{"id":106839,"date":"2025-04-30T02:02:12","date_gmt":"2025-04-29T21:32:12","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/%d8%b3%d8%a7%d8%ae%d8%aa-%da%a9%d8%af-%d8%8c-%db%8c%da%a9-%d8%b9%d8%a7%d9%85%d9%84-%d8%a8%d8%b1%d8%a7%db%8c-%d9%be%d8%a7%db%8c%da%af%d8%a7%d9%87-%da%a9%d8%af-%d8%ae%d9%88%d8%af-%d8%b1%d8%a7-%d8%a8\/"},"modified":"2025-04-30T02:02:12","modified_gmt":"2025-04-29T21:32:12","slug":"%d8%b3%d8%a7%d8%ae%d8%aa-%da%a9%d8%af-%d8%8c-%db%8c%da%a9-%d8%b9%d8%a7%d9%85%d9%84-%d8%a8%d8%b1%d8%a7%db%8c-%d9%be%d8%a7%db%8c%da%af%d8%a7%d9%87-%da%a9%d8%af-%d8%ae%d9%88%d8%af-%d8%b1%d8%a7-%d8%a8","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/%d8%b3%d8%a7%d8%ae%d8%aa-%da%a9%d8%af-%d8%8c-%db%8c%da%a9-%d8%b9%d8%a7%d9%85%d9%84-%d8%a8%d8%b1%d8%a7%db%8c-%d9%be%d8%a7%db%8c%da%af%d8%a7%d9%87-%da%a9%d8%af-%d8%ae%d9%88%d8%af-%d8%b1%d8%a7-%d8%a8\/","title":{"rendered":"\u0633\u0627\u062e\u062a \u06a9\u062f \u060c \u06cc\u06a9 \u0639\u0627\u0645\u0644 \u0628\u0631\u0627\u06cc \u067e\u0627\u06cc\u06af\u0627\u0647 \u06a9\u062f \u062e\u0648\u062f \u0631\u0627 \u0628\u0633\u0627\u0632\u06cc\u062f"},"content":{"rendered":"<div data-article-id=\"2446754\" id=\"article-body\">\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_84 counter-hierarchy ez-toc-counter-rtl ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0641\u0647\u0631\u0633\u062a \u0645\u0637\u0627\u0644\u0628<\/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:\/\/nabfollower.com\/blog\/%d8%b3%d8%a7%d8%ae%d8%aa-%da%a9%d8%af-%d8%8c-%db%8c%da%a9-%d8%b9%d8%a7%d9%85%d9%84-%d8%a8%d8%b1%d8%a7%db%8c-%d9%be%d8%a7%db%8c%da%af%d8%a7%d9%87-%da%a9%d8%af-%d8%ae%d9%88%d8%af-%d8%b1%d8%a7-%d8%a8\/#%D9%85%D9%82%D8%AF%D9%85%D9%87\" >\u0645\u0642\u062f\u0645\u0647<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/nabfollower.com\/blog\/%d8%b3%d8%a7%d8%ae%d8%aa-%da%a9%d8%af-%d8%8c-%db%8c%da%a9-%d8%b9%d8%a7%d9%85%d9%84-%d8%a8%d8%b1%d8%a7%db%8c-%d9%be%d8%a7%db%8c%da%af%d8%a7%d9%87-%da%a9%d8%af-%d8%ae%d9%88%d8%af-%d8%b1%d8%a7-%d8%a8\/#%D8%AA%D9%86%D8%B8%DB%8C%D9%85_%D9%85%D8%AD%DB%8C%D8%B7\" >\u062a\u0646\u0638\u06cc\u0645 \u0645\u062d\u06cc\u0637<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/nabfollower.com\/blog\/%d8%b3%d8%a7%d8%ae%d8%aa-%da%a9%d8%af-%d8%8c-%db%8c%da%a9-%d8%b9%d8%a7%d9%85%d9%84-%d8%a8%d8%b1%d8%a7%db%8c-%d9%be%d8%a7%db%8c%da%af%d8%a7%d9%87-%da%a9%d8%af-%d8%ae%d9%88%d8%af-%d8%b1%d8%a7-%d8%a8\/#%D9%85%D8%B5%D8%B1%D9%81_%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7\" >\u0645\u0635\u0631\u0641 \u062f\u0627\u062f\u0647 \u0647\u0627<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/nabfollower.com\/blog\/%d8%b3%d8%a7%d8%ae%d8%aa-%da%a9%d8%af-%d8%8c-%db%8c%da%a9-%d8%b9%d8%a7%d9%85%d9%84-%d8%a8%d8%b1%d8%a7%db%8c-%d9%be%d8%a7%db%8c%da%af%d8%a7%d9%87-%da%a9%d8%af-%d8%ae%d9%88%d8%af-%d8%b1%d8%a7-%d8%a8\/#%D8%B7%D8%B1%D8%A7%D8%AD%DB%8C_%DA%AF%D8%B1%D8%AF%D8%B4_%DA%A9%D8%A7%D8%B1_%D8%B9%D8%A7%D9%85%D9%84\" >\u0637\u0631\u0627\u062d\u06cc \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u0639\u0627\u0645\u0644<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/nabfollower.com\/blog\/%d8%b3%d8%a7%d8%ae%d8%aa-%da%a9%d8%af-%d8%8c-%db%8c%da%a9-%d8%b9%d8%a7%d9%85%d9%84-%d8%a8%d8%b1%d8%a7%db%8c-%d9%be%d8%a7%db%8c%da%af%d8%a7%d9%87-%da%a9%d8%af-%d8%ae%d9%88%d8%af-%d8%b1%d8%a7-%d8%a8\/#1_%D8%A7%D8%A8%D8%B2%D8%A7%D8%B1%D9%87%D8%A7\" >1. \u0627\u0628\u0632\u0627\u0631\u0647\u0627<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/nabfollower.com\/blog\/%d8%b3%d8%a7%d8%ae%d8%aa-%da%a9%d8%af-%d8%8c-%db%8c%da%a9-%d8%b9%d8%a7%d9%85%d9%84-%d8%a8%d8%b1%d8%a7%db%8c-%d9%be%d8%a7%db%8c%da%af%d8%a7%d9%87-%da%a9%d8%af-%d8%ae%d9%88%d8%af-%d8%b1%d8%a7-%d8%a8\/#2_%D8%B7%D8%B1%D8%A7%D8%AD%DB%8C_%D9%88_%D8%AE%D8%AF%D9%85%D8%AA_%D8%A8%D9%87_%D9%86%D9%85%D8%A7%DB%8C%D9%86%D8%AF%D9%87\" >2. \u0637\u0631\u0627\u062d\u06cc \u0648 \u062e\u062f\u0645\u062a \u0628\u0647 \u0646\u0645\u0627\u06cc\u0646\u062f\u0647<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/nabfollower.com\/blog\/%d8%b3%d8%a7%d8%ae%d8%aa-%da%a9%d8%af-%d8%8c-%db%8c%da%a9-%d8%b9%d8%a7%d9%85%d9%84-%d8%a8%d8%b1%d8%a7%db%8c-%d9%be%d8%a7%db%8c%da%af%d8%a7%d9%87-%da%a9%d8%af-%d8%ae%d9%88%d8%af-%d8%b1%d8%a7-%d8%a8\/#3_%D8%B1%D8%A7%D8%A8%D8%B7_%DA%A9%D8%A7%D8%B1%D8%A8%D8%B1%DB%8C\" >3. \u0631\u0627\u0628\u0637 \u06a9\u0627\u0631\u0628\u0631\u06cc<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/nabfollower.com\/blog\/%d8%b3%d8%a7%d8%ae%d8%aa-%da%a9%d8%af-%d8%8c-%db%8c%da%a9-%d8%b9%d8%a7%d9%85%d9%84-%d8%a8%d8%b1%d8%a7%db%8c-%d9%be%d8%a7%db%8c%da%af%d8%a7%d9%87-%da%a9%d8%af-%d8%ae%d9%88%d8%af-%d8%b1%d8%a7-%d8%a8\/#%D9%BE%D8%A7%DB%8C%D8%A7%D9%86\" >\u067e\u0627\u06cc\u0627\u0646<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%D9%85%D9%82%D8%AF%D9%85%D9%87\"><\/span>\n<p>  \u0645\u0642\u062f\u0645\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0647 \u062a\u0627\u0632\u06af\u06cc \u060c \u0645\u0646 \u0628\u0627 \u0627\u062a\u0648\u0645\u0627\u0633\u06cc\u0648\u0646 \u0645\u0635\u0631\u0641 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0647 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0631\u062f\u0627\u0631 \u0627\u0631\u062a\u0628\u0627\u0637 \u0628\u0631\u0642\u0631\u0627\u0631 \u06a9\u0631\u062f\u0647 \u0627\u0645 \u060c \u0648 \u0628\u0627 \u0622\u0646 \u0631\u0648\u0628\u0631\u0648 \u0634\u062f\u0645 <code>ingest-anything<\/code>\u060c \u06a9\u0647 \u0645\u0646 \u062f\u0631 \u0622\u062e\u0631\u06cc\u0646 \u067e\u0633\u062a \u062e\u0648\u062f \u062f\u0631\u0628\u0627\u0631\u0647 \u0622\u0646 \u0635\u062d\u0628\u062a \u06a9\u0631\u062f\u0645.<br \/>\u067e\u0633 \u0627\u0632 \u0627\u0646\u062a\u0634\u0627\u0631 \u0686\u0648\u0646\u06a9\u06cc <code>CodeChunker<\/code>\u060c \u0645\u0646 \u062a\u0635\u0645\u06cc\u0645 \u06af\u0631\u0641\u062a\u0645 \u06a9\u0647 \u0645\u0635\u0631\u0641 \u06a9\u062f \u0631\u0627 \u062f\u0631 \u062f\u0627\u062e\u0644 \u0648\u0627\u0631\u062f \u06a9\u0646\u0645 <code>ingest-anything<\/code>\u060c \u0648 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u062f\u0631 \u0627\u06cc\u0646 \u067e\u0633\u062a LinkedIn \u060c \u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u0646 \u0646\u0633\u062e\u0647 \u062c\u062f\u06cc\u062f \u0631\u0627 \u0627\u0639\u0644\u0627\u0645 \u06a9\u0631\u062f\u0645 \u060c \u062f\u0631 \u0645\u0648\u0631\u062f \u0622\u0646 \u0628\u062e\u0648\u0627\u0646\u06cc\u062f:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fn5raouf12c67d3jb7cfr.png\" alt=\"\u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"800\" height=\"991\" title=\"\"><\/p>\n<p>\u062a\u0646\u0647\u0627 \u06a9\u0627\u0631\u06cc \u06a9\u0647 \u0628\u0627\u06cc\u062f \u0627\u0646\u062c\u0627\u0645 \u0634\u0648\u062f \u0627\u06cc\u0646 \u0628\u0648\u062f \u06a9\u0647 \u0686\u06cc\u0632\u06cc \u0631\u0627 \u0628\u0633\u0627\u0632\u0645 \u06a9\u0647 \u0628\u062a\u0648\u0627\u0646\u062f \u0642\u062f\u0631\u062a \u0645\u0635\u0631\u0641 \u06a9\u062f \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0628\u0631\u062f\u0627\u0631 \u0646\u0634\u0627\u0646 \u062f\u0647\u062f \u060c \u0648 \u0628\u0644\u0627\u0641\u0627\u0635\u0644\u0647 \u062f\u0631 \u0630\u0647\u0646 \u0645\u0646 \u06a9\u0644\u06cc\u06a9 \u06a9\u0631\u062f: &#8220;\u0686\u0631\u0627 \u0645\u0646 \u06a9\u0644 \u067e\u0627\u06cc\u06af\u0627\u0647 \u06a9\u062f \u062e\u0648\u062f \u0631\u0627 \u0627\u0632 \u062a\u0645\u0631\u06cc\u0646\u0627\u062a \u062d\u0644 \u0634\u062f\u0647 \u0627\u0632 \u062a\u0645\u0631\u06cc\u0646\u06cc \u0645\u0635\u0631\u0641 \u0646\u0645\u06cc \u06a9\u0646\u0645\u061f&#8221;<br \/>\u0627\u06cc\u0646\u06af\u0648\u0646\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0645\u0646 Code-Ragent \u060c \u062f\u0633\u062a\u06cc\u0627\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u062f\u0648\u0633\u062a\u0627\u0646\u0647 \u0634\u0645\u0627 \u0631\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u06a9\u062f \u0647\u0627\u06cc \u0634\u062e\u0635\u06cc \u0634\u0645\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u0645 \u0648 \u062f\u0631 \u062c\u0633\u062a\u062c\u0648\u06cc \u0648\u0628 \u067e\u0627\u06cc\u0647 \u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 \u0627\u0645. \u0627\u06cc\u0646 \u0633\u0627\u062e\u062a\u0645\u0627\u0646 \u062f\u0631 \u0628\u0627\u0644\u0627\u06cc GPT-4.1 \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u062a\u0648\u0633\u0637 OpenAi \u060c Linkup \u060c Llamaindex \u060c Qdrant \u060c FastAPI \u0648 Streamlit \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. <br \/>\u0633\u0627\u062e\u062a\u0645\u0627\u0646 \u0627\u06cc\u0646 \u067e\u0631\u0648\u0698\u0647 \u0628\u0627 \u0647\u062f\u0641 \u062a\u0647\u06cc\u0647 \u06cc\u06a9 \u0639\u0627\u0645\u0644 \u0642\u0627\u0628\u0644 \u062a\u06a9\u0631\u0627\u0631 \u0648 \u0633\u0627\u0632\u06af\u0627\u0631 \u0627\u0646\u062c\u0627\u0645 \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0645\u0631\u062f\u0645 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0631 \u0627\u0633\u0627\u0633 \u0646\u06cc\u0627\u0632\u0647\u0627\u06cc \u062e\u0648\u062f \u0633\u0641\u0627\u0631\u0634\u06cc \u0633\u0627\u0632\u06cc \u06a9\u0646\u0646\u062f \u0648 \u0627\u0632 \u0633\u0647 \u0645\u0631\u062d\u0644\u0647 \u062a\u0634\u06a9\u06cc\u0644 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<ul>\n<li>\u062a\u0646\u0638\u06cc\u0645 \u0645\u062d\u06cc\u0637<\/li>\n<li>\u062a\u0647\u06cc\u0647 \u0648 \u0645\u0635\u0631\u0641 \u062f\u0627\u062f\u0647 \u0647\u0627<\/li>\n<li>\u0637\u0631\u0627\u062d\u06cc \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u0639\u0627\u0645\u0644<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"%D8%AA%D9%86%D8%B8%DB%8C%D9%85_%D9%85%D8%AD%DB%8C%D8%B7\"><\/span>\n<p>  \u062a\u0646\u0638\u06cc\u0645 \u0645\u062d\u06cc\u0637<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0645\u0646 \u0634\u062e\u0635\u0627\u064b \u062f\u0648\u0633\u062a \u062f\u0627\u0631\u0645 \u0645\u062d\u06cc\u0637 \u062e\u0648\u062f \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Conda \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u0645 \u060c \u0647\u0645\u0686\u0646\u06cc\u0646 \u0628\u0647 \u0627\u06cc\u0646 \u062f\u0644\u06cc\u0644 \u06a9\u0647 \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0642\u0627\u0628\u0644 \u062d\u0645\u0644 \u0627\u0633\u062a \u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0645\u0627 \u0627\u06cc\u0646 \u0645\u0633\u06cc\u0631 \u0631\u0627 \u062f\u0646\u0628\u0627\u0644 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>conda create <span class=\"nt\">-y<\/span> <span class=\"nt\">-n<\/span> code-ragent <span class=\"nv\">python<\/span><span class=\"o\">=<\/span>3.11 <span class=\"c\"># you don't necessarily need to specify 3.11, it's for reproducibility purposes<\/span>\nconda activate code-ragent\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u062d\u0627\u0644 \u0628\u06cc\u0627\u06cc\u06cc\u062f \u062a\u0645\u0627\u0645 \u0628\u0633\u062a\u0647 \u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0631\u0627 \u062f\u0631 \u0645\u062d\u06cc\u0637 \u062e\u0648\u062f \u0646\u0635\u0628 \u06a9\u0646\u06cc\u0645:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>python3 <span class=\"nt\">-m<\/span> pip <span class=\"nb\">install <\/span>ingest-anything streamlit\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><code>ingest-anything<\/code>  \u062f\u0631 \u062d\u0627\u0644 \u062d\u0627\u0636\u0631 \u062a\u0645\u0627\u0645 \u0628\u0633\u062a\u0647 \u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0645\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u06af\u0631\u0641\u062a\u0646 \u06a9\u062f \u0648 \u06a9\u0627\u0631 \u062e\u0648\u062f \u062f\u0631 \u062d\u0627\u0644 \u0627\u062c\u0631\u0627 \u0645\u06cc \u06a9\u0646\u062f \u060c \u0641\u0642\u0637 \u0628\u0627\u06cc\u062f \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u0645 <code>streamlit<\/code>\u060c \u06a9\u0647 \u0645\u0627 \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u062c\u0644\u0648\u06cc \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.<\/p>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u06cc\u06a9 \u0646\u0645\u0648\u0646\u0647 Qdrant \u060c \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0628\u0631\u062f\u0627\u0631 \u060c \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u062d\u0644\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Docker \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u0646\u06cc\u0645:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>docker run <span class=\"nt\">-p<\/span> 6333:6333 <span class=\"nt\">-p<\/span> 6334:6334 qdrant\/qdrant:latest\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h2><span class=\"ez-toc-section\" id=\"%D9%85%D8%B5%D8%B1%D9%81_%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7\"><\/span>\n<p>  \u0645\u0635\u0631\u0641 \u062f\u0627\u062f\u0647 \u0647\u0627<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0634\u0631\u0648\u0639 \u060c \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0642\u0628\u0644\u0627\u064b \u06af\u0641\u062a\u0645 \u060c \u0645\u062e\u0632\u0646 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0648 Go \u0645\u0646 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f \u060c \u06a9\u0647 \u0634\u0627\u0645\u0644 \u062a\u0645\u0631\u06cc\u0646\u0627\u062a \u062d\u0644 \u0634\u062f\u0647 GO \u0627\u0633\u062a \u06a9\u0647 \u0627\u0632 \u062a\u0645\u0631\u06cc\u0646\u0627\u062a \u0646\u0627\u0634\u06cc \u0645\u06cc \u0634\u0648\u062f. \u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0627 \u06a9\u0644\u0648\u0646 \u06a9\u0631\u062f\u0646 \u0622\u0646 \u0645\u062e\u0632\u0646 \u0631\u0627 \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u0646\u06cc\u0645:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>git clone https:\/\/github.com\/AstraBert\/learning-go\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0648 \u0627\u06a9\u0646\u0648\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u062a\u0645\u0627\u0645 \u067e\u0631\u0648\u0646\u062f\u0647 \u0647\u0627\u06cc GO \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0622\u0646 \u060c \u062f\u0631 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0647\u0627\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u062e\u0648\u062f \u0631\u0627 \u0628\u0647 \u0634\u0631\u062d \u0632\u06cc\u0631 \u0628\u062f\u0633\u062a \u0622\u0648\u0631\u06cc\u0645:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"kn\">import<\/span> <span class=\"n\">os<\/span>\n\n<span class=\"n\">files<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[]<\/span>\n<span class=\"k\">for<\/span> <span class=\"n\">root<\/span><span class=\"p\">,<\/span> <span class=\"n\">_<\/span><span class=\"p\">,<\/span> <span class=\"n\">fls<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">os<\/span><span class=\"p\">.<\/span><span class=\"nf\">walk<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">.\/learning-go<\/span><span class=\"sh\">\"<\/span><span class=\"p\">):<\/span>\n    <span class=\"k\">for<\/span> <span class=\"n\">f<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">fls<\/span><span class=\"p\">:<\/span>\n        <span class=\"k\">if<\/span> <span class=\"n\">f<\/span><span class=\"p\">.<\/span><span class=\"nf\">endswith<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">.go<\/span><span class=\"sh\">\"<\/span><span class=\"p\">):<\/span>\n    <span class=\"err\">\u00a0<\/span> <span class=\"err\">\u00a0<\/span> <span class=\"err\">\u00a0<\/span> <span class=\"err\">\u00a0<\/span> <span class=\"n\">files<\/span><span class=\"p\">.<\/span><span class=\"nf\">append<\/span><span class=\"p\">(<\/span><span class=\"n\">os<\/span><span class=\"p\">.<\/span><span class=\"n\">path<\/span><span class=\"p\">.<\/span><span class=\"nf\">join<\/span><span class=\"p\">(<\/span><span class=\"n\">root<\/span><span class=\"p\">,<\/span> <span class=\"n\">f<\/span><span class=\"p\">))<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u062d\u0627\u0644 \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0647\u0645\u0647 \u067e\u0631\u0648\u0646\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0627 <code>ingest-anything<\/code>:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"kn\">from<\/span> <span class=\"n\">ingest_anything.ingestion<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">IngestCode<\/span>\n<span class=\"kn\">from<\/span> <span class=\"n\">qdrant_client<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">QdrantClient<\/span><span class=\"p\">,<\/span> <span class=\"n\">AsyncQdrantClient<\/span>\n\n<span class=\"n\">client<\/span> <span class=\"o\">=<\/span> <span class=\"nc\">QdrantClient<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">http:\/\/localhost:6333<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">aclient<\/span> <span class=\"o\">=<\/span> <span class=\"nc\">AsyncQdrantClient<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">http:\/\/localhost:6333<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">ingestor<\/span> <span class=\"o\">=<\/span> <span class=\"nc\">IngestCode<\/span><span class=\"p\">(<\/span><span class=\"n\">qdrant_client<\/span><span class=\"o\">=<\/span><span class=\"n\">client<\/span><span class=\"p\">,<\/span> <span class=\"n\">async_qdrant_client<\/span><span class=\"o\">=<\/span><span class=\"n\">aclient<\/span><span class=\"p\">,<\/span> <span class=\"n\">collection_name<\/span><span class=\"o\">=<\/span><span class=\"sh\">\"<\/span><span class=\"s\">go-code<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span><span class=\"n\">hybrid_search<\/span><span class=\"o\">=<\/span><span class=\"bp\">True<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">vector_index<\/span> <span class=\"o\">=<\/span> <span class=\"n\">ingestor<\/span><span class=\"p\">.<\/span><span class=\"nf\">ingest<\/span><span class=\"p\">(<\/span><span class=\"n\">files<\/span><span class=\"o\">=<\/span><span class=\"n\">files<\/span><span class=\"p\">,<\/span> <span class=\"n\">embedding_model<\/span><span class=\"o\">=<\/span><span class=\"sh\">\"<\/span><span class=\"s\">Shuu12121\/CodeSearch-ModernBERT-Owl<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">language<\/span><span class=\"o\">=<\/span><span class=\"sh\">\"<\/span><span class=\"s\">go<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0648 \u0627\u06cc\u0646 \u0647\u0645\u0627\u0646 \u0627\u0633\u062a: \u0645\u062c\u0645\u0648\u0639\u0647 <code>go-code<\/code> \u0627\u06a9\u0646\u0648\u0646 \u062f\u0631 QDRANT \u062a\u0646\u0638\u06cc\u0645 \u0648 \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0627\u0633\u062a \u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u062f\u0633\u062a \u062e\u0648\u062f \u0631\u0627 \u062f\u0631 \u0648\u0627\u0642\u0639 \u062f\u0631 \u0637\u0631\u0627\u062d\u06cc \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u0642\u0631\u0627\u0631 \u062f\u0647\u06cc\u0645.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D8%B7%D8%B1%D8%A7%D8%AD%DB%8C_%DA%AF%D8%B1%D8%AF%D8%B4_%DA%A9%D8%A7%D8%B1_%D8%B9%D8%A7%D9%85%D9%84\"><\/span>\n<p>  \u0637\u0631\u0627\u062d\u06cc \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u0639\u0627\u0645\u0644<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u06cc\u0646 \u06cc\u06a9 \u062a\u062c\u0633\u0645 \u0627\u0632 \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u06a9\u062f \u06a9\u0646\u0646\u062f\u0647 \u06a9\u062f \u0627\u0633\u062a:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F5npo17mpuz5lh112fint.png\" alt=\"\u06af\u0631\u062f\u0634 \u06a9\u0627\u0631\" loading=\"lazy\" width=\"800\" height=\"450\" title=\"\"><br \/>\u0645\u0627 \u062c\u0632\u0626\u06cc\u0627\u062a \u06a9\u062f \u0631\u0627 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u060c \u0641\u0642\u0637 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0633\u0637\u062d \u0628\u0627\u0644\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u0646\u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u060c \u0627\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0647\u0645\u0647 \u0686\u06cc\u0632 \u0631\u0627 \u062f\u0631 repo github \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"1_%D8%A7%D8%A8%D8%B2%D8%A7%D8%B1%D9%87%D8%A7\"><\/span>\n<p>  1. \u0627\u0628\u0632\u0627\u0631\u0647\u0627<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0645\u0627 \u0628\u0647 \u0633\u0647 \u0627\u0628\u0632\u0627\u0631 \u0627\u0635\u0644\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u0645:<\/p>\n<ul>\n<li>\n<strong><code>vector_search_tool<\/code><\/strong>  \u0627\u06cc\u0646 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0648\u06a9\u062a\u0648\u0631 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u06a9 \u0645\u0648\u062a\u0648\u0631 \u067e\u0631\u0633 \u0648 \u062c\u0648 Llamaindex \u062c\u0633\u062a\u062c\u0648 \u0645\u06cc \u06a9\u0646\u062f \u060c \u06a9\u0647 \u0627\u0628\u062a\u062f\u0627 \u06cc\u06a9 \u0633\u0646\u062f \u0641\u0631\u0636\u06cc \u0631\u0627 \u062a\u0639\u0628\u06cc\u0647 \u0645\u06cc \u06a9\u0646\u062f (HYDE) \u0648 \u0633\u067e\u0633 \u0622\u0646 \u0631\u0627 \u0628\u0627 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u062a\u0631\u06a9\u06cc\u0628\u06cc \u0645\u0637\u0627\u0628\u0642\u062a \u0645\u06cc \u062f\u0647\u062f \u0648 \u06cc\u06a9 \u067e\u0627\u0633\u062e \u062e\u0644\u0627\u0635\u0647 \u0646\u0647\u0627\u06cc\u06cc \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li>\n<code>web_search_tool<\/code>  \u0627\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0631\u0627\u0647 \u062d\u0644 \u0647\u0627 \u0631\u0627 \u062f\u0631 \u062c\u0633\u062a\u062c\u0648\u06cc \u0648\u0628 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u062f: \u0645\u0627 \u0627\u0632 Linkup \u0628\u0647\u0631\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u060c \u0648 \u0646\u062a\u0627\u06cc\u062c \u062c\u0633\u062a\u062c\u0648 \u0631\u0627 \u0628\u0647 \u06af\u0648\u0646\u0647 \u0627\u06cc \u0642\u0627\u0644\u0628 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0627\u0628\u0632\u0627\u0631 \u0647\u0645\u06cc\u0634\u0647 \u062a\u0648\u0636\u06cc\u062d \u06a9\u062f \u0648 \u062f\u0631 \u0635\u0648\u0631\u062a \u0644\u0632\u0648\u0645 \u06cc\u06a9 \u0642\u0637\u0639\u0647 \u06a9\u062f \u0631\u0627 \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li>\n<code>evaluate_response<\/code>  \u0627\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062f\u0631\u0633\u062a \u060c \u0648\u0641\u0627\u062f\u0627\u0631\u06cc \u0648 \u0646\u0645\u0631\u0647 \u0645\u0631\u062a\u0628\u0637 \u0631\u0627 \u0628\u0647 \u067e\u0627\u0633\u062e \u0646\u0647\u0627\u06cc\u06cc \u0639\u0627\u0645\u0644 \u0628\u0631 \u0627\u0633\u0627\u0633 \u067e\u0631\u0633 \u0648 \u062c\u0648 \u06a9\u0627\u0631\u0628\u0631 \u0627\u0635\u0644\u06cc \u0648 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0634\u062f\u0647 (\u06cc\u0627 \u0627\u0632 \u0648\u0628 \u0648 \u06cc\u0627 \u0627\u0632 \u062c\u0633\u062a\u062c\u0648\u06cc \u0628\u0631\u062f\u0627\u0631) \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u062f. \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0645\u0646\u0638\u0648\u0631 \u060c \u0645\u0627 \u0627\u0632 \u0627\u0631\u0632\u06cc\u0627\u0628 \u0647\u0627\u06cc Llamaindex \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645\n<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"2_%D8%B7%D8%B1%D8%A7%D8%AD%DB%8C_%D9%88_%D8%AE%D8%AF%D9%85%D8%AA_%D8%A8%D9%87_%D9%86%D9%85%D8%A7%DB%8C%D9%86%D8%AF%D9%87\"><\/span>\n<p>  2. \u0637\u0631\u0627\u062d\u06cc \u0648 \u062e\u062f\u0645\u062a \u0628\u0647 \u0646\u0645\u0627\u06cc\u0646\u062f\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0645\u0627 \u0627\u0632 \u06cc\u06a9 \u0639\u0627\u0645\u0644 \u0633\u0627\u062f\u0647 \u0648 \u0633\u0627\u062f\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u062f\u0631 \u0645\u0627\u0698\u0648\u0644 \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u0639\u0627\u0645\u0644 \u062f\u0631 Llamaindex \u0642\u0631\u0627\u0631 \u062f\u0627\u0631\u062f \u0648 \u0628\u0647 \u0639\u0627\u0645\u0644 \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 \u062a\u0645\u0627\u0645 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u062f\u0631 \u0646\u0642\u0637\u0647 (1) \u0645\u06cc \u062f\u0647\u06cc\u0645.<\/p>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u060c \u0627\u06cc\u0646 \u0641\u0642\u0637 \u0645\u0633\u0626\u0644\u0647 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0646\u0645\u0627\u06cc\u0646\u062f\u0647 \u062f\u0631 \u06cc\u06a9 \u0646\u0642\u0637\u0647 \u0627\u0646\u062a\u0647\u0627\u06cc\u06cc API \u0627\u0633\u062a \u0648 \u0622\u0646 \u0631\u0627 \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0642\u0633\u0645\u062a \u062c\u0644\u0648\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0645\u0627 \u0642\u0631\u0627\u0631 \u0645\u06cc \u062f\u0647\u062f: \u0645\u0627 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 FastAPI \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u06cc\u0645 \u0648 \u0628\u0647 \u0646\u0645\u0627\u06cc\u0646\u062f\u0647 \u062f\u0631 \u0632\u06cc\u0631 \u062e\u062f\u0645\u062a \u0645\u06cc \u06a9\u0646\u06cc\u0645 <code>\/chat<\/code> \u067e\u0633\u062a \u067e\u0627\u06cc\u0627\u0646\u06cc <\/p>\n<h3><span class=\"ez-toc-section\" id=\"3_%D8%B1%D8%A7%D8%A8%D8%B7_%DA%A9%D8%A7%D8%B1%D8%A8%D8%B1%DB%8C\"><\/span>\n<p>  3. \u0631\u0627\u0628\u0637 \u06a9\u0627\u0631\u0628\u0631\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>UI \u060c \u06a9\u0647 \u0628\u0627 Streamlit \u0646\u0648\u0634\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0645\u0627\u0646\u0646\u062f \u0627\u06cc\u0646 \u062a\u0646\u0638\u06cc\u0645 \u0634\u0648\u062f:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"kn\">import<\/span> <span class=\"n\">streamlit<\/span> <span class=\"k\">as<\/span> <span class=\"n\">st<\/span>\n<span class=\"kn\">import<\/span> <span class=\"n\">requests<\/span> <span class=\"k\">as<\/span> <span class=\"n\">rq<\/span>\n<span class=\"kn\">from<\/span> <span class=\"n\">pydantic<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">BaseModel<\/span>\n\n<span class=\"k\">class<\/span> <span class=\"nc\">ApiInput<\/span><span class=\"p\">(<\/span><span class=\"n\">BaseModel<\/span><span class=\"p\">):<\/span>\n<span class=\"err\">\u00a0<\/span> <span class=\"err\">\u00a0<\/span> <span class=\"n\">prompt<\/span><span class=\"p\">:<\/span> <span class=\"nb\">str<\/span>\n\n<span class=\"k\">def<\/span> <span class=\"nf\">get_chat<\/span><span class=\"p\">(<\/span><span class=\"n\">prompt<\/span><span class=\"p\">:<\/span> <span class=\"nb\">str<\/span><span class=\"p\">):<\/span>\n<span class=\"err\">\u00a0<\/span> <span class=\"err\">\u00a0<\/span> <span class=\"n\">response<\/span> <span class=\"o\">=<\/span> <span class=\"n\">rq<\/span><span class=\"p\">.<\/span><span class=\"nf\">post<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">http:\/\/backend:8000\/chat\/<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">json<\/span><span class=\"o\">=<\/span><span class=\"nc\">ApiInput<\/span><span class=\"p\">(<\/span><span class=\"n\">prompt<\/span><span class=\"o\">=<\/span><span class=\"n\">prompt<\/span><span class=\"p\">).<\/span><span class=\"nf\">model_dump<\/span><span class=\"p\">())<\/span>\n<span class=\"err\">\u00a0<\/span> <span class=\"err\">\u00a0<\/span> <span class=\"n\">actual_res<\/span> <span class=\"o\">=<\/span> <span class=\"n\">response<\/span><span class=\"p\">.<\/span><span class=\"nf\">json<\/span><span class=\"p\">()[<\/span><span class=\"sh\">\"<\/span><span class=\"s\">response<\/span><span class=\"sh\">\"<\/span><span class=\"p\">]<\/span>\n<span class=\"err\">\u00a0<\/span> <span class=\"err\">\u00a0<\/span> <span class=\"n\">actual_proc<\/span> <span class=\"o\">=<\/span> <span class=\"n\">response<\/span><span class=\"p\">.<\/span><span class=\"nf\">json<\/span><span class=\"p\">()[<\/span><span class=\"sh\">\"<\/span><span class=\"s\">proces<\/span><span class=\"sh\">\"<\/span><span class=\"p\">]<\/span>\n<span class=\"err\">\u00a0<\/span> <span class=\"err\">\u00a0<\/span> <span class=\"k\">return<\/span> <span class=\"n\">actual_res<\/span><span class=\"p\">,<\/span> <span class=\"n\">actual_proc<\/span>\n\n\n\n<span class=\"n\">st<\/span><span class=\"p\">.<\/span><span class=\"nf\">title<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">Code RAGent\ud83d\udcbb<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n\n<span class=\"k\">if<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">messages<\/span><span class=\"sh\">\"<\/span> <span class=\"ow\">not<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">st<\/span><span class=\"p\">.<\/span><span class=\"n\">session_state<\/span><span class=\"p\">:<\/span>\n<span class=\"err\">\u00a0<\/span> <span class=\"err\">\u00a0<\/span> <span class=\"n\">st<\/span><span class=\"p\">.<\/span><span class=\"n\">session_state<\/span><span class=\"p\">.<\/span><span class=\"n\">messages<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[]<\/span>\n\n<span class=\"k\">for<\/span> <span class=\"n\">message<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">st<\/span><span class=\"p\">.<\/span><span class=\"n\">session_state<\/span><span class=\"p\">.<\/span><span class=\"n\">messages<\/span><span class=\"p\">:<\/span>\n<span class=\"err\">\u00a0<\/span> <span class=\"err\">\u00a0<\/span> <span class=\"k\">with<\/span> <span class=\"n\">st<\/span><span class=\"p\">.<\/span><span class=\"nf\">chat_message<\/span><span class=\"p\">(<\/span><span class=\"n\">message<\/span><span class=\"p\">[<\/span><span class=\"sh\">\"<\/span><span class=\"s\">role<\/span><span class=\"sh\">\"<\/span><span class=\"p\">]):<\/span>\n<span class=\"err\">\u00a0<\/span> <span class=\"err\">\u00a0<\/span> <span class=\"err\">\u00a0<\/span> <span class=\"err\">\u00a0<\/span> <span class=\"n\">st<\/span><span class=\"p\">.<\/span><span class=\"nf\">markdown<\/span><span class=\"p\">(<\/span><span class=\"n\">message<\/span><span class=\"p\">[<\/span><span class=\"sh\">\"<\/span><span class=\"s\">content<\/span><span class=\"sh\">\"<\/span><span class=\"p\">])<\/span>\n\n<span class=\"k\">if<\/span> <span class=\"n\">prompt<\/span> <span class=\"p\">:<\/span><span class=\"o\">=<\/span> <span class=\"n\">st<\/span><span class=\"p\">.<\/span><span class=\"nf\">chat_input<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">What is up?<\/span><span class=\"sh\">\"<\/span><span class=\"p\">):<\/span>\n<span class=\"err\">\u00a0<\/span> <span class=\"err\">\u00a0<\/span> <span class=\"n\">st<\/span><span class=\"p\">.<\/span><span class=\"n\">session_state<\/span><span class=\"p\">.<\/span><span class=\"n\">messages<\/span><span class=\"p\">.<\/span><span class=\"nf\">append<\/span><span class=\"p\">({<\/span><span class=\"sh\">\"<\/span><span class=\"s\">role<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">user<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">content<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"n\">prompt<\/span><span class=\"p\">})<\/span>\n<span class=\"err\">\u00a0<\/span> <span class=\"err\">\u00a0<\/span> <span class=\"k\">with<\/span> <span class=\"n\">st<\/span><span class=\"p\">.<\/span><span class=\"nf\">chat_message<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">user<\/span><span class=\"sh\">\"<\/span><span class=\"p\">):<\/span>\n<span class=\"err\">\u00a0<\/span> <span class=\"err\">\u00a0<\/span> <span class=\"err\">\u00a0<\/span> <span class=\"err\">\u00a0<\/span> <span class=\"n\">st<\/span><span class=\"p\">.<\/span><span class=\"nf\">markdown<\/span><span class=\"p\">(<\/span><span class=\"n\">prompt<\/span><span class=\"p\">)<\/span>\n<span class=\"err\">\u00a0<\/span> <span class=\"err\">\u00a0<\/span> <span class=\"k\">with<\/span> <span class=\"n\">st<\/span><span class=\"p\">.<\/span><span class=\"nf\">chat_message<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">assistant<\/span><span class=\"sh\">\"<\/span><span class=\"p\">):<\/span>\n<span class=\"err\">\u00a0<\/span> <span class=\"err\">\u00a0<\/span> <span class=\"err\">\u00a0<\/span> <span class=\"err\">\u00a0<\/span> <span class=\"n\">stream<\/span><span class=\"p\">,<\/span> <span class=\"n\">proc<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">get_chat<\/span><span class=\"p\">(<\/span>\n<span class=\"err\">\u00a0<\/span> <span class=\"err\">\u00a0<\/span> <span class=\"err\">\u00a0<\/span> <span class=\"err\">\u00a0<\/span> <span class=\"err\">\u00a0<\/span> <span class=\"err\">\u00a0<\/span> <span class=\"n\">prompt<\/span><span class=\"o\">=<\/span><span class=\"n\">st<\/span><span class=\"p\">.<\/span><span class=\"n\">session_state<\/span><span class=\"p\">.<\/span><span class=\"n\">messages<\/span><span class=\"p\">[<\/span><span class=\"o\">-<\/span><span class=\"mi\">1<\/span><span class=\"p\">][<\/span><span class=\"sh\">\"<\/span><span class=\"s\">content<\/span><span class=\"sh\">\"<\/span><span class=\"p\">],<\/span>\n<span class=\"err\">\u00a0<\/span> <span class=\"err\">\u00a0<\/span> <span class=\"err\">\u00a0<\/span> <span class=\"err\">\u00a0<\/span> <span class=\"p\">)<\/span>\n<span class=\"err\">\u00a0<\/span> <span class=\"err\">\u00a0<\/span> <span class=\"err\">\u00a0<\/span> <span class=\"err\">\u00a0<\/span> <span class=\"n\">response<\/span> <span class=\"o\">=<\/span> <span class=\"n\">st<\/span><span class=\"p\">.<\/span><span class=\"nf\">write<\/span><span class=\"p\">(<\/span><span class=\"n\">stream<\/span><span class=\"p\">)<\/span>\n<span class=\"err\">\u00a0<\/span> <span class=\"err\">\u00a0<\/span> <span class=\"err\">\u00a0<\/span> <span class=\"err\">\u00a0<\/span> <span class=\"n\">st<\/span><span class=\"p\">.<\/span><span class=\"n\">session_state<\/span><span class=\"p\">.<\/span><span class=\"n\">messages<\/span><span class=\"p\">.<\/span><span class=\"nf\">append<\/span><span class=\"p\">({<\/span><span class=\"sh\">\"<\/span><span class=\"s\">role<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">assistant<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">content<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"n\">stream<\/span><span class=\"p\">})<\/span>\n<span class=\"err\">\u00a0<\/span> <span class=\"err\">\u00a0<\/span> <span class=\"err\">\u00a0<\/span> <span class=\"err\">\u00a0<\/span> <span class=\"k\">with<\/span> <span class=\"n\">st<\/span><span class=\"p\">.<\/span><span class=\"nf\">expander<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">See Agentic Process<\/span><span class=\"sh\">\"<\/span><span class=\"p\">):<\/span>\n<span class=\"err\">\u00a0<\/span> <span class=\"err\">\u00a0<\/span> <span class=\"err\">\u00a0<\/span> <span class=\"err\">\u00a0<\/span> <span class=\"err\">\u00a0<\/span> <span class=\"err\">\u00a0<\/span> <span class=\"n\">st<\/span><span class=\"p\">.<\/span><span class=\"nf\">write<\/span><span class=\"p\">(<\/span><span class=\"n\">proc<\/span><span class=\"p\">)<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0648 \u0628\u0647 \u0686\u06cc\u0632\u06cc \u0634\u0628\u06cc\u0647 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0646\u062c\u0631 \u0645\u06cc \u0634\u0648\u062f:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fug1tnjfwi5h2ezglr7fk.png\" alt=\"\u0631\u0627\u0628\u0637\" loading=\"lazy\" width=\"800\" height=\"923\" title=\"\"><\/p>\n<p>\u062a\u0645\u06cc\u0632 \u0648 \u0633\u0627\u062f\u0647!<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D9%BE%D8%A7%DB%8C%D8%A7%D9%86\"><\/span>\n<p>  \u067e\u0627\u06cc\u0627\u0646<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0631\u0627\u06cc \u067e\u0627\u06cc\u0627\u0646 \u062f\u0627\u062f\u0646 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u060c \u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f \u0641\u0642\u0637 \u0633\u0647 \u0646\u06a9\u062a\u0647 \u0627\u0635\u0644\u06cc \u0631\u0627 \u06a9\u0647 \u067e\u062a\u0627\u0646\u0633\u06cc\u0644 \u0627\u06cc\u062c\u0627\u062f \u06a9\u062f \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u062f\u0633\u062a\u06cc\u0627\u0631 \u067e\u0627\u06cc\u06af\u0627\u0647 \u0628\u0633\u06cc\u0627\u0631 \u062e\u0648\u0628 \u062f\u0627\u0631\u0646\u062f \u060c \u0628\u0631\u062c\u0633\u062a\u0647 \u06a9\u0646\u0645:<\/p>\n<ul>\n<li>\u067e\u0627\u06cc\u0647 \u06a9\u062f \u0628\u0627 \u06cc\u06a9 \u062e\u0637 \u0644\u0648\u0644\u0647 \u0627\u062e\u062a\u0635\u0627\u0635\u06cc \u060c \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u06a9 \u0642\u0637\u0639\u0647 \u0645\u062e\u0635\u0648\u0635 \u06a9\u062f \u060c \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u06cc\u06a9 \u0645\u062f\u0644 \u062c\u0627\u0633\u0627\u0632\u06cc \u0645\u062a\u0631\u0627\u06a9\u0645 \u0628\u0631\u0627\u06cc \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u06a9\u062f \u060c \u0645\u0635\u0631\u0641 \u0645\u06cc \u0634\u0648\u062f<\/li>\n<li>\u0646\u0645\u0627\u06cc\u0646\u062f\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0647\u0631 \u0632\u0645\u0627\u0646 \u06a9\u0647 \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u06cc \u0631\u0627 \u06a9\u0647 \u0627\u0632 \u0634\u0645\u0627 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0645\u06cc \u06a9\u0646\u06cc\u062f \u062e\u0627\u0631\u062c \u0627\u0632 \u0645\u062d\u062f\u0648\u062f\u0647 \u067e\u0627\u06cc\u06af\u0627\u0647 \u06a9\u062f \u0645\u0635\u0631\u0641 \u0634\u062f\u0647 \u0634\u0645\u0627 \u0628\u0627\u0634\u062f \u060c \u062f\u0648\u0628\u0627\u0631\u0647 \u0628\u0647 \u062c\u0633\u062a\u062c\u0648\u06cc \u0648\u0628 \u0628\u0631\u06af\u0631\u062f\u062f<\/li>\n<li>\u067e\u0627\u0633\u062e \u0647\u0627\u06cc\u06cc \u0631\u0627 \u06a9\u0647 \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc \u06a9\u0646\u062f \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0645\u06cc \u06a9\u0646\u062f<\/li>\n<\/ul>\n<p>\u06af\u0641\u062a\u0647 \u0645\u06cc \u0634\u0648\u062f \u060c \u0627\u06cc\u0646 \u0641\u0642\u0637 \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u0639\u0627\u0645\u0644 \u0622\u0645\u0627\u062f\u0647 \u0622\u0645\u0648\u0632\u0634 \u060c \u0628\u0647 \u062f\u0648\u0631 \u0627\u0632 \u06a9\u0627\u0645\u0644 \u0628\u0648\u062f\u0646 \u0627\u0633\u062a \u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0627\u06af\u0631 \u0628\u0627\u0632\u062e\u0648\u0631\u062f \u06cc\u0627 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u06cc \u062f\u0627\u0631\u06cc\u062f \u0641\u0642\u0637 \u0628\u0647 \u0645\u0646 \u0627\u0637\u0644\u0627\u0639 \u062f\u0647\u06cc\u062f! \u2728<\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u0645\u0642\u062f\u0645\u0647 \u0628\u0647 \u062a\u0627\u0632\u06af\u06cc \u060c \u0645\u0646 \u0628\u0627 \u0627\u062a\u0648\u0645\u0627\u0633\u06cc\u0648\u0646 \u0645\u0635\u0631\u0641 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0647 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0631\u062f\u0627\u0631 \u0627\u0631\u062a\u0628\u0627\u0637 \u0628\u0631\u0642\u0631\u0627\u0631 \u06a9\u0631\u062f\u0647 \u0627\u0645 \u060c \u0648 \u0628\u0627 \u0622\u0646 \u0631\u0648\u0628\u0631\u0648 \u0634\u062f\u0645 ingest-anything\u060c \u06a9\u0647 \u0645\u0646 \u062f\u0631 \u0622\u062e\u0631\u06cc\u0646 \u067e\u0633\u062a \u062e\u0648\u062f \u062f\u0631\u0628\u0627\u0631\u0647 \u0622\u0646 \u0635\u062d\u0628\u062a \u06a9\u0631\u062f\u0645.\u067e\u0633 \u0627\u0632 \u0627\u0646\u062a\u0634\u0627\u0631 \u0686\u0648\u0646\u06a9\u06cc CodeChunker\u060c \u0645\u0646 \u062a\u0635\u0645\u06cc\u0645 \u06af\u0631\u0641\u062a\u0645 \u06a9\u0647 \u0645\u0635\u0631\u0641 \u06a9\u062f \u0631\u0627 \u062f\u0631 \u062f\u0627\u062e\u0644 \u0648\u0627\u0631\u062f \u06a9\u0646\u0645 ingest-anything\u060c \u0648 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f &hellip;<\/p>\n","protected":false},"author":2,"featured_media":106840,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/media2.dev.to\/dynamic\/image\/width=1000,height=500,fit=cover,gravity=auto,format=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fr69t8vujwitnz38owzp4.png","fifu_image_alt":"","footnotes":""},"categories":[339],"tags":[],"class_list":["post-106839","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-dev"],"_links":{"self":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/106839","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/comments?post=106839"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/106839\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/106840"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=106839"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=106839"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=106839"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}