{"id":3546,"date":"2025-09-09T02:55:17","date_gmt":"2025-09-08T23:55:17","guid":{"rendered":"https:\/\/dockerhosting.ru\/blog\/?p=3546"},"modified":"2025-09-09T03:05:37","modified_gmt":"2025-09-09T00:05:37","slug":"qdrant-v-docker-polnoe-rukovodstvo-po-ustanovke-i-nastrojke-vektornoj-bazy-dannyh","status":"publish","type":"post","link":"https:\/\/dockerhosting.ru\/blog\/qdrant-v-docker-polnoe-rukovodstvo-po-ustanovke-i-nastrojke-vektornoj-bazy-dannyh\/","title":{"rendered":"Qdrant \u0432 Docker: \u041f\u043e\u043b\u043d\u043e\u0435 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u043e \u043f\u043e \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0435 \u0438 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0435 \u0432\u0435\u043a\u0442\u043e\u0440\u043d\u043e\u0439 \u0431\u0430\u0437\u044b \u0434\u0430\u043d\u043d\u044b\u0445"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\"><strong>Qdrant<\/strong>\u00a0\u2014 \u044d\u0442\u043e \u0441\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u0430\u044f \u0432\u0435\u043a\u0442\u043e\u0440\u043d\u0430\u044f \u0431\u0430\u0437\u0430 \u0434\u0430\u043d\u043d\u044b\u0445 \u0441 \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u043c \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u043c \u043a\u043e\u0434\u043e\u043c, \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u044c\u043d\u043e \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u043d\u0430\u044f \u0434\u043b\u044f \u0432\u044b\u0441\u043e\u043a\u043e\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u043f\u043e\u0438\u0441\u043a\u0430 \u043f\u043e \u0432\u0435\u043a\u0442\u043e\u0440\u0430\u043c. \u0412 \u044d\u0442\u043e\u043c \u043f\u043e\u0434\u0440\u043e\u0431\u043d\u043e\u043c \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0435 \u043c\u044b \u043f\u043e\u043a\u0430\u0436\u0435\u043c, \u043a\u0430\u043a \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c \u0438 \u043d\u0430\u0441\u0442\u0440\u043e\u0438\u0442\u044c Qdrant \u0432 Docker \u0434\u043b\u044f production-\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f.<\/p>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 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\">\u0421\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435<\/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=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/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:\/\/dockerhosting.ru\/blog\/qdrant-v-docker-polnoe-rukovodstvo-po-ustanovke-i-nastrojke-vektornoj-bazy-dannyh\/#%D0%A7%D1%82%D0%BE_%D1%82%D0%B0%D0%BA%D0%BE%D0%B5_Qdrant\" >\u0427\u0442\u043e \u0442\u0430\u043a\u043e\u0435 Qdrant?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/dockerhosting.ru\/blog\/qdrant-v-docker-polnoe-rukovodstvo-po-ustanovke-i-nastrojke-vektornoj-bazy-dannyh\/#%D0%9F%D0%BE%D1%87%D0%B5%D0%BC%D1%83_Docker_%D0%B4%D0%BB%D1%8F_Qdrant\" >\u041f\u043e\u0447\u0435\u043c\u0443 Docker \u0434\u043b\u044f Qdrant?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/dockerhosting.ru\/blog\/qdrant-v-docker-polnoe-rukovodstvo-po-ustanovke-i-nastrojke-vektornoj-bazy-dannyh\/#%D0%9F%D1%80%D0%B5%D0%B4%D0%B2%D0%B0%D1%80%D0%B8%D1%82%D0%B5%D0%BB%D1%8C%D0%BD%D1%8B%D0%B5_%D1%82%D1%80%D0%B5%D0%B1%D0%BE%D0%B2%D0%B0%D0%BD%D0%B8%D1%8F\" >\u041f\u0440\u0435\u0434\u0432\u0430\u0440\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/dockerhosting.ru\/blog\/qdrant-v-docker-polnoe-rukovodstvo-po-ustanovke-i-nastrojke-vektornoj-bazy-dannyh\/#%D0%A1%D0%B8%D1%81%D1%82%D0%B5%D0%BC%D0%BD%D1%8B%D0%B5_%D1%82%D1%80%D0%B5%D0%B1%D0%BE%D0%B2%D0%B0%D0%BD%D0%B8%D1%8F\" >\u0421\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/dockerhosting.ru\/blog\/qdrant-v-docker-polnoe-rukovodstvo-po-ustanovke-i-nastrojke-vektornoj-bazy-dannyh\/#%D0%91%D0%B0%D0%B7%D0%BE%D0%B2%D0%B0%D1%8F_%D1%83%D1%81%D1%82%D0%B0%D0%BD%D0%BE%D0%B2%D0%BA%D0%B0_Qdrant_%D0%B2_Docker\" >\u0411\u0430\u0437\u043e\u0432\u0430\u044f \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 Qdrant \u0432 Docker<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/dockerhosting.ru\/blog\/qdrant-v-docker-polnoe-rukovodstvo-po-ustanovke-i-nastrojke-vektornoj-bazy-dannyh\/#%D0%A1%D0%BE%D0%B7%D0%B4%D0%B0%D0%BD%D0%B8%D0%B5_%D0%B4%D0%B8%D1%80%D0%B5%D0%BA%D1%82%D0%BE%D1%80%D0%B8%D0%B8_%D0%BF%D1%80%D0%BE%D0%B5%D0%BA%D1%82%D0%B0\" >\u0421\u043e\u0437\u0434\u0430\u043d\u0438\u0435 \u0434\u0438\u0440\u0435\u043a\u0442\u043e\u0440\u0438\u0438 \u043f\u0440\u043e\u0435\u043a\u0442\u0430<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/dockerhosting.ru\/blog\/qdrant-v-docker-polnoe-rukovodstvo-po-ustanovke-i-nastrojke-vektornoj-bazy-dannyh\/#%D0%A1%D0%BE%D0%B7%D0%B4%D0%B0%D0%BD%D0%B8%D0%B5_docker-composeyml\" >\u0421\u043e\u0437\u0434\u0430\u043d\u0438\u0435 docker-compose.yml<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/dockerhosting.ru\/blog\/qdrant-v-docker-polnoe-rukovodstvo-po-ustanovke-i-nastrojke-vektornoj-bazy-dannyh\/#%D0%97%D0%B0%D0%BF%D1%83%D1%81%D0%BA_Qdrant\" >\u0417\u0430\u043f\u0443\u0441\u043a Qdrant<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/dockerhosting.ru\/blog\/qdrant-v-docker-polnoe-rukovodstvo-po-ustanovke-i-nastrojke-vektornoj-bazy-dannyh\/#%D0%9F%D1%80%D0%BE%D0%B2%D0%B5%D1%80%D0%BA%D0%B0_%D1%80%D0%B0%D0%B1%D0%BE%D1%82%D1%8B\" >\u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0440\u0430\u0431\u043e\u0442\u044b<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/dockerhosting.ru\/blog\/qdrant-v-docker-polnoe-rukovodstvo-po-ustanovke-i-nastrojke-vektornoj-bazy-dannyh\/#Production_%D0%BD%D0%B0%D1%81%D1%82%D1%80%D0%BE%D0%B9%D0%BA%D0%B0\" >Production \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0430<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/dockerhosting.ru\/blog\/qdrant-v-docker-polnoe-rukovodstvo-po-ustanovke-i-nastrojke-vektornoj-bazy-dannyh\/#%D0%A1%D0%BE%D0%B7%D0%B4%D0%B0%D0%BD%D0%B8%D0%B5_production_docker-composeyml\" >\u0421\u043e\u0437\u0434\u0430\u043d\u0438\u0435 production docker-compose.yml<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/dockerhosting.ru\/blog\/qdrant-v-docker-polnoe-rukovodstvo-po-ustanovke-i-nastrojke-vektornoj-bazy-dannyh\/#%D0%A1%D0%BE%D0%B7%D0%B4%D0%B0%D0%BD%D0%B8%D0%B5_%D0%BA%D0%BE%D0%BD%D1%84%D0%B8%D0%B3%D1%83%D1%80%D0%B0%D1%86%D0%B8%D0%BE%D0%BD%D0%BD%D0%BE%D0%B3%D0%BE_%D1%84%D0%B0%D0%B9%D0%BB%D0%B0\" >\u0421\u043e\u0437\u0434\u0430\u043d\u0438\u0435 \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u043e\u0433\u043e \u0444\u0430\u0439\u043b\u0430<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/dockerhosting.ru\/blog\/qdrant-v-docker-polnoe-rukovodstvo-po-ustanovke-i-nastrojke-vektornoj-bazy-dannyh\/#Nginx_%D0%BA%D0%BE%D0%BD%D1%84%D0%B8%D0%B3%D1%83%D1%80%D0%B0%D1%86%D0%B8%D1%8F\" >Nginx \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u044f<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/dockerhosting.ru\/blog\/qdrant-v-docker-polnoe-rukovodstvo-po-ustanovke-i-nastrojke-vektornoj-bazy-dannyh\/#%D0%A1%D1%82%D1%80%D0%B0%D1%82%D0%B5%D0%B3%D0%B8%D0%B8_%D1%85%D1%80%D0%B0%D0%BD%D0%B5%D0%BD%D0%B8%D1%8F_%D0%B4%D0%B0%D0%BD%D0%BD%D1%8B%D1%85\" >\u0421\u0442\u0440\u0430\u0442\u0435\u0433\u0438\u0438 \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u044f \u0434\u0430\u043d\u043d\u044b\u0445<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/dockerhosting.ru\/blog\/qdrant-v-docker-polnoe-rukovodstvo-po-ustanovke-i-nastrojke-vektornoj-bazy-dannyh\/#%D0%9B%D0%BE%D0%BA%D0%B0%D0%BB%D1%8C%D0%BD%D0%BE%D0%B5_%D1%85%D1%80%D0%B0%D0%BD%D0%B5%D0%BD%D0%B8%D0%B5_%D1%80%D0%B0%D0%B7%D1%80%D0%B0%D0%B1%D0%BE%D1%82%D0%BA%D0%B0\" >\u041b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0435 \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u0435 (\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/dockerhosting.ru\/blog\/qdrant-v-docker-polnoe-rukovodstvo-po-ustanovke-i-nastrojke-vektornoj-bazy-dannyh\/#%D0%9F%D1%80%D0%B8%D0%B2%D1%8F%D0%B7%D0%BA%D0%B0_%D0%BA_%D1%85%D0%BE%D1%81%D1%82%D1%83_production\" >\u041f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u043a \u0445\u043e\u0441\u0442\u0443 (production)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/dockerhosting.ru\/blog\/qdrant-v-docker-polnoe-rukovodstvo-po-ustanovke-i-nastrojke-vektornoj-bazy-dannyh\/#NFS%D1%81%D0%B5%D1%82%D0%B5%D0%B2%D0%BE%D0%B5_%D1%85%D1%80%D0%B0%D0%BD%D0%B5%D0%BD%D0%B8%D0%B5_%D0%BA%D0%BB%D0%B0%D1%81%D1%82%D0%B5%D1%80%D1%8B\" >NFS\/\u0441\u0435\u0442\u0435\u0432\u043e\u0435 \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u0435 (\u043a\u043b\u0430\u0441\u0442\u0435\u0440\u044b)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/dockerhosting.ru\/blog\/qdrant-v-docker-polnoe-rukovodstvo-po-ustanovke-i-nastrojke-vektornoj-bazy-dannyh\/#%D0%9E%D0%B1%D0%BB%D0%B0%D1%87%D0%BD%D0%BE%D0%B5_%D1%85%D1%80%D0%B0%D0%BD%D0%B5%D0%BD%D0%B8%D0%B5_AWS_EBS\" >\u041e\u0431\u043b\u0430\u0447\u043d\u043e\u0435 \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u0435 (AWS EBS)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/dockerhosting.ru\/blog\/qdrant-v-docker-polnoe-rukovodstvo-po-ustanovke-i-nastrojke-vektornoj-bazy-dannyh\/#%D0%A0%D0%B5%D0%BA%D0%BE%D0%BC%D0%B5%D0%BD%D0%B4%D0%B0%D1%86%D0%B8%D0%B8_%D0%BF%D0%BE_%D1%85%D1%80%D0%B0%D0%BD%D0%B5%D0%BD%D0%B8%D1%8E\" >\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u043f\u043e \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u044e<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/dockerhosting.ru\/blog\/qdrant-v-docker-polnoe-rukovodstvo-po-ustanovke-i-nastrojke-vektornoj-bazy-dannyh\/#%D0%9D%D0%B0%D1%81%D1%82%D1%80%D0%BE%D0%B9%D0%BA%D0%B0_%D0%BF%D1%80%D0%BE%D0%B8%D0%B7%D0%B2%D0%BE%D0%B4%D0%B8%D1%82%D0%B5%D0%BB%D1%8C%D0%BD%D0%BE%D0%B3%D0%BE_%D1%85%D1%80%D0%B0%D0%BD%D0%B5%D0%BD%D0%B8%D1%8F\" >\u041d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0430 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u044f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/dockerhosting.ru\/blog\/qdrant-v-docker-polnoe-rukovodstvo-po-ustanovke-i-nastrojke-vektornoj-bazy-dannyh\/#%D0%9A%D0%BE%D0%BD%D1%84%D0%B8%D0%B3%D1%83%D1%80%D0%B0%D1%86%D0%B8%D1%8F_%D1%85%D1%80%D0%B0%D0%BD%D0%B5%D0%BD%D0%B8%D1%8F\" >\u041a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u044f \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u044f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/dockerhosting.ru\/blog\/qdrant-v-docker-polnoe-rukovodstvo-po-ustanovke-i-nastrojke-vektornoj-bazy-dannyh\/#%D0%A0%D0%B5%D0%B7%D0%B5%D1%80%D0%B2%D0%BD%D0%BE%D0%B5_%D0%BA%D0%BE%D0%BF%D0%B8%D1%80%D0%BE%D0%B2%D0%B0%D0%BD%D0%B8%D0%B5\" >\u0420\u0435\u0437\u0435\u0440\u0432\u043d\u043e\u0435 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-23\" href=\"https:\/\/dockerhosting.ru\/blog\/qdrant-v-docker-polnoe-rukovodstvo-po-ustanovke-i-nastrojke-vektornoj-bazy-dannyh\/#%D0%9E%D0%BF%D1%82%D0%B8%D0%BC%D0%B8%D0%B7%D0%B0%D1%86%D0%B8%D1%8F_%D0%BF%D1%80%D0%BE%D0%B8%D0%B7%D0%B2%D0%BE%D0%B4%D0%B8%D1%82%D0%B5%D0%BB%D1%8C%D0%BD%D0%BE%D1%81%D1%82%D0%B8\" >\u041e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u0438<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-24\" href=\"https:\/\/dockerhosting.ru\/blog\/qdrant-v-docker-polnoe-rukovodstvo-po-ustanovke-i-nastrojke-vektornoj-bazy-dannyh\/#%D0%9D%D0%B0%D1%81%D1%82%D1%80%D0%BE%D0%B9%D0%BA%D0%B8_%D0%B4%D0%BB%D1%8F_%D0%B2%D1%8B%D1%81%D0%BE%D0%BA%D0%B8%D1%85_%D0%BD%D0%B0%D0%B3%D1%80%D1%83%D0%B7%D0%BE%D0%BA\" >\u041d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 \u0434\u043b\u044f \u0432\u044b\u0441\u043e\u043a\u0438\u0445 \u043d\u0430\u0433\u0440\u0443\u0437\u043e\u043a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-25\" href=\"https:\/\/dockerhosting.ru\/blog\/qdrant-v-docker-polnoe-rukovodstvo-po-ustanovke-i-nastrojke-vektornoj-bazy-dannyh\/#%D0%A0%D0%B5%D0%BA%D0%BE%D0%BC%D0%B5%D0%BD%D0%B4%D0%B0%D1%86%D0%B8%D0%B8_%D0%BF%D0%BE_%D0%BF%D1%80%D0%BE%D0%B8%D0%B7%D0%B2%D0%BE%D0%B4%D0%B8%D1%82%D0%B5%D0%BB%D1%8C%D0%BD%D0%BE%D1%81%D1%82%D0%B8\" >\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u043f\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u0438<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-26\" href=\"https:\/\/dockerhosting.ru\/blog\/qdrant-v-docker-polnoe-rukovodstvo-po-ustanovke-i-nastrojke-vektornoj-bazy-dannyh\/#%D0%98%D0%BD%D1%82%D0%B5%D0%B3%D1%80%D0%B0%D1%86%D0%B8%D1%8F_%D1%81_Python\" >\u0418\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u044f \u0441 Python<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-27\" href=\"https:\/\/dockerhosting.ru\/blog\/qdrant-v-docker-polnoe-rukovodstvo-po-ustanovke-i-nastrojke-vektornoj-bazy-dannyh\/#%D0%A3%D1%81%D1%82%D0%B0%D0%BD%D0%BE%D0%B2%D0%BA%D0%B0_%D0%BA%D0%BB%D0%B8%D0%B5%D0%BD%D1%82%D0%B0\" >\u0423\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u043a\u043b\u0438\u0435\u043d\u0442\u0430<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-28\" href=\"https:\/\/dockerhosting.ru\/blog\/qdrant-v-docker-polnoe-rukovodstvo-po-ustanovke-i-nastrojke-vektornoj-bazy-dannyh\/#%D0%91%D0%B0%D0%B7%D0%BE%D0%B2%D0%BE%D0%B5_%D0%BF%D0%BE%D0%B4%D0%BA%D0%BB%D1%8E%D1%87%D0%B5%D0%BD%D0%B8%D0%B5\" >\u0411\u0430\u0437\u043e\u0432\u043e\u0435 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-29\" href=\"https:\/\/dockerhosting.ru\/blog\/qdrant-v-docker-polnoe-rukovodstvo-po-ustanovke-i-nastrojke-vektornoj-bazy-dannyh\/#%D0%9F%D0%BE%D0%B8%D1%81%D0%BA_%D0%BF%D0%BE_%D0%B2%D0%B5%D0%BA%D1%82%D0%BE%D1%80%D0%B0%D0%BC\" >\u041f\u043e\u0438\u0441\u043a \u043f\u043e \u0432\u0435\u043a\u0442\u043e\u0440\u0430\u043c<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-30\" href=\"https:\/\/dockerhosting.ru\/blog\/qdrant-v-docker-polnoe-rukovodstvo-po-ustanovke-i-nastrojke-vektornoj-bazy-dannyh\/#%D0%9F%D1%80%D0%BE%D0%B4%D0%B2%D0%B8%D0%BD%D1%83%D1%82%D1%8B%D0%B9_%D0%BF%D1%80%D0%B8%D0%BC%D0%B5%D1%80_%D1%81_%D1%84%D0%B8%D0%BB%D1%8C%D1%82%D1%80%D0%B0%D1%86%D0%B8%D0%B5%D0%B9\" >\u041f\u0440\u043e\u0434\u0432\u0438\u043d\u0443\u0442\u044b\u0439 \u043f\u0440\u0438\u043c\u0435\u0440 \u0441 \u0444\u0438\u043b\u044c\u0442\u0440\u0430\u0446\u0438\u0435\u0439<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-31\" href=\"https:\/\/dockerhosting.ru\/blog\/qdrant-v-docker-polnoe-rukovodstvo-po-ustanovke-i-nastrojke-vektornoj-bazy-dannyh\/#%D0%9C%D0%BE%D0%BD%D0%B8%D1%82%D0%BE%D1%80%D0%B8%D0%BD%D0%B3_%D0%B8_%D0%BB%D0%BE%D0%B3%D0%B8%D1%80%D0%BE%D0%B2%D0%B0%D0%BD%D0%B8%D0%B5\" >\u041c\u043e\u043d\u0438\u0442\u043e\u0440\u0438\u043d\u0433 \u0438 \u043b\u043e\u0433\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-32\" href=\"https:\/\/dockerhosting.ru\/blog\/qdrant-v-docker-polnoe-rukovodstvo-po-ustanovke-i-nastrojke-vektornoj-bazy-dannyh\/#%D0%94%D0%BE%D0%B1%D0%B0%D0%B2%D0%BB%D0%B5%D0%BD%D0%B8%D0%B5_Prometheus_%D0%BC%D0%B5%D1%82%D1%80%D0%B8%D0%BA\" >\u0414\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u0438\u0435 Prometheus \u043c\u0435\u0442\u0440\u0438\u043a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-33\" href=\"https:\/\/dockerhosting.ru\/blog\/qdrant-v-docker-polnoe-rukovodstvo-po-ustanovke-i-nastrojke-vektornoj-bazy-dannyh\/#%D0%9A%D0%BE%D0%BD%D1%84%D0%B8%D0%B3%D1%83%D1%80%D0%B0%D1%86%D0%B8%D1%8F_Prometheus\" >\u041a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u044f Prometheus<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-34\" href=\"https:\/\/dockerhosting.ru\/blog\/qdrant-v-docker-polnoe-rukovodstvo-po-ustanovke-i-nastrojke-vektornoj-bazy-dannyh\/#%D0%A0%D0%B5%D1%88%D0%B5%D0%BD%D0%B8%D0%B5_%D0%BF%D1%80%D0%BE%D0%B1%D0%BB%D0%B5%D0%BC\" >\u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0431\u043b\u0435\u043c<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-35\" href=\"https:\/\/dockerhosting.ru\/blog\/qdrant-v-docker-polnoe-rukovodstvo-po-ustanovke-i-nastrojke-vektornoj-bazy-dannyh\/#%D0%A7%D0%B0%D1%81%D1%82%D1%8B%D0%B5_%D0%BF%D1%80%D0%BE%D0%B1%D0%BB%D0%B5%D0%BC%D1%8B_%D0%B8_%D1%80%D0%B5%D1%88%D0%B5%D0%BD%D0%B8%D1%8F\" >\u0427\u0430\u0441\u0442\u044b\u0435 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u044b \u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u044f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-36\" href=\"https:\/\/dockerhosting.ru\/blog\/qdrant-v-docker-polnoe-rukovodstvo-po-ustanovke-i-nastrojke-vektornoj-bazy-dannyh\/#%D0%9F%D0%BE%D0%BB%D0%B5%D0%B7%D0%BD%D1%8B%D0%B5_%D0%BA%D0%BE%D0%BC%D0%B0%D0%BD%D0%B4%D1%8B_%D0%B4%D0%BB%D1%8F_%D0%B4%D0%B8%D0%B0%D0%B3%D0%BD%D0%BE%D1%81%D1%82%D0%B8%D0%BA%D0%B8\" >\u041f\u043e\u043b\u0435\u0437\u043d\u044b\u0435 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0434\u043b\u044f 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class=\"ez-toc-link ez-toc-heading-39\" href=\"https:\/\/dockerhosting.ru\/blog\/qdrant-v-docker-polnoe-rukovodstvo-po-ustanovke-i-nastrojke-vektornoj-bazy-dannyh\/#%D0%9C%D0%B0%D1%81%D1%88%D1%82%D0%B0%D0%B1%D0%B8%D1%80%D0%BE%D0%B2%D0%B0%D0%BD%D0%B8%D0%B5\" >\u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-40\" href=\"https:\/\/dockerhosting.ru\/blog\/qdrant-v-docker-polnoe-rukovodstvo-po-ustanovke-i-nastrojke-vektornoj-bazy-dannyh\/#%D0%9E%D0%BF%D1%82%D0%B8%D0%BC%D0%B8%D0%B7%D0%B0%D1%86%D0%B8%D1%8F\" >\u041e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u044f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-41\" href=\"https:\/\/dockerhosting.ru\/blog\/qdrant-v-docker-polnoe-rukovodstvo-po-ustanovke-i-nastrojke-vektornoj-bazy-dannyh\/#%D0%9E%D0%B1%D1%81%D0%BB%D1%83%D0%B6%D0%B8%D0%B2%D0%B0%D0%BD%D0%B8%D0%B5\" >\u041e\u0431\u0441\u043b\u0443\u0436\u0438\u0432\u0430\u043d\u0438\u0435<\/a><\/li><\/ul><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\" id=\"what-is-qdrant\"><span class=\"ez-toc-section\" id=\"%D0%A7%D1%82%D0%BE_%D1%82%D0%B0%D0%BA%D0%BE%D0%B5_Qdrant\"><\/span>\u0427\u0442\u043e \u0442\u0430\u043a\u043e\u0435 Qdrant?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Qdrant \u2014 \u044d\u0442\u043e \u0432\u0435\u043a\u0442\u043e\u0440\u043d\u0430\u044f \u0431\u0430\u0437\u0430 \u0434\u0430\u043d\u043d\u044b\u0445, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0411\u044b\u0441\u0442\u0440\u044b\u0439 \u043f\u043e\u0438\u0441\u043a \u043f\u043e \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u043c\u0443 \u0441\u0445\u043e\u0434\u0441\u0442\u0432\u0443 \u0432\u0435\u043a\u0442\u043e\u0440\u043e\u0432 \u0441 \u0432\u044b\u0441\u043e\u043a\u043e\u0439 \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c\u044e<\/li>\n\n\n\n<li>\u041e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u043c\u0438\u043b\u043b\u0438\u043e\u043d\u043e\u0432 \u0432\u0435\u043a\u0442\u043e\u0440\u043e\u0432 \u0441 \u043c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u043e\u0439 \u0437\u0430\u0434\u0435\u0440\u0436\u043a\u043e\u0439<\/li>\n\n\n\n<li>\u041f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u0430 \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u043e\u0432 \u0438\u043d\u0434\u0435\u043a\u0441\u0430\u0446\u0438\u0438 \u0438 \u043c\u0435\u0442\u0440\u0438\u043a \u0440\u0430\u0441\u0441\u0442\u043e\u044f\u043d\u0438\u044f<\/li>\n\n\n\n<li>\u041f\u0440\u043e\u0441\u0442\u043e\u0439 HTTP API \u0434\u043b\u044f \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438 \u0441 \u043b\u044e\u0431\u044b\u043c\u0438 \u044f\u0437\u044b\u043a\u0430\u043c\u0438 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"why-docker\"><span class=\"ez-toc-section\" id=\"%D0%9F%D0%BE%D1%87%D0%B5%D0%BC%D1%83_Docker_%D0%B4%D0%BB%D1%8F_Qdrant\"><\/span>\u041f\u043e\u0447\u0435\u043c\u0443 Docker \u0434\u043b\u044f Qdrant?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0418\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435 Docker \u0434\u043b\u044f \u0440\u0430\u0437\u0432\u0435\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u044f Qdrant \u0438\u043c\u0435\u0435\u0442 \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u043e \u043f\u0440\u0435\u0438\u043c\u0443\u0449\u0435\u0441\u0442\u0432:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0418\u0437\u043e\u043b\u044f\u0446\u0438\u044f<\/strong>\u00a0\u2014 Qdrant \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0432 \u0438\u0437\u043e\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u0435<\/li>\n\n\n\n<li><strong>\u041f\u043e\u0440\u0442\u0430\u0431\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c<\/strong>\u00a0\u2014 \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u043e\u0435 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u043d\u0430 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u0438\u0441\u0442\u0435\u043c\u0430\u0445<\/li>\n\n\n\n<li><strong>\u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u043c\u043e\u0441\u0442\u044c<\/strong>\u00a0\u2014 \u043b\u0435\u0433\u043a\u043e \u0441\u043e\u0437\u0434\u0430\u0432\u0430\u0442\u044c \u043a\u043b\u0430\u0441\u0442\u0435\u0440\u044b \u0438 \u0440\u0435\u043f\u043b\u0438\u043a\u0438<\/li>\n\n\n\n<li><strong>\u0423\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u0432\u0435\u0440\u0441\u0438\u044f\u043c\u0438<\/strong>\u00a0\u2014 \u043f\u0440\u043e\u0441\u0442\u043e\u0435 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u0438 \u043e\u0442\u043a\u0430\u0442<\/li>\n\n\n\n<li><strong>\u041e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0446\u0438\u044f<\/strong>\u00a0\u2014 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u044f \u0441 Kubernetes, Docker Swarm<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"prerequisites\"><span class=\"ez-toc-section\" id=\"%D0%9F%D1%80%D0%B5%D0%B4%D0%B2%D0%B0%D1%80%D0%B8%D1%82%D0%B5%D0%BB%D1%8C%D0%BD%D1%8B%D0%B5_%D1%82%D1%80%D0%B5%D0%B1%D0%BE%D0%B2%D0%B0%D0%BD%D0%B8%D1%8F\"><\/span>\u041f\u0440\u0435\u0434\u0432\u0430\u0440\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%A1%D0%B8%D1%81%D1%82%D0%B5%D0%BC%D0%BD%D1%8B%D0%B5_%D1%82%D1%80%D0%B5%D0%B1%D0%BE%D0%B2%D0%B0%D0%BD%D0%B8%D1%8F\"><\/span>\u0421\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Docker<\/strong>\u00a0\u0432\u0435\u0440\u0441\u0438\u0438 20.10+<\/li>\n\n\n\n<li><strong>Docker Compose<\/strong>\u00a0\u0432\u0435\u0440\u0441\u0438\u0438 2.0+<\/li>\n\n\n\n<li><strong>RAM<\/strong>\u00a0\u043c\u0438\u043d\u0438\u043c\u0443\u043c 4GB (\u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0443\u0435\u0442\u0441\u044f 8GB+)<\/li>\n\n\n\n<li><strong>CPU<\/strong>\u00a0\u043c\u0438\u043d\u0438\u043c\u0443\u043c 2 \u044f\u0434\u0440\u0430<\/li>\n\n\n\n<li><strong>\u0414\u0438\u0441\u043a<\/strong>\u00a0\u043c\u0438\u043d\u0438\u043c\u0443\u043c 10GB \u0441\u0432\u043e\u0431\u043e\u0434\u043d\u043e\u0433\u043e \u043c\u0435\u0441\u0442\u0430<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 Docker<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>docker --version \ndocker-compose --version<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"basic-installation\"><span class=\"ez-toc-section\" id=\"%D0%91%D0%B0%D0%B7%D0%BE%D0%B2%D0%B0%D1%8F_%D1%83%D1%81%D1%82%D0%B0%D0%BD%D0%BE%D0%B2%D0%BA%D0%B0_Qdrant_%D0%B2_Docker\"><\/span>\u0411\u0430\u0437\u043e\u0432\u0430\u044f \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 Qdrant \u0432 Docker<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u0441\u043e\u0437\u0434\u0430\u043d\u0438\u0435-\u0434\u0438\u0440\u0435\u043a\u0442\u043e\u0440\u0438\u0438-\u043f\u0440\u043e\u0435\u043a\u0442\u0430\"><span class=\"ez-toc-section\" id=\"%D0%A1%D0%BE%D0%B7%D0%B4%D0%B0%D0%BD%D0%B8%D0%B5_%D0%B4%D0%B8%D1%80%D0%B5%D0%BA%D1%82%D0%BE%D1%80%D0%B8%D0%B8_%D0%BF%D1%80%D0%BE%D0%B5%D0%BA%D1%82%D0%B0\"><\/span>\u0421\u043e\u0437\u0434\u0430\u043d\u0438\u0435 \u0434\u0438\u0440\u0435\u043a\u0442\u043e\u0440\u0438\u0438 \u043f\u0440\u043e\u0435\u043a\u0442\u0430<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>mkdir qdrant-docker &amp;&amp; cd qdrant-docker<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u0441\u043e\u0437\u0434\u0430\u043d\u0438\u0435-docker-compose-yml\"><span class=\"ez-toc-section\" id=\"%D0%A1%D0%BE%D0%B7%D0%B4%D0%B0%D0%BD%D0%B8%D0%B5_docker-composeyml\"><\/span>\u0421\u043e\u0437\u0434\u0430\u043d\u0438\u0435 docker-compose.yml<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>version: '3.8'\n\nservices:\n  qdrant:\n    image: qdrant\/qdrant:latest\n    container_name: qdrant\n    ports:\n      - \"6333:6333\"  # HTTP API\n      - \"6334:6334\"  # gRPC API\n    volumes:\n      - qdrant_storage:\/qdrant\/storage\n    environment:\n      - QDRANT__SERVICE__HTTP_PORT=6333\n      - QDRANT__SERVICE__GRPC_PORT=6334\n    restart: unless-stopped\n    healthcheck:\n      test: &#91;\"CMD\", \"curl\", \"-f\", \"http:\/\/localhost:6333\/health\"]\n      interval: 30s\n      timeout: 10s\n      retries: 3\n\nvolumes:\n  qdrant_storage:<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u0437\u0430\u043f\u0443\u0441\u043a-qdrant\"><span class=\"ez-toc-section\" id=\"%D0%97%D0%B0%D0%BF%D1%83%D1%81%D0%BA_Qdrant\"><\/span>\u0417\u0430\u043f\u0443\u0441\u043a Qdrant<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>docker-compose up -d<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430-\u0440\u0430\u0431\u043e\u0442\u044b\"><span class=\"ez-toc-section\" id=\"%D0%9F%D1%80%D0%BE%D0%B2%D0%B5%D1%80%D0%BA%D0%B0_%D1%80%D0%B0%D0%B1%D0%BE%D1%82%D1%8B\"><\/span>\u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0440\u0430\u0431\u043e\u0442\u044b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code># \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0441\u0442\u0430\u0442\u0443\u0441\u0430\ndocker-compose ps\n\n# \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 API\ncurl http:\/\/localhost:6333\/health\n\n# \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043b\u043e\u0433\u043e\u0432\ndocker-compose logs qdrant<\/code><\/pre>\n\n\n\n<div class=\"wp-block-simple-note-success\">\u0442\u0435\u043f\u0435\u0440\u044c Qdrant \u0437\u0430\u043f\u0443\u0449\u0435\u043d \u0438 \u0434\u043e\u0441\u0442\u0443\u043f\u0435\u043d \u043f\u043e \u0430\u0434\u0440\u0435\u0441\u0443\u00a0<em>http:\/\/localhost:6333<\/em><\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"production-setup\"><span class=\"ez-toc-section\" id=\"Production_%D0%BD%D0%B0%D1%81%D1%82%D1%80%D0%BE%D0%B9%D0%BA%D0%B0\"><\/span>Production \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0430<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u041e\u0442\u043b\u0438\u0447\u0438\u044f <strong>Production \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438<\/strong> \u043e\u0442 \u0431\u0430\u0437\u043e\u0432\u043e\u0439, \u0432 \u0442\u043e\u043c, \u0447\u0442\u043e \u043c\u044b \u0431\u0435\u0440\u0435\u043c \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u0443\u044e \u0441\u0442\u0430\u0431\u0438\u043b\u044c\u043d\u0443\u044e \u0432\u0435\u0440\u0441\u0438\u044e \u043e\u0431\u0440\u0430\u0437\u0430 v1.7.4, \u043f\u0440\u044f\u0447\u0435\u043c \u0441\u0435\u0440\u0432\u0438\u0441 \u0437\u0430 Nginx\u00a0reverse proxy + SSL, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u044b \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u0438, \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0430\u0435\u043c \u043b\u043e\u0433\u0438 Prometheus\u00a0+ Grafana, \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u043c \u0441 \u043a\u043b\u0430\u0441\u0442\u0435\u0440\u043e\u043c, \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u0438\u0440\u0443\u0435\u043c \u0440\u0435\u0441\u0443\u0440\u0441\u044b.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u0441\u043e\u0437\u0434\u0430\u043d\u0438\u0435-production-docker-compose-yml\"><span class=\"ez-toc-section\" id=\"%D0%A1%D0%BE%D0%B7%D0%B4%D0%B0%D0%BD%D0%B8%D0%B5_production_docker-composeyml\"><\/span>\u0421\u043e\u0437\u0434\u0430\u043d\u0438\u0435 production docker-compose.yml<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>version: '3.8'\n\nservices:\n  qdrant:\n    image: qdrant\/qdrant:v1.7.4\n    container_name: qdrant-prod\n    ports:\n      - \"6333:6333\"\n      - \"6334:6334\"\n    volumes:\n      - qdrant_storage:\/qdrant\/storage\n      - .\/config:\/qdrant\/config\n    environment:\n      - QDRANT__SERVICE__HTTP_PORT=6333\n      - QDRANT__SERVICE__GRPC_PORT=6334\n      - QDRANT__SERVICE__HOST=0.0.0.0\n      - QDRANT__STORAGE__PERFORMANCE__MAX_SEARCH_REQUESTS=100\n      - QDRANT__STORAGE__PERFORMANCE__MAX_OPTIMIZATION_THREADS=2\n    restart: unless-stopped\n    deploy:\n      resources:\n        limits:\n          memory: 4G\n          cpus: '2.0'\n        reservations:\n          memory: 2G\n          cpus: '1.0'\n    healthcheck:\n      test: &#91;\"CMD\", \"curl\", \"-f\", \"http:\/\/localhost:6333\/health\"]\n      interval: 30s\n      timeout: 10s\n      retries: 3\n      start_period: 40s\n\n  # Nginx \u0434\u043b\u044f \u0431\u0430\u043b\u0430\u043d\u0441\u0438\u0440\u043e\u0432\u043a\u0438 \u043d\u0430\u0433\u0440\u0443\u0437\u043a\u0438\n  nginx:\n    image: nginx:alpine\n    container_name: qdrant-nginx\n    ports:\n      - \"80:80\"\n      - \"443:443\"\n    volumes:\n      - .\/nginx.conf:\/etc\/nginx\/nginx.conf\n      - .\/ssl:\/etc\/nginx\/ssl\n    depends_on:\n      - qdrant\n    restart: unless-stopped\n\nvolumes:\n  qdrant_storage:\n    driver: local<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u0441\u043e\u0437\u0434\u0430\u043d\u0438\u0435-\u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u043e\u0433\u043e-\u0444\u0430\u0439\u043b\u0430\"><span class=\"ez-toc-section\" id=\"%D0%A1%D0%BE%D0%B7%D0%B4%D0%B0%D0%BD%D0%B8%D0%B5_%D0%BA%D0%BE%D0%BD%D1%84%D0%B8%D0%B3%D1%83%D1%80%D0%B0%D1%86%D0%B8%D0%BE%D0%BD%D0%BD%D0%BE%D0%B3%D0%BE_%D1%84%D0%B0%D0%B9%D0%BB%D0%B0\"><\/span>\u0421\u043e\u0437\u0434\u0430\u043d\u0438\u0435 \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u043e\u0433\u043e \u0444\u0430\u0439\u043b\u0430<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code># config\/config.yaml\nservice:\n  host: 0.0.0.0\n  http_port: 6333\n  grpc_port: 6334\n\nstorage:\n  # \u041f\u0443\u0442\u044c \u043a \u0434\u0430\u043d\u043d\u044b\u043c\n  storage_path: \/qdrant\/storage\n  \n  # \u041d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u0438\n  performance:\n    max_search_requests: 100\n    max_optimization_threads: 2\n    \n  # \u041d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 \u0438\u043d\u0434\u0435\u043a\u0441\u0430\u0446\u0438\u0438\n  hnsw_config:\n    m: 16\n    ef_construct: 100\n    full_scan_threshold: 10000\n\n# \u041d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 \u043b\u043e\u0433\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f\nlog_level: INFO<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-nginx-\u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u044f\"><span class=\"ez-toc-section\" id=\"Nginx_%D0%BA%D0%BE%D0%BD%D1%84%D0%B8%D0%B3%D1%83%D1%80%D0%B0%D1%86%D0%B8%D1%8F\"><\/span>Nginx \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u044f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code># nginx.conf\nevents {\n    worker_connections 1024;\n}\n\nhttp {\n    upstream qdrant_backend {\n        server qdrant:6333;\n    }\n    \n    server {\n        listen 80;\n        server_name your-domain.com;\n        \n        location \/ {\n            proxy_pass http:\/\/qdrant_backend;\n            proxy_set_header Host $host;\n            proxy_set_header X-Real-IP $remote_addr;\n            proxy_set_header X-Forwarded-For $proxy_add_x_forwarded_for;\n            proxy_set_header X-Forwarded-Proto $scheme;\n        }\n    }\n}<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"storage-strategies\"><span class=\"ez-toc-section\" id=\"%D0%A1%D1%82%D1%80%D0%B0%D1%82%D0%B5%D0%B3%D0%B8%D0%B8_%D1%85%D1%80%D0%B0%D0%BD%D0%B5%D0%BD%D0%B8%D1%8F_%D0%B4%D0%B0%D0%BD%D0%BD%D1%8B%D1%85\"><\/span>\u0421\u0442\u0440\u0430\u0442\u0435\u0433\u0438\u0438 \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u044f \u0434\u0430\u043d\u043d\u044b\u0445<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0435-\u0445\u0440\u0430\u043d\u0435\u043d\u0438\u0435-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430\"><span class=\"ez-toc-section\" id=\"%D0%9B%D0%BE%D0%BA%D0%B0%D0%BB%D1%8C%D0%BD%D0%BE%D0%B5_%D1%85%D1%80%D0%B0%D0%BD%D0%B5%D0%BD%D0%B8%D0%B5_%D1%80%D0%B0%D0%B7%D1%80%D0%B0%D0%B1%D0%BE%D1%82%D0%BA%D0%B0\"><\/span>\u041b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0435 \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u0435 (\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430)<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>volumes:\n  qdrant_storage:\n    driver: local<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430-\u043a-\u0445\u043e\u0441\u0442\u0443-production\"><span class=\"ez-toc-section\" id=\"%D0%9F%D1%80%D0%B8%D0%B2%D1%8F%D0%B7%D0%BA%D0%B0_%D0%BA_%D1%85%D0%BE%D1%81%D1%82%D1%83_production\"><\/span>\u041f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u043a \u0445\u043e\u0441\u0442\u0443 (production)<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>volumes:\n  qdrant_storage:\n    driver: local\n    driver_opts:\n      type: none\n      o: bind\n      device: \/opt\/qdrant\/storage<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-nfs-\u0441\u0435\u0442\u0435\u0432\u043e\u0435-\u0445\u0440\u0430\u043d\u0435\u043d\u0438\u0435-\u043a\u043b\u0430\u0441\u0442\u0435\u0440\u044b\"><span class=\"ez-toc-section\" id=\"NFS%D1%81%D0%B5%D1%82%D0%B5%D0%B2%D0%BE%D0%B5_%D1%85%D1%80%D0%B0%D0%BD%D0%B5%D0%BD%D0%B8%D0%B5_%D0%BA%D0%BB%D0%B0%D1%81%D1%82%D0%B5%D1%80%D1%8B\"><\/span>NFS\/\u0441\u0435\u0442\u0435\u0432\u043e\u0435 \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u0435 (\u043a\u043b\u0430\u0441\u0442\u0435\u0440\u044b)<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>volumes:\n  qdrant_storage:\n    driver: local\n    driver_opts:\n      type: nfs\n      o: addr=192.168.1.100,rw\n      device: \":\/path\/to\/qdrant\/storage\"<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u043e\u0431\u043b\u0430\u0447\u043d\u043e\u0435-\u0445\u0440\u0430\u043d\u0435\u043d\u0438\u0435-aws-ebs\"><span class=\"ez-toc-section\" id=\"%D0%9E%D0%B1%D0%BB%D0%B0%D1%87%D0%BD%D0%BE%D0%B5_%D1%85%D1%80%D0%B0%D0%BD%D0%B5%D0%BD%D0%B8%D0%B5_AWS_EBS\"><\/span>\u041e\u0431\u043b\u0430\u0447\u043d\u043e\u0435 \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u0435 (AWS EBS)<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>volumes:\n  qdrant_storage:\n    driver: rexray\/ebs\n    driver_opts:\n      size: 100\n      volumetype: gp3<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%A0%D0%B5%D0%BA%D0%BE%D0%BC%D0%B5%D0%BD%D0%B4%D0%B0%D1%86%D0%B8%D0%B8_%D0%BF%D0%BE_%D1%85%D1%80%D0%B0%D0%BD%D0%B5%D0%BD%D0%B8%D1%8E\"><\/span>\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u043f\u043e \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u044e<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u0422\u0438\u043f \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u044f<\/th><th>\u0418\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435<\/th><th>\u041f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c<\/th><th>\u041d\u0430\u0434\u0435\u0436\u043d\u043e\u0441\u0442\u044c<\/th><th>\u0421\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c<\/th><\/tr><\/thead><tbody><tr><td><strong>SSD \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e<\/strong><\/td><td>\u0420\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430, \u0442\u0435\u0441\u0442\u044b<\/td><td>\u2b50\u2b50\u2b50\u2b50\u2b50<\/td><td>\u2b50\u2b50\u2b50<\/td><td>\u2b50\u2b50\u2b50\u2b50\u2b50<\/td><\/tr><tr><td><strong>NVMe SSD<\/strong><\/td><td>Production<\/td><td>\u2b50\u2b50\u2b50\u2b50\u2b50<\/td><td>\u2b50\u2b50\u2b50\u2b50<\/td><td>\u2b50\u2b50\u2b50\u2b50<\/td><\/tr><tr><td><strong>NFS<\/strong><\/td><td>\u041a\u043b\u0430\u0441\u0442\u0435\u0440\u044b<\/td><td>\u2b50\u2b50\u2b50<\/td><td>\u2b50\u2b50\u2b50\u2b50\u2b50<\/td><td>\u2b50\u2b50\u2b50<\/td><\/tr><tr><td><strong>\u041e\u0431\u043b\u0430\u0447\u043d\u043e\u0435 EBS<\/strong><\/td><td>AWS\/GCP<\/td><td>\u2b50\u2b50\u2b50\u2b50<\/td><td>\u2b50\u2b50\u2b50\u2b50\u2b50<\/td><td>\u2b50\u2b50<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%9D%D0%B0%D1%81%D1%82%D1%80%D0%BE%D0%B9%D0%BA%D0%B0_%D0%BF%D1%80%D0%BE%D0%B8%D0%B7%D0%B2%D0%BE%D0%B4%D0%B8%D1%82%D0%B5%D0%BB%D1%8C%D0%BD%D0%BE%D0%B3%D0%BE_%D1%85%D1%80%D0%B0%D0%BD%D0%B5%D0%BD%D0%B8%D1%8F\"><\/span>\u041d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0430 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u044f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code># docker-compose.storage.yml\nversion: '3.8'\n\nservices:\n  qdrant:\n    image: qdrant\/qdrant:v1.7.4\n    container_name: qdrant-storage\n    ports:\n      - \"6333:6333\"\n    volumes:\n      - qdrant_storage:\/qdrant\/storage\n      - .\/config\/storage.yaml:\/qdrant\/config\/storage.yaml\n    environment:\n      - QDRANT__STORAGE__PERFORMANCE__MAX_SEARCH_REQUESTS=200\n      - QDRANT__STORAGE__PERFORMANCE__MAX_OPTIMIZATION_THREADS=4\n    sysctls:\n      - vm.max_map_count=262144\n      - fs.file-max=65536\n    ulimits:\n      memlock:\n        soft: -1\n        hard: -1\n    restart: unless-stopped\n\nvolumes:\n  qdrant_storage:\n    driver: local\n    driver_opts:\n      type: none\n      o: bind,noatime,nodiratime\n      device: \/opt\/qdrant\/storage<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%9A%D0%BE%D0%BD%D1%84%D0%B8%D0%B3%D1%83%D1%80%D0%B0%D1%86%D0%B8%D1%8F_%D1%85%D1%80%D0%B0%D0%BD%D0%B5%D0%BD%D0%B8%D1%8F\"><\/span>\u041a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u044f \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u044f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code># config\/storage.yaml\nstorage:\n  storage_path: \/qdrant\/storage\n  \n  # \u041d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u0438\n  performance:\n    max_search_requests: 200\n    max_optimization_threads: 4\n    max_indexing_threads: 4\n    \n  # \u041d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 WAL (Write-Ahead Log)\n  wal:\n    wal_capacity_mb: 32\n    wal_segments_ahead: 2\n    \n  # \u041d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 \u0441\u043d\u0430\u043f\u0448\u043e\u0442\u043e\u0432\n  snapshots:\n    snapshots_path: \/qdrant\/snapshots\n    \n  # \u041d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 \u043a\u044d\u0448\u0430\n  cache:\n    cache_size_mb: 1024<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%A0%D0%B5%D0%B7%D0%B5%D1%80%D0%B2%D0%BD%D0%BE%D0%B5_%D0%BA%D0%BE%D0%BF%D0%B8%D1%80%D0%BE%D0%B2%D0%B0%D0%BD%D0%B8%D0%B5\"><\/span>\u0420\u0435\u0437\u0435\u0440\u0432\u043d\u043e\u0435 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>#!\/bin\/bash\n# backup-qdrant.sh\n\nBACKUP_DIR=\"\/backup\/qdrant\"\nQDRANT_DATA=\"\/opt\/qdrant\/storage\"\nDATE=$(date +%Y%m%d_%H%M%S)\n\n# \u0421\u043e\u0437\u0434\u0430\u043d\u0438\u0435 \u0441\u043d\u0430\u043f\u0448\u043e\u0442\u0430\ndocker exec qdrant-storage curl -X POST \"http:\/\/localhost:6333\/collections\/my_collection\/snapshots\"\n\n# \u041a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0445\nrsync -av --delete $QDRANT_DATA\/ $BACKUP_DIR\/$DATE\/\n\n# \u0421\u0436\u0430\u0442\u0438\u0435 \u0430\u0440\u0445\u0438\u0432\u0430\ntar -czf $BACKUP_DIR\/qdrant_backup_$DATE.tar.gz -C $BACKUP_DIR $DATE\n\n# \u0423\u0434\u0430\u043b\u0435\u043d\u0438\u0435 \u0441\u0442\u0430\u0440\u044b\u0445 \u0431\u044d\u043a\u0430\u043f\u043e\u0432 (\u0441\u0442\u0430\u0440\u0448\u0435 7 \u0434\u043d\u0435\u0439)\nfind $BACKUP_DIR -name \"qdrant_backup_*.tar.gz\" -mtime +7 -delete<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"performance-optimization\"><span class=\"ez-toc-section\" id=\"%D0%9E%D0%BF%D1%82%D0%B8%D0%BC%D0%B8%D0%B7%D0%B0%D1%86%D0%B8%D1%8F_%D0%BF%D1%80%D0%BE%D0%B8%D0%B7%D0%B2%D0%BE%D0%B4%D0%B8%D1%82%D0%B5%D0%BB%D1%8C%D0%BD%D0%BE%D1%81%D1%82%D0%B8\"><\/span>\u041e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u0438<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%9D%D0%B0%D1%81%D1%82%D1%80%D0%BE%D0%B9%D0%BA%D0%B8_%D0%B4%D0%BB%D1%8F_%D0%B2%D1%8B%D1%81%D0%BE%D0%BA%D0%B8%D1%85_%D0%BD%D0%B0%D0%B3%D1%80%D1%83%D0%B7%D0%BE%D0%BA\"><\/span>\u041d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 \u0434\u043b\u044f \u0432\u044b\u0441\u043e\u043a\u0438\u0445 \u043d\u0430\u0433\u0440\u0443\u0437\u043e\u043a<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code># docker-compose.performance.yml\nversion: '3.8'\n\nservices:\n  qdrant:\n    image: qdrant\/qdrant:v1.7.4\n    container_name: qdrant-performance\n    ports:\n      - \"6333:6333\"\n    volumes:\n      - qdrant_storage:\/qdrant\/storage\n      - .\/config\/performance.yaml:\/qdrant\/config\/production.yaml\n    environment:\n      - QDRANT__SERVICE__HTTP_PORT=6333\n      - QDRANT__STORAGE__PERFORMANCE__MAX_SEARCH_REQUESTS=500\n      - QDRANT__STORAGE__PERFORMANCE__MAX_OPTIMIZATION_THREADS=4\n      - QDRANT__STORAGE__PERFORMANCE__MAX_INDEXING_THREADS=4\n    deploy:\n      resources:\n        limits:\n          memory: 8G\n          cpus: '4.0'\n    restart: unless-stopped\n    sysctls:\n      - net.core.somaxconn=65535\n      - vm.max_map_count=262144\n\nvolumes:\n  qdrant_storage:\n    driver: local\n    driver_opts:\n      type: none\n      o: bind\n      device: \/opt\/qdrant\/storage<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%A0%D0%B5%D0%BA%D0%BE%D0%BC%D0%B5%D0%BD%D0%B4%D0%B0%D1%86%D0%B8%D0%B8_%D0%BF%D0%BE_%D0%BF%D1%80%D0%BE%D0%B8%D0%B7%D0%B2%D0%BE%D0%B4%D0%B8%D1%82%D0%B5%D0%BB%D1%8C%D0%BD%D0%BE%D1%81%D1%82%D0%B8\"><\/span>\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u043f\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u0438<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u041f\u0430\u0440\u0430\u043c\u0435\u0442\u0440<\/th><th>\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0443\u0435\u043c\u043e\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435<\/th><th>\u041e\u043f\u0438\u0441\u0430\u043d\u0438\u0435<\/th><\/tr><\/thead><tbody><tr><td>max_search_requests<\/td><td>100-500<\/td><td>\u041c\u0430\u043a\u0441\u0438\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0445 \u043f\u043e\u0438\u0441\u043a\u043e\u0432\u044b\u0445 \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432<\/td><\/tr><tr><td>max_optimization_threads<\/td><td>2-4<\/td><td>\u041a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e \u043f\u043e\u0442\u043e\u043a\u043e\u0432 \u0434\u043b\u044f \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u0438 \u0438\u043d\u0434\u0435\u043a\u0441\u043e\u0432<\/td><\/tr><tr><td>hnsw_config.m<\/td><td>16-32<\/td><td>\u041a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e \u0441\u0432\u044f\u0437\u0435\u0439 \u0432 \u0433\u0440\u0430\u0444\u0435 HNSW<\/td><\/tr><tr><td>hnsw_config.ef_construct<\/td><td>100-200<\/td><td>\u041f\u0430\u0440\u0430\u043c\u0435\u0442\u0440 \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u0438 \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d\u0438\u044f \u0438\u043d\u0434\u0435\u043a\u0441\u0430<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"python-integration\"><span class=\"ez-toc-section\" id=\"%D0%98%D0%BD%D1%82%D0%B5%D0%B3%D1%80%D0%B0%D1%86%D0%B8%D1%8F_%D1%81_Python\"><\/span>\u0418\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u044f \u0441 Python<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430-\u043a\u043b\u0438\u0435\u043d\u0442\u0430\"><span class=\"ez-toc-section\" id=\"%D0%A3%D1%81%D1%82%D0%B0%D0%BD%D0%BE%D0%B2%D0%BA%D0%B0_%D0%BA%D0%BB%D0%B8%D0%B5%D0%BD%D1%82%D0%B0\"><\/span>\u0423\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u043a\u043b\u0438\u0435\u043d\u0442\u0430<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>pip install qdrant-client<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u0431\u0430\u0437\u043e\u0432\u043e\u0435-\u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435\"><span class=\"ez-toc-section\" id=\"%D0%91%D0%B0%D0%B7%D0%BE%D0%B2%D0%BE%D0%B5_%D0%BF%D0%BE%D0%B4%D0%BA%D0%BB%D1%8E%D1%87%D0%B5%D0%BD%D0%B8%D0%B5\"><\/span>\u0411\u0430\u0437\u043e\u0432\u043e\u0435 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>from qdrant_client import QdrantClient\nfrom qdrant_client.models import Distance, VectorParams, PointStruct\nimport numpy as np\n\n# \u041f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u043a Qdrant\nclient = QdrantClient(host=\"localhost\", port=6333)\n\n# \u0421\u043e\u0437\u0434\u0430\u043d\u0438\u0435 \u043a\u043e\u043b\u043b\u0435\u043a\u0446\u0438\u0438\nclient.create_collection(\n    collection_name=\"my_collection\",\n    vectors_config=VectorParams(size=128, distance=Distance.COSINE)\n)\n\n# \u0414\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u0432\u0435\u043a\u0442\u043e\u0440\u043e\u0432\npoints = &#91;\n    PointStruct(\n        id=1,\n        vector=np.random.rand(128).tolist(),\n        payload={\"text\": \"\u041f\u0440\u0438\u043c\u0435\u0440 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 1\"}\n    ),\n    PointStruct(\n        id=2,\n        vector=np.random.rand(128).tolist(),\n        payload={\"text\": \"\u041f\u0440\u0438\u043c\u0435\u0440 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 2\"}\n    )\n]\n\nclient.upsert(collection_name=\"my_collection\", points=points)<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u043f\u043e\u0438\u0441\u043a-\u043f\u043e-\u0432\u0435\u043a\u0442\u043e\u0440\u0430\u043c\"><span class=\"ez-toc-section\" id=\"%D0%9F%D0%BE%D0%B8%D1%81%D0%BA_%D0%BF%D0%BE_%D0%B2%D0%B5%D0%BA%D1%82%D0%BE%D1%80%D0%B0%D0%BC\"><\/span>\u041f\u043e\u0438\u0441\u043a \u043f\u043e \u0432\u0435\u043a\u0442\u043e\u0440\u0430\u043c<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code># \u041f\u043e\u0438\u0441\u043a \u043f\u043e\u0445\u043e\u0436\u0438\u0445 \u0432\u0435\u043a\u0442\u043e\u0440\u043e\u0432\nsearch_result = client.search(\n    collection_name=\"my_collection\",\n    query_vector=np.random.rand(128).tolist(),\n    limit=5\n)\n\nprint(\"\u041d\u0430\u0439\u0434\u0435\u043d\u043d\u044b\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b:\")\nfor result in search_result:\n    print(f\"ID: {result.id}, Score: {result.score}\")\n    print(f\"Payload: {result.payload}\")<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u043f\u0440\u043e\u0434\u0432\u0438\u043d\u0443\u0442\u044b\u0439-\u043f\u0440\u0438\u043c\u0435\u0440-\u0441-\u0444\u0438\u043b\u044c\u0442\u0440\u0430\u0446\u0438\u0435\u0439\"><span class=\"ez-toc-section\" id=\"%D0%9F%D1%80%D0%BE%D0%B4%D0%B2%D0%B8%D0%BD%D1%83%D1%82%D1%8B%D0%B9_%D0%BF%D1%80%D0%B8%D0%BC%D0%B5%D1%80_%D1%81_%D1%84%D0%B8%D0%BB%D1%8C%D1%82%D1%80%D0%B0%D1%86%D0%B8%D0%B5%D0%B9\"><\/span>\u041f\u0440\u043e\u0434\u0432\u0438\u043d\u0443\u0442\u044b\u0439 \u043f\u0440\u0438\u043c\u0435\u0440 \u0441 \u0444\u0438\u043b\u044c\u0442\u0440\u0430\u0446\u0438\u0435\u0439<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>from qdrant_client.models import Filter, FieldCondition, MatchValue\n\n# \u041f\u043e\u0438\u0441\u043a \u0441 \u0444\u0438\u043b\u044c\u0442\u0440\u0430\u0446\u0438\u0435\u0439\nsearch_result = client.search(\n    collection_name=\"my_collection\",\n    query_vector=np.random.rand(128).tolist(),\n    query_filter=Filter(\n        must=&#91;\n            FieldCondition(\n                key=\"category\",\n                match=MatchValue(value=\"technology\")\n            )\n        ]\n    ),\n    limit=10\n)<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"monitoring\"><span class=\"ez-toc-section\" id=\"%D0%9C%D0%BE%D0%BD%D0%B8%D1%82%D0%BE%D1%80%D0%B8%D0%BD%D0%B3_%D0%B8_%D0%BB%D0%BE%D0%B3%D0%B8%D1%80%D0%BE%D0%B2%D0%B0%D0%BD%D0%B8%D0%B5\"><\/span>\u041c\u043e\u043d\u0438\u0442\u043e\u0440\u0438\u043d\u0433 \u0438 \u043b\u043e\u0433\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u0438\u0435-prometheus-\u043c\u0435\u0442\u0440\u0438\u043a\"><span class=\"ez-toc-section\" id=\"%D0%94%D0%BE%D0%B1%D0%B0%D0%B2%D0%BB%D0%B5%D0%BD%D0%B8%D0%B5_Prometheus_%D0%BC%D0%B5%D1%82%D1%80%D0%B8%D0%BA\"><\/span>\u0414\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u0438\u0435 Prometheus \u043c\u0435\u0442\u0440\u0438\u043a<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code># docker-compose.monitoring.yml\nversion: '3.8'\n\nservices:\n  qdrant:\n    image: qdrant\/qdrant:v1.7.4\n    container_name: qdrant-monitored\n    ports:\n      - \"6333:6333\"\n    volumes:\n      - qdrant_storage:\/qdrant\/storage\n    environment:\n      - QDRANT__SERVICE__HTTP_PORT=6333\n      - QDRANT__SERVICE__ENABLE_CORS=true\n    restart: unless-stopped\n\n  prometheus:\n    image: prom\/prometheus:latest\n    container_name: qdrant-prometheus\n    ports:\n      - \"9090:9090\"\n    volumes:\n      - .\/prometheus.yml:\/etc\/prometheus\/prometheus.yml\n    command:\n      - '--config.file=\/etc\/prometheus\/prometheus.yml'\n      - '--storage.tsdb.path=\/prometheus'\n    restart: unless-stopped\n\n  grafana:\n    image: grafana\/grafana:latest\n    container_name: qdrant-grafana\n    ports:\n      - \"3000:3000\"\n    environment:\n      - GF_SECURITY_ADMIN_PASSWORD=admin\n    volumes:\n      - grafana_storage:\/var\/lib\/grafana\n    restart: unless-stopped\n\nvolumes:\n  qdrant_storage:\n  grafana_storage:<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u044f-prometheus\"><span class=\"ez-toc-section\" id=\"%D0%9A%D0%BE%D0%BD%D1%84%D0%B8%D0%B3%D1%83%D1%80%D0%B0%D1%86%D0%B8%D1%8F_Prometheus\"><\/span>\u041a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u044f Prometheus<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code># prometheus.yml\nglobal:\n  scrape_interval: 15s\n\nscrape_configs:\n  - job_name: 'qdrant'\n    static_configs:\n      - targets: &#91;'qdrant:6333']\n    metrics_path: '\/metrics'\n    scrape_interval: 5s<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"troubleshooting\"><span class=\"ez-toc-section\" id=\"%D0%A0%D0%B5%D1%88%D0%B5%D0%BD%D0%B8%D0%B5_%D0%BF%D1%80%D0%BE%D0%B1%D0%BB%D0%B5%D0%BC\"><\/span>\u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0431\u043b\u0435\u043c<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%A7%D0%B0%D1%81%D1%82%D1%8B%D0%B5_%D0%BF%D1%80%D0%BE%D0%B1%D0%BB%D0%B5%D0%BC%D1%8B_%D0%B8_%D1%80%D0%B5%D1%88%D0%B5%D0%BD%D0%B8%D1%8F\"><\/span>\u0427\u0430\u0441\u0442\u044b\u0435 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u044b \u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u044f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u041f\u0440\u043e\u0431\u043b\u0435\u043c\u0430:<\/strong>\u00a0Qdrant \u043d\u0435 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f<br><strong>\u0420\u0435\u0448\u0435\u043d\u0438\u0435:<\/strong>\u00a0\u041f\u0440\u043e\u0432\u0435\u0440\u044c\u0442\u0435 \u043b\u043e\u0433\u0438:\u00a0<code>docker-compose logs qdrant<\/code><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u041f\u0440\u043e\u0431\u043b\u0435\u043c\u0430:<\/strong>\u00a0\u041c\u0435\u0434\u043b\u0435\u043d\u043d\u044b\u0439 \u043f\u043e\u0438\u0441\u043a<br><strong>\u0420\u0435\u0448\u0435\u043d\u0438\u0435:<\/strong>\u00a0\u0423\u0432\u0435\u043b\u0438\u0447\u044c\u0442\u0435\u00a0<code>max_search_requests<\/code>\u00a0\u0438 \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0438\u0440\u0443\u0439\u0442\u0435 HNSW \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u044b<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u041f\u0440\u043e\u0431\u043b\u0435\u043c\u0430:<\/strong>\u00a0\u041d\u0435\u0445\u0432\u0430\u0442\u043a\u0430 \u043f\u0430\u043c\u044f\u0442\u0438<br><strong>\u0420\u0435\u0448\u0435\u043d\u0438\u0435:<\/strong>\u00a0\u0423\u0432\u0435\u043b\u0438\u0447\u044c\u0442\u0435 \u043b\u0438\u043c\u0438\u0442\u044b \u043f\u0430\u043c\u044f\u0442\u0438 \u0432 Docker \u0438 \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0438\u0440\u0443\u0439\u0442\u0435 \u0440\u0430\u0437\u043c\u0435\u0440 \u0438\u043d\u0434\u0435\u043a\u0441\u0430<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%9F%D0%BE%D0%BB%D0%B5%D0%B7%D0%BD%D1%8B%D0%B5_%D0%BA%D0%BE%D0%BC%D0%B0%D0%BD%D0%B4%D1%8B_%D0%B4%D0%BB%D1%8F_%D0%B4%D0%B8%D0%B0%D0%B3%D0%BD%D0%BE%D1%81%D1%82%D0%B8%D0%BA%D0%B8\"><\/span>\u041f\u043e\u043b\u0435\u0437\u043d\u044b\u0435 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0434\u043b\u044f \u0434\u0438\u0430\u0433\u043d\u043e\u0441\u0442\u0438\u043a\u0438<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code># \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0441\u0442\u0430\u0442\u0443\u0441\u0430 \u043a\u043e\u043d\u0442\u0435\u0439\u043d\u0435\u0440\u0430\ndocker-compose ps\n\n# \u041f\u0440\u043e\u0441\u043c\u043e\u0442\u0440 \u043b\u043e\u0433\u043e\u0432\ndocker-compose logs -f qdrant\n\n# \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f \u0440\u0435\u0441\u0443\u0440\u0441\u043e\u0432\ndocker stats qdrant\n\n# \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 API\ncurl http:\/\/localhost:6333\/collections\n\n# \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043c\u0435\u0442\u0440\u0438\u043a\ncurl http:\/\/localhost:6333\/metrics<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"best-practices\"><span class=\"ez-toc-section\" id=\"%D0%9B%D1%83%D1%87%D1%88%D0%B8%D0%B5_%D0%BF%D1%80%D0%B0%D0%BA%D1%82%D0%B8%D0%BA%D0%B8\"><\/span>\u041b\u0443\u0447\u0448\u0438\u0435 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-\u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c\"><span class=\"ez-toc-section\" id=\"%D0%91%D0%B5%D0%B7%D0%BE%D0%BF%D0%B0%D1%81%D0%BD%D0%BE%D1%81%D1%82%D1%8C\"><\/span>\u0411\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0439\u0442\u0435 HTTPS \u0432 production<\/li>\n\n\n\n<li>\u041d\u0430\u0441\u0442\u0440\u043e\u0439\u0442\u0435 \u0430\u0443\u0442\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044e<\/li>\n\n\n\n<li>\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u044c\u0442\u0435 \u0434\u043e\u0441\u0442\u0443\u043f \u043a API<\/li>\n\n\n\n<li>\u0420\u0435\u0433\u0443\u043b\u044f\u0440\u043d\u043e \u043e\u0431\u043d\u043e\u0432\u043b\u044f\u0439\u0442\u0435 \u043e\u0431\u0440\u0430\u0437\u044b<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-\u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435\"><span class=\"ez-toc-section\" id=\"%D0%9C%D0%B0%D1%81%D1%88%D1%82%D0%B0%D0%B1%D0%B8%D1%80%D0%BE%D0%B2%D0%B0%D0%BD%D0%B8%D0%B5\"><\/span>\u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0439\u0442\u0435 \u043a\u043b\u0430\u0441\u0442\u0435\u0440\u044b \u0434\u043b\u044f \u0431\u043e\u043b\u044c\u0448\u0438\u0445 \u043d\u0430\u0433\u0440\u0443\u0437\u043e\u043a<\/li>\n\n\n\n<li>\u041d\u0430\u0441\u0442\u0440\u043e\u0439\u0442\u0435 \u0440\u0435\u043f\u043b\u0438\u043a\u0430\u0446\u0438\u044e \u0434\u0430\u043d\u043d\u044b\u0445<\/li>\n\n\n\n<li>\u041c\u043e\u043d\u0438\u0442\u043e\u0440\u044c\u0442\u0435 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c<\/li>\n\n\n\n<li>\u041f\u043b\u0430\u043d\u0438\u0440\u0443\u0439\u0442\u0435 \u0440\u0435\u0437\u0435\u0440\u0432\u043d\u043e\u0435 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-\u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u044f\"><span class=\"ez-toc-section\" id=\"%D0%9E%D0%BF%D1%82%D0%B8%D0%BC%D0%B8%D0%B7%D0%B0%D1%86%D0%B8%D1%8F\"><\/span>\u041e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u044f<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0412\u044b\u0431\u0435\u0440\u0438\u0442\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u044b\u0435 \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u044b HNSW<\/li>\n\n\n\n<li>\u041d\u0430\u0441\u0442\u0440\u043e\u0439\u0442\u0435 \u0440\u0430\u0437\u043c\u0435\u0440\u044b \u0438\u043d\u0434\u0435\u043a\u0441\u043e\u0432<\/li>\n\n\n\n<li>\u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0439\u0442\u0435 SSD \u0434\u043b\u044f \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u044f<\/li>\n\n\n\n<li>\u041e\u043f\u0442\u0438\u043c\u0438\u0437\u0438\u0440\u0443\u0439\u0442\u0435 \u0440\u0430\u0437\u043c\u0435\u0440\u044b \u0432\u0435\u043a\u0442\u043e\u0440\u043e\u0432<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-\u043e\u0431\u0441\u043b\u0443\u0436\u0438\u0432\u0430\u043d\u0438\u0435\"><span class=\"ez-toc-section\" id=\"%D0%9E%D0%B1%D1%81%D0%BB%D1%83%D0%B6%D0%B8%D0%B2%D0%B0%D0%BD%D0%B8%D0%B5\"><\/span>\u041e\u0431\u0441\u043b\u0443\u0436\u0438\u0432\u0430\u043d\u0438\u0435<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0420\u0435\u0433\u0443\u043b\u044f\u0440\u043d\u043e \u0441\u043e\u0437\u0434\u0430\u0432\u0430\u0439\u0442\u0435 \u0431\u044d\u043a\u0430\u043f\u044b<\/li>\n\n\n\n<li>\u041c\u043e\u043d\u0438\u0442\u043e\u0440\u044c\u0442\u0435 \u043b\u043e\u0433\u0438 \u0438 \u043c\u0435\u0442\u0440\u0438\u043a\u0438<\/li>\n\n\n\n<li>\u0422\u0435\u0441\u0442\u0438\u0440\u0443\u0439\u0442\u0435 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f \u043d\u0430 staging<\/li>\n\n\n\n<li>\u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0438\u0440\u0443\u0439\u0442\u0435 \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Qdrant\u00a0\u2014 \u044d\u0442\u043e \u0441\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u0430\u044f \u0432\u0435\u043a\u0442\u043e\u0440\u043d\u0430\u044f \u0431\u0430\u0437\u0430 \u0434\u0430\u043d\u043d\u044b\u0445 \u0441 \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u043c \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u043c \u043a\u043e\u0434\u043e\u043c, \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u044c\u043d\u043e \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u043d\u0430\u044f \u0434\u043b\u044f \u0432\u044b\u0441\u043e\u043a\u043e\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u043f\u043e\u0438\u0441\u043a\u0430 \u043f\u043e \u0432\u0435\u043a\u0442\u043e\u0440\u0430\u043c. \u0412 \u044d\u0442\u043e\u043c \u043f\u043e\u0434\u0440\u043e\u0431\u043d\u043e\u043c \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0435 \u043c\u044b \u043f\u043e\u043a\u0430\u0436\u0435\u043c, \u043a\u0430\u043a \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c \u0438 \u043d\u0430\u0441\u0442\u0440\u043e\u0438\u0442\u044c Qdrant \u0432 Docker \u0434\u043b\u044f production-\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f. \u0427\u0442\u043e \u0442\u0430\u043a\u043e\u0435 Qdrant? Qdrant \u2014 \u044d\u0442\u043e \u0432\u0435\u043a\u0442\u043e\u0440\u043d\u0430\u044f \u0431\u0430\u0437\u0430 \u0434\u0430\u043d\u043d\u044b\u0445, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442: \u041f\u043e\u0447\u0435\u043c\u0443 Docker \u0434\u043b\u044f Qdrant? \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435 Docker \u0434\u043b\u044f \u0440\u0430\u0437\u0432\u0435\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u044f Qdrant \u0438\u043c\u0435\u0435\u0442 \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u043e \u043f\u0440\u0435\u0438\u043c\u0443\u0449\u0435\u0441\u0442\u0432:&hellip;&nbsp;<a href=\"https:\/\/dockerhosting.ru\/blog\/qdrant-v-docker-polnoe-rukovodstvo-po-ustanovke-i-nastrojke-vektornoj-bazy-dannyh\/\" rel=\"bookmark\">\u041f\u043e\u0434\u0440\u043e\u0431\u043d\u0435\u0435 &raquo;<span class=\"screen-reader-text\">Qdrant \u0432 Docker: \u041f\u043e\u043b\u043d\u043e\u0435 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u043e \u043f\u043e \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0435 \u0438 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0435 \u0432\u0435\u043a\u0442\u043e\u0440\u043d\u043e\u0439 \u0431\u0430\u0437\u044b \u0434\u0430\u043d\u043d\u044b\u0445<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"neve_meta_sidebar":"","neve_meta_container":"","neve_meta_enable_content_width":"","neve_meta_content_width":0,"neve_meta_title_alignment":"","neve_meta_author_avatar":"","neve_post_elements_order":"","neve_meta_disable_header":"","neve_meta_disable_footer":"","neve_meta_disable_title":"","footnotes":""},"categories":[1],"tags":[],"class_list":["post-3546","post","type-post","status-publish","format-standard","hentry","category-1"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.7 (Yoast SEO v27.8) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Qdrant \u0432 Docker: \u041f\u043e\u043b\u043d\u043e\u0435 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u043e \u043f\u043e \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0435 \u0438 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0435 \u0432\u0435\u043a\u0442\u043e\u0440\u043d\u043e\u0439 \u0431\u0430\u0437\u044b \u0434\u0430\u043d\u043d\u044b\u0445 - DockerHosting.ru<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/dockerhosting.ru\/blog\/qdrant-v-docker-polnoe-rukovodstvo-po-ustanovke-i-nastrojke-vektornoj-bazy-dannyh\/\" \/>\n<meta property=\"og:locale\" content=\"ru_RU\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Qdrant \u0432 Docker: \u041f\u043e\u043b\u043d\u043e\u0435 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u043e \u043f\u043e \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0435 \u0438 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0435 \u0432\u0435\u043a\u0442\u043e\u0440\u043d\u043e\u0439 \u0431\u0430\u0437\u044b \u0434\u0430\u043d\u043d\u044b\u0445\" \/>\n<meta property=\"og:description\" content=\"Qdrant\u00a0\u2014 \u044d\u0442\u043e \u0441\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u0430\u044f \u0432\u0435\u043a\u0442\u043e\u0440\u043d\u0430\u044f \u0431\u0430\u0437\u0430 \u0434\u0430\u043d\u043d\u044b\u0445 \u0441 \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u043c \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u043c \u043a\u043e\u0434\u043e\u043c, \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u044c\u043d\u043e \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u043d\u0430\u044f \u0434\u043b\u044f \u0432\u044b\u0441\u043e\u043a\u043e\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u043f\u043e\u0438\u0441\u043a\u0430 \u043f\u043e \u0432\u0435\u043a\u0442\u043e\u0440\u0430\u043c. \u0412 \u044d\u0442\u043e\u043c \u043f\u043e\u0434\u0440\u043e\u0431\u043d\u043e\u043c \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0435 \u043c\u044b \u043f\u043e\u043a\u0430\u0436\u0435\u043c, \u043a\u0430\u043a \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c \u0438 \u043d\u0430\u0441\u0442\u0440\u043e\u0438\u0442\u044c Qdrant \u0432 Docker \u0434\u043b\u044f production-\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f. \u0427\u0442\u043e \u0442\u0430\u043a\u043e\u0435 Qdrant? Qdrant \u2014 \u044d\u0442\u043e \u0432\u0435\u043a\u0442\u043e\u0440\u043d\u0430\u044f \u0431\u0430\u0437\u0430 \u0434\u0430\u043d\u043d\u044b\u0445, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442: \u041f\u043e\u0447\u0435\u043c\u0443 Docker \u0434\u043b\u044f Qdrant? \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435 Docker \u0434\u043b\u044f \u0440\u0430\u0437\u0432\u0435\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u044f Qdrant \u0438\u043c\u0435\u0435\u0442 \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u043e \u043f\u0440\u0435\u0438\u043c\u0443\u0449\u0435\u0441\u0442\u0432:&hellip;&nbsp;\u041f\u043e\u0434\u0440\u043e\u0431\u043d\u0435\u0435 &raquo;Qdrant \u0432 Docker: \u041f\u043e\u043b\u043d\u043e\u0435 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u043e \u043f\u043e \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0435 \u0438 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0435 \u0432\u0435\u043a\u0442\u043e\u0440\u043d\u043e\u0439 \u0431\u0430\u0437\u044b \u0434\u0430\u043d\u043d\u044b\u0445\" \/>\n<meta property=\"og:url\" content=\"https:\/\/dockerhosting.ru\/blog\/qdrant-v-docker-polnoe-rukovodstvo-po-ustanovke-i-nastrojke-vektornoj-bazy-dannyh\/\" \/>\n<meta property=\"og:site_name\" content=\"DockerHosting.ru\" \/>\n<meta property=\"article:published_time\" content=\"2025-09-08T23:55:17+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-09-09T00:05:37+00:00\" \/>\n<meta name=\"author\" content=\"\u0410\u043b\u0435\u043a\u0441\u0430\u043d\u0434\u0440\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u041d\u0430\u043f\u0438\u0441\u0430\u043d\u043e \u0430\u0432\u0442\u043e\u0440\u043e\u043c\" \/>\n\t<meta name=\"twitter:data1\" content=\"\u0410\u043b\u0435\u043a\u0441\u0430\u043d\u0434\u0440\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u041f\u0440\u0438\u043c\u0435\u0440\u043d\u043e\u0435 \u0432\u0440\u0435\u043c\u044f \u0434\u043b\u044f \u0447\u0442\u0435\u043d\u0438\u044f\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 \u043c\u0438\u043d\u0443\u0442\u044b\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/dockerhosting.ru\\\/blog\\\/qdrant-v-docker-polnoe-rukovodstvo-po-ustanovke-i-nastrojke-vektornoj-bazy-dannyh\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/dockerhosting.ru\\\/blog\\\/qdrant-v-docker-polnoe-rukovodstvo-po-ustanovke-i-nastrojke-vektornoj-bazy-dannyh\\\/\"},\"author\":{\"name\":\"\u0410\u043b\u0435\u043a\u0441\u0430\u043d\u0434\u0440\",\"@id\":\"https:\\\/\\\/dockerhosting.ru\\\/blog\\\/#\\\/schema\\\/person\\\/065a7b9ff0b6c2ae566eb818352031b4\"},\"headline\":\"Qdrant \u0432 Docker: \u041f\u043e\u043b\u043d\u043e\u0435 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u043e \u043f\u043e \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0435 \u0438 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0435 \u0432\u0435\u043a\u0442\u043e\u0440\u043d\u043e\u0439 \u0431\u0430\u0437\u044b \u0434\u0430\u043d\u043d\u044b\u0445\",\"datePublished\":\"2025-09-08T23:55:17+00:00\",\"dateModified\":\"2025-09-09T00:05:37+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/dockerhosting.ru\\\/blog\\\/qdrant-v-docker-polnoe-rukovodstvo-po-ustanovke-i-nastrojke-vektornoj-bazy-dannyh\\\/\"},\"wordCount\":486,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/dockerhosting.ru\\\/blog\\\/#organization\"},\"inLanguage\":\"ru-RU\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/dockerhosting.ru\\\/blog\\\/qdrant-v-docker-polnoe-rukovodstvo-po-ustanovke-i-nastrojke-vektornoj-bazy-dannyh\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/dockerhosting.ru\\\/blog\\\/qdrant-v-docker-polnoe-rukovodstvo-po-ustanovke-i-nastrojke-vektornoj-bazy-dannyh\\\/\",\"url\":\"https:\\\/\\\/dockerhosting.ru\\\/blog\\\/qdrant-v-docker-polnoe-rukovodstvo-po-ustanovke-i-nastrojke-vektornoj-bazy-dannyh\\\/\",\"name\":\"Qdrant \u0432 Docker: \u041f\u043e\u043b\u043d\u043e\u0435 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u043e \u043f\u043e \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0435 \u0438 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0435 \u0432\u0435\u043a\u0442\u043e\u0440\u043d\u043e\u0439 \u0431\u0430\u0437\u044b \u0434\u0430\u043d\u043d\u044b\u0445 - 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