{"id":96760,"date":"2025-02-09T22:18:40","date_gmt":"2025-02-09T18:48:40","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/%d8%a7%db%8c%d8%ac%d8%a7%d8%af-%da%af%d8%b1%d8%af%d8%b4-%da%a9%d8%a7%d8%b1-ai-%d9%82%d8%a7%d8%a8%d9%84-%d9%86%da%af%d9%87%d8%af%d8%a7%d8%b1%db%8c-%d8%a8%d8%a7-python-%d8%8c-pydantic-%d9%88-langchain\/"},"modified":"2025-02-09T22:18:40","modified_gmt":"2025-02-09T18:48:40","slug":"%d8%a7%db%8c%d8%ac%d8%a7%d8%af-%da%af%d8%b1%d8%af%d8%b4-%da%a9%d8%a7%d8%b1-ai-%d9%82%d8%a7%d8%a8%d9%84-%d9%86%da%af%d9%87%d8%af%d8%a7%d8%b1%db%8c-%d8%a8%d8%a7-python-%d8%8c-pydantic-%d9%88-langchain","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/%d8%a7%db%8c%d8%ac%d8%a7%d8%af-%da%af%d8%b1%d8%af%d8%b4-%da%a9%d8%a7%d8%b1-ai-%d9%82%d8%a7%d8%a8%d9%84-%d9%86%da%af%d9%87%d8%af%d8%a7%d8%b1%db%8c-%d8%a8%d8%a7-python-%d8%8c-pydantic-%d9%88-langchain\/","title":{"rendered":"\u0627\u06cc\u062c\u0627\u062f \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 AI \u0642\u0627\u0628\u0644 \u0646\u06af\u0647\u062f\u0627\u0631\u06cc \u0628\u0627 Python \u060c Pydantic \u0648 Langchain"},"content":{"rendered":"<div data-article-id=\"2267870\" 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%a7%db%8c%d8%ac%d8%a7%d8%af-%da%af%d8%b1%d8%af%d8%b4-%da%a9%d8%a7%d8%b1-ai-%d9%82%d8%a7%d8%a8%d9%84-%d9%86%da%af%d9%87%d8%af%d8%a7%d8%b1%db%8c-%d8%a8%d8%a7-python-%d8%8c-pydantic-%d9%88-langchain\/#%D8%A8%D8%B1%D8%B1%D8%B3%DB%8C_%D8%A7%D8%AC%D9%85%D8%A7%D9%84%DB%8C_%D9%88_%D9%85%D9%81%D8%A7%D9%87%DB%8C%D9%85_%D8%A7%D8%B3%D8%A7%D8%B3%DB%8C\" >\u0628\u0631\u0631\u0633\u06cc \u0627\u062c\u0645\u0627\u0644\u06cc \u0648 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0627\u0633\u0627\u0633\u06cc<\/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%a7%db%8c%d8%ac%d8%a7%d8%af-%da%af%d8%b1%d8%af%d8%b4-%da%a9%d8%a7%d8%b1-ai-%d9%82%d8%a7%d8%a8%d9%84-%d9%86%da%af%d9%87%d8%af%d8%a7%d8%b1%db%8c-%d8%a8%d8%a7-python-%d8%8c-pydantic-%d9%88-langchain\/#%D9%85%D9%81%D8%A7%D9%87%DB%8C%D9%85_%D8%A7%D8%B3%D8%A7%D8%B3%DB%8C\" >\u0645\u0641\u0627\u0647\u06cc\u0645 \u0627\u0633\u0627\u0633\u06cc<\/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%a7%db%8c%d8%ac%d8%a7%d8%af-%da%af%d8%b1%d8%af%d8%b4-%da%a9%d8%a7%d8%b1-ai-%d9%82%d8%a7%d8%a8%d9%84-%d9%86%da%af%d9%87%d8%af%d8%a7%d8%b1%db%8c-%d8%a8%d8%a7-python-%d8%8c-pydantic-%d9%88-langchain\/#%D8%B3%D8%A7%D8%AE%D8%AA%D9%86_%DB%8C%DA%A9_%D8%B3%DB%8C%D8%B3%D8%AA%D9%85_%D8%AA%D8%AC%D8%B2%DB%8C%D9%87_%D9%88_%D8%AA%D8%AD%D9%84%DB%8C%D9%84_%D8%AF%D8%A7%D8%B3%D8%AA%D8%A7%D9%86\" >\u0633\u0627\u062e\u062a\u0646 \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u0633\u062a\u0627\u0646<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%db%8c%d8%ac%d8%a7%d8%af-%da%af%d8%b1%d8%af%d8%b4-%da%a9%d8%a7%d8%b1-ai-%d9%82%d8%a7%d8%a8%d9%84-%d9%86%da%af%d9%87%d8%af%d8%a7%d8%b1%db%8c-%d8%a8%d8%a7-python-%d8%8c-pydantic-%d9%88-langchain\/#%D9%85%D8%AF%D9%84\" >\u0645\u062f\u0644<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%db%8c%d8%ac%d8%a7%d8%af-%da%af%d8%b1%d8%af%d8%b4-%da%a9%d8%a7%d8%b1-ai-%d9%82%d8%a7%d8%a8%d9%84-%d9%86%da%af%d9%87%d8%af%d8%a7%d8%b1%db%8c-%d8%a8%d8%a7-python-%d8%8c-pydantic-%d9%88-langchain\/#%D8%A7%DB%8C%D8%AC%D8%A7%D8%AF_%D8%B9%D9%88%D8%A7%D9%85%D9%84_%D9%87%D9%88%D8%B4_%D9%85%D8%B5%D9%86%D9%88%D8%B9%DB%8C\" >\u0627\u06cc\u062c\u0627\u062f \u0639\u0648\u0627\u0645\u0644 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc<\/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%a7%db%8c%d8%ac%d8%a7%d8%af-%da%af%d8%b1%d8%af%d8%b4-%da%a9%d8%a7%d8%b1-ai-%d9%82%d8%a7%d8%a8%d9%84-%d9%86%da%af%d9%87%d8%af%d8%a7%d8%b1%db%8c-%d8%a8%d8%a7-python-%d8%8c-pydantic-%d9%88-langchain\/#%D8%A8%D8%A7_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D8%A7%D8%B2_%DA%AF%D8%B1%D8%AF%D8%B4_%DA%A9%D8%A7%D8%B1\" >\u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%db%8c%d8%ac%d8%a7%d8%af-%da%af%d8%b1%d8%af%d8%b4-%da%a9%d8%a7%d8%b1-ai-%d9%82%d8%a7%d8%a8%d9%84-%d9%86%da%af%d9%87%d8%af%d8%a7%d8%b1%db%8c-%d8%a8%d8%a7-python-%d8%8c-pydantic-%d9%88-langchain\/#%D9%85%D8%B2%D8%A7%DB%8C%D8%A7%DB%8C_%D8%A7%D8%B5%D9%84%DB%8C\" >\u0645\u0632\u0627\u06cc\u0627\u06cc \u0627\u0635\u0644\u06cc<\/a><\/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%a7%db%8c%d8%ac%d8%a7%d8%af-%da%af%d8%b1%d8%af%d8%b4-%da%a9%d8%a7%d8%b1-ai-%d9%82%d8%a7%d8%a8%d9%84-%d9%86%da%af%d9%87%d8%af%d8%a7%d8%b1%db%8c-%d8%a8%d8%a7-python-%d8%8c-pydantic-%d9%88-langchain\/#%D8%AA%D9%85%D8%B1%DB%8C%D9%86_%D8%AA%D9%85%D8%B1%DB%8C%D9%86\" >\u062a\u0645\u0631\u06cc\u0646 \u062a\u0645\u0631\u06cc\u0646<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%D8%A8%D8%B1%D8%B1%D8%B3%DB%8C_%D8%A7%D8%AC%D9%85%D8%A7%D9%84%DB%8C_%D9%88_%D9%85%D9%81%D8%A7%D9%87%DB%8C%D9%85_%D8%A7%D8%B3%D8%A7%D8%B3%DB%8C\"><\/span>\n<p>  \u0628\u0631\u0631\u0633\u06cc \u0627\u062c\u0645\u0627\u0644\u06cc \u0648 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0627\u0633\u0627\u0633\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u062f\u0631\u0633 \u060c \u0645\u0627 \u0686\u06af\u0648\u0646\u06af\u06cc \u0627\u06cc\u062c\u0627\u062f \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 AI \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0648 \u067e\u06cc\u06cc\u062f\u0646\u062a\u06cc\u06a9 \u0628\u0631\u0631\u0633\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f. \u0645\u0627 \u0628\u0631 \u0631\u0648\u06cc \u0633\u0627\u062e\u062a \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u0633\u062a\u0627\u0646 \u062a\u0645\u0631\u06a9\u0632 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u06a9\u0647 \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0642\u0627\u0628\u0644 \u0627\u0635\u0644\u0627\u062d \u0648 \u06af\u0633\u062a\u0631\u0634 \u0627\u0633\u062a.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D9%85%D9%81%D8%A7%D9%87%DB%8C%D9%85_%D8%A7%D8%B3%D8%A7%D8%B3%DB%8C\"><\/span>\n<p>  \u0645\u0641\u0627\u0647\u06cc\u0645 \u0627\u0633\u0627\u0633\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0645\u062f\u0644 \u0647\u0627\u06cc Pydantic \u067e\u0627\u06cc\u0647 \u0648 \u0627\u0633\u0627\u0633 \u0645\u062f\u06cc\u0631\u06cc\u062a \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0627\u06cc\u0645\u0646 \u0627\u0632 \u0646\u0648\u0639 \u062f\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u0645\u062f\u0631\u0646 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0647\u0633\u062a\u0646\u062f. \u0622\u0646\u0647\u0627 \u0628\u0647 \u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc \u062f\u0647\u0646\u062f \u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0631\u062f\u0647 \u0648 \u0628\u0647 \u0637\u0648\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0622\u0646 \u0631\u0627 \u062a\u0623\u06cc\u06cc\u062f \u06a9\u0646\u06cc\u0645. \u0647\u0646\u06af\u0627\u0645 \u06a9\u0627\u0631 \u0628\u0627 \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u060c \u0627\u06cc\u0646 \u0627\u0645\u0631 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0647\u0645 \u0645\u06cc \u0634\u0648\u062f \u0632\u06cc\u0631\u0627 \u0628\u0647 \u0645\u0627 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f \u062a\u0627 \u0642\u0648\u0627\u0645 \u0648 \u062e\u0637\u0627\u0647\u0627\u06cc \u0632\u0648\u062f \u0647\u0646\u06af\u0627\u0645 \u0631\u0627 \u062d\u0641\u0638 \u06a9\u0646\u06cc\u0645.<\/p>\n<p>\u06cc\u06a9 \u0645\u062f\u0644 \u062f\u0631 \u067e\u06cc\u0648\u062a\u0646\u062a\u06cc\u06a9 \u06a9\u0644\u0627\u0633 \u0627\u0633\u062a \u06a9\u0647 \u0627\u0632 Basemodel \u0628\u0647 \u0627\u0631\u062b \u0645\u06cc \u0628\u0631\u062f \u0648 \u0633\u0627\u062e\u062a\u0627\u0631 \u0645\u0648\u0631\u062f \u0627\u0646\u062a\u0638\u0627\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0634\u0645\u0627 \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc \u06a9\u0646\u062f. \u0647\u0631 \u0632\u0645\u06cc\u0646\u0647 \u062f\u0631 \u0645\u062f\u0644 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0646\u06a9\u0627\u062a \u0646\u0648\u0639 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f \u060c \u06a9\u0647 Pydantic \u0628\u0631\u0627\u06cc \u0627\u0639\u062a\u0628\u0627\u0631 \u0633\u0646\u062c\u06cc \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D8%B3%D8%A7%D8%AE%D8%AA%D9%86_%DB%8C%DA%A9_%D8%B3%DB%8C%D8%B3%D8%AA%D9%85_%D8%AA%D8%AC%D8%B2%DB%8C%D9%87_%D9%88_%D8%AA%D8%AD%D9%84%DB%8C%D9%84_%D8%AF%D8%A7%D8%B3%D8%AA%D8%A7%D9%86\"><\/span>\n<p>  \u0633\u0627\u062e\u062a\u0646 \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u0633\u062a\u0627\u0646<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u0633\u062a\u0627\u0646 \u0633\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0646 \u0627\u06cc\u0646 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u0645.<\/p>\n<p>\u0634\u0645\u0627 \u0628\u0627\u06cc\u062f \u0628\u0633\u062a\u0647 \u0647\u0627\u06cc \u0632\u06cc\u0631 \u0631\u0627 \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>pip <span class=\"nb\">install <\/span>pydantic langchain-openai\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<h3><span class=\"ez-toc-section\" id=\"%D9%85%D8%AF%D9%84\"><\/span>\n<p>  \u0645\u062f\u0644<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"kn\">from<\/span> <span class=\"n\">pydantic<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">BaseModel<\/span>\n<span class=\"kn\">from<\/span> <span class=\"n\">typing<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">List<\/span>\n\n<span class=\"k\">class<\/span> <span class=\"nc\">Story<\/span><span class=\"p\">(<\/span><span class=\"n\">BaseModel<\/span><span class=\"p\">):<\/span>\n    <span class=\"n\">title<\/span><span class=\"p\">:<\/span> <span class=\"nb\">str<\/span>\n    <span class=\"n\">content<\/span><span class=\"p\">:<\/span> <span class=\"nb\">str<\/span>\n    <span class=\"n\">genre<\/span><span class=\"p\">:<\/span> <span class=\"nb\">str<\/span> <span class=\"o\">=<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">unknown<\/span><span class=\"sh\">\"<\/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>\u0627\u06cc\u0646 \u0645\u062f\u0644 \u0633\u0627\u062e\u062a\u0627\u0631 \u0627\u0635\u0644\u06cc \u06cc\u06a9 \u062f\u0627\u0633\u062a\u0627\u0646 \u0631\u0627 \u0628\u0627 \u0639\u0646\u0648\u0627\u0646 \u060c \u0645\u062d\u062a\u0648\u0627 \u0648 \u06cc\u06a9 \u0632\u0645\u06cc\u0646\u0647 \u0698\u0627\u0646\u0631 \u0627\u062e\u062a\u06cc\u0627\u0631\u06cc \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>\u0644\u0637\u0641\u0627\u064b \u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u06a9\u0647 \u0627\u0632 \u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0645\u062f\u0644 \u0647\u0627 \u062a\u0648\u0633\u0637 AI \u0628\u0631\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u062e\u0631\u0648\u062c\u06cc \u0635\u062d\u06cc\u062d \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p>\u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0627\u06af\u0631 \u0646\u0627\u0645 \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u0646\u0627\u0645 \u0628\u0628\u0631\u06cc\u062f \u060c LLM \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0646\u0634\u0627\u0646\u0647 \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u062f \u060c \u0627\u0645\u0627 \u06af\u0627\u0647\u06cc \u0627\u0648\u0642\u0627\u062a (\u0645\u0627\u0646\u0646\u062f \u062f\u0627\u0633\u062a\u0627\u0646\u0647\u0627\u06cc \u06a9\u0648\u062f\u06a9\u0627\u0646) <br \/>\u0645\u0627 \u0628\u0627\u06cc\u062f \u0635\u0631\u06cc\u062d \u0628\u0627\u0634\u06cc\u0645 \u0648 \u0628\u0647 LLM \u0628\u06af\u0648\u06cc\u06cc\u0645 \u06a9\u0647 \u0686\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645.<\/p>\n<p>\u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0628\u0627 \u0627\u0636\u0627\u0641\u0647 \u06a9\u0631\u062f\u0646 \u06cc\u06a9 Docstring (\u062f\u0642\u06cc\u0642\u0627\u064b \u0632\u06cc\u0631 &#8220;\u062f\u0627\u0633\u062a\u0627\u0646 \u06a9\u0644\u0627\u0633 (\u062f\u0627\u0633\u062a\u0627\u0646):&#8221; \u062e\u0637) \u0628\u0647 \u0645\u062f\u0644 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p>\u0645\u062f\u0644\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0627\u0632 \u0622\u0646\u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"k\">class<\/span> <span class=\"nc\">StoryForChildren<\/span><span class=\"p\">(<\/span><span class=\"n\">Story<\/span><span class=\"p\">):<\/span>\n    <span class=\"sh\">\"\"\"<\/span><span class=\"s\">\n    A story that is specifically tailored to be children<\/span><span class=\"sh\">'<\/span><span class=\"s\">s story.\n\n    Appropriate for children aged 2-6 years old.\n    <\/span><span class=\"sh\">\"\"\"<\/span>\n    <span class=\"k\">pass<\/span>\n\n<span class=\"k\">class<\/span> <span class=\"nc\">StoryForBabies<\/span><span class=\"p\">(<\/span><span class=\"n\">Story<\/span><span class=\"p\">):<\/span>\n    <span class=\"sh\">\"\"\"<\/span><span class=\"s\">\n    A story that is specifically tailored to be a baby<\/span><span class=\"sh\">'<\/span><span class=\"s\">s story.\n\n    Appropriate for infants and toddlers aged 0-2 years old.\n    Features:\n    - Simple, repetitive language\n    - Basic concepts\n    - Short sentences\n    - Sensory-rich descriptions\n    <\/span><span class=\"sh\">\"\"\"<\/span>\n    <span class=\"k\">pass<\/span>\n\n<span class=\"k\">class<\/span> <span class=\"nc\">StoryAnalysis<\/span><span class=\"p\">(<\/span><span class=\"n\">BaseModel<\/span><span class=\"p\">):<\/span>\n    <span class=\"c1\"># Character elements\n<\/span>    <span class=\"n\">character_names<\/span><span class=\"p\">:<\/span> <span class=\"n\">List<\/span><span class=\"p\">[<\/span><span class=\"nb\">str<\/span><span class=\"p\">]<\/span>\n    <span class=\"n\">character_descriptions<\/span><span class=\"p\">:<\/span> <span class=\"n\">List<\/span><span class=\"p\">[<\/span><span class=\"nb\">str<\/span><span class=\"p\">]<\/span>\n\n    <span class=\"c1\"># Theme elements\n<\/span>    <span class=\"n\">main_theme<\/span><span class=\"p\">:<\/span> <span class=\"nb\">str<\/span>\n    <span class=\"n\">supporting_themes<\/span><span class=\"p\">:<\/span> <span class=\"n\">List<\/span><span class=\"p\">[<\/span><span class=\"nb\">str<\/span><span class=\"p\">]<\/span>\n    <span class=\"n\">symbols<\/span><span class=\"p\">:<\/span> <span class=\"n\">List<\/span><span class=\"p\">[<\/span><span class=\"nb\">str<\/span><span class=\"p\">]<\/span>\n\n    <span class=\"c1\"># Plot elements\n<\/span>    <span class=\"n\">exposition<\/span><span class=\"p\">:<\/span> <span class=\"nb\">str<\/span>\n    <span class=\"n\">climax<\/span><span class=\"p\">:<\/span> <span class=\"nb\">str<\/span>\n    <span class=\"n\">resolution<\/span><span class=\"p\">:<\/span> <span class=\"nb\">str<\/span>\n    <span class=\"n\">key_events<\/span><span class=\"p\">:<\/span> <span class=\"n\">List<\/span><span class=\"p\">[<\/span><span class=\"nb\">str<\/span><span class=\"p\">]<\/span>\n\n    <span class=\"c1\"># Style and interpretation\n<\/span>    <span class=\"n\">writing_techniques<\/span><span class=\"p\">:<\/span> <span class=\"n\">List<\/span><span class=\"p\">[<\/span><span class=\"nb\">str<\/span><span class=\"p\">]<\/span>\n    <span class=\"n\">overall_interpretation<\/span><span class=\"p\">:<\/span> <span class=\"nb\">str<\/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<h3><span class=\"ez-toc-section\" id=\"%D8%A7%DB%8C%D8%AC%D8%A7%D8%AF_%D8%B9%D9%88%D8%A7%D9%85%D9%84_%D9%87%D9%88%D8%B4_%D9%85%D8%B5%D9%86%D9%88%D8%B9%DB%8C\"><\/span>\n<p>  \u0627\u06cc\u062c\u0627\u062f \u0639\u0648\u0627\u0645\u0644 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0645\u0627 \u0639\u0648\u0627\u0645\u0644 \u062a\u062e\u0635\u0635\u06cc \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0645\u062d\u062a\u0648\u0627\u06cc \u0628\u06cc\u0646 \u0645\u062f\u0644\u0647\u0627\u06cc \u062a\u0639\u0631\u06cc\u0641 \u0634\u062f\u0647 \u0645\u0627 \u0631\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u0645\u06cc \u062f\u0647\u062f<br \/>\u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 <code>get_agent_function<\/code> \u0639\u0645\u0644\u06a9\u0631\u062f.<\/p>\n<p>\u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0645\u062f\u0644 \u0648\u0631\u0648\u062f\u06cc \u060c \u0645\u062f\u0644 \u062e\u0631\u0648\u062c\u06cc \u0648 \u06cc\u06a9 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u062f\u0645\u0627 \u0631\u0627 \u0645\u06cc \u06af\u06cc\u0631\u062f.<\/p>\n<p>\u0628\u0627\u0632\u06af\u0634\u062a <em>\u062c\u062f\u06cc\u062f<\/em> \u0639\u0645\u0644\u06a9\u0631\u062f\u06cc \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0631\u0627\u06cc \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062e\u0648\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"k\">def<\/span> <span class=\"nf\">get_agent_function<\/span><span class=\"p\">(<\/span>\n    <span class=\"n\">input_model<\/span><span class=\"p\">:<\/span> <span class=\"n\">Union<\/span><span class=\"p\">[<\/span><span class=\"n\">BaseModel<\/span><span class=\"p\">,<\/span> <span class=\"nb\">str<\/span><span class=\"p\">],<\/span>\n    <span class=\"n\">output_model<\/span><span class=\"p\">:<\/span> <span class=\"n\">BaseModel<\/span><span class=\"p\">,<\/span>\n    <span class=\"n\">temperature<\/span><span class=\"p\">:<\/span> <span class=\"nb\">float<\/span> <span class=\"o\">=<\/span> <span class=\"mf\">0.3<\/span>\n<span class=\"p\">)<\/span> <span class=\"o\">-&gt;<\/span> <span class=\"n\">Callable<\/span><span class=\"p\">[[<\/span><span class=\"n\">Union<\/span><span class=\"p\">[<\/span><span class=\"nb\">str<\/span><span class=\"p\">,<\/span> <span class=\"n\">BaseModel<\/span><span class=\"p\">]],<\/span> <span class=\"n\">BaseModel<\/span><span class=\"p\">]:<\/span>\n    <span class=\"n\">llm<\/span> <span class=\"o\">=<\/span> <span class=\"nc\">ChatOpenAI<\/span><span class=\"p\">(<\/span>\n        <span class=\"n\">model<\/span><span class=\"o\">=<\/span><span class=\"sh\">\"<\/span><span class=\"s\">gpt-4<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span>\n        <span class=\"n\">temperature<\/span><span class=\"o\">=<\/span><span class=\"n\">temperature<\/span>\n    <span class=\"p\">)<\/span>\n\n    <span class=\"k\">def<\/span> <span class=\"nf\">run_llm<\/span><span class=\"p\">(<\/span><span class=\"n\">input_data<\/span><span class=\"p\">:<\/span> <span class=\"n\">Union<\/span><span class=\"p\">[<\/span><span class=\"nb\">str<\/span><span class=\"p\">,<\/span> <span class=\"n\">BaseModel<\/span><span class=\"p\">])<\/span> <span class=\"o\">-&gt;<\/span> <span class=\"n\">BaseModel<\/span><span class=\"p\">:<\/span>\n        <span class=\"k\">if<\/span> <span class=\"ow\">not<\/span> <span class=\"nf\">isinstance<\/span><span class=\"p\">(<\/span><span class=\"n\">input_data<\/span><span class=\"p\">,<\/span> <span class=\"n\">input_model<\/span><span class=\"p\">):<\/span>\n            <span class=\"k\">raise<\/span> <span class=\"nc\">ValueError<\/span><span class=\"p\">(<\/span><span class=\"sa\">f<\/span><span class=\"sh\">\"<\/span><span class=\"s\">Input must be an instance of <\/span><span class=\"si\">{<\/span><span class=\"n\">input_model<\/span><span class=\"si\">}<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n\n        <span class=\"k\">if<\/span> <span class=\"nf\">isinstance<\/span><span class=\"p\">(<\/span><span class=\"n\">input_data<\/span><span class=\"p\">,<\/span> <span class=\"n\">BaseModel<\/span><span class=\"p\">):<\/span>\n            <span class=\"n\">input_data<\/span> <span class=\"o\">=<\/span> <span class=\"n\">input_data<\/span><span class=\"p\">.<\/span><span class=\"nf\">model_dump_json<\/span><span class=\"p\">()<\/span>\n\n        <span class=\"n\">llm<\/span> <span class=\"o\">=<\/span> <span class=\"n\">llm<\/span><span class=\"p\">.<\/span><span class=\"nf\">with_structured_output<\/span><span class=\"p\">(<\/span><span class=\"n\">output_model<\/span><span class=\"p\">)<\/span>\n        <span class=\"n\">response<\/span> <span class=\"o\">=<\/span> <span class=\"n\">llm<\/span><span class=\"p\">.<\/span><span class=\"nf\">invoke<\/span><span class=\"p\">(<\/span><span class=\"n\">input_data<\/span><span class=\"p\">)<\/span>\n        <span class=\"k\">return<\/span> <span class=\"n\">response<\/span>\n\n    <span class=\"k\">return<\/span> <span class=\"n\">run_llm<\/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<h3><span class=\"ez-toc-section\" id=\"%D8%A8%D8%A7_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D8%A7%D8%B2_%DA%AF%D8%B1%D8%AF%D8%B4_%DA%A9%D8%A7%D8%B1\"><\/span>\n<p>  \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0646\u062d\u0648\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627 \u0648 \u0646\u0645\u0627\u06cc\u0646\u062f\u06af\u0627\u0646 \u062e\u0648\u062f \u0628\u0627 \u0647\u0645 \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"c1\"># Create specialized agents\n<\/span><span class=\"n\">parse_story<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">get_agent_function<\/span><span class=\"p\">(<\/span><span class=\"nb\">str<\/span><span class=\"p\">,<\/span> <span class=\"n\">Story<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">get_baby_friendly_story<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">get_agent_function<\/span><span class=\"p\">(<\/span><span class=\"n\">Story<\/span><span class=\"p\">,<\/span> <span class=\"n\">StoryForBabies<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">analyze_story<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">get_agent_function<\/span><span class=\"p\">(<\/span><span class=\"n\">Story<\/span><span class=\"p\">,<\/span> <span class=\"n\">StoryAnalysis<\/span><span class=\"p\">)<\/span>\n\n<span class=\"c1\"># Execute the workflow\n<\/span><span class=\"n\">story<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">parse_story<\/span><span class=\"p\">(<\/span><span class=\"n\">story_text<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">baby_friendly_story<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">get_baby_friendly_story<\/span><span class=\"p\">(<\/span><span class=\"n\">story<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">analysis<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">analyze_story<\/span><span class=\"p\">(<\/span><span class=\"n\">baby_friendly_story<\/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<h2><span class=\"ez-toc-section\" id=\"%D9%85%D8%B2%D8%A7%DB%8C%D8%A7%DB%8C_%D8%A7%D8%B5%D9%84%DB%8C\"><\/span>\n<p>  \u0645\u0632\u0627\u06cc\u0627\u06cc \u0627\u0635\u0644\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ol>\n<li>\n<p><strong>\u062a\u0648\u0633\u0639\u0647 \u0645\u062f\u0644 \u0645\u062d\u0648\u0631 \u0628\u0627 LLM \u062f\u0627\u062e\u0644\u06cc<\/strong><\/p>\n<ul>\n<li>Docstrings \u062f\u0631 \u0645\u062f\u0644 \u0647\u0627\u06cc Pydantic \u0645\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0627\u0639\u0644\u0627\u0646 \u0645\u0633\u062a\u0642\u06cc\u0645 \u0628\u0631\u0627\u06cc LLM \u0639\u0645\u0644 \u0645\u06cc \u06a9\u0646\u062f<\/li>\n<li>\u0628\u0627 \u0628\u0647 \u0631\u0648\u0632\u0631\u0633\u0627\u0646\u06cc Docstring \u0645\u062f\u0644 \u060c \u0645\u0627 \u0628\u0647 \u0637\u0648\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0646\u062d\u0648\u0647 \u062a\u0641\u0633\u06cc\u0631 LLM \u0648 \u062a\u0648\u0644\u06cc\u062f \u0645\u062d\u062a\u0648\u0627 \u0631\u0627 \u0628\u0647 \u0631\u0648\u0632 \u0645\u06cc \u06a9\u0646\u06cc\u0645<\/li>\n<li>\u0645\u062b\u0627\u0644: <code>StoryForBabies<\/code> Docstring \u0645\u062f\u0644 \u0635\u0631\u06cc\u062d\u0627\u064b LLM \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u0632\u0628\u0627\u0646 \u0633\u0627\u062f\u0647 \u0648 \u062d\u0633\u06cc \u0631\u0627\u0647\u0646\u0645\u0627\u06cc\u06cc \u0645\u06cc \u06a9\u0646\u062f<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u0645\u0646\u0628\u0639 \u0648\u0627\u062d\u062f \u062d\u0642\u06cc\u0642\u062a<\/strong><\/p>\n<ul>\n<li>\u0628\u0647 \u062c\u0627\u06cc \u062d\u0641\u0638 \u062f\u0633\u062a\u0648\u0631\u0627\u0644\u0639\u0645\u0644 \u0647\u0627\u06cc \u062c\u062f\u0627\u06af\u0627\u0646\u0647 \u0648 \u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627 \u060c \u0645\u062f\u0644 Pydantic \u0647\u0631 \u062f\u0648 \u0647\u062f\u0641 \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f<\/li>\n<li>\u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u0634\u0645\u0627 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u062a\u063a\u06cc\u06cc\u0631 \u0646\u062d\u0648\u0647 \u0631\u0641\u062a\u0627\u0631 AI \u062f\u0627\u0631\u06cc\u062f \u060c \u0641\u0642\u0637 \u0628\u0627\u06cc\u062f Docstring \u0645\u062f\u0644 \u0631\u0627 \u0628\u0647 \u0631\u0648\u0632 \u06a9\u0646\u06cc\u062f<\/li>\n<li>\u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u0634\u0645\u0627 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u062a\u063a\u06cc\u06cc\u0631 \u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062f\u0647 \u062f\u0627\u0631\u06cc\u062f \u060c \u0641\u0642\u0637 \u0628\u0627\u06cc\u062f \u0632\u0645\u06cc\u0646\u0647 \u0647\u0627\u06cc \u0645\u062f\u0644 \u0631\u0627 \u0628\u0647 \u0631\u0648\u0632 \u06a9\u0646\u06cc\u062f<\/li>\n<li>\u0627\u06cc\u0646 \u0645\u0633\u0626\u0644\u0647 \u0645\u0634\u06a9\u0644 \u0631\u0627\u06cc\u062c \u062f\u0631 \u062e\u0627\u0631\u062c \u0634\u062f\u0646 \u0648 \u06a9\u062f\u06af\u0630\u0627\u0631\u06cc \u06a9\u062f \u0631\u0627 \u0627\u0632 \u0628\u06cc\u0646 \u0645\u06cc \u0628\u0631\u062f<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u0627\u06cc\u0645\u0646\u06cc \u0648 \u0627\u0639\u062a\u0628\u0627\u0631 \u0633\u0646\u062c\u06cc \u0631\u0627 \u062a\u0627\u06cc\u067e \u06a9\u0646\u06cc\u062f<\/strong><\/p>\n<ul>\n<li>Pydantic \u0628\u0647 \u0637\u0648\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u062a\u0645\u0627\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062c\u0631\u06cc\u0627\u0646 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 AI \u0634\u0645\u0627 \u0631\u0627 \u062a\u0623\u06cc\u06cc\u062f \u0645\u06cc \u06a9\u0646\u062f<\/li>\n<li>\u0627\u06af\u0631 LLM \u062e\u0631\u0648\u062c\u06cc \u0646\u0627\u0645\u0639\u062a\u0628\u0631 \u062a\u0648\u0644\u06cc\u062f \u06a9\u0646\u062f \u060c \u0628\u0644\u0627\u0641\u0627\u0635\u0644\u0647 \u0645\u06cc \u062f\u0627\u0646\u06cc\u062f<\/li>\n<li>\u0627\u06cc\u0646 \u0642\u0628\u0644 \u0627\u0632 \u0631\u0633\u06cc\u062f\u0646 \u0628\u0647 \u062a\u0648\u0644\u06cc\u062f \u060c \u062e\u0637\u0627\u0647\u0627 \u0631\u0627 \u062f\u0631 \u0627\u0648\u0627\u06cc\u0644 \u0631\u0648\u0646\u062f \u062a\u0648\u0633\u0639\u0647 \u0628\u0647 \u0648\u062c\u0648\u062f \u0645\u06cc \u0622\u0648\u0631\u062f<\/li>\n<li>\u0645\u062b\u0627\u0644: \u0627\u06af\u0631 LLM \u0634\u0627\u0645\u0644 \u0646\u0627\u0645 \u0634\u062e\u0635\u06cc\u062a \u0647\u0627 \u0628\u0627\u0634\u062f \u060c Pydantic \u062e\u0637\u0627\u06cc\u06cc \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u0645\u0639\u0645\u0627\u0631\u06cc \u062e\u0648\u062f \u0645\u0633\u062a\u0646\u062f<\/strong><\/p>\n<ul>\n<li>\u0645\u062f\u0644 \u0647\u0627 \u0628\u0647 \u0648\u0636\u0648\u062d \u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0634\u0645\u0627 \u0648 \u0631\u0641\u062a\u0627\u0631 \u0645\u0648\u0631\u062f \u0646\u0638\u0631 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u0646\u062f<\/li>\n<li>\u0627\u0639\u0636\u0627\u06cc \u062a\u06cc\u0645 \u062c\u062f\u06cc\u062f \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0627 \u062e\u0648\u0627\u0646\u062f\u0646 \u0645\u062f\u0644 \u0647\u0627 \u06a9\u0644 \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u0631\u0627 \u062f\u0631\u06a9 \u06a9\u0646\u0646\u062f<\/li>\n<li>Docstrings \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0648 \u06a9\u062f \u0639\u0645\u0644\u06a9\u0631\u062f\u06cc \u062e\u062f\u0645\u062a \u0645\u06cc \u06a9\u0646\u062f<\/li>\n<li>\u0645\u062b\u0627\u0644: <code>StoryForChildren<\/code> Docstring \u0645\u062f\u0644 \u0628\u0647 \u0648\u0636\u0648\u062d \u062f\u0627\u0645\u0646\u0647 \u0633\u0646 \u0647\u062f\u0641 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h2><span class=\"ez-toc-section\" id=\"%D8%AA%D9%85%D8%B1%DB%8C%D9%86_%D8%AA%D9%85%D8%B1%DB%8C%D9%86\"><\/span>\n<p>  \u062a\u0645\u0631\u06cc\u0646 \u062a\u0645\u0631\u06cc\u0646<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u06cc\u0646 \u06a9\u062f \u0631\u0627 \u06a9\u067e\u06cc \u06a9\u0631\u062f\u0647 \u0648 \u0633\u0639\u06cc \u06a9\u0646\u06cc\u062f \u06cc\u06a9 \u0646\u0648\u0639 \u062f\u0627\u0633\u062a\u0627\u0646 \u062c\u062f\u06cc\u062f \u0628\u0647 \u0646\u0627\u0645 StoryForteenagers \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f \u0648 \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u0645\u062d\u062a\u0648\u0627\u06cc \u0645\u0646\u0627\u0633\u0628 \u0633\u0646 \u0628\u0631\u0627\u06cc \u0646\u0648\u062c\u0648\u0627\u0646\u0627\u0646 \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0647\u06cc\u062f. \u0628\u0647 \u0627\u06cc\u0646 \u0641\u06a9\u0631 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0686\u0647 \u0632\u0645\u06cc\u0646\u0647 \u0647\u0627\u06cc \u062e\u0627\u0635 \u06cc\u0627 \u0642\u0648\u0627\u0646\u06cc\u0646 \u0627\u0639\u062a\u0628\u0627\u0631 \u0633\u0646\u062c\u06cc \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0645\u062e\u0627\u0637\u0628 \u0645\u0631\u062a\u0628\u0637 \u0628\u0627\u0634\u062f.<\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u0628\u0631\u0631\u0633\u06cc \u0627\u062c\u0645\u0627\u0644\u06cc \u0648 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0627\u0633\u0627\u0633\u06cc \u062f\u0631 \u0627\u06cc\u0646 \u062f\u0631\u0633 \u060c \u0645\u0627 \u0686\u06af\u0648\u0646\u06af\u06cc \u0627\u06cc\u062c\u0627\u062f \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 AI \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0648 \u067e\u06cc\u06cc\u062f\u0646\u062a\u06cc\u06a9 \u0628\u0631\u0631\u0633\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f. \u0645\u0627 \u0628\u0631 \u0631\u0648\u06cc \u0633\u0627\u062e\u062a \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u0633\u062a\u0627\u0646 \u062a\u0645\u0631\u06a9\u0632 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u06a9\u0647 \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0642\u0627\u0628\u0644 \u0627\u0635\u0644\u0627\u062d \u0648 \u06af\u0633\u062a\u0631\u0634 \u0627\u0633\u062a. \u0645\u0641\u0627\u0647\u06cc\u0645 \u0627\u0633\u0627\u0633\u06cc \u0645\u062f\u0644 \u0647\u0627\u06cc Pydantic \u067e\u0627\u06cc\u0647 \u0648 \u0627\u0633\u0627\u0633 \u0645\u062f\u06cc\u0631\u06cc\u062a &hellip;<\/p>\n","protected":false},"author":2,"featured_media":96761,"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%2F3n5087q324taogg1kxzn.png","fifu_image_alt":"","footnotes":""},"categories":[339],"tags":[],"class_list":["post-96760","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\/96760","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=96760"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/96760\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/96761"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=96760"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=96760"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=96760"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}