{"id":95026,"date":"2025-01-29T00:16:53","date_gmt":"2025-01-28T20:46:53","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/building-your-first-rag-system-with-python-and-openai-1326\/"},"modified":"2025-01-29T00:16:53","modified_gmt":"2025-01-28T20:46:53","slug":"building-your-first-rag-system-with-python-and-openai-1326","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/building-your-first-rag-system-with-python-and-openai-1326\/","title":{"rendered":"\u0627\u0648\u0644\u06cc\u0646 \u0633\u06cc\u0633\u062a\u0645 RAG \u062e\u0648\u062f \u0631\u0627 \u0628\u0627 Python \u0648 Openai \u0628\u0633\u0627\u0632\u06cc\u062f"},"content":{"rendered":"<div data-article-id=\"2247102\" id=\"article-body\">\n<p>\u0633\u0644\u0627\u0645! \ud83d\udc4b \u0622\u06cc\u0627 \u0634\u0645\u0627 \u0639\u0644\u0627\u0642\u0647 \u0645\u0646\u062f \u0628\u0647 \u0633\u0627\u062e\u062a \u0633\u06cc\u0633\u062a\u0645 \u067e\u0627\u0631\u0686\u0647 \u062e\u0648\u062f (\u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0646\u0633\u0644 \u062a\u0642\u0648\u06cc\u062a \u0634\u062f\u0647) \u0647\u0633\u062a\u06cc\u062f\u061f \u062f\u0631 \u0627\u06cc\u0646 \u067e\u0633\u062a \u060c \u0645\u0646 \u0628\u0647 \u0634\u0645\u0627 \u0646\u0634\u0627\u0646 \u062e\u0648\u0627\u0647\u0645 \u062f\u0627\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u06cc\u06a9 \u0642\u062f\u0645 \u0628\u0647 \u0642\u062f\u0645 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0648 OpenAi \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f. 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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\/building-your-first-rag-system-with-python-and-openai-1326\/#%D9%81%D9%87%D8%B1%D8%B3%D8%AA_%D9%85%D8%B7%D8%A7%D9%84%D8%A8\" >\u0641\u0647\u0631\u0633\u062a \u0645\u0637\u0627\u0644\u0628<\/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\/building-your-first-rag-system-with-python-and-openai-1326\/#%D8%A2%D9%86%DA%86%D9%87_%DB%8C%D8%A7%D8%AF_%D8%AE%D9%88%D8%A7%D9%87%DB%8C%D8%AF_%DA%AF%D8%B1%D9%81%D8%AA\" >\u0622\u0646\u0686\u0647 \u06cc\u0627\u062f 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href=\"https:\/\/nabfollower.com\/blog\/building-your-first-rag-system-with-python-and-openai-1326\/#%D9%85%D8%B1%D8%AD%D9%84%D9%87_2_%D8%A8%D8%A7%D8%B1%DA%AF%DB%8C%D8%B1%DB%8C_%D8%B3%D9%86%D8%AF\" >\u0645\u0631\u062d\u0644\u0647 2: \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u0633\u0646\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/nabfollower.com\/blog\/building-your-first-rag-system-with-python-and-openai-1326\/#%D9%85%D8%B1%D8%AD%D9%84%D9%87_3_%D9%BE%D8%B1%D8%AF%D8%A7%D8%B2%D8%B4_%D9%85%D8%AA%D9%86\" >\u0645\u0631\u062d\u0644\u0647 3: \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u062a\u0646<\/a><\/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\/building-your-first-rag-system-with-python-and-openai-1326\/#%D9%85%D8%B1%D8%AD%D9%84%D9%87_4_%D8%A7%DB%8C%D8%AC%D8%A7%D8%AF_%D8%AA%D8%B9%D8%A8%DB%8C%D9%87\" 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class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/nabfollower.com\/blog\/building-your-first-rag-system-with-python-and-openai-1326\/#%D9%85%D8%B1%D8%AD%D9%84%D9%87_7_%D9%82%D8%B1%D8%A7%D8%B1_%D8%AF%D8%A7%D8%AF%D9%86_%D9%87%D9%85%D9%87_%D8%A7%DB%8C%D9%86%D9%87%D8%A7\" >\u0645\u0631\u062d\u0644\u0647 7: \u0642\u0631\u0627\u0631 \u062f\u0627\u062f\u0646 \u0647\u0645\u0647 \u0627\u06cc\u0646\u0647\u0627<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/nabfollower.com\/blog\/building-your-first-rag-system-with-python-and-openai-1326\/#%D9%BE%D8%A7%DB%8C%D8%A7%D9%86\" >\u067e\u0627\u06cc\u0627\u0646<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/nabfollower.com\/blog\/building-your-first-rag-system-with-python-and-openai-1326\/#%D9%85%D8%AE%D8%B2%D9%86_%D8%AC%DB%8C%D8%AA%D8%A7%D8%A8\" >\u0645\u062e\u0632\u0646 \u062c\u06cc\u062a\u0627\u0628<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%D9%81%D9%87%D8%B1%D8%B3%D8%AA_%D9%85%D8%B7%D8%A7%D9%84%D8%A8\"><\/span>\n<p>  \u0641\u0647\u0631\u0633\u062a \u0645\u0637\u0627\u0644\u0628<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h2><span class=\"ez-toc-section\" id=\"%D8%A2%D9%86%DA%86%D9%87_%DB%8C%D8%A7%D8%AF_%D8%AE%D9%88%D8%A7%D9%87%DB%8C%D8%AF_%DA%AF%D8%B1%D9%81%D8%AA\"><\/span>\n<p>  \u0622\u0646\u0686\u0647 \u06cc\u0627\u062f \u062e\u0648\u0627\u0647\u06cc\u062f \u06af\u0631\u0641\u062a<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u060c \u0634\u0645\u0627 \u06cc\u0627\u062f \u0645\u06cc \u06af\u06cc\u0631\u06cc\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647:<\/p>\n<ul>\n<li>\u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 RAG \u0631\u0627 \u0627\u0632 \u0627\u0628\u062a\u062f\u0627 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f<\/li>\n<li>\u067e\u0631\u062f\u0627\u0632\u0634 \u0648 \u062a\u0647\u06cc\u0647 \u0627\u0633\u0646\u0627\u062f \u0628\u0631\u0627\u06cc RAG<\/li>\n<li>\u0627\u0632 \u062a\u0639\u0628\u06cc\u0647 OpenAi \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f<\/li>\n<li>\u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0633\u0627\u062f\u0647 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/li>\n<li>\u0647\u0645\u0647 \u0686\u06cc\u0632 \u0631\u0627 \u0628\u0627 API Openai \u0648\u0635\u0644 \u06a9\u0646\u06cc\u062f<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"%D8%AA%D9%86%D8%B8%DB%8C%D9%85_%D9%BE%D8%B1%D9%88%DA%98%D9%87\"><\/span>\n<p>  \u062a\u0646\u0638\u06cc\u0645 \u067e\u0631\u0648\u0698\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u0628\u062a\u062f\u0627 \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0647 \u0633\u0627\u062e\u062a\u0627\u0631 \u067e\u0648\u0634\u0647 \u062e\u0648\u062f \u0646\u06af\u0627\u0647 \u06a9\u0646\u06cc\u0645:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>rag-project\/\n\u2502\n\u251c\u2500\u2500 src\/\n\u2502   \u251c\u2500\u2500 __init__.py\n\u2502   \u251c\u2500\u2500 document_loader.py\n\u2502   \u251c\u2500\u2500 text_processor.py\n\u2502   \u251c\u2500\u2500 embeddings_manager.py\n\u2502   \u251c\u2500\u2500 retrieval_system.py\n\u2502   \u2514\u2500\u2500 rag_system.py\n\u2502\n\u251c\u2500\u2500 data\/\n\u2502   \u2514\u2500\u2500 documents\/\n\u2502\n\u251c\u2500\u2500 requirements.txt\n\u251c\u2500\u2500 test.py\n\u251c\u2500\u2500 README.md\n\u2514\u2500\u2500 .env\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%B1%D8%AD%D9%84%D9%87_1_%D8%AA%D9%86%D8%B8%DB%8C%D9%85_%D9%85%D8%AD%DB%8C%D8%B7\"><\/span>\n<p>  \u0645\u0631\u062d\u0644\u0647 1: \u062a\u0646\u0638\u06cc\u0645 \u0645\u062d\u06cc\u0637<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u0628\u062a\u062f\u0627 \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0645\u062d\u06cc\u0637 \u0645\u062c\u0627\u0632\u06cc \u062e\u0648\u062f \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u0645 \u0648 \u0628\u0633\u062a\u0647 \u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0631\u0627 \u0646\u0635\u0628 \u06a9\u0646\u06cc\u0645:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>python <span class=\"nt\">-m<\/span> venv venv\n<span class=\"nb\">source <\/span>venv\/bin\/activate  <span class=\"c\"># On Windows: venv\\Scripts\\activate<\/span>\npip <span class=\"nb\">install <\/span>openai python-dotenv numpy pandas\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\u062c\u0627\u062f a <code>requirements.txt<\/code> \u067e\u0631\u0648\u0646\u062f\u0647:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>openai==1.12.0\npython-dotenv==1.0.0\nnumpy==1.24.3\npandas==2.1.0\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>\u062e\u0648\u062f \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f <code>.env<\/code> \u067e\u0631\u0648\u0646\u062f\u0647:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>OPENAI_API_KEY=your_api_key_here\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%B1%D8%AD%D9%84%D9%87_2_%D8%A8%D8%A7%D8%B1%DA%AF%DB%8C%D8%B1%DB%8C_%D8%B3%D9%86%D8%AF\"><\/span>\n<p>  \u0645\u0631\u062d\u0644\u0647 2: \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u0633\u0646\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u0646 <code>src\/document_loader.py<\/code>:<\/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<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\">DocumentLoader<\/span><span class=\"p\">:<\/span>\n    <span class=\"k\">def<\/span> <span class=\"nf\">__init__<\/span><span class=\"p\">(<\/span><span class=\"n\">self<\/span><span class=\"p\">,<\/span> <span class=\"n\">documents_path<\/span><span class=\"p\">:<\/span> <span class=\"nb\">str<\/span><span class=\"p\">):<\/span>\n        <span class=\"n\">self<\/span><span class=\"p\">.<\/span><span class=\"n\">documents_path<\/span> <span class=\"o\">=<\/span> <span class=\"n\">documents_path<\/span>\n\n    <span class=\"k\">def<\/span> <span class=\"nf\">load_documents<\/span><span class=\"p\">(<\/span><span class=\"n\">self<\/span><span class=\"p\">)<\/span> <span class=\"o\">-&gt;<\/span> <span class=\"n\">List<\/span><span class=\"p\">[<\/span><span class=\"nb\">str<\/span><span class=\"p\">]:<\/span>\n        <span class=\"n\">documents<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[]<\/span>\n        <span class=\"k\">for<\/span> <span class=\"n\">filename<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">os<\/span><span class=\"p\">.<\/span><span class=\"nf\">listdir<\/span><span class=\"p\">(<\/span><span class=\"n\">self<\/span><span class=\"p\">.<\/span><span class=\"n\">documents_path<\/span><span class=\"p\">):<\/span>\n            <span class=\"k\">if<\/span> <span class=\"n\">filename<\/span><span class=\"p\">.<\/span><span class=\"nf\">endswith<\/span><span class=\"p\">(<\/span><span class=\"sh\">'<\/span><span class=\"s\">.txt<\/span><span class=\"sh\">'<\/span><span class=\"p\">):<\/span>\n                <span class=\"k\">with<\/span> <span class=\"nf\">open<\/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\">self<\/span><span class=\"p\">.<\/span><span class=\"n\">documents_path<\/span><span class=\"p\">,<\/span> <span class=\"n\">filename<\/span><span class=\"p\">),<\/span> <span class=\"sh\">'<\/span><span class=\"s\">r<\/span><span class=\"sh\">'<\/span><span class=\"p\">)<\/span> <span class=\"k\">as<\/span> <span class=\"nb\">file<\/span><span class=\"p\">:<\/span>\n                    <span class=\"n\">documents<\/span><span class=\"p\">.<\/span><span class=\"nf\">append<\/span><span class=\"p\">(<\/span><span class=\"nb\">file<\/span><span class=\"p\">.<\/span><span class=\"nf\">read<\/span><span class=\"p\">())<\/span>\n        <span class=\"k\">return<\/span> <span class=\"n\">documents<\/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%B1%D8%AD%D9%84%D9%87_3_%D9%BE%D8%B1%D8%AF%D8%A7%D8%B2%D8%B4_%D9%85%D8%AA%D9%86\"><\/span>\n<p>  \u0645\u0631\u062d\u0644\u0647 3: \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u062a\u0646<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u0646 <code>src\/text_processor.py<\/code>:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><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\">TextProcessor<\/span><span class=\"p\">:<\/span>\n    <span class=\"k\">def<\/span> <span class=\"nf\">__init__<\/span><span class=\"p\">(<\/span><span class=\"n\">self<\/span><span class=\"p\">,<\/span> <span class=\"n\">chunk_size<\/span><span class=\"p\">:<\/span> <span class=\"nb\">int<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">1000<\/span><span class=\"p\">):<\/span>\n        <span class=\"n\">self<\/span><span class=\"p\">.<\/span><span class=\"n\">chunk_size<\/span> <span class=\"o\">=<\/span> <span class=\"n\">chunk_size<\/span>\n\n    <span class=\"k\">def<\/span> <span class=\"nf\">split_into_chunks<\/span><span class=\"p\">(<\/span><span class=\"n\">self<\/span><span class=\"p\">,<\/span> <span class=\"n\">text<\/span><span class=\"p\">:<\/span> <span class=\"nb\">str<\/span><span class=\"p\">)<\/span> <span class=\"o\">-&gt;<\/span> <span class=\"n\">List<\/span><span class=\"p\">[<\/span><span class=\"nb\">str<\/span><span class=\"p\">]:<\/span>\n        <span class=\"n\">words<\/span> <span class=\"o\">=<\/span> <span class=\"n\">text<\/span><span class=\"p\">.<\/span><span class=\"nf\">split<\/span><span class=\"p\">()<\/span>\n        <span class=\"n\">chunks<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[]<\/span>\n        <span class=\"n\">current_chunk<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[]<\/span>\n        <span class=\"n\">current_size<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">0<\/span>\n\n        <span class=\"k\">for<\/span> <span class=\"n\">word<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">words<\/span><span class=\"p\">:<\/span>\n            <span class=\"k\">if<\/span> <span class=\"n\">current_size<\/span> <span class=\"o\">+<\/span> <span class=\"nf\">len<\/span><span class=\"p\">(<\/span><span class=\"n\">word<\/span><span class=\"p\">)<\/span> <span class=\"o\">&gt;<\/span> <span class=\"n\">self<\/span><span class=\"p\">.<\/span><span class=\"n\">chunk_size<\/span><span class=\"p\">:<\/span>\n                <span class=\"n\">chunks<\/span><span class=\"p\">.<\/span><span class=\"nf\">append<\/span><span class=\"p\">(<\/span><span class=\"sh\">'<\/span><span class=\"s\"> <\/span><span class=\"sh\">'<\/span><span class=\"p\">.<\/span><span class=\"nf\">join<\/span><span class=\"p\">(<\/span><span class=\"n\">current_chunk<\/span><span class=\"p\">))<\/span>\n                <span class=\"n\">current_chunk<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[<\/span><span class=\"n\">word<\/span><span class=\"p\">]<\/span>\n                <span class=\"n\">current_size<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">len<\/span><span class=\"p\">(<\/span><span class=\"n\">word<\/span><span class=\"p\">)<\/span>\n            <span class=\"k\">else<\/span><span class=\"p\">:<\/span>\n                <span class=\"n\">current_chunk<\/span><span class=\"p\">.<\/span><span class=\"nf\">append<\/span><span class=\"p\">(<\/span><span class=\"n\">word<\/span><span class=\"p\">)<\/span>\n                <span class=\"n\">current_size<\/span> <span class=\"o\">+=<\/span> <span class=\"nf\">len<\/span><span class=\"p\">(<\/span><span class=\"n\">word<\/span><span class=\"p\">)<\/span> <span class=\"o\">+<\/span> <span class=\"mi\">1<\/span>\n\n        <span class=\"k\">if<\/span> <span class=\"n\">current_chunk<\/span><span class=\"p\">:<\/span>\n            <span class=\"n\">chunks<\/span><span class=\"p\">.<\/span><span class=\"nf\">append<\/span><span class=\"p\">(<\/span><span class=\"sh\">'<\/span><span class=\"s\"> <\/span><span class=\"sh\">'<\/span><span class=\"p\">.<\/span><span class=\"nf\">join<\/span><span class=\"p\">(<\/span><span class=\"n\">current_chunk<\/span><span class=\"p\">))<\/span>\n\n        <span class=\"k\">return<\/span> <span class=\"n\">chunks<\/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%B1%D8%AD%D9%84%D9%87_4_%D8%A7%DB%8C%D8%AC%D8%A7%D8%AF_%D8%AA%D8%B9%D8%A8%DB%8C%D9%87\"><\/span>\n<p>  \u0645\u0631\u062d\u0644\u0647 4: \u0627\u06cc\u062c\u0627\u062f \u062a\u0639\u0628\u06cc\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u0646 <code>src\/embeddings_manager.py<\/code>:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"kn\">from<\/span> <span class=\"n\">typing<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">List<\/span>\n<span class=\"kn\">import<\/span> <span class=\"n\">openai<\/span>\n<span class=\"kn\">import<\/span> <span class=\"n\">numpy<\/span> <span class=\"k\">as<\/span> <span class=\"n\">np<\/span>\n\n<span class=\"k\">class<\/span> <span class=\"nc\">EmbeddingsManager<\/span><span class=\"p\">:<\/span>\n    <span class=\"k\">def<\/span> <span class=\"nf\">__init__<\/span><span class=\"p\">(<\/span><span class=\"n\">self<\/span><span class=\"p\">,<\/span> <span class=\"n\">api_key<\/span><span class=\"p\">:<\/span> <span class=\"nb\">str<\/span><span class=\"p\">):<\/span>\n        <span class=\"n\">openai<\/span><span class=\"p\">.<\/span><span class=\"n\">api_key<\/span> <span class=\"o\">=<\/span> <span class=\"n\">api_key<\/span>\n\n    <span class=\"k\">def<\/span> <span class=\"nf\">create_embeddings<\/span><span class=\"p\">(<\/span><span class=\"n\">self<\/span><span class=\"p\">,<\/span> <span class=\"n\">texts<\/span><span class=\"p\">:<\/span> <span class=\"n\">List<\/span><span class=\"p\">[<\/span><span class=\"nb\">str<\/span><span class=\"p\">])<\/span> <span class=\"o\">-&gt;<\/span> <span class=\"n\">List<\/span><span class=\"p\">[<\/span><span class=\"n\">np<\/span><span class=\"p\">.<\/span><span class=\"n\">ndarray<\/span><span class=\"p\">]:<\/span>\n        <span class=\"n\">embeddings<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[]<\/span>\n        <span class=\"k\">for<\/span> <span class=\"n\">text<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">texts<\/span><span class=\"p\">:<\/span>\n            <span class=\"n\">response<\/span> <span class=\"o\">=<\/span> <span class=\"n\">openai<\/span><span class=\"p\">.<\/span><span class=\"n\">embeddings<\/span><span class=\"p\">.<\/span><span class=\"nf\">create<\/span><span class=\"p\">(<\/span>\n                <span class=\"n\">model<\/span><span class=\"o\">=<\/span><span class=\"sh\">\"<\/span><span class=\"s\">text-embedding-ada-002<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span>\n                <span class=\"nb\">input<\/span><span class=\"o\">=<\/span><span class=\"n\">text<\/span>\n            <span class=\"p\">)<\/span>\n            <span class=\"n\">embeddings<\/span><span class=\"p\">.<\/span><span class=\"nf\">append<\/span><span class=\"p\">(<\/span><span class=\"n\">np<\/span><span class=\"p\">.<\/span><span class=\"nf\">array<\/span><span class=\"p\">(<\/span><span class=\"n\">response<\/span><span class=\"p\">.<\/span><span class=\"n\">data<\/span><span class=\"p\">[<\/span><span class=\"mi\">0<\/span><span class=\"p\">].<\/span><span class=\"n\">embedding<\/span><span class=\"p\">))<\/span>\n        <span class=\"k\">return<\/span> <span class=\"n\">embeddings<\/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%B1%D8%AD%D9%84%D9%87_5_%D8%B3%D8%A7%D8%AE%D8%AA_%D8%B3%DB%8C%D8%B3%D8%AA%D9%85_%D8%A8%D8%A7%D8%B2%DB%8C%D8%A7%D8%A8%DB%8C\"><\/span>\n<p>  \u0645\u0631\u062d\u0644\u0647 5: \u0633\u0627\u062e\u062a \u0633\u06cc\u0633\u062a\u0645 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u0646 <code>src\/retrieval_system.py<\/code>:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"kn\">import<\/span> <span class=\"n\">numpy<\/span> <span class=\"k\">as<\/span> <span class=\"n\">np<\/span>\n<span class=\"kn\">from<\/span> <span class=\"n\">typing<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">List<\/span><span class=\"p\">,<\/span> <span class=\"n\">Tuple<\/span>\n\n<span class=\"k\">class<\/span> <span class=\"nc\">RetrievalSystem<\/span><span class=\"p\">:<\/span>\n    <span class=\"k\">def<\/span> <span class=\"nf\">__init__<\/span><span class=\"p\">(<\/span><span class=\"n\">self<\/span><span class=\"p\">,<\/span> <span class=\"n\">chunks<\/span><span class=\"p\">:<\/span> <span class=\"n\">List<\/span><span class=\"p\">[<\/span><span class=\"nb\">str<\/span><span class=\"p\">],<\/span> <span class=\"n\">embeddings<\/span><span class=\"p\">:<\/span> <span class=\"n\">List<\/span><span class=\"p\">[<\/span><span class=\"n\">np<\/span><span class=\"p\">.<\/span><span class=\"n\">ndarray<\/span><span class=\"p\">]):<\/span>\n        <span class=\"n\">self<\/span><span class=\"p\">.<\/span><span class=\"n\">chunks<\/span> <span class=\"o\">=<\/span> <span class=\"n\">chunks<\/span>\n        <span class=\"n\">self<\/span><span class=\"p\">.<\/span><span class=\"n\">embeddings<\/span> <span class=\"o\">=<\/span> <span class=\"n\">embeddings<\/span>\n\n    <span class=\"k\">def<\/span> <span class=\"nf\">find_similar_chunks<\/span><span class=\"p\">(<\/span><span class=\"n\">self<\/span><span class=\"p\">,<\/span> <span class=\"n\">query_embedding<\/span><span class=\"p\">:<\/span> <span class=\"n\">np<\/span><span class=\"p\">.<\/span><span class=\"n\">ndarray<\/span><span class=\"p\">,<\/span> <span class=\"n\">top_k<\/span><span class=\"p\">:<\/span> <span class=\"nb\">int<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">3<\/span><span class=\"p\">)<\/span> <span class=\"o\">-&gt;<\/span> <span class=\"n\">List<\/span><span class=\"p\">[<\/span><span class=\"n\">Tuple<\/span><span class=\"p\">[<\/span><span class=\"nb\">str<\/span><span class=\"p\">,<\/span> <span class=\"nb\">float<\/span><span class=\"p\">]]:<\/span>\n        <span class=\"n\">similarities<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[]<\/span>\n        <span class=\"k\">for<\/span> <span class=\"n\">i<\/span><span class=\"p\">,<\/span> <span class=\"n\">embedding<\/span> <span class=\"ow\">in<\/span> <span class=\"nf\">enumerate<\/span><span class=\"p\">(<\/span><span class=\"n\">self<\/span><span class=\"p\">.<\/span><span class=\"n\">embeddings<\/span><span class=\"p\">):<\/span>\n            <span class=\"n\">similarity<\/span> <span class=\"o\">=<\/span> <span class=\"n\">np<\/span><span class=\"p\">.<\/span><span class=\"nf\">dot<\/span><span class=\"p\">(<\/span><span class=\"n\">query_embedding<\/span><span class=\"p\">,<\/span> <span class=\"n\">embedding<\/span><span class=\"p\">)<\/span> <span class=\"o\">\/<\/span> <span class=\"p\">(<\/span>\n                <span class=\"n\">np<\/span><span class=\"p\">.<\/span><span class=\"n\">linalg<\/span><span class=\"p\">.<\/span><span class=\"nf\">norm<\/span><span class=\"p\">(<\/span><span class=\"n\">query_embedding<\/span><span class=\"p\">)<\/span> <span class=\"o\">*<\/span> <span class=\"n\">np<\/span><span class=\"p\">.<\/span><span class=\"n\">linalg<\/span><span class=\"p\">.<\/span><span class=\"nf\">norm<\/span><span class=\"p\">(<\/span><span class=\"n\">embedding<\/span><span class=\"p\">)<\/span>\n            <span class=\"p\">)<\/span>\n            <span class=\"n\">similarities<\/span><span class=\"p\">.<\/span><span class=\"nf\">append<\/span><span class=\"p\">((<\/span><span class=\"n\">self<\/span><span class=\"p\">.<\/span><span class=\"n\">chunks<\/span><span class=\"p\">[<\/span><span class=\"n\">i<\/span><span class=\"p\">],<\/span> <span class=\"n\">similarity<\/span><span class=\"p\">))<\/span>\n\n        <span class=\"k\">return<\/span> <span class=\"nf\">sorted<\/span><span class=\"p\">(<\/span><span class=\"n\">similarities<\/span><span class=\"p\">,<\/span> <span class=\"n\">key<\/span><span class=\"o\">=<\/span><span class=\"k\">lambda<\/span> <span class=\"n\">x<\/span><span class=\"p\">:<\/span> <span class=\"n\">x<\/span><span class=\"p\">[<\/span><span class=\"mi\">1<\/span><span class=\"p\">],<\/span> <span class=\"n\">reverse<\/span><span class=\"o\">=<\/span><span class=\"bp\">True<\/span><span class=\"p\">)[:<\/span><span class=\"n\">top_k<\/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%B1%D8%AD%D9%84%D9%87_%D8%B4%D8%B4%D9%85_%D8%A7%D8%AA%D8%B5%D8%A7%D9%84_%D8%A8%D8%A7_OpenAi\"><\/span>\n<p>  \u0645\u0631\u062d\u0644\u0647 \u0634\u0634\u0645: \u0627\u062a\u0635\u0627\u0644 \u0628\u0627 OpenAi<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u0646 <code>src\/rag_system.py<\/code>:<\/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<span class=\"kn\">from<\/span> <span class=\"n\">dotenv<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">load_dotenv<\/span>\n<span class=\"kn\">from<\/span> <span class=\"n\">typing<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">List<\/span>\n<span class=\"kn\">import<\/span> <span class=\"n\">openai<\/span>\n\n<span class=\"kn\">from<\/span> <span class=\"n\">.document_loader<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">DocumentLoader<\/span>\n<span class=\"kn\">from<\/span> <span class=\"n\">.text_processor<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">TextProcessor<\/span>\n<span class=\"kn\">from<\/span> <span class=\"n\">.embeddings_manager<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">EmbeddingsManager<\/span>\n<span class=\"kn\">from<\/span> <span class=\"n\">.retrieval_system<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">RetrievalSystem<\/span>\n\n<span class=\"k\">class<\/span> <span class=\"nc\">RAGSystem<\/span><span class=\"p\">:<\/span>\n    <span class=\"k\">def<\/span> <span class=\"nf\">__init__<\/span><span class=\"p\">(<\/span><span class=\"n\">self<\/span><span class=\"p\">):<\/span>\n        <span class=\"nf\">load_dotenv<\/span><span class=\"p\">()<\/span>\n        <span class=\"n\">self<\/span><span class=\"p\">.<\/span><span class=\"n\">api_key<\/span> <span class=\"o\">=<\/span> <span class=\"n\">os<\/span><span class=\"p\">.<\/span><span class=\"nf\">getenv<\/span><span class=\"p\">(<\/span><span class=\"sh\">'<\/span><span class=\"s\">OPENAI_API_KEY<\/span><span class=\"sh\">'<\/span><span class=\"p\">)<\/span>\n        <span class=\"n\">self<\/span><span class=\"p\">.<\/span><span class=\"n\">loader<\/span> <span class=\"o\">=<\/span> <span class=\"nc\">DocumentLoader<\/span><span class=\"p\">(<\/span><span class=\"sh\">'<\/span><span class=\"s\">data\/documents<\/span><span class=\"sh\">'<\/span><span class=\"p\">)<\/span>\n        <span class=\"n\">self<\/span><span class=\"p\">.<\/span><span class=\"n\">processor<\/span> <span class=\"o\">=<\/span> <span class=\"nc\">TextProcessor<\/span><span class=\"p\">()<\/span>\n        <span class=\"n\">self<\/span><span class=\"p\">.<\/span><span class=\"n\">embeddings_manager<\/span> <span class=\"o\">=<\/span> <span class=\"nc\">EmbeddingsManager<\/span><span class=\"p\">(<\/span><span class=\"n\">self<\/span><span class=\"p\">.<\/span><span class=\"n\">api_key<\/span><span class=\"p\">)<\/span>\n\n        <span class=\"c1\"># Initialize system\n<\/span>        <span class=\"n\">self<\/span><span class=\"p\">.<\/span><span class=\"nf\">initialize_system<\/span><span class=\"p\">()<\/span>\n\n    <span class=\"k\">def<\/span> <span class=\"nf\">initialize_system<\/span><span class=\"p\">(<\/span><span class=\"n\">self<\/span><span class=\"p\">):<\/span>\n        <span class=\"c1\"># Load and process documents\n<\/span>        <span class=\"n\">documents<\/span> <span class=\"o\">=<\/span> <span class=\"n\">self<\/span><span class=\"p\">.<\/span><span class=\"n\">loader<\/span><span class=\"p\">.<\/span><span class=\"nf\">load_documents<\/span><span class=\"p\">()<\/span>\n        <span class=\"n\">self<\/span><span class=\"p\">.<\/span><span class=\"n\">chunks<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[]<\/span>\n        <span class=\"k\">for<\/span> <span class=\"n\">doc<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">documents<\/span><span class=\"p\">:<\/span>\n            <span class=\"n\">self<\/span><span class=\"p\">.<\/span><span class=\"n\">chunks<\/span><span class=\"p\">.<\/span><span class=\"nf\">extend<\/span><span class=\"p\">(<\/span><span class=\"n\">self<\/span><span class=\"p\">.<\/span><span class=\"n\">processor<\/span><span class=\"p\">.<\/span><span class=\"nf\">split_into_chunks<\/span><span class=\"p\">(<\/span><span class=\"n\">doc<\/span><span class=\"p\">))<\/span>\n\n        <span class=\"c1\"># Create embeddings\n<\/span>        <span class=\"n\">self<\/span><span class=\"p\">.<\/span><span class=\"n\">embeddings<\/span> <span class=\"o\">=<\/span> <span class=\"n\">self<\/span><span class=\"p\">.<\/span><span class=\"n\">embeddings_manager<\/span><span class=\"p\">.<\/span><span class=\"nf\">create_embeddings<\/span><span class=\"p\">(<\/span><span class=\"n\">self<\/span><span class=\"p\">.<\/span><span class=\"n\">chunks<\/span><span class=\"p\">)<\/span>\n\n        <span class=\"c1\"># Initialize retrieval system\n<\/span>        <span class=\"n\">self<\/span><span class=\"p\">.<\/span><span class=\"n\">retrieval_system<\/span> <span class=\"o\">=<\/span> <span class=\"nc\">RetrievalSystem<\/span><span class=\"p\">(<\/span><span class=\"n\">self<\/span><span class=\"p\">.<\/span><span class=\"n\">chunks<\/span><span class=\"p\">,<\/span> <span class=\"n\">self<\/span><span class=\"p\">.<\/span><span class=\"n\">embeddings<\/span><span class=\"p\">)<\/span>\n\n    <span class=\"k\">def<\/span> <span class=\"nf\">answer_question<\/span><span class=\"p\">(<\/span><span class=\"n\">self<\/span><span class=\"p\">,<\/span> <span class=\"n\">question<\/span><span class=\"p\">:<\/span> <span class=\"nb\">str<\/span><span class=\"p\">)<\/span> <span class=\"o\">-&gt;<\/span> <span class=\"nb\">str<\/span><span class=\"p\">:<\/span>\n        <span class=\"c1\"># Get question embedding\n<\/span>        <span class=\"n\">question_embedding<\/span> <span class=\"o\">=<\/span> <span class=\"n\">self<\/span><span class=\"p\">.<\/span><span class=\"n\">embeddings_manager<\/span><span class=\"p\">.<\/span><span class=\"nf\">create_embeddings<\/span><span class=\"p\">([<\/span><span class=\"n\">question<\/span><span class=\"p\">])[<\/span><span class=\"mi\">0<\/span><span class=\"p\">]<\/span>\n\n        <span class=\"c1\"># Get relevant chunks\n<\/span>        <span class=\"n\">relevant_chunks<\/span> <span class=\"o\">=<\/span> <span class=\"n\">self<\/span><span class=\"p\">.<\/span><span class=\"n\">retrieval_system<\/span><span class=\"p\">.<\/span><span class=\"nf\">find_similar_chunks<\/span><span class=\"p\">(<\/span><span class=\"n\">question_embedding<\/span><span class=\"p\">)<\/span>\n\n        <span class=\"c1\"># Prepare context\n<\/span>        <span class=\"n\">context<\/span> <span class=\"o\">=<\/span> <span class=\"sh\">\"<\/span><span class=\"se\">\\n<\/span><span class=\"sh\">\"<\/span><span class=\"p\">.<\/span><span class=\"nf\">join<\/span><span class=\"p\">([<\/span><span class=\"n\">chunk<\/span><span class=\"p\">[<\/span><span class=\"mi\">0<\/span><span class=\"p\">]<\/span> <span class=\"k\">for<\/span> <span class=\"n\">chunk<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">relevant_chunks<\/span><span class=\"p\">])<\/span>\n\n        <span class=\"c1\"># Create prompt\n<\/span>        <span class=\"n\">prompt<\/span> <span class=\"o\">=<\/span> <span class=\"sa\">f<\/span><span class=\"sh\">\"\"\"<\/span><span class=\"s\">Context: <\/span><span class=\"si\">{<\/span><span class=\"n\">context<\/span><span class=\"si\">}<\/span><span class=\"se\">\\n\\n<\/span><span class=\"s\">Question: <\/span><span class=\"si\">{<\/span><span class=\"n\">question<\/span><span class=\"si\">}<\/span><span class=\"se\">\\n\\n<\/span><span class=\"s\">Answer:<\/span><span class=\"sh\">\"\"\"<\/span>\n\n        <span class=\"c1\"># Get response from OpenAI\n<\/span>        <span class=\"n\">response<\/span> <span class=\"o\">=<\/span> <span class=\"n\">openai<\/span><span class=\"p\">.<\/span><span class=\"n\">chat<\/span><span class=\"p\">.<\/span><span class=\"n\">completions<\/span><span class=\"p\">.<\/span><span class=\"nf\">create<\/span><span class=\"p\">(<\/span>\n            <span class=\"n\">model<\/span><span class=\"o\">=<\/span><span class=\"sh\">\"<\/span><span class=\"s\">gpt-4-turbo-preview<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span>\n            <span class=\"n\">messages<\/span><span class=\"o\">=<\/span><span class=\"p\">[<\/span>\n                <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\">system<\/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=\"sh\">\"<\/span><span class=\"s\">You are a helpful assistant. Use the provided context to answer the question.<\/span><span class=\"sh\">\"<\/span><span class=\"p\">},<\/span>\n                <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=\"p\">]<\/span>\n        <span class=\"p\">)<\/span>\n\n        <span class=\"k\">return<\/span> <span class=\"n\">response<\/span><span class=\"p\">.<\/span><span class=\"n\">choices<\/span><span class=\"p\">[<\/span><span class=\"mi\">0<\/span><span class=\"p\">].<\/span><span class=\"n\">message<\/span><span class=\"p\">.<\/span><span class=\"n\">content<\/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%B1%D8%AD%D9%84%D9%87_7_%D9%82%D8%B1%D8%A7%D8%B1_%D8%AF%D8%A7%D8%AF%D9%86_%D9%87%D9%85%D9%87_%D8%A7%DB%8C%D9%86%D9%87%D8%A7\"><\/span>\n<p>  \u0645\u0631\u062d\u0644\u0647 7: \u0642\u0631\u0627\u0631 \u062f\u0627\u062f\u0646 \u0647\u0645\u0647 \u0627\u06cc\u0646\u0647\u0627<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0646\u062d\u0648\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0633\u06cc\u0633\u062a\u0645 \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<p>\u0628\u0631\u062e\u06cc \u0627\u0632 \u0627\u0633\u0646\u0627\u062f \u062a\u0633\u062a \u0631\u0627 \u0628\u0647 \u062e\u0648\u062f \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u062f <code>data\/documents<\/code> \u067e\u0648\u0634\u0647:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>story.txt\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>\u0633\u067e\u0633 \u06cc\u06a9 \u062a\u0633\u062a \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"c1\"># test.py\n<\/span><span class=\"kn\">from<\/span> <span class=\"n\">src.rag_system<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">RAGSystem<\/span>\n\n<span class=\"c1\"># Initialize the RAG system\n<\/span><span class=\"n\">rag<\/span> <span class=\"o\">=<\/span> <span class=\"nc\">RAGSystem<\/span><span class=\"p\">()<\/span>\n\n<span class=\"c1\"># Ask a question\n<\/span><span class=\"n\">question<\/span> <span class=\"o\">=<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">What was the answer to the guardian\u2019s riddle, and how did it help Kai?<\/span><span class=\"sh\">\"<\/span>\n<span class=\"n\">answer<\/span> <span class=\"o\">=<\/span> <span class=\"n\">rag<\/span><span class=\"p\">.<\/span><span class=\"nf\">answer_question<\/span><span class=\"p\">(<\/span><span class=\"n\">question<\/span><span class=\"p\">)<\/span>\n<span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">answer<\/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%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>\u062a\u0628\u0631\u06cc\u06a9 \u0645\u06cc \u06af\u0648\u06cc\u0645! \u0634\u0645\u0627 \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 RAG \u0627\u0633\u0627\u0633\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u0647 \u0627\u06cc\u062f \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f:<\/p>\n<ul>\n<li>\u0627\u0633\u0646\u0627\u062f \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u0648 \u067e\u0631\u062f\u0627\u0632\u0634<\/li>\n<li>\u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 OpenAi \u062a\u0639\u0628\u06cc\u0647 \u06a9\u0646\u06cc\u062f<\/li>\n<li>\u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062c\u0633\u062a\u062c\u0648\u06cc \u0634\u0628\u0627\u0647\u062a \u060c \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0631\u0628\u0648\u0637\u0647 \u0631\u0627 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u062f<\/li>\n<li>\u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062a\u0646 \u067e\u0627\u0633\u062e \u0647\u0627 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/li>\n<\/ul>\n<p>\u0627\u06cc\u0646 \u0641\u0642\u0637 \u0622\u063a\u0627\u0632 \u0627\u0633\u062a &#8211; \u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u06cc\u0646 \u0633\u06cc\u0633\u062a\u0645 \u0631\u0627 \u062a\u0648\u0633\u0637:<\/p>\n<ul>\n<li>\u0627\u0641\u0632\u0648\u062f\u0646 \u0631\u0648\u0634\u0647\u0627\u06cc \u0628\u0647\u062a\u0631 \u0645\u062a\u0646 \u0645\u062a\u0646<\/li>\n<li>\u0627\u062c\u0631\u0627\u06cc \u0627\u0646\u0628\u0627\u0631\u0647\u0627 \u0628\u0631\u0627\u06cc \u062a\u0639\u0628\u06cc\u0647<\/li>\n<li>\u0627\u0636\u0627\u0641\u0647 \u06a9\u0631\u062f\u0646 \u062e\u0637\u0627\u06cc<\/li>\n<li>\u0628\u0647\u0628\u0648\u062f \u0645\u0647\u0646\u062f\u0633\u06cc \u0633\u0631\u06cc\u0639<\/li>\n<li>\u0627\u0641\u0632\u0648\u062f\u0646 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0628\u0631\u062f\u0627\u0631<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"%D9%85%D8%AE%D8%B2%D9%86_%D8%AC%DB%8C%D8%AA%D8%A7%D8%A8\"><\/span>\n<p>  \u0645\u062e\u0632\u0646 \u062c\u06cc\u062a\u0627\u0628<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u06a9\u062f \u06a9\u0627\u0645\u0644 \u0627\u06cc\u0646 \u067e\u0631\u0648\u0698\u0647 \u0631\u0627 \u062f\u0631 Github: Python Rag System \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u0628\u0647 \u06cc\u0627\u062f \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u06a9\u0647 \u06a9\u0644\u06cc\u062f API \u062e\u0648\u062f \u0631\u0627 \u0627\u06cc\u0645\u0646 \u0646\u06af\u0647 \u062f\u0627\u0631\u06cc\u062f \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 API \u062e\u0648\u062f \u0631\u0627 \u06a9\u0646\u062a\u0631\u0644 \u06a9\u0646\u06cc\u062f!<\/p>\n<p>\u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0645\u0628\u0627\u0631\u06a9! \ud83d\ude80<\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u0633\u0644\u0627\u0645! \ud83d\udc4b \u0622\u06cc\u0627 \u0634\u0645\u0627 \u0639\u0644\u0627\u0642\u0647 \u0645\u0646\u062f \u0628\u0647 \u0633\u0627\u062e\u062a \u0633\u06cc\u0633\u062a\u0645 \u067e\u0627\u0631\u0686\u0647 \u062e\u0648\u062f (\u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0646\u0633\u0644 \u062a\u0642\u0648\u06cc\u062a \u0634\u062f\u0647) \u0647\u0633\u062a\u06cc\u062f\u061f \u062f\u0631 \u0627\u06cc\u0646 \u067e\u0633\u062a \u060c \u0645\u0646 \u0628\u0647 \u0634\u0645\u0627 \u0646\u0634\u0627\u0646 \u062e\u0648\u0627\u0647\u0645 \u062f\u0627\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u06cc\u06a9 \u0642\u062f\u0645 \u0628\u0647 \u0642\u062f\u0645 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0648 OpenAi \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f. RAG \u0628\u0627 \u06cc\u0627\u0641\u062a\u0646 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0627\u0633\u0646\u0627\u062f \u0634\u0645\u0627 \u0642\u0628\u0644 \u0627\u0632 \u0627\u06cc\u062c\u0627\u062f \u067e\u0627\u0633\u062e \u060c \u0628\u0647 AI &hellip;<\/p>\n","protected":false},"author":2,"featured_media":95027,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"","fifu_image_alt":"","footnotes":""},"categories":[339],"tags":[],"class_list":["post-95026","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\/95026","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=95026"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/95026\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/95027"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=95026"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=95026"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=95026"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}