u064f\\u0642\\u064a\\u0650\\u0651\\u0645\\u0648\\u0646\\u0647 \\u0644\\u0645\\u062c\\u0645\\u0648\\u0639\\u0629 \\u0646\\u0635\\u0648\\u0635\\u0643\\u0645 \\u0627\\u0644\\u0645\\u062d\\u062f\\u0651\\u062f\\u0629.\"}},{\"@type\":\"Question\",\"name\":\"\\u0647\\u0644 \\u064a\\u0642\\u062f\\u0631\\u0648\\u0646 \\u0639\\u0644\\u0649 \\u0642\\u064a\\u0627\\u0633 \\u062f\\u0642\\u0651\\u0629 \\u0627\\u0644\\u0627\\u0633\\u062a\\u0631\\u062c\\u0627\\u0639 \\u0648\\u062a\\u062d\\u0633\\u064a\\u0646\\u0647\\u0627\\u061f\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"\\u0646\\u0639\\u0645. \\u064a\\u0628\\u0646\\u0648\\u0646 \\u0645\\u062c\\u0645\\u0648\\u0639\\u0629 \\u062a\\u0642\\u064a\\u064a\\u0645\\u060c \\u0648\\u064a\\u0642\\u064a\\u0633\\u0648\\u0646 \\u0627\\u0644\\u062f\\u0642\\u0651\\u0629 \\u0648\\u0627\\u0644\\u0627\\u0633\\u062a\\u062f\\u0639\\u0627\\u0621 \\u0639\\u0646\\u062f k\\u060c \\u0648\\u064a\\u064f\\u0643\\u0631\\u0650\\u0651\\u0631\\u0648\\u0646 \\u0639\\u0644\\u0649 \\u0627\\u0644\\u062a\\u0642\\u0637\\u064a\\u0639 \\u0648\\u0627\\u0644\\u062a\\u0636\\u0645\\u064a\\u0646\\u0627\\u062a \\u0648\\u0627\\u0644\\u062a\\u0635\\u0641\\u064a\\u0629. \\u062a\\u0643\\u0644\\u064a\\u0641 \\u0634\\u0627\\u0626\\u0639 \\u0647\\u0648 \\u0631\\u0641\\u0639 \\u0646\\u0638\\u0627\\u0645 RAG \\u0645\\u062a\\u0639\\u062b\\u0651\\u0631 \\u0645\\u0646 \\u0627\\u0644\\u0645\\u062a\\u0648\\u0633\\u0637 \\u0625\\u0644\\u0649 \\u0627\\u0644\\u062c\\u0648\\u062f\\u0629 \\u0627\\u0644\\u0625\\u0646\\u062a\\u0627\\u062c\\u064a\\u0629.\"}},{\"@type\":\"Question\",\"name\":\"\\u0647\\u0644 \\u064a\\u0639\\u0645\\u0644\\u0648\\u0646 \\u0641\\u064a \\u0628\\u064a\\u0626\\u0627\\u062a \\u0645\\u0646\\u0638\\u064e\\u0651\\u0645\\u0629 \\u0645\\u062b\\u0644 VDI \\u0623\\u0648 Citrix\\u061f\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"\\u0646\\u0639\\u0645. \\u0645\\u0639\\u0638\\u0645 \\u062a\\u0639\\u064a\\u064a\\u0646\\u0627\\u062a\\u0646\\u0627 \\u0641\\u064a \\u0627\\u0644\\u0645\\u0624\\u0633\\u0633\\u0627\\u062a \\u062a\\u0639\\u0645\\u0644 \\u062f\\u0627\\u062e\\u0644 \\u0628\\u064a\\u0626\\u0627\\u062a \\u0628\\u0639\\u064a\\u062f\\u0629 \\u0645\\u0646\\u0638\\u064e\\u0651\\u0645\\u0629. \\u0646\\u064f\\u0624\\u0643\\u0650\\u0651\\u062f \\u0645\\u062a\\u0637\\u0644\\u0628\\u0627\\u062a \\u0627\\u0644\\u0648\\u0635\\u0648\\u0644 \\u0641\\u064a \\u0627\\u0644\\u0637\\u0644\\u0628.\"}},{\"@type\":\"Question\",\"name\":\"\\u0643\\u064a\\u0641 \\u064a\\u062a\\u0645 \\u0627\\u0644\\u062a\\u0633\\u0639\\u064a\\u0631\\u061f\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"\\u0627\\u0644\\u062a\\u0648\\u0635\\u064a\\u0644 \\u0627\\u0644\\u0643\\u0628\\u064a\\u0631 \\u064a\\u064f\\u0633\\u0639\\u064e\\u0651\\u0631 \\u0639\\u0644\\u0649 \\u0623\\u0633\\u0627\\u0633 \\u0623\\u062c\\u0631 \\u064a\\u0648\\u0645\\u064a \\u0623\\u0648 \\u0633\\u0627\\u0639\\u064a\\u060c \\u062d\\u0633\\u0628 \\u0646\\u0645\\u0648\\u0630\\u062c \\u0627\\u0644\\u062a\\u0643\\u0644\\u064a\\u0641. \\u0646\\u064f\\u0634\\u0627\\u0631\\u0650\\u0643 \\u0646\\u0637\\u0627\\u0642\\u0627\\u062a \\u0627\\u0644\\u0623\\u062c\\u0648\\u0631 \\u062e\\u0644\\u0627\\u0644 \\u0627\\u0644\\u0645\\u0643\\u0627\\u0644\\u0645\\u0629 \\u0627\\u0644\\u0623\\u0648\\u0644\\u0649.\"}}]}<\/script>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>\u0648\u0638\u0651\u0641 \u0643\u0628\u0627\u0631 \u0645\u0647\u0646\u062f\u0633\u064a Qdrant \u0627\u0644\u0645\u064f\u062f\u0642\u064e\u0651\u0642\u064a\u0646 24 \u0633\u0627\u0639\u0629 \u0623\u0648\u0644 \u0631\u062f 72 \u0633\u0627\u0639\u0629 \u0645\u0646 \u0627\u0644\u0625\u062d\u0627\u0637\u0629 \u0625\u0644\u0649 \u0642\u0627\u0626\u0645\u0629 \u0627\u0644\u0645\u0631\u0634\u062d\u064a\u0646 1 \u0645\u0646 \u0643\u0644 7 \u064a\u062c\u062a\u0627\u0632 \u0627\u0644\u062a\u062f\u0642\u064a\u0642 75\/100 \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u062f\u0646\u0649 \u0644\u0644\u0627\u062c\u062a\u064a\u0627\u0632 \u0648\u0638\u0651\u0641 \u0643\u0628\u0627\u0631 \u0645\u0647\u0646\u062f\u0633\u064a Qdrant \u0639\u0628\u0631 Mahala\u200f. \u0645\u062e\u062a\u0635\u0651\u0648\u0646 \u0645\u064f\u062f\u0642\u064e\u0651\u0642\u0648\u0646 \u0641\u064a \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0645\u062a\u062c\u0647\u064a \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a: \u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a\u060c \u0648\u0636\u0628\u0637 HNSW\u060c \u0648\u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0647\u062c\u064a\u0646\u060c \u0648\u062c\u0648\u062f\u0629 \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0644\u0623\u0646\u0638\u0645\u0629 RAG\u060c \u064a\u0635\u0644\u0648\u0646\u0643 \u062e\u0644\u0627\u0644 72 \u0633\u0627\u0639\u0629 \u0645\u0646 \u062a\u0644\u0642\u0651\u064a \u0627\u0644\u0625\u064a\u062c\u0627\u0632. [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"parent":4007,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"elementor_theme","meta":{"inline_featured_image":false,"footnotes":""},"class_list":["post-5178","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/www.mahala.ai\/ar\/wp-json\/wp\/v2\/pages\/5178","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.mahala.ai\/ar\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.mahala.ai\/ar\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.mahala.ai\/ar\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.mahala.ai\/ar\/wp-json\/wp\/v2\/comments?post=5178"}],"version-history":[{"count":0,"href":"https:\/\/www.mahala.ai\/ar\/wp-json\/wp\/v2\/pages\/5178\/revisions"}],"up":[{"embeddable":true,"href":"https:\/\/www.mahala.ai\/ar\/wp-json\/wp\/v2\/pages\/4007"}],"wp:attachment":[{"href":"https:\/\/www.mahala.ai\/ar\/wp-json\/wp\/v2\/media?parent=5178"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}