{"id":3789,"date":"2026-05-20T15:54:07","date_gmt":"2026-05-20T12:54:07","guid":{"rendered":"https:\/\/dockerhosting.ru\/blog\/?p=3789"},"modified":"2026-05-20T15:54:08","modified_gmt":"2026-05-20T12:54:08","slug":"langgraph-v-docker-podnyatie-otkazoustojchivogo-grafa-sostoyanij-dlya-rag-agenta","status":"publish","type":"post","link":"https:\/\/dockerhosting.ru\/blog\/langgraph-v-docker-podnyatie-otkazoustojchivogo-grafa-sostoyanij-dlya-rag-agenta\/","title":{"rendered":"LangGraph \u0432 Docker: \u041f\u043e\u0434\u043d\u044f\u0442\u0438\u0435 \u043e\u0442\u043a\u0430\u0437\u043e\u0443\u0441\u0442\u043e\u0439\u0447\u0438\u0432\u043e\u0433\u043e \u0433\u0440\u0430\u0444\u0430 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0439 \u0434\u043b\u044f RAG-\u0430\u0433\u0435\u043d\u0442\u0430"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">LangGraph \u2014 \u044d\u0442\u043e \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a \u0434\u043b\u044f \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u0441\u043b\u043e\u0436\u043d\u044b\u0445 \u043c\u0443\u043b\u044c\u0442\u0438\u0430\u0433\u0435\u043d\u0442\u043d\u044b\u0445 \u0441\u0438\u0441\u0442\u0435\u043c \u0441 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435\u043c \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f\u043c\u0438. \u0412 \u044d\u0442\u043e\u043c \u043c\u0430\u043d\u0443\u0430\u043b\u0435 \u043c\u044b \u0441\u043e\u0437\u0434\u0430\u0434\u0438\u043c \u043e\u0442\u043a\u0430\u0437\u043e\u0443\u0441\u0442\u043e\u0439\u0447\u0438\u0432\u044b\u0439 RAG-\u0430\u0433\u0435\u043d\u0442, \u0440\u0430\u0431\u043e\u0442\u0430\u044e\u0449\u0438\u0439 \u0432 Docker-\u043a\u043e\u043d\u0442\u0435\u0439\u043d\u0435\u0440\u0435 \u0441 \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u0438\u0435\u043c \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f \u043c\u0435\u0436\u0434\u0443 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u043c\u0438.<\/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 ' ><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/dockerhosting.ru\/blog\/langgraph-v-docker-podnyatie-otkazoustojchivogo-grafa-sostoyanij-dlya-rag-agenta\/#%D0%9F%D0%BE%D1%87%D0%B5%D0%BC%D1%83_%D1%8D%D1%82%D0%BE_%D0%B2%D0%B0%D0%B6%D0%BD%D0%BE\" >\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0432\u0430\u0436\u043d\u043e?<\/a><\/li><\/ul><\/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\/langgraph-v-docker-podnyatie-otkazoustojchivogo-grafa-sostoyanij-dlya-rag-agenta\/#%D0%90%D1%80%D1%85%D0%B8%D1%82%D0%B5%D0%BA%D1%82%D1%83%D1%80%D0%B0_%D1%80%D0%B5%D1%88%D0%B5%D0%BD%D0%B8%D1%8F\" >\u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u0440\u0435\u0448\u0435\u043d\u0438\u044f<\/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\/langgraph-v-docker-podnyatie-otkazoustojchivogo-grafa-sostoyanij-dlya-rag-agenta\/#%D0%A8%D0%B0%D0%B3_1_%D0%A1%D1%82%D1%80%D1%83%D0%BA%D1%82%D1%83%D1%80%D0%B0_%D0%BF%D1%80%D0%BE%D0%B5%D0%BA%D1%82%D0%B0\" >\u0428\u0430\u0433 1: \u0421\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u043f\u0440\u043e\u0435\u043a\u0442\u0430<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/dockerhosting.ru\/blog\/langgraph-v-docker-podnyatie-otkazoustojchivogo-grafa-sostoyanij-dlya-rag-agenta\/#%D0%A8%D0%B0%D0%B3_2_%D0%9E%D0%BF%D1%80%D0%B5%D0%B4%D0%B5%D0%BB%D0%B5%D0%BD%D0%B8%D0%B5_%D0%B3%D1%80%D0%B0%D1%84%D0%B0_%D1%81%D0%BE%D1%81%D1%82%D0%BE%D1%8F%D0%BD%D0%B8%D0%B9_RAG-%D0%B0%D0%B3%D0%B5%D0%BD%D1%82%D0%B0\" >\u0428\u0430\u0433 2: \u041e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0433\u0440\u0430\u0444\u0430 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0439 RAG-\u0430\u0433\u0435\u043d\u0442\u0430<\/a><\/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\/langgraph-v-docker-podnyatie-otkazoustojchivogo-grafa-sostoyanij-dlya-rag-agenta\/#%D0%A8%D0%B0%D0%B3_3_%D0%9A%D0%BE%D0%BD%D1%84%D0%B8%D0%B3%D1%83%D1%80%D0%B0%D1%86%D0%B8%D1%8F_LangGraph\" >\u0428\u0430\u0433 3: \u041a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u044f LangGraph<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/dockerhosting.ru\/blog\/langgraph-v-docker-podnyatie-otkazoustojchivogo-grafa-sostoyanij-dlya-rag-agenta\/#%D0%A8%D0%B0%D0%B3_4_Docker-%D0%BA%D0%BE%D0%BD%D1%84%D0%B8%D0%B3%D1%83%D1%80%D0%B0%D1%86%D0%B8%D1%8F\" >\u0428\u0430\u0433 4: Docker-\u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u044f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/dockerhosting.ru\/blog\/langgraph-v-docker-podnyatie-otkazoustojchivogo-grafa-sostoyanij-dlya-rag-agenta\/#%D0%A8%D0%B0%D0%B3_5_%D0%97%D0%B0%D0%BF%D1%83%D1%81%D0%BA_%D0%B8_%D1%82%D0%B5%D1%81%D1%82%D0%B8%D1%80%D0%BE%D0%B2%D0%B0%D0%BD%D0%B8%D0%B5\" >\u0428\u0430\u0433 5: \u0417\u0430\u043f\u0443\u0441\u043a \u0438 \u0442\u0435\u0441\u0442\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-8\" href=\"https:\/\/dockerhosting.ru\/blog\/langgraph-v-docker-podnyatie-otkazoustojchivogo-grafa-sostoyanij-dlya-rag-agenta\/#51_%D0%97%D0%B0%D0%BF%D1%83%D1%81%D0%BA_%D1%81%D1%82%D0%B5%D0%BA%D0%B0\" >5.1 \u0417\u0430\u043f\u0443\u0441\u043a \u0441\u0442\u0435\u043a\u0430<\/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\/langgraph-v-docker-podnyatie-otkazoustojchivogo-grafa-sostoyanij-dlya-rag-agenta\/#52_%D0%A2%D0%B5%D1%81%D1%82%D0%B8%D1%80%D0%BE%D0%B2%D0%B0%D0%BD%D0%B8%D0%B5_%D1%87%D0%B5%D1%80%D0%B5%D0%B7_API\" >5.2 \u0422\u0435\u0441\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0447\u0435\u0440\u0435\u0437 API<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/dockerhosting.ru\/blog\/langgraph-v-docker-podnyatie-otkazoustojchivogo-grafa-sostoyanij-dlya-rag-agenta\/#53_%D0%9F%D1%80%D0%BE%D0%B2%D0%B5%D1%80%D0%BA%D0%B0_%D0%BE%D1%82%D0%BA%D0%B0%D0%B7%D0%BE%D1%83%D1%81%D1%82%D0%BE%D0%B9%D1%87%D0%B8%D0%B2%D0%BE%D1%81%D1%82%D0%B8\" >5.3 \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0443\u0441\u0442\u043e\u0439\u0447\u0438\u0432\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-11\" href=\"https:\/\/dockerhosting.ru\/blog\/langgraph-v-docker-podnyatie-otkazoustojchivogo-grafa-sostoyanij-dlya-rag-agenta\/#%D0%A8%D0%B0%D0%B3_6_%D0%9C%D0%BE%D0%BD%D0%B8%D1%82%D0%BE%D1%80%D0%B8%D0%BD%D0%B3_%D1%81%D0%BE%D1%81%D1%82%D0%BE%D1%8F%D0%BD%D0%B8%D1%8F\" >\u0428\u0430\u0433 6: \u041c\u043e\u043d\u0438\u0442\u043e\u0440\u0438\u043d\u0433 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/dockerhosting.ru\/blog\/langgraph-v-docker-podnyatie-otkazoustojchivogo-grafa-sostoyanij-dlya-rag-agenta\/#%D0%9F%D1%80%D0%BE%D0%B4%D0%B2%D0%B8%D0%BD%D1%83%D1%82%D1%8B%D0%B5_%D1%81%D1%86%D0%B5%D0%BD%D0%B0%D1%80%D0%B8%D0%B8_%D0%BE%D1%82%D0%BA%D0%B0%D0%B7%D0%BE%D1%83%D1%81%D1%82%D0%BE%D0%B9%D1%87%D0%B8%D0%B2%D0%BE%D1%81%D1%82%D0%B8\" >\u041f\u0440\u043e\u0434\u0432\u0438\u043d\u0443\u0442\u044b\u0435 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438 \u043e\u0442\u043a\u0430\u0437\u043e\u0443\u0441\u0442\u043e\u0439\u0447\u0438\u0432\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-13\" href=\"https:\/\/dockerhosting.ru\/blog\/langgraph-v-docker-podnyatie-otkazoustojchivogo-grafa-sostoyanij-dlya-rag-agenta\/#TTL_%D0%B4%D0%BB%D1%8F_%D0%B0%D0%B2%D1%82%D0%BE%D0%BC%D0%B0%D1%82%D0%B8%D1%87%D0%B5%D1%81%D0%BA%D0%BE%D0%B9_%D0%BE%D1%87%D0%B8%D1%81%D1%82%D0%BA%D0%B8_%D1%87%D0%B5%D0%BA%D0%BF%D0%BE%D0%B8%D0%BD%D1%82%D0%BE%D0%B2\" >TTL \u0434\u043b\u044f \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u043e\u0447\u0438\u0441\u0442\u043a\u0438 \u0447\u0435\u043a\u043f\u043e\u0438\u043d\u0442\u043e\u0432<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/dockerhosting.ru\/blog\/langgraph-v-docker-podnyatie-otkazoustojchivogo-grafa-sostoyanij-dlya-rag-agenta\/#Redis_%D0%B4%D0%BB%D1%8F_%D1%80%D0%B0%D1%81%D0%BF%D1%80%D0%B5%D0%B4%D0%B5%D0%BB%D1%91%D0%BD%D0%BD%D1%8B%D1%85_%D0%B1%D0%BB%D0%BE%D0%BA%D0%B8%D1%80%D0%BE%D0%B2%D0%BE%D0%BA\" >Redis \u0434\u043b\u044f \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u044b\u0445 \u0431\u043b\u043e\u043a\u0438\u0440\u043e\u0432\u043e\u043a<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/dockerhosting.ru\/blog\/langgraph-v-docker-podnyatie-otkazoustojchivogo-grafa-sostoyanij-dlya-rag-agenta\/#%D0%A3%D1%81%D1%82%D1%80%D0%B0%D0%BD%D0%B5%D0%BD%D0%B8%D0%B5_%D0%BD%D0%B5%D0%BF%D0%BE%D0%BB%D0%B0%D0%B4%D0%BE%D0%BA\" >\u0423\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u0438\u0435 \u043d\u0435\u043f\u043e\u043b\u0430\u0434\u043e\u043a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/dockerhosting.ru\/blog\/langgraph-v-docker-podnyatie-otkazoustojchivogo-grafa-sostoyanij-dlya-rag-agenta\/#%D0%97%D0%B0%D0%BA%D0%BB%D1%8E%D1%87%D0%B5%D0%BD%D0%B8%D0%B5\" >\u0417\u0430\u043a\u043b\u044e\u0447\u0435\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-17\" href=\"https:\/\/dockerhosting.ru\/blog\/langgraph-v-docker-podnyatie-otkazoustojchivogo-grafa-sostoyanij-dlya-rag-agenta\/#%D0%94%D0%B0%D0%BB%D1%8C%D0%BD%D0%B5%D0%B9%D1%88%D0%B5%D0%B5_%D1%83%D0%BB%D1%83%D1%87%D1%88%D0%B5%D0%BD%D0%B8%D0%B5\" >\u0414\u0430\u043b\u044c\u043d\u0435\u0439\u0448\u0435\u0435 \u0443\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h3 class=\"wp-block-heading\" id=\"h-\u043f\u043e\u0447\u0435\u043c\u0443-\u044d\u0442\u043e-\u0432\u0430\u0436\u043d\u043e\"><span class=\"ez-toc-section\" id=\"%D0%9F%D0%BE%D1%87%D0%B5%D0%BC%D1%83_%D1%8D%D1%82%D0%BE_%D0%B2%D0%B0%D0%B6%D0%BD%D0%BE\"><\/span>\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0432\u0430\u0436\u043d\u043e?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0421\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u0438\u0435 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430<\/strong>: \u0411\u0435\u0437 \u043f\u0435\u0440\u0441\u0438\u0441\u0442\u0435\u043d\u0442\u043d\u043e\u0441\u0442\u0438 \u0430\u0433\u0435\u043d\u0442 &#171;\u0437\u0430\u0431\u044b\u0432\u0430\u0435\u0442&#187; \u0432\u0441\u0451 \u043f\u043e\u0441\u043b\u0435 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0437\u0430\u043f\u0440\u043e\u0441\u0430<\/li>\n\n\n\n<li><strong>\u041e\u0442\u043a\u0430\u0437\u043e\u0443\u0441\u0442\u043e\u0439\u0447\u0438\u0432\u043e\u0441\u0442\u044c<\/strong>: \u041f\u0440\u0438 \u043f\u0430\u0434\u0435\u043d\u0438\u0438 \u0441\u0435\u0440\u0432\u0438\u0441\u0430 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0432\u043e\u0441\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0438\u0437 \u043f\u043e\u0441\u043b\u0435\u0434\u043d\u0435\u0439 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u043e\u0439 \u0442\u043e\u0447\u043a\u0438<\/li>\n\n\n\n<li><strong>\u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435<\/strong>: \u041f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u0430 \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u0430 \u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u044b\u0445 \u0441\u0435\u0441\u0441\u0438\u0439 (threads) \u0434\u043b\u044f \u0440\u0430\u0437\u043d\u044b\u0445 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439\u00a0<a href=\"https:\/\/platzi.com\/cursos\/agentes-langgraph\/checkpointers-de-landgraf-para-persistir\/\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430-\u0440\u0435\u0448\u0435\u043d\u0438\u044f\"><span class=\"ez-toc-section\" id=\"%D0%90%D1%80%D1%85%D0%B8%D1%82%D0%B5%D0%BA%D1%82%D1%83%D1%80%D0%B0_%D1%80%D0%B5%D1%88%D0%B5%D0%BD%D0%B8%D1%8F\"><\/span>\u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u0440\u0435\u0448\u0435\u043d\u0438\u044f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"889\" height=\"1024\" src=\"https:\/\/dockerhosting.ru\/blog\/wp-content\/uploads\/2026\/05\/deepseek_mermaid_20260520_c89bd9-889x1024.png\" alt=\"\" class=\"wp-image-3790\" srcset=\"https:\/\/dockerhosting.ru\/blog\/wp-content\/uploads\/2026\/05\/deepseek_mermaid_20260520_c89bd9-889x1024.png 889w, https:\/\/dockerhosting.ru\/blog\/wp-content\/uploads\/2026\/05\/deepseek_mermaid_20260520_c89bd9-260x300.png 260w, https:\/\/dockerhosting.ru\/blog\/wp-content\/uploads\/2026\/05\/deepseek_mermaid_20260520_c89bd9-768x885.png 768w, https:\/\/dockerhosting.ru\/blog\/wp-content\/uploads\/2026\/05\/deepseek_mermaid_20260520_c89bd9-1333x1536.png 1333w, https:\/\/dockerhosting.ru\/blog\/wp-content\/uploads\/2026\/05\/deepseek_mermaid_20260520_c89bd9-1777x2048.png 1777w\" sizes=\"auto, (max-width: 889px) 100vw, 889px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th class=\"has-text-align-left\" data-align=\"left\">\u041a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u041d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u041f\u043e\u0447\u0435\u043c\u0443 \u0432\u0430\u0436\u0435\u043d<\/th><\/tr><\/thead><tbody><tr><td><strong>PostgreSQL<\/strong><\/td><td>\u0425\u0440\u0430\u043d\u0435\u043d\u0438\u0435 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u044b\u0445 \u0442\u043e\u0447\u0435\u043a \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f<\/td><td>\u041f\u0435\u0440\u0441\u0438\u0441\u0442\u0435\u043d\u0442\u043d\u043e\u0441\u0442\u044c, \u0432\u043e\u0441\u0441\u0442\u0430\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u043e\u0441\u043b\u0435 \u0441\u0431\u043e\u0435\u0432&nbsp;<a href=\"https:\/\/platzi.com\/cursos\/agentes-langgraph\/checkpointers-de-landgraf-para-persistir\/\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/td><\/tr><tr><td><strong>Redis<\/strong><\/td><td>\u041e\u0447\u0435\u0440\u0435\u0434\u044c \u0437\u0430\u0434\u0430\u0447 \u0438 \u0441\u0442\u0440\u0438\u043c\u0438\u043d\u0433<\/td><td>\u041e\u0442\u043a\u0430\u0437\u043e\u0443\u0441\u0442\u043e\u0439\u0447\u0438\u0432\u043e\u0441\u0442\u044c \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439<\/td><\/tr><tr><td><strong>LangGraph API<\/strong><\/td><td>\u0412\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u0433\u0440\u0430\u0444\u0430 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0439<\/td><td>\u0426\u0435\u043d\u0442\u0440\u0430\u043b\u044c\u043d\u044b\u0439 \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440 \u0430\u0433\u0435\u043d\u0442\u043e\u0432<\/td><\/tr><tr><td><strong>Checkpointer<\/strong><\/td><td>\u041c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u0441\u043d\u0430\u043f\u0448\u043e\u0442\u043e\u0432 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f<\/td><td>\u041f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0438\u0442\u044c \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u043f\u043e\u0441\u043b\u0435 \u0440\u0435\u0441\u0442\u0430\u0440\u0442\u0430<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%A8%D0%B0%D0%B3_1_%D0%A1%D1%82%D1%80%D1%83%D0%BA%D1%82%D1%83%D1%80%D0%B0_%D0%BF%D1%80%D0%BE%D0%B5%D0%BA%D1%82%D0%B0\"><\/span>\u0428\u0430\u0433 1: \u0421\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u043f\u0440\u043e\u0435\u043a\u0442\u0430<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0421\u043e\u0437\u0434\u0430\u0434\u0438\u043c \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0443\u044e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0434\u0438\u0440\u0435\u043a\u0442\u043e\u0440\u0438\u0439:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">text<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">langgraph-rag-fault-tolerant\/\n\u251c\u2500\u2500 docker-compose.yml\n\u251c\u2500\u2500 .env\n\u251c\u2500\u2500 langgraph.json\n\u251c\u2500\u2500 agents\/\n\u2502   \u2514\u2500\u2500 rag_agent.py\n\u251c\u2500\u2500 requirements.txt\n\u2514\u2500\u2500 Dockerfile<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">bash<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">mkdir -p langgraph-rag-fault-tolerant\/agents\ncd langgraph-rag-fault-tolerant<\/pre>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%A8%D0%B0%D0%B3_2_%D0%9E%D0%BF%D1%80%D0%B5%D0%B4%D0%B5%D0%BB%D0%B5%D0%BD%D0%B8%D0%B5_%D0%B3%D1%80%D0%B0%D1%84%D0%B0_%D1%81%D0%BE%D1%81%D1%82%D0%BE%D1%8F%D0%BD%D0%B8%D0%B9_RAG-%D0%B0%D0%B3%D0%B5%D0%BD%D1%82%D0%B0\"><\/span>\u0428\u0430\u0433 2: \u041e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0433\u0440\u0430\u0444\u0430 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0439 RAG-\u0430\u0433\u0435\u043d\u0442\u0430<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0421\u043e\u0437\u0434\u0430\u0434\u0438\u043c \u0430\u0433\u0435\u043d\u0442\u0430 \u0441 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u043e\u0439 \u0440\u0435\u043b\u0435\u0432\u0430\u043d\u0442\u043d\u043e\u0441\u0442\u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u2014 \u044d\u0442\u043e \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0432\u0430\u0436\u043d\u043e \u0434\u043b\u044f RAG-\u0441\u0438\u0441\u0442\u0435\u043c, \u0447\u0442\u043e\u0431\u044b \u0438\u0437\u0431\u0435\u0436\u0430\u0442\u044c \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u0439 \u043f\u0440\u0438 \u043d\u0435\u0440\u0435\u043b\u0435\u0432\u0430\u043d\u0442\u043d\u044b\u0445 \u0437\u0430\u043f\u0440\u043e\u0441\u0430\u0445&nbsp;<a href=\"https:\/\/github.com\/Fizmath\/Agentic_RAG_APP\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong><code>agents\/rag_agent.py<\/code><\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">python<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">from typing import TypedDict, Annotated, List, Literal\nfrom langgraph.graph import StateGraph, END\nfrom langgraph.graph.message import add_messages\nfrom langgraph.checkpoint.postgres import PostgresSaver\nfrom langchain_core.messages import BaseMessage, AIMessage, HumanMessage\nfrom langchain_openai import ChatOpenAI, OpenAIEmbeddings\nfrom langchain_community.vectorstores import Qdrant\nfrom langchain.text_splitter import RecursiveCharacterTextSplitter\nfrom langchain_community.document_loaders import TextLoader\nimport os\n\n<em># === 1. \u041e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f ===<\/em>\nclass RAGState(TypedDict):\n    \"\"\"\u0421\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0433\u0440\u0430\u0444\u0430 \u2014 \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u0435\u0442\u0441\u044f \u0432 checkpoint\"\"\"\n    messages: Annotated[List[BaseMessage], add_messages]\n    documents: List[str]\n    is_relevant: bool\n    retry_count: int\n\n<em># === 2. \u0418\u043d\u0438\u0446\u0438\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f LLM \u0438 Vector Store ===<\/em>\nllm = ChatOpenAI(model=\"gpt-4o-mini\", temperature=0)\nembeddings = OpenAIEmbeddings()\n\n<em># \u041f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u043a Qdrant (\u043c\u043e\u0436\u043d\u043e \u0437\u0430\u043c\u0435\u043d\u0438\u0442\u044c \u043d\u0430 \u0432\u0430\u0448 \u0432\u0435\u043a\u0442\u043e\u0440\u043d\u044b\u0439 storage)<\/em>\nvector_store = Qdrant.from_existing_collection(\n    embeddings=embeddings,\n    collection_name=\"rag_docs\",\n    url=os.getenv(\"QDRANT_URL\", \"http:\/\/localhost:6333\")\n)\n\n<em># === 3. \u041e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0443\u0437\u043b\u043e\u0432 \u0433\u0440\u0430\u0444\u0430 ===<\/em>\ndef retrieve(state: RAGState):\n    \"\"\"\u0423\u0437\u0435\u043b: \u043f\u043e\u0438\u0441\u043a \u0440\u0435\u043b\u0435\u0432\u0430\u043d\u0442\u043d\u044b\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432\"\"\"\n    last_message = state[\"messages\"][-1].content\n    docs = vector_store.similarity_search(last_message, k=3)\n    return {\"documents\": [doc.page_content for doc in docs]}\n\ndef check_relevance(state: RAGState):\n    \"\"\"\u0423\u0437\u0435\u043b: \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0440\u0435\u043b\u0435\u0432\u0430\u043d\u0442\u043d\u043e\u0441\u0442\u0438 \u043d\u0430\u0439\u0434\u0435\u043d\u043d\u044b\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432\"\"\"\n    if not state[\"documents\"]:\n        return {\"is_relevant\": False}\n    \n    prompt = f\"\"\"\u041e\u0446\u0435\u043d\u0438, \u043e\u0442\u0432\u0435\u0447\u0430\u044e\u0442 \u043b\u0438 \u043d\u0430\u0439\u0434\u0435\u043d\u043d\u044b\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f.\n    \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b: {state['documents'][:500]}\n    \u0412\u043e\u043f\u0440\u043e\u0441: {state['messages'][-1].content}\n    \u041e\u0442\u0432\u0435\u0442\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u0414\u0410 \u0438\u043b\u0438 \u041d\u0415\u0422:\"\"\"\n    \n    response = llm.invoke(prompt)\n    is_relevant = \"\u0434\u0430\" in response.content.lower()\n    return {\"is_relevant\": is_relevant}\n\ndef generate_answer(state: RAGState):\n    \"\"\"\u0423\u0437\u0435\u043b: \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u043e\u0442\u0432\u0435\u0442\u0430 \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432\"\"\"\n    context = \"\\n\\n\".join(state[\"documents\"])\n    prompt = f\"\"\"\u041d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430 \u043e\u0442\u0432\u0435\u0442\u044c \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f.\n    \n    \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442: {context}\n    \u0412\u043e\u043f\u0440\u043e\u0441: {state['messages'][-1].content}\n    \n    \u0415\u0441\u043b\u0438 \u0432 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0435 \u043d\u0435\u0442 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438, \u0441\u043a\u0430\u0436\u0438 \u043e\u0431 \u044d\u0442\u043e\u043c \u0447\u0435\u0441\u0442\u043d\u043e.\"\"\"\n    \n    response = llm.invoke(prompt)\n    return {\"messages\": [AIMessage(content=response.content)]}\n\ndef fallback_response(state: RAGState):\n    \"\"\"\u0423\u0437\u0435\u043b: \u043e\u0442\u0432\u0435\u0442 \u0431\u0435\u0437 RAG (\u043a\u043e\u0433\u0434\u0430 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b \u043d\u0435 \u0440\u0435\u043b\u0435\u0432\u0430\u043d\u0442\u043d\u044b)\"\"\"\n    response = llm.invoke(\n        f\"\u041e\u0442\u0432\u0435\u0442\u044c \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044f \u0441\u0432\u043e\u0438 \u0437\u043d\u0430\u043d\u0438\u044f (\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b \u043d\u0435 \u043d\u0430\u0439\u0434\u0435\u043d\u044b): {state['messages'][-1].content}\"\n    )\n    return {\"messages\": [AIMessage(content=response.content)], \"retry_count\": state.get(\"retry_count\", 0) + 1}\n\ndef should_continue(state: RAGState) -&gt; Literal[\"generate_answer\", \"fallback_response\", \"retrieve\"]:\n    \"\"\"\u0423\u0441\u043b\u043e\u0432\u043d\u044b\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434: \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u044f \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u0440\u0435\u043b\u0435\u0432\u0430\u043d\u0442\u043d\u043e\u0441\u0442\u0438\"\"\"\n    if state[\"is_relevant\"]:\n        return \"generate_answer\"\n    elif state.get(\"retry_count\", 0) &lt; 2:\n        <em># \u041f\u043e\u0432\u0442\u043e\u0440\u043d\u044b\u0439 \u043f\u043e\u0438\u0441\u043a \u0441 \u043f\u0435\u0440\u0435\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u043e\u0439 (\u043c\u043e\u0436\u043d\u043e \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c query rewriting)<\/em>\n        return \"retrieve\"\n    else:\n        return \"fallback_response\"\n\n<em># === 4. \u0421\u0431\u043e\u0440\u043a\u0430 \u0433\u0440\u0430\u0444\u0430 ===<\/em>\ndef create_rag_graph(checkpointer):\n    \"\"\"\u0421\u043e\u0437\u0434\u0430\u043d\u0438\u0435 \u0433\u0440\u0430\u0444\u0430 \u0441 persistence\"\"\"\n    graph = StateGraph(RAGState)\n    \n    <em># \u0414\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u0443\u0437\u043b\u043e\u0432<\/em>\n    graph.add_node(\"retrieve\", retrieve)\n    graph.add_node(\"check_relevance\", check_relevance)\n    graph.add_node(\"generate_answer\", generate_answer)\n    graph.add_node(\"fallback_response\", fallback_response)\n    \n    <em># \u041e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u0432<\/em>\n    graph.set_entry_point(\"retrieve\")\n    graph.add_edge(\"retrieve\", \"check_relevance\")\n    graph.add_conditional_edges(\n        \"check_relevance\",\n        should_continue,\n        {\n            \"generate_answer\": \"generate_answer\",\n            \"fallback_response\": \"fallback_response\",\n            \"retrieve\": \"retrieve\"\n        }\n    )\n    graph.add_edge(\"generate_answer\", END)\n    graph.add_edge(\"fallback_response\", END)\n    \n    <em># \u041a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044f \u0441 checkpointer'\u043e\u043c \u2014 \u044d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u043e\u0442\u043a\u0430\u0437\u043e\u0443\u0441\u0442\u043e\u0439\u0447\u0438\u0432\u043e\u0441\u0442\u044c!<\/em>\n    return graph.compile(checkpointer=checkpointer)\n\n<em># === 5. \u0418\u043d\u0438\u0446\u0438\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u043f\u0440\u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0435 ===<\/em>\ndef get_app():\n    \"\"\"\u0424\u0430\u0431\u0440\u0438\u043a\u0430 \u0434\u043b\u044f LangGraph Server\"\"\"\n    <em># \u041f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u043a PostgreSQL \u0434\u043b\u044f \u0447\u0435\u043a\u043f\u043e\u0438\u043d\u0442\u043e\u0432<\/em>\n    conn_string = os.getenv(\n        \"DATABASE_URL\",\n        \"postgresql:\/\/postgres:postgres@postgres:5432\/langgraph\"\n    )\n    \n    <em># \u0418\u043d\u0438\u0446\u0438\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f PostgresSaver \u0441 \u0442\u0430\u0431\u043b\u0438\u0446\u0435\u0439 \u0447\u0435\u043a\u043f\u043e\u0438\u043d\u0442\u043e\u0432<\/em>\n    checkpointer = PostgresSaver.from_conn_string(conn_string)\n    checkpointer.setup()  <em># \u0421\u043e\u0437\u0434\u0430\u043d\u0438\u0435 \u0442\u0430\u0431\u043b\u0438\u0446, \u0435\u0441\u043b\u0438 \u0438\u0445 \u043d\u0435\u0442<\/em>\n    \n    return create_rag_graph(checkpointer)\n\n<em># \u042d\u043a\u0441\u043f\u043e\u0440\u0442 \u0434\u043b\u044f LangGraph Server<\/em>\napp = get_app()<\/pre>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%A8%D0%B0%D0%B3_3_%D0%9A%D0%BE%D0%BD%D1%84%D0%B8%D0%B3%D1%83%D1%80%D0%B0%D1%86%D0%B8%D1%8F_LangGraph\"><\/span>\u0428\u0430\u0433 3: \u041a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u044f LangGraph<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong><code>langgraph.json<\/code><\/strong>&nbsp;\u2014 \u043a\u043e\u043d\u0444\u0438\u0433 \u0434\u043b\u044f LangGraph CLI:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">json<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">{\n    \"dependencies\": [\".\"],\n    \"graphs\": {\n        \"rag_agent\": \".\/agents\/rag_agent.py:app\"\n    },\n    \"env\": \".env\",\n    \"checkpointer\": {\n        \"type\": \"postgres\",\n        \"conn_string\": \"${DATABASE_URL}\"\n    }\n}<\/pre>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%A8%D0%B0%D0%B3_4_Docker-%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>\u0428\u0430\u0433 4: Docker-\u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u044f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong><code>requirements.txt<\/code><\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">text<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">langgraph&gt;=0.2.0\nlanggraph-checkpoint-postgres&gt;=0.1.0\nlangchain-openai&gt;=0.1.0\nlangchain-community&gt;=0.2.0\nqdrant-client&gt;=1.9.0\npsycopg2-binary&gt;=2.9.0<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\"><strong><code>Dockerfile<\/code><\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">dockerfile<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">FROM python:3.11-slim\n\nWORKDIR \/app\n\n# \u0423\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0445 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0435\u0439\nRUN apt-get update &amp;&amp; apt-get install -y \\\n    gcc \\\n    libpq-dev \\\n    &amp;&amp; rm -rf \/var\/lib\/apt\/lists\/*\n\nCOPY requirements.txt .\nRUN pip install --no-cache-dir -r requirements.txt\n\n# \u041a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u043a\u043e\u0434\u0430 \u0430\u0433\u0435\u043d\u0442\u0430\nCOPY agents\/ .\/agents\/\nCOPY langgraph.json .\n\n# \u0423\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 LangGraph CLI\nRUN pip install langgraph-cli\n\nEXPOSE 8123\n\n# \u0417\u0430\u043f\u0443\u0441\u043a LangGraph \u0441\u0435\u0440\u0432\u0435\u0440\u0430\nCMD [\"langgraph\", \"serve\", \"--host\", \"0.0.0.0\", \"--port\", \"8123\"]<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\"><strong><code>docker-compose.yml<\/code><\/strong>&nbsp;\u2014 \u043f\u043e\u043b\u043d\u044b\u0439 \u0441\u0442\u0435\u043a \u0441 \u043e\u0442\u043a\u0430\u0437\u043e\u0443\u0441\u0442\u043e\u0439\u0447\u0438\u0432\u043e\u0441\u0442\u044c\u044e:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">yaml<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">version: '3.8'\n\nservices:\n  postgres:\n    image: postgres:15\n    environment:\n      POSTGRES_USER: postgres\n      POSTGRES_PASSWORD: postgres\n      POSTGRES_DB: langgraph\n    volumes:\n      - postgres_data:\/var\/lib\/postgresql\/data\n    ports:\n      - \"5432:5432\"\n    healthcheck:\n      test: [\"CMD-SHELL\", \"pg_isready -U postgres\"]\n      interval: 10s\n      timeout: 5s\n      retries: 5\n    restart: unless-stopped\n    deploy:\n      resources:\n        limits:\n          memory: 512M\n\n  redis:\n    image: redis:7-alpine\n    command: redis-server --appendonly yes\n    volumes:\n      - redis_data:\/data\n    ports:\n      - \"6379:6379\"\n    healthcheck:\n      test: [\"CMD\", \"redis-cli\", \"ping\"]\n      interval: 10s\n      timeout: 5s\n      retries: 5\n    restart: unless-stopped\n    deploy:\n      resources:\n        limits:\n          memory: 256M\n\n  qdrant:\n    image: qdrant\/qdrant:latest\n    volumes:\n      - qdrant_data:\/qdrant\/storage\n    ports:\n      - \"6333:6333\"\n    restart: unless-stopped\n\n  langgraph-api:\n    build: .\n    environment:\n      OPENAI_API_KEY: ${OPENAI_API_KEY}\n      DATABASE_URL: postgresql:\/\/postgres:postgres@postgres:5432\/langgraph\n      REDIS_URL: redis:\/\/redis:6379\n      QDRANT_URL: http:\/\/qdrant:6333\n    ports:\n      - \"8123:8123\"\n    depends_on:\n      postgres:\n        condition: service_healthy\n      redis:\n        condition: service_healthy\n      qdrant:\n        condition: service_started\n    restart: unless-stopped\n    deploy:\n      resources:\n        limits:\n          memory: 1G\n          cpus: '1.0'\n        reservations:\n          memory: 512M\n          cpus: '0.5'\n\nvolumes:\n  postgres_data:\n  redis_data:\n  qdrant_data:<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\"><strong><code>.env<\/code><\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">bash<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">OPENAI_API_KEY=sk-your-key-here\n<em># \u041e\u043f\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e \u0434\u043b\u044f LangSmith<\/em>\nLANGSMITH_API_KEY=your-langsmith-key\nLANGSMITH_TRACING=true<\/pre>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%A8%D0%B0%D0%B3_5_%D0%97%D0%B0%D0%BF%D1%83%D1%81%D0%BA_%D0%B8_%D1%82%D0%B5%D1%81%D1%82%D0%B8%D1%80%D0%BE%D0%B2%D0%B0%D0%BD%D0%B8%D0%B5\"><\/span>\u0428\u0430\u0433 5: \u0417\u0430\u043f\u0443\u0441\u043a \u0438 \u0442\u0435\u0441\u0442\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\"><span class=\"ez-toc-section\" id=\"51_%D0%97%D0%B0%D0%BF%D1%83%D1%81%D0%BA_%D1%81%D1%82%D0%B5%D0%BA%D0%B0\"><\/span>5.1 \u0417\u0430\u043f\u0443\u0441\u043a \u0441\u0442\u0435\u043a\u0430<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">bash<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\"><em># \u041f\u043e\u0434\u043d\u044f\u0442\u0438\u0435 \u0432\u0441\u0435\u0445 \u0441\u0435\u0440\u0432\u0438\u0441\u043e\u0432<\/em>\ndocker-compose up -d\n\n<em># \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0441\u0442\u0430\u0442\u0443\u0441\u0430<\/em>\ndocker-compose ps\n\n<em># \u041f\u0440\u043e\u0441\u043c\u043e\u0442\u0440 \u043b\u043e\u0433\u043e\u0432 API<\/em>\ndocker-compose logs -f langgraph-api<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"52_%D0%A2%D0%B5%D1%81%D1%82%D0%B8%D1%80%D0%BE%D0%B2%D0%B0%D0%BD%D0%B8%D0%B5_%D1%87%D0%B5%D1%80%D0%B5%D0%B7_API\"><\/span>5.2 \u0422\u0435\u0441\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0447\u0435\u0440\u0435\u0437 API<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">bash<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\"><em># \u0421\u043e\u0437\u0434\u0430\u043d\u0438\u0435 \u043d\u043e\u0432\u043e\u0433\u043e \u043f\u043e\u0442\u043e\u043a\u0430 (thread) \u2014 \u0430\u043d\u0430\u043b\u043e\u0433 \u0441\u0435\u0441\u0441\u0438\u0438 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f<\/em>\ncurl -X POST http:\/\/localhost:8123\/threads \\\n  -H \"Content-Type: application\/json\" \\\n  -d '{}'\n\n<em># \u041e\u0442\u043f\u0440\u0430\u0432\u043a\u0430 \u0437\u0430\u043f\u0440\u043e\u0441\u0430 \u0441 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u043e\u0439 \u043a thread_id<\/em>\ncurl -X POST http:\/\/localhost:8123\/runs\/stream \\\n  -H \"Content-Type: application\/json\" \\\n  -d '{\n    \"assistant_id\": \"rag_agent\",\n    \"thread_id\": \"user_123_session_1\",\n    \"input\": {\n      \"messages\": [\n        {\"role\": \"human\", \"content\": \"\u0427\u0442\u043e \u0442\u0430\u043a\u043e\u0435 reward hacking?\"}\n      ]\n    }\n  }'<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"53_%D0%9F%D1%80%D0%BE%D0%B2%D0%B5%D1%80%D0%BA%D0%B0_%D0%BE%D1%82%D0%BA%D0%B0%D0%B7%D0%BE%D1%83%D1%81%D1%82%D0%BE%D0%B9%D1%87%D0%B8%D0%B2%D0%BE%D1%81%D1%82%D0%B8\"><\/span>5.3 \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0443\u0441\u0442\u043e\u0439\u0447\u0438\u0432\u043e\u0441\u0442\u0438<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">bash<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\"><em># 1. \u041e\u0442\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u043c \u0437\u0430\u043f\u0440\u043e\u0441 \u0441 \u0434\u043b\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u043e\u0439<\/em>\n<em># 2. \u041f\u0435\u0440\u0435\u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u043c API \u0441\u0435\u0440\u0432\u0438\u0441<\/em>\ndocker-compose restart langgraph-api\n\n<em># 3. \u041e\u0442\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u043c \u0442\u043e\u0442 \u0436\u0435 \u0437\u0430\u043f\u0440\u043e\u0441 \u0441 \u0442\u0435\u043c \u0436\u0435 thread_id<\/em>\n<em># \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0432\u043e\u0441\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0438\u0442 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435!<\/em><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%A8%D0%B0%D0%B3_6_%D0%9C%D0%BE%D0%BD%D0%B8%D1%82%D0%BE%D1%80%D0%B8%D0%BD%D0%B3_%D1%81%D0%BE%D1%81%D1%82%D0%BE%D1%8F%D0%BD%D0%B8%D1%8F\"><\/span>\u0428\u0430\u0433 6: \u041c\u043e\u043d\u0438\u0442\u043e\u0440\u0438\u043d\u0433 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u041f\u043e\u0434\u043a\u043b\u044e\u0447\u0438\u0442\u0435\u0441\u044c \u043a PostgreSQL \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044c\u0442\u0435 \u0441\u043e\u0445\u0440\u0430\u043d\u0451\u043d\u043d\u044b\u0435 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u044b\u0435 \u0442\u043e\u0447\u043a\u0438:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">bash<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">docker-compose exec postgres psql -U postgres -d langgraph<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">sql<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\"><em>-- \u041f\u0440\u043e\u0441\u043c\u043e\u0442\u0440 \u0432\u0441\u0435\u0445 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u044b\u0445 \u0442\u043e\u0447\u0435\u043a<\/em>\nSELECT \n    thread_id,\n    checkpoint_id,\n    parent_checkpoint_id,\n    checkpoint -&gt;&gt; 'messages' as messages\nFROM checkpoints\nORDER BY checkpoint_id DESC\nLIMIT 10;\n\n<em>-- \u0421\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0430 \u043f\u043e \u043f\u043e\u0442\u043e\u043a\u0430\u043c<\/em>\nSELECT \n    thread_id,\n    COUNT(*) as checkpoint_count,\n    MAX(ts) as last_update\nFROM checkpoints\nGROUP BY thread_id;<\/pre>\n\n\n\n<h2 class=\"wp-block-heading\"><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%B5_%D1%81%D1%86%D0%B5%D0%BD%D0%B0%D1%80%D0%B8%D0%B8_%D0%BE%D1%82%D0%BA%D0%B0%D0%B7%D0%BE%D1%83%D1%81%D1%82%D0%BE%D0%B9%D1%87%D0%B8%D0%B2%D0%BE%D1%81%D1%82%D0%B8\"><\/span>\u041f\u0440\u043e\u0434\u0432\u0438\u043d\u0443\u0442\u044b\u0435 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438 \u043e\u0442\u043a\u0430\u0437\u043e\u0443\u0441\u0442\u043e\u0439\u0447\u0438\u0432\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=\"TTL_%D0%B4%D0%BB%D1%8F_%D0%B0%D0%B2%D1%82%D0%BE%D0%BC%D0%B0%D1%82%D0%B8%D1%87%D0%B5%D1%81%D0%BA%D0%BE%D0%B9_%D0%BE%D1%87%D0%B8%D1%81%D1%82%D0%BA%D0%B8_%D1%87%D0%B5%D0%BA%D0%BF%D0%BE%D0%B8%D0%BD%D1%82%D0%BE%D0%B2\"><\/span>TTL \u0434\u043b\u044f \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u043e\u0447\u0438\u0441\u0442\u043a\u0438 \u0447\u0435\u043a\u043f\u043e\u0438\u043d\u0442\u043e\u0432<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">python<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">from langgraph.checkpoint.postgres import PostgresSaver\nfrom datetime import timedelta\n\ncheckpointer = PostgresSaver.from_conn_string(conn_string)\ncheckpointer.setup()\n\n<em># \u0423\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 TTL \u2014 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0445\u0440\u0430\u043d\u0438\u0442\u0441\u044f 7 \u0434\u043d\u0435\u0439<\/em>\ncheckpointer.set_ttl(thread_id=\"user_123\", ttl=timedelta(days=7))<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Redis_%D0%B4%D0%BB%D1%8F_%D1%80%D0%B0%D1%81%D0%BF%D1%80%D0%B5%D0%B4%D0%B5%D0%BB%D1%91%D0%BD%D0%BD%D1%8B%D1%85_%D0%B1%D0%BB%D0%BE%D0%BA%D0%B8%D1%80%D0%BE%D0%B2%D0%BE%D0%BA\"><\/span>Redis \u0434\u043b\u044f \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u044b\u0445 \u0431\u043b\u043e\u043a\u0438\u0440\u043e\u0432\u043e\u043a<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0414\u043e\u0431\u0430\u0432\u044c\u0442\u0435 \u0432&nbsp;<code>docker-compose.yml<\/code>:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">yaml<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">redis:\n  image: redis:7-alpine\n  command: redis-server --appendonly yes --requirepass ${REDIS_PASSWORD}<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u0412 \u043a\u043e\u0434\u0435 \u0430\u0433\u0435\u043d\u0442\u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0439\u0442\u0435 Redis \u0434\u043b\u044f \u043f\u0440\u0435\u0434\u043e\u0442\u0432\u0440\u0430\u0449\u0435\u043d\u0438\u044f \u043a\u043e\u043d\u043a\u0443\u0440\u0435\u043d\u0442\u043d\u044b\u0445 \u0437\u0430\u043f\u0443\u0441\u043a\u043e\u0432 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u043e\u0442\u043e\u043a\u0430:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">python<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">import redis\nr = redis.Redis(host='redis', port=6379, decode_responses=True)\n\ndef with_lock(thread_id: str):\n    \"\"\"\u0414\u0435\u043a\u043e\u0440\u0430\u0442\u043e\u0440 \u0434\u043b\u044f \u0431\u043b\u043e\u043a\u0438\u0440\u043e\u0432\u043a\u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f\"\"\"\n    def decorator(func):\n        def wrapper(*args, **kwargs):\n            lock_key = f\"lock:{thread_id}\"\n            if r.setnx(lock_key, \"locked\"):\n                r.expire(lock_key, 60)  <em># timeout 60 \u0441\u0435\u043a<\/em>\n                try:\n                    return func(*args, **kwargs)\n                finally:\n                    r.delete(lock_key)\n            else:\n                raise Exception(f\"Thread {thread_id} already processing\")\n        return wrapper\n    return decorator<\/pre>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%A3%D1%81%D1%82%D1%80%D0%B0%D0%BD%D0%B5%D0%BD%D0%B8%D0%B5_%D0%BD%D0%B5%D0%BF%D0%BE%D0%BB%D0%B0%D0%B4%D0%BE%D0%BA\"><\/span>\u0423\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u0438\u0435 \u043d\u0435\u043f\u043e\u043b\u0430\u0434\u043e\u043a<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th class=\"has-text-align-left\" data-align=\"left\">\u041f\u0440\u043e\u0431\u043b\u0435\u043c\u0430<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u0420\u0435\u0448\u0435\u043d\u0438\u0435<\/th><\/tr><\/thead><tbody><tr><td><code>PostgresSaver<\/code>&nbsp;\u043d\u0435 \u043d\u0430\u0439\u0434\u0435\u043d<\/td><td>\u0423\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0435&nbsp;<code>langgraph-checkpoint-postgres<\/code><\/td><\/tr><tr><td>\u0427\u0435\u043a\u043f\u043e\u0438\u043d\u0442\u044b \u043d\u0435 \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u044e\u0442\u0441\u044f<\/td><td>\u041f\u0440\u043e\u0432\u0435\u0440\u044c\u0442\u0435&nbsp;<code>DATABASE_URL<\/code>&nbsp;\u0438 \u043f\u0440\u0430\u0432\u0430 \u043d\u0430 \u0437\u0430\u043f\u0438\u0441\u044c<\/td><\/tr><tr><td>&#171;No checkpoint found for thread&#187;<\/td><td>\u0423\u0431\u0435\u0434\u0438\u0442\u0435\u0441\u044c, \u0447\u0442\u043e&nbsp;<code>thread_id<\/code>&nbsp;\u043f\u0435\u0440\u0435\u0434\u0430\u043d \u0432\u043e \u0432\u0441\u0435\u0445 \u0437\u0430\u043f\u0440\u043e\u0441\u0430\u0445<\/td><\/tr><tr><td>GIL \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u044b\u0435 \u0437\u0430\u043f\u0440\u043e\u0441\u044b<\/td><td>\u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0439\u0442\u0435&nbsp;<code>uvicorn --workers 4<\/code>&nbsp;\u0434\u043b\u044f \u0430\u0441\u0438\u043d\u0445\u0440\u043e\u043d\u043d\u043e\u0439 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%97%D0%B0%D0%BA%D0%BB%D1%8E%D1%87%D0%B5%D0%BD%D0%B8%D0%B5\"><\/span>\u0417\u0430\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0412\u044b \u0441\u043e\u0437\u0434\u0430\u043b\u0438 \u043e\u0442\u043a\u0430\u0437\u043e\u0443\u0441\u0442\u043e\u0439\u0447\u0438\u0432\u044b\u0439 RAG-\u0430\u0433\u0435\u043d\u0442 \u043d\u0430 LangGraph \u0432 Docker \u0441\u043e \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u043c\u0438 \u0445\u0430\u0440\u0430\u043a\u0442\u0435\u0440\u0438\u0441\u0442\u0438\u043a\u0430\u043c\u0438:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2705&nbsp;<strong>\u041f\u0435\u0440\u0441\u0438\u0441\u0442\u0435\u043d\u0442\u043d\u043e\u0441\u0442\u044c \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f<\/strong>&nbsp;\u2014 PostgreSQL \u0445\u0440\u0430\u043d\u0438\u0442 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u044b\u0435 \u0442\u043e\u0447\u043a\u0438, \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044f \u0432\u043e\u0441\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u043f\u043e\u0441\u043b\u0435 \u0440\u0435\u0441\u0442\u0430\u0440\u0442\u0430<br>\u2705&nbsp;<strong>\u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u043c\u043e\u0441\u0442\u044c<\/strong>&nbsp;\u2014 Redis \u0438 thread_id \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u044e\u0442 \u0438\u0437\u043e\u043b\u044f\u0446\u0438\u044e \u0441\u0435\u0441\u0441\u0438\u0439 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439&nbsp;<a href=\"https:\/\/platzi.com\/cursos\/agentes-langgraph\/checkpointers-de-landgraf-para-persistir\/\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><br>\u2705&nbsp;<strong>\u041e\u0442\u043a\u0430\u0437\u043e\u0443\u0441\u0442\u043e\u0439\u0447\u0438\u0432\u043e\u0441\u0442\u044c<\/strong>&nbsp;\u2014 Healthchecks \u0438 restart policies \u0432 Docker Compose<br>\u2705&nbsp;<strong>RAG-\u043b\u043e\u0433\u0438\u043a\u0430<\/strong>&nbsp;\u2014 \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0440\u0435\u043b\u0435\u0432\u0430\u043d\u0442\u043d\u043e\u0441\u0442\u0438 \u043f\u0440\u0435\u0434\u043e\u0442\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u0438 \u043f\u0440\u0438 \u043d\u0435\u0440\u0435\u043b\u0435\u0432\u0430\u043d\u0442\u043d\u044b\u0445 \u0437\u0430\u043f\u0440\u043e\u0441\u0430\u0445&nbsp;<a href=\"https:\/\/github.com\/Fizmath\/Agentic_RAG_APP\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%94%D0%B0%D0%BB%D1%8C%D0%BD%D0%B5%D0%B9%D1%88%D0%B5%D0%B5_%D1%83%D0%BB%D1%83%D1%87%D1%88%D0%B5%D0%BD%D0%B8%D0%B5\"><\/span>\u0414\u0430\u043b\u044c\u043d\u0435\u0439\u0448\u0435\u0435 \u0443\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u0413\u043e\u0440\u0438\u0437\u043e\u043d\u0442\u0430\u043b\u044c\u043d\u043e\u0435 \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435<\/strong>\u00a0\u2014 \u0434\u043e\u0431\u0430\u0432\u044c\u0442\u0435\u00a0<code>langgraph-api<\/code>\u00a0\u0440\u0435\u043f\u043b\u0438\u043a\u0438 \u0441 \u0431\u0430\u043b\u0430\u043d\u0441\u0438\u0440\u043e\u0432\u0449\u0438\u043a\u043e\u043c<\/li>\n\n\n\n<li><strong>\u0410\u0441\u0438\u043d\u0445\u0440\u043e\u043d\u043d\u044b\u0435 \u0443\u0437\u043b\u044b<\/strong>\u00a0\u2014 \u043f\u0435\u0440\u0435\u043f\u0438\u0448\u0438\u0442\u0435 \u0443\u0437\u043b\u044b \u043d\u0430 async \u0434\u043b\u044f \u043b\u0443\u0447\u0448\u0435\u0439 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u0438<\/li>\n\n\n\n<li><strong>\u041c\u043e\u043d\u0438\u0442\u043e\u0440\u0438\u043d\u0433<\/strong>\u00a0\u2014 \u0438\u043d\u0442\u0435\u0433\u0440\u0438\u0440\u0443\u0439\u0442\u0435 Prometheus + Grafana \u0434\u043b\u044f \u043c\u0435\u0442\u0440\u0438\u043a \u0447\u0435\u043a\u043f\u043e\u0438\u043d\u0442\u043e\u0432<\/li>\n\n\n\n<li><strong>\u0428\u0438\u0444\u0440\u043e\u0432\u0430\u043d\u0438\u0435<\/strong>\u00a0\u2014 \u0434\u043e\u0431\u0430\u0432\u044c\u0442\u0435 \u0448\u0438\u0444\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f \u0432 Postgres \u0434\u043b\u044f sensitive data\u00a0<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>LangGraph \u2014 \u044d\u0442\u043e \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a \u0434\u043b\u044f \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u0441\u043b\u043e\u0436\u043d\u044b\u0445 \u043c\u0443\u043b\u044c\u0442\u0438\u0430\u0433\u0435\u043d\u0442\u043d\u044b\u0445 \u0441\u0438\u0441\u0442\u0435\u043c \u0441 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435\u043c \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f\u043c\u0438. \u0412 \u044d\u0442\u043e\u043c \u043c\u0430\u043d\u0443\u0430\u043b\u0435 \u043c\u044b \u0441\u043e\u0437\u0434\u0430\u0434\u0438\u043c \u043e\u0442\u043a\u0430\u0437\u043e\u0443\u0441\u0442\u043e\u0439\u0447\u0438\u0432\u044b\u0439 RAG-\u0430\u0433\u0435\u043d\u0442, \u0440\u0430\u0431\u043e\u0442\u0430\u044e\u0449\u0438\u0439 \u0432 Docker-\u043a\u043e\u043d\u0442\u0435\u0439\u043d\u0435\u0440\u0435 \u0441 \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u0438\u0435\u043c \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f \u043c\u0435\u0436\u0434\u0443 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u043c\u0438. \u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0432\u0430\u0436\u043d\u043e? \u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u041a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442 \u041d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u041f\u043e\u0447\u0435\u043c\u0443 \u0432\u0430\u0436\u0435\u043d PostgreSQL \u0425\u0440\u0430\u043d\u0435\u043d\u0438\u0435 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u044b\u0445 \u0442\u043e\u0447\u0435\u043a \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f \u041f\u0435\u0440\u0441\u0438\u0441\u0442\u0435\u043d\u0442\u043d\u043e\u0441\u0442\u044c, \u0432\u043e\u0441\u0441\u0442\u0430\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u043e\u0441\u043b\u0435 \u0441\u0431\u043e\u0435\u0432&nbsp; Redis \u041e\u0447\u0435\u0440\u0435\u0434\u044c \u0437\u0430\u0434\u0430\u0447 \u0438 \u0441\u0442\u0440\u0438\u043c\u0438\u043d\u0433 \u041e\u0442\u043a\u0430\u0437\u043e\u0443\u0441\u0442\u043e\u0439\u0447\u0438\u0432\u043e\u0441\u0442\u044c \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 LangGraph API&hellip;&nbsp;<a href=\"https:\/\/dockerhosting.ru\/blog\/langgraph-v-docker-podnyatie-otkazoustojchivogo-grafa-sostoyanij-dlya-rag-agenta\/\" rel=\"bookmark\">\u041f\u043e\u0434\u0440\u043e\u0431\u043d\u0435\u0435 &raquo;<span class=\"screen-reader-text\">LangGraph \u0432 Docker: \u041f\u043e\u0434\u043d\u044f\u0442\u0438\u0435 \u043e\u0442\u043a\u0430\u0437\u043e\u0443\u0441\u0442\u043e\u0439\u0447\u0438\u0432\u043e\u0433\u043e \u0433\u0440\u0430\u0444\u0430 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0439 \u0434\u043b\u044f RAG-\u0430\u0433\u0435\u043d\u0442\u0430<\/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-3789","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>LangGraph \u0432 Docker: \u041f\u043e\u0434\u043d\u044f\u0442\u0438\u0435 \u043e\u0442\u043a\u0430\u0437\u043e\u0443\u0441\u0442\u043e\u0439\u0447\u0438\u0432\u043e\u0433\u043e \u0433\u0440\u0430\u0444\u0430 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0439 \u0434\u043b\u044f RAG-\u0430\u0433\u0435\u043d\u0442\u0430 - 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\/langgraph-v-docker-podnyatie-otkazoustojchivogo-grafa-sostoyanij-dlya-rag-agenta\/\" \/>\n<meta property=\"og:locale\" content=\"ru_RU\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"LangGraph \u0432 Docker: \u041f\u043e\u0434\u043d\u044f\u0442\u0438\u0435 \u043e\u0442\u043a\u0430\u0437\u043e\u0443\u0441\u0442\u043e\u0439\u0447\u0438\u0432\u043e\u0433\u043e \u0433\u0440\u0430\u0444\u0430 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0439 \u0434\u043b\u044f RAG-\u0430\u0433\u0435\u043d\u0442\u0430\" \/>\n<meta property=\"og:description\" content=\"LangGraph \u2014 \u044d\u0442\u043e \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a \u0434\u043b\u044f \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u0441\u043b\u043e\u0436\u043d\u044b\u0445 \u043c\u0443\u043b\u044c\u0442\u0438\u0430\u0433\u0435\u043d\u0442\u043d\u044b\u0445 \u0441\u0438\u0441\u0442\u0435\u043c \u0441 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435\u043c \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f\u043c\u0438. \u0412 \u044d\u0442\u043e\u043c \u043c\u0430\u043d\u0443\u0430\u043b\u0435 \u043c\u044b \u0441\u043e\u0437\u0434\u0430\u0434\u0438\u043c \u043e\u0442\u043a\u0430\u0437\u043e\u0443\u0441\u0442\u043e\u0439\u0447\u0438\u0432\u044b\u0439 RAG-\u0430\u0433\u0435\u043d\u0442, \u0440\u0430\u0431\u043e\u0442\u0430\u044e\u0449\u0438\u0439 \u0432 Docker-\u043a\u043e\u043d\u0442\u0435\u0439\u043d\u0435\u0440\u0435 \u0441 \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u0438\u0435\u043c \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f \u043c\u0435\u0436\u0434\u0443 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u043c\u0438. \u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0432\u0430\u0436\u043d\u043e? \u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u041a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442 \u041d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u041f\u043e\u0447\u0435\u043c\u0443 \u0432\u0430\u0436\u0435\u043d PostgreSQL \u0425\u0440\u0430\u043d\u0435\u043d\u0438\u0435 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u044b\u0445 \u0442\u043e\u0447\u0435\u043a \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f \u041f\u0435\u0440\u0441\u0438\u0441\u0442\u0435\u043d\u0442\u043d\u043e\u0441\u0442\u044c, \u0432\u043e\u0441\u0441\u0442\u0430\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u043e\u0441\u043b\u0435 \u0441\u0431\u043e\u0435\u0432&nbsp; Redis \u041e\u0447\u0435\u0440\u0435\u0434\u044c \u0437\u0430\u0434\u0430\u0447 \u0438 \u0441\u0442\u0440\u0438\u043c\u0438\u043d\u0433 \u041e\u0442\u043a\u0430\u0437\u043e\u0443\u0441\u0442\u043e\u0439\u0447\u0438\u0432\u043e\u0441\u0442\u044c \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 LangGraph API&hellip;&nbsp;\u041f\u043e\u0434\u0440\u043e\u0431\u043d\u0435\u0435 &raquo;LangGraph \u0432 Docker: \u041f\u043e\u0434\u043d\u044f\u0442\u0438\u0435 \u043e\u0442\u043a\u0430\u0437\u043e\u0443\u0441\u0442\u043e\u0439\u0447\u0438\u0432\u043e\u0433\u043e \u0433\u0440\u0430\u0444\u0430 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0439 \u0434\u043b\u044f RAG-\u0430\u0433\u0435\u043d\u0442\u0430\" \/>\n<meta property=\"og:url\" content=\"https:\/\/dockerhosting.ru\/blog\/langgraph-v-docker-podnyatie-otkazoustojchivogo-grafa-sostoyanij-dlya-rag-agenta\/\" \/>\n<meta property=\"og:site_name\" content=\"DockerHosting.ru\" \/>\n<meta property=\"article:published_time\" content=\"2026-05-20T12:54:07+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-05-20T12:54:08+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/dockerhosting.ru\/blog\/wp-content\/uploads\/2026\/05\/deepseek_mermaid_20260520_c89bd9-scaled.png\" \/>\n\t<meta property=\"og:image:width\" content=\"2222\" \/>\n\t<meta property=\"og:image:height\" content=\"2560\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\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=\"2 \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\\\/langgraph-v-docker-podnyatie-otkazoustojchivogo-grafa-sostoyanij-dlya-rag-agenta\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/dockerhosting.ru\\\/blog\\\/langgraph-v-docker-podnyatie-otkazoustojchivogo-grafa-sostoyanij-dlya-rag-agenta\\\/\"},\"author\":{\"name\":\"\u0410\u043b\u0435\u043a\u0441\u0430\u043d\u0434\u0440\",\"@id\":\"https:\\\/\\\/dockerhosting.ru\\\/blog\\\/#\\\/schema\\\/person\\\/065a7b9ff0b6c2ae566eb818352031b4\"},\"headline\":\"LangGraph \u0432 Docker: \u041f\u043e\u0434\u043d\u044f\u0442\u0438\u0435 \u043e\u0442\u043a\u0430\u0437\u043e\u0443\u0441\u0442\u043e\u0439\u0447\u0438\u0432\u043e\u0433\u043e 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