{"id":17819,"date":"2024-08-30T20:25:11","date_gmt":"2024-08-30T16:55:11","guid":{"rendered":"https:\/\/rasanegaar.com\/blog\/%da%86%da%af%d9%88%d9%86%d9%87-%db%8c%da%a9-%d8%ae%d8%b7-%d9%84%d9%88%d9%84%d9%87-rag-%d8%a8%d8%a7-llamaindex-%d8%a8%d8%b3%d8%a7%d8%b2%db%8c%d9%85\/"},"modified":"2024-08-30T20:25:11","modified_gmt":"2024-08-30T16:55:11","slug":"%da%86%da%af%d9%88%d9%86%d9%87-%db%8c%da%a9-%d8%ae%d8%b7-%d9%84%d9%88%d9%84%d9%87-rag-%d8%a8%d8%a7-llamaindex-%d8%a8%d8%b3%d8%a7%d8%b2%db%8c%d9%85","status":"publish","type":"post","link":"https:\/\/rasanegaar.com\/blog\/%da%86%da%af%d9%88%d9%86%d9%87-%db%8c%da%a9-%d8%ae%d8%b7-%d9%84%d9%88%d9%84%d9%87-rag-%d8%a8%d8%a7-llamaindex-%d8%a8%d8%b3%d8%a7%d8%b2%db%8c%d9%85\/","title":{"rendered":"\u0686\u06af\u0648\u0646\u0647 \u06cc\u06a9 \u062e\u0637 \u0644\u0648\u0644\u0647 RAG \u0628\u0627 LlamaIndex \u0628\u0633\u0627\u0632\u06cc\u0645"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 counter-hierarchy ez-toc-counter ez-toc-custom ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\"><p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0633\u0631\u0641\u0635\u0644\u0647\u0627\u06cc \u0645\u0637\u0644\u0628<\/p>\n<\/div><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:\/\/rasanegaar.com\/blog\/%da%86%da%af%d9%88%d9%86%d9%87-%db%8c%da%a9-%d8%ae%d8%b7-%d9%84%d9%88%d9%84%d9%87-rag-%d8%a8%d8%a7-llamaindex-%d8%a8%d8%b3%d8%a7%d8%b2%db%8c%d9%85\/#%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:\/\/rasanegaar.com\/blog\/%da%86%da%af%d9%88%d9%86%d9%87-%db%8c%da%a9-%d8%ae%d8%b7-%d9%84%d9%88%d9%84%d9%87-rag-%d8%a8%d8%a7-llamaindex-%d8%a8%d8%b3%d8%a7%d8%b2%db%8c%d9%85\/#retrieval_augmented_generation_rag_%da%86%db%8c%d8%b3%d8%aa%d8%9f\" >Retrieval Augmented Generation (RAG) \u0686\u06cc\u0633\u062a\u061f<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/rasanegaar.com\/blog\/%da%86%da%af%d9%88%d9%86%d9%87-%db%8c%da%a9-%d8%ae%d8%b7-%d9%84%d9%88%d9%84%d9%87-rag-%d8%a8%d8%a7-llamaindex-%d8%a8%d8%b3%d8%a7%d8%b2%db%8c%d9%85\/#%da%86%d8%b1%d8%a7_%d8%a7%d8%b2_llamaindex_%d8%a8%d8%b1%d8%a7%db%8c_rag_%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87_%da%a9%d9%86%db%8c%d9%85%d8%9f\" >\u0686\u0631\u0627 \u0627\u0632 LlamaIndex \u0628\u0631\u0627\u06cc RAG \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645\u061f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/rasanegaar.com\/blog\/%da%86%da%af%d9%88%d9%86%d9%87-%db%8c%da%a9-%d8%ae%d8%b7-%d9%84%d9%88%d9%84%d9%87-rag-%d8%a8%d8%a7-llamaindex-%d8%a8%d8%b3%d8%a7%d8%b2%db%8c%d9%85\/#%d8%a2%d9%86%da%86%d9%87_%d8%af%d8%b1_%d8%a7%db%8c%d9%86%d8%ac%d8%a7_%d8%ae%d9%88%d8%a7%d9%87%db%8c%d8%af_%d8%a2%d9%85%d9%88%d8%ae%d8%aa\" >\u0622\u0646\u0686\u0647 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u062e\u0648\u0627\u0647\u06cc\u062f \u0622\u0645\u0648\u062e\u062a:<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/rasanegaar.com\/blog\/%da%86%da%af%d9%88%d9%86%d9%87-%db%8c%da%a9-%d8%ae%d8%b7-%d9%84%d9%88%d9%84%d9%87-rag-%d8%a8%d8%a7-llamaindex-%d8%a8%d8%b3%d8%a7%d8%b2%db%8c%d9%85\/#%d8%a2%d8%b4%d9%86%d8%a7%db%8c%db%8c_%d8%a8%d8%a7_%d8%a7%d8%ac%d8%b2%d8%a7%db%8c_%db%8c%da%a9_%d8%ae%d8%b7_%d9%84%d9%88%d9%84%d9%87_rag\" >\u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0627\u062c\u0632\u0627\u06cc \u06cc\u06a9 \u062e\u0637 \u0644\u0648\u0644\u0647 RAG<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/rasanegaar.com\/blog\/%da%86%da%af%d9%88%d9%86%d9%87-%db%8c%da%a9-%d8%ae%d8%b7-%d9%84%d9%88%d9%84%d9%87-rag-%d8%a8%d8%a7-llamaindex-%d8%a8%d8%b3%d8%a7%d8%b2%db%8c%d9%85\/#%d8%a7%d8%ac%d8%b2%d8%a7%db%8c_rag\" >\u0627\u062c\u0632\u0627\u06cc RAG<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/rasanegaar.com\/blog\/%da%86%da%af%d9%88%d9%86%d9%87-%db%8c%da%a9-%d8%ae%d8%b7-%d9%84%d9%88%d9%84%d9%87-rag-%d8%a8%d8%a7-llamaindex-%d8%a8%d8%b3%d8%a7%d8%b2%db%8c%d9%85\/#%d8%ac%d8%b1%db%8c%d8%a7%d9%86_rag\" >\u062c\u0631\u06cc\u0627\u0646 RAG<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/rasanegaar.com\/blog\/%da%86%da%af%d9%88%d9%86%d9%87-%db%8c%da%a9-%d8%ae%d8%b7-%d9%84%d9%88%d9%84%d9%87-rag-%d8%a8%d8%a7-llamaindex-%d8%a8%d8%b3%d8%a7%d8%b2%db%8c%d9%85\/#lamaindex\" >LamaIndex<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/rasanegaar.com\/blog\/%da%86%da%af%d9%88%d9%86%d9%87-%db%8c%da%a9-%d8%ae%d8%b7-%d9%84%d9%88%d9%84%d9%87-rag-%d8%a8%d8%a7-llamaindex-%d8%a8%d8%b3%d8%a7%d8%b2%db%8c%d9%85\/#%d9%be%db%8c%d8%b4_%d9%86%db%8c%d8%a7%d8%b2%d9%87%d8%a7\" >\u067e\u06cc\u0634 \u0646\u06cc\u0627\u0632\u0647\u0627<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/rasanegaar.com\/blog\/%da%86%da%af%d9%88%d9%86%d9%87-%db%8c%da%a9-%d8%ae%d8%b7-%d9%84%d9%88%d9%84%d9%87-rag-%d8%a8%d8%a7-llamaindex-%d8%a8%d8%b3%d8%a7%d8%b2%db%8c%d9%85\/#%d8%a8%db%8c%d8%a7%db%8c%db%8c%d8%af_%d8%b4%d8%b1%d9%88%d8%b9_%da%a9%d9%86%db%8c%d9%85\" >\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u0645!<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/rasanegaar.com\/blog\/%da%86%da%af%d9%88%d9%86%d9%87-%db%8c%da%a9-%d8%ae%d8%b7-%d9%84%d9%88%d9%84%d9%87-rag-%d8%a8%d8%a7-llamaindex-%d8%a8%d8%b3%d8%a7%d8%b2%db%8c%d9%85\/#%d8%af%d8%b1%da%a9_%d9%86%d9%85%d8%a7%db%8c%d9%87_%d9%87%d8%a7%db%8c_%d9%81%d8%b1%d9%88%d8%b4%da%af%d8%a7%d9%87_%d8%a8%d8%b1%d8%af%d8%a7%d8%b1%db%8c\" >\u062f\u0631\u06a9 \u0646\u0645\u0627\u06cc\u0647 \u0647\u0627\u06cc \u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/rasanegaar.com\/blog\/%da%86%da%af%d9%88%d9%86%d9%87-%db%8c%da%a9-%d8%ae%d8%b7-%d9%84%d9%88%d9%84%d9%87-rag-%d8%a8%d8%a7-llamaindex-%d8%a8%d8%b3%d8%a7%d8%b2%db%8c%d9%85\/#%d8%b1%d9%88%d8%b4_%d8%aa%d9%86%d8%b8%db%8c%d9%85_%d8%af%d9%82%db%8c%d9%82_%d8%ae%d8%b7_%d9%84%d9%88%d9%84%d9%87\" >\u0631\u0648\u0634 \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u062e\u0637 \u0644\u0648\u0644\u0647<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/rasanegaar.com\/blog\/%da%86%da%af%d9%88%d9%86%d9%87-%db%8c%da%a9-%d8%ae%d8%b7-%d9%84%d9%88%d9%84%d9%87-rag-%d8%a8%d8%a7-llamaindex-%d8%a8%d8%b3%d8%a7%d8%b2%db%8c%d9%85\/#%d8%b1%d9%88%d8%b4_%d8%a7%d8%b1%d8%b2%db%8c%d8%a7%d8%a8%db%8c_%d8%b9%d9%85%d9%84%da%a9%d8%b1%d8%af_%d8%ae%d8%b7_%d9%84%d9%88%d9%84%d9%87\" >\u0631\u0648\u0634 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u062e\u0637 \u0644\u0648\u0644\u0647<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/rasanegaar.com\/blog\/%da%86%da%af%d9%88%d9%86%d9%87-%db%8c%da%a9-%d8%ae%d8%b7-%d9%84%d9%88%d9%84%d9%87-rag-%d8%a8%d8%a7-llamaindex-%d8%a8%d8%b3%d8%a7%d8%b2%db%8c%d9%85\/#%d8%aa%da%a9%d8%b1%d8%a7%d8%b1_%da%a9%d9%86%db%8c%d8%af_%d8%b1%d9%88%db%8c_%d8%b3%d8%a7%d8%ae%d8%aa%d8%a7%d8%b1_%d8%b4%d8%a7%d8%ae%d8%b5%d8%8c_%d9%85%d8%af%d9%84_%d8%aa%d8%b9%d8%a8%db%8c%d9%87_%d8%b4%d8%af%d9%87_%d9%88_%d9%85%d8%af%d9%84_%d8%b2%d8%a8%d8%a7%d9%86\" >\u062a\u06a9\u0631\u0627\u0631 \u06a9\u0646\u06cc\u062f \u0631\u0648\u06cc \u0633\u0627\u062e\u062a\u0627\u0631 \u0634\u0627\u062e\u0635\u060c \u0645\u062f\u0644 \u062a\u0639\u0628\u06cc\u0647 \u0634\u062f\u0647 \u0648 \u0645\u062f\u0644 \u0632\u0628\u0627\u0646<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/rasanegaar.com\/blog\/%da%86%da%af%d9%88%d9%86%d9%87-%db%8c%da%a9-%d8%ae%d8%b7-%d9%84%d9%88%d9%84%d9%87-rag-%d8%a8%d8%a7-llamaindex-%d8%a8%d8%b3%d8%a7%d8%b2%db%8c%d9%85\/#%d8%a8%d8%a7_%d9%81%d8%b1%d8%a7%d9%be%d8%a7%d8%b1%d8%a7%d9%85%d8%aa%d8%b1%d9%87%d8%a7%db%8c_%d9%85%d8%ae%d8%aa%d9%84%d9%81_%d8%a2%d8%b2%d9%85%d8%a7%db%8c%d8%b4_%da%a9%d9%86%db%8c%d8%af\" >\u0628\u0627 \u0641\u0631\u0627\u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0622\u0632\u0645\u0627\u06cc\u0634 \u06a9\u0646\u06cc\u062f<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/rasanegaar.com\/blog\/%da%86%da%af%d9%88%d9%86%d9%87-%db%8c%da%a9-%d8%ae%d8%b7-%d9%84%d9%88%d9%84%d9%87-rag-%d8%a8%d8%a7-llamaindex-%d8%a8%d8%b3%d8%a7%d8%b2%db%8c%d9%85\/#%da%a9%d8%a7%d8%b1%d8%a8%d8%b1%d8%af%d9%87%d8%a7%db%8c_rag_%d8%af%d8%b1_%d8%af%d9%86%db%8c%d8%a7%db%8c_%d9%88%d8%a7%d9%82%d8%b9%db%8c\" >\u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc RAG \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/rasanegaar.com\/blog\/%da%86%da%af%d9%88%d9%86%d9%87-%db%8c%da%a9-%d8%ae%d8%b7-%d9%84%d9%88%d9%84%d9%87-rag-%d8%a8%d8%a7-llamaindex-%d8%a8%d8%b3%d8%a7%d8%b2%db%8c%d9%85\/#%d8%a8%d9%87%d8%aa%d8%b1%db%8c%d9%86_%d8%a7%d9%82%d8%af%d8%a7%d9%85%d8%a7%d8%aa_%d9%88_%d9%85%d9%84%d8%a7%d8%ad%d8%b8%d8%a7%d8%aa_rag\" >\u0628\u0647\u062a\u0631\u06cc\u0646 \u0627\u0642\u062f\u0627\u0645\u0627\u062a \u0648 \u0645\u0644\u0627\u062d\u0638\u0627\u062a RAG<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/rasanegaar.com\/blog\/%da%86%da%af%d9%88%d9%86%d9%87-%db%8c%da%a9-%d8%ae%d8%b7-%d9%84%d9%88%d9%84%d9%87-rag-%d8%a8%d8%a7-llamaindex-%d8%a8%d8%b3%d8%a7%d8%b2%db%8c%d9%85\/#%d9%86%d8%aa%db%8c%d8%ac%d9%87_%da%af%db%8c%d8%b1%db%8c\" >\u0646\u062a\u06cc\u062c\u0647 \u06af\u06cc\u0631\u06cc<\/a><\/li><\/ul><\/nav><\/div>\n<span class=\"span-reading-time rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">\u0632\u0645\u0627\u0646 \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0645\u0637\u0627\u0644\u0639\u0647: <\/span> <span class=\"rt-time\"> 10<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span><p> <br \/>\n<\/p>\n<section class=\"post-content \" data-test-label=\"post-content\">\n<p>\u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0628\u0632\u0631\u06af \u0627\u06cc\u0646 \u0631\u0648\u0632\u0647\u0627 \u0647\u0645\u0647 \u062c\u0627 \u0647\u0633\u062a\u0646\u062f &#8211; \u0641\u06a9\u0631 \u06a9\u0646\u06cc\u062f ChatGPT &#8211; \u0627\u0645\u0627 \u0622\u0646\u0647\u0627 \u0633\u0647\u0645 \u062e\u0648\u062f \u0631\u0627 \u0627\u0632 \u0686\u0627\u0644\u0634\u200c\u0647\u0627 \u062f\u0627\u0631\u0646\u062f.<\/p>\n<p>\u06cc\u06a9\u06cc \u0627\u0632 \u0628\u0632\u0631\u06af\u062a\u0631\u06cc\u0646 \u0686\u0627\u0644\u0634 \u0647\u0627\u06cc\u06cc \u06a9\u0647 LLM \u0647\u0627 \u0628\u0627 \u0622\u0646 \u0645\u0648\u0627\u062c\u0647 \u0647\u0633\u062a\u0646\u062f \u062a\u0648\u0647\u0645 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0632\u0645\u0627\u0646\u06cc \u0627\u062a\u0641\u0627\u0642 \u0645\u06cc\u200c\u0627\u0641\u062a\u062f \u06a9\u0647 \u0645\u062f\u0644 \u0645\u062a\u0646\u06cc \u0631\u0627 \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 \u0627\u0632 \u0646\u0638\u0631 \u0648\u0627\u0642\u0639\u06cc \u0646\u0627\u062f\u0631\u0633\u062a \u06cc\u0627 \u06af\u0645\u0631\u0627\u0647\u200c\u06a9\u0646\u0646\u062f\u0647 \u0627\u0633\u062a \u0648 \u0627\u063a\u0644\u0628 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0622\u0646 \u0627\u0633\u062a \u0631\u0648\u06cc \u0627\u0644\u06af\u0648\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u062e\u0648\u062f \u0622\u0645\u0648\u062e\u062a\u0647 \u0627\u0633\u062a. \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0686\u06af\u0648\u0646\u0647 Retrieval-Augmented Generation \u06cc\u0627 RAG \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u06a9\u0627\u0647\u0634 \u0627\u06cc\u0646 \u0645\u0634\u06a9\u0644 \u06a9\u0645\u06a9 \u06a9\u0646\u062f\u061f<\/p>\n<p>RAG \u0628\u0627 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0631\u062a\u0628\u0637 \u0627\u0632 \u06cc\u06a9 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u0646\u0634 \u06af\u0633\u062a\u0631\u062f\u0647 \u062a\u0631 \u0648 \u06af\u0633\u062a\u0631\u062f\u0647 \u062a\u0631\u060c \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u067e\u0627\u0633\u062e \u0647\u0627\u06cc LLM \u0628\u0631 \u0627\u0633\u0627\u0633 \u062d\u0642\u0627\u06cc\u0642 \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0628\u0647 \u0637\u0648\u0631 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0627\u062d\u062a\u0645\u0627\u0644 \u062a\u0648\u0647\u0645 \u0631\u0627 \u06a9\u0627\u0647\u0634 \u0645\u06cc \u062f\u0647\u062f \u0648 \u062f\u0642\u062a \u0648 \u0642\u0627\u0628\u0644\u06cc\u062a \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u06a9\u0644\u06cc \u0645\u062d\u062a\u0648\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u0631\u0627 \u0628\u0647\u0628\u0648\u062f \u0645\u06cc \u0628\u062e\u0634\u062f.<\/p>\n<h2 id=\"heading-table-of-contents\"><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>\u0641\u0647\u0631\u0633\u062a \u0645\u0637\u0627\u0644\u0628:<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ol>\n<li>\n<p>Retrieval Augmented Generation (RAG) \u0686\u06cc\u0633\u062a\u061f<\/p>\n<\/li>\n<li>\n<p>\u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0627\u062c\u0632\u0627\u06cc \u06cc\u06a9 \u062e\u0637 \u0644\u0648\u0644\u0647 RAG<\/p>\n<\/li>\n<li>\n<p>\u067e\u06cc\u0634 \u0646\u06cc\u0627\u0632\u0647\u0627<\/p>\n<\/li>\n<li>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u0645!<\/p>\n<\/li>\n<li>\n<p>\u0631\u0648\u0634 \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u062e\u0637 \u0644\u0648\u0644\u0647<\/p>\n<\/li>\n<li>\n<p>\u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc RAG \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc<\/p>\n<\/li>\n<li>\n<p>\u0628\u0647\u062a\u0631\u06cc\u0646 \u0627\u0642\u062f\u0627\u0645\u0627\u062a \u0648 \u0645\u0644\u0627\u062d\u0638\u0627\u062a RAG<\/p>\n<\/li>\n<li>\n<p>\u0646\u062a\u06cc\u062c\u0647 \u06af\u06cc\u0631\u06cc<\/p>\n<\/li>\n<\/ol>\n<h2 id=\"https:\/\/www.freecodecamp.org\/news\/how-to-build-a-rag-pipeline-with-llamaindex\/heading-what-is-retrieval-augmented-generation-rag\"><span class=\"ez-toc-section\" id=\"retrieval_augmented_generation_rag_%da%86%db%8c%d8%b3%d8%aa%d8%9f\"><\/span>Retrieval Augmented Generation (RAG) \u0686\u06cc\u0633\u062a\u061f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>RAG \u062a\u06a9\u0646\u06cc\u06a9\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0631\u0627 \u0628\u0627 \u062a\u0648\u0644\u06cc\u062f \u0632\u0628\u0627\u0646 \u062a\u0631\u06a9\u06cc\u0628 \u0645\u06cc \u06a9\u0646\u062f. \u0628\u0647 \u0622\u0646 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u062f\u0648 \u0645\u0631\u062d\u0644\u0647 \u0641\u06a9\u0631 \u06a9\u0646\u06cc\u062f process:<\/p>\n<ol>\n<li>\n<p><strong>\u0628\u0627\u0632\u06cc\u0627\u0628\u06cc:<\/strong> \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0627\u0628\u062a\u062f\u0627 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0631\u0628\u0648\u0637\u0647 \u0631\u0627 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u0628\u0632\u0631\u06af\u06cc \u0627\u0632 \u0627\u0633\u0646\u0627\u062f \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0645\u06cc \u06a9\u0646\u062f \u0631\u0648\u06cc \u067e\u0631\u0633 \u0648 \u062c\u0648 \u06a9\u0627\u0631\u0628\u0631<\/p>\n<\/li>\n<li>\n<p><strong>\u0646\u0633\u0644:<\/strong> \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u06cc\u0646 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0634\u062f\u0647\u060c \u0645\u062f\u0644 \u06cc\u06a9 \u067e\u0627\u0633\u062e \u062c\u0627\u0645\u0639 \u0648 \u0622\u0645\u0648\u0632\u0646\u062f\u0647 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<\/li>\n<\/ol>\n<h3 id=\"heading-why-use-llamaindex-for-rag\"><span class=\"ez-toc-section\" id=\"%da%86%d8%b1%d8%a7_%d8%a7%d8%b2_llamaindex_%d8%a8%d8%b1%d8%a7%db%8c_rag_%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87_%da%a9%d9%86%db%8c%d9%85%d8%9f\"><\/span>\u0686\u0631\u0627 \u0627\u0632 LlamaIndex \u0628\u0631\u0627\u06cc RAG \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645\u061f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>LlamaIndex \u06cc\u06a9 \u0686\u0627\u0631\u0686\u0648\u0628 \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0627\u0633\u062a \u06a9\u0647 \u06a9\u0627\u0631 \u0631\u0627 \u0633\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f process \u0633\u0627\u062e\u062a \u062e\u0637\u0648\u0637 \u0644\u0648\u0644\u0647 RAG \u0627\u06cc\u0646 \u06cc\u06a9 \u0631\u0648\u0634 \u0627\u0646\u0639\u0637\u0627\u0641\u200c\u067e\u0630\u06cc\u0631 \u0648 \u06a9\u0627\u0631\u0622\u0645\u062f \u0628\u0631\u0627\u06cc \u0627\u062a\u0635\u0627\u0644 \u0627\u062c\u0632\u0627\u06cc \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc (\u0645\u0627\u0646\u0646\u062f \u067e\u0627\u06cc\u06af\u0627\u0647\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc \u0648 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062c\u0627\u0633\u0627\u0632\u06cc) \u0628\u0627 \u0627\u062c\u0632\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f (\u0645\u0627\u0646\u0646\u062f LLM) \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<p><strong>\u0628\u0631\u062e\u06cc \u0627\u0632 \u0645\u0632\u0627\u06cc\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Llama-Index \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/strong><\/p>\n<ul>\n<li>\n<p><strong>\u0645\u062f\u0648\u0644\u0627\u0631\u06cc\u062a:<\/strong> \u0627\u06cc\u0646 \u0628\u0647 \u0634\u0645\u0627 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0627\u062c\u0632\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0631\u0627 \u0633\u0641\u0627\u0631\u0634\u06cc \u06a9\u0646\u06cc\u062f \u0648 \u0622\u0632\u0645\u0627\u06cc\u0634 \u06a9\u0646\u06cc\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631\u06cc:<\/strong> \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0648 \u067e\u0631\u0633 \u0648 \u062c\u0648\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0631\u0627 \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0633\u0647\u0648\u0644\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647:<\/strong> \u0627\u06cc\u0646 \u06cc\u06a9 API \u0633\u0637\u062d \u0628\u0627\u0644\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u0647\u0627\u06cc \u0627\u0633\u0627\u0633\u06cc \u0631\u0627 \u0627\u0632 \u0628\u06cc\u0646 \u0645\u06cc \u0628\u0631\u062f.<\/p>\n<\/li>\n<\/ul>\n<h3 id=\"heading-what-youll-learn-here\"><span class=\"ez-toc-section\" id=\"%d8%a2%d9%86%da%86%d9%87_%d8%af%d8%b1_%d8%a7%db%8c%d9%86%d8%ac%d8%a7_%d8%ae%d9%88%d8%a7%d9%87%db%8c%d8%af_%d8%a2%d9%85%d9%88%d8%ae%d8%aa\"><\/span>\u0622\u0646\u0686\u0647 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u062e\u0648\u0627\u0647\u06cc\u062f \u0622\u0645\u0648\u062e\u062a:<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647\u060c \u0627\u062c\u0632\u0627\u06cc \u062e\u0637 \u0644\u0648\u0644\u0647 RAG \u0631\u0627 \u0639\u0645\u06cc\u0642\u200c\u062a\u0631 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645 \u0648 \u0686\u06af\u0648\u0646\u06af\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 LlamaIndex \u0631\u0627 \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a\u0646 \u0627\u06cc\u0646 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627 \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645.<\/p>\n<p>\u0645\u0627 \u0645\u0648\u0636\u0648\u0639\u0627\u062a\u06cc \u0645\u0627\u0646\u0646\u062f \u067e\u0627\u06cc\u06af\u0627\u0647 \u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc\u060c \u0645\u062f\u0644 \u0647\u0627\u06cc \u062a\u0639\u0628\u06cc\u0647 \u0634\u062f\u0647\u060c \u0645\u062f\u0644 \u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0648 \u0646\u0642\u0634 LlamaIndex \u062f\u0631 \u0627\u062a\u0635\u0627\u0644 \u0627\u06cc\u0646 \u0645\u0624\u0644\u0641\u0647 \u0647\u0627 \u0631\u0627 \u067e\u0648\u0634\u0634 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0627\u062f.<\/p>\n<h2 id=\"https:\/\/www.freecodecamp.org\/news\/how-to-build-a-rag-pipeline-with-llamaindex\/heading-understanding-the-components-of-a-rag-pipeline\"><span class=\"ez-toc-section\" id=\"%d8%a2%d8%b4%d9%86%d8%a7%db%8c%db%8c_%d8%a8%d8%a7_%d8%a7%d8%ac%d8%b2%d8%a7%db%8c_%db%8c%da%a9_%d8%ae%d8%b7_%d9%84%d9%88%d9%84%d9%87_rag\"><\/span>\u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0627\u062c\u0632\u0627\u06cc \u06cc\u06a9 \u062e\u0637 \u0644\u0648\u0644\u0647 RAG<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0646\u0645\u0648\u062f\u0627\u0631\u06cc \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u0628\u0647 \u0634\u0645\u0627 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f \u062a\u0627 \u0628\u0627 \u0627\u0635\u0648\u0644 \u0645\u0639\u0645\u0627\u0631\u06cc RAG \u0622\u0634\u0646\u0627 \u0634\u0648\u06cc\u062f:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegaar.com\/blog\/wp-content\/uploads\/2024\/08\/e525c6cb-6a99-4eec-8b47-3dc827ddff25.png\" alt=\"\u0645\u0639\u0645\u0627\u0631\u06cc RAG \u062c\u0631\u06cc\u0627\u0646 \u0631\u0627 \u0627\u0632 \u067e\u0631\u0633 \u0648 \u062c\u0648 \u06a9\u0627\u0631\u0628\u0631 \u062a\u0627 \u067e\u0627\u0633\u062e \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f\" class=\"image--center mx-auto\" width=\"1920\" height=\"1080\" loading=\"lazy\" title=\"\"><\/p>\n<p>\u0627\u06cc\u0646 \u0646\u0645\u0648\u062f\u0627\u0631 \u0627\u0632 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0627\u0644\u0647\u0627\u0645 \u06af\u0631\u0641\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0642\u0637\u0639\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc \u0631\u0627 \u0645\u0631\u0648\u0631 \u06a9\u0646\u06cc\u0645.<\/p>\n<h3 id=\"heading-components-of-rag\"><span class=\"ez-toc-section\" id=\"%d8%a7%d8%ac%d8%b2%d8%a7%db%8c_rag\"><\/span>\u0627\u062c\u0632\u0627\u06cc RAG<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><strong>\u0645\u0648\u0644\u0641\u0647 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc:<\/strong><\/p>\n<ul>\n<li>\n<p><strong>\u067e\u0627\u06cc\u06af\u0627\u0647 \u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc:<\/strong> \u0627\u06cc\u0646 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0631\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0648 \u062c\u0633\u062a\u062c\u0648\u06cc \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u0628\u0627 \u0627\u0628\u0639\u0627\u062f \u0628\u0627\u0644\u0627 \u0628\u0647\u06cc\u0646\u0647 \u0634\u062f\u0647 \u0627\u0646\u062f. \u0622\u0646\u0647\u0627 \u0628\u0631\u0627\u06cc \u06cc\u0627\u0641\u062a\u0646 \u06a9\u0627\u0631\u0622\u0645\u062f \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0631\u062a\u0628\u0637 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u0648\u0633\u06cc\u0639\u06cc \u0627\u0632 \u0627\u0633\u0646\u0627\u062f \u0628\u0633\u06cc\u0627\u0631 \u0645\u0647\u0645 \u0647\u0633\u062a\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0645\u062f\u0644 \u0647\u0627\u06cc \u062a\u0639\u0628\u06cc\u0647 \u0634\u062f\u0647:<\/strong> \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0647\u0627 \u0645\u062a\u0646 \u0631\u0627 \u0628\u0647 \u0646\u0645\u0627\u06cc\u0634 \u0647\u0627\u06cc \u0639\u062f\u062f\u06cc \u06cc\u0627 \u062c\u0627\u0633\u0627\u0632\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u0646\u062f. \u0627\u06cc\u0646 \u062a\u0639\u0628\u06cc\u0647\u200c\u0647\u0627 \u0645\u0639\u0646\u0627\u06cc \u0645\u0639\u0646\u0627\u06cc\u06cc \u0645\u062a\u0646 \u0631\u0627 \u0645\u06cc\u200c\u06af\u06cc\u0631\u0646\u062f \u0648 \u0627\u0645\u06a9\u0627\u0646 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0648 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u06a9\u0627\u0631\u0622\u0645\u062f \u062f\u0631 \u067e\u0627\u06cc\u06af\u0627\u0647\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<\/ul>\n<p>\u0628\u0631\u062f\u0627\u0631 \u06cc\u06a9 \u062c\u0633\u0645 \u0631\u06cc\u0627\u0636\u06cc \u0627\u0633\u062a \u06a9\u0647 \u06a9\u0645\u06cc\u062a\u06cc \u0631\u0627 \u0628\u0627 \u0642\u062f\u0631 (\u0627\u0646\u062f\u0627\u0632\u0647) \u0648 \u062c\u0647\u062a \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f. \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 RAG\u060c embedding \u0647\u0627 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc\u06cc \u0628\u0627 \u0627\u0628\u0639\u0627\u062f \u0628\u0627\u0644\u0627 \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0645\u0639\u0646\u0627\u06cc \u0645\u0639\u0646\u0627\u06cc\u06cc \u0645\u062a\u0646 \u0631\u0627 \u0628\u0647 \u062a\u0635\u0648\u06cc\u0631 \u0645\u06cc \u06a9\u0634\u0646\u062f. \u0647\u0631 \u0628\u0639\u062f \u0627\u0632 \u0628\u0631\u062f\u0627\u0631 \u062c\u0646\u0628\u0647 \u0645\u062a\u0641\u0627\u0648\u062a\u06cc \u0627\u0632 \u0645\u0639\u0646\u0627\u06cc \u0645\u062a\u0646 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u0648 \u0627\u0645\u06a9\u0627\u0646 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0648 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u06a9\u0627\u0631\u0622\u0645\u062f \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p><strong>\u0645\u0648\u0644\u0641\u0647 \u0646\u0633\u0644:<\/strong><\/p>\n<ul>\n<li><strong>\u0645\u062f\u0644 \u0647\u0627\u06cc \u0632\u0628\u0627\u0646:<\/strong> \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0647\u0627 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0627\u0646\u062f \u0631\u0648\u06cc \u062d\u062c\u0645 \u0639\u0638\u06cc\u0645\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u062a\u0646\u06cc\u060c \u0622\u0646\u0647\u0627 \u0631\u0627 \u0642\u0627\u062f\u0631 \u0645\u06cc \u0633\u0627\u0632\u062f \u062a\u0627 \u0645\u062a\u0646\u06cc \u0628\u0627 \u06a9\u06cc\u0641\u06cc\u062a \u0627\u0646\u0633\u0627\u0646\u06cc \u062a\u0648\u0644\u06cc\u062f \u06a9\u0646\u0646\u062f. \u0622\u0646\u0647\u0627 \u0642\u0627\u062f\u0631 \u0628\u0647 \u062f\u0631\u06a9 \u0648 \u067e\u0627\u0633\u062e\u06af\u0648\u06cc\u06cc \u0628\u0647 \u0627\u0637\u0627\u0644\u0639\u0627\u062a \u0628\u0647 \u0634\u06cc\u0648\u0647 \u0627\u06cc \u0645\u0646\u0633\u062c\u0645 \u0648 \u0622\u0645\u0648\u0632\u0646\u062f\u0647 \u0647\u0633\u062a\u0646\u062f.<\/li>\n<\/ul>\n<h3 id=\"heading-the-rag-flow\"><span class=\"ez-toc-section\" id=\"%d8%ac%d8%b1%db%8c%d8%a7%d9%86_rag\"><\/span>\u062c\u0631\u06cc\u0627\u0646 RAG<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ol>\n<li>\n<p><strong>\u0627\u0631\u0633\u0627\u0644 \u062f\u0631\u062e\u0648\u0627\u0633\u062a:<\/strong> \u06a9\u0627\u0631\u0628\u0631 \u06cc\u06a9 \u0633\u0648\u0627\u0644 \u06cc\u0627 \u0633\u0648\u0627\u0644 \u0627\u0631\u0633\u0627\u0644 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u06cc\u062c\u0627\u062f \u062a\u0639\u0628\u06cc\u0647:<\/strong> \u067e\u0631\u0633 \u0648 \u062c\u0648 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0647\u0645\u0627\u0646 \u0645\u062f\u0644 \u062c\u0627\u0633\u0627\u0632\u06cc \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u067e\u06cc\u06a9\u0631\u0647 \u0628\u0647 \u06cc\u06a9 \u062c\u0627\u0633\u0627\u0632\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0628\u0627\u0632\u06cc\u0627\u0628\u06cc:<\/strong> \u062c\u0627\u0633\u0627\u0632\u06cc \u062f\u0631 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc \u062c\u0633\u062a\u062c\u0648 \u0645\u06cc \u0634\u0648\u062f \u062a\u0627 \u0645\u0631\u062a\u0628\u0637 \u062a\u0631\u06cc\u0646 \u0627\u0633\u0646\u0627\u062f \u0631\u0627 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0632\u0645\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc:<\/strong> \u0627\u0633\u0646\u0627\u062f \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0634\u062f\u0647 \u0628\u0627 \u067e\u0631\u0633 \u0648 \u062c\u0648 \u0627\u0635\u0644\u06cc \u062a\u0631\u06a9\u06cc\u0628 \u0645\u06cc \u0634\u0648\u0646\u062f \u062a\u0627 \u06cc\u06a9 \u0632\u0645\u06cc\u0646\u0647 \u0631\u0627 \u062a\u0634\u06a9\u06cc\u0644 \u062f\u0647\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0646\u0633\u0644:<\/strong> \u0645\u062f\u0644 \u0632\u0628\u0627\u0646 \u0628\u0631 \u0627\u0633\u0627\u0633 \u067e\u0627\u0633\u062e \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc \u06a9\u0646\u062f \u0631\u0648\u06cc \u0632\u0645\u06cc\u0646\u0647 \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647<\/p>\n<\/li>\n<\/ol>\n<h3 id=\"heading-lamaindex\"><span class=\"ez-toc-section\" id=\"lamaindex\"><\/span>LamaIndex<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>LlamaIndex \u0646\u0642\u0634 \u0645\u0647\u0645\u06cc \u062f\u0631 \u0627\u062a\u0635\u0627\u0644 \u0627\u062c\u0632\u0627\u06cc \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0648 \u062a\u0648\u0644\u06cc\u062f \u0627\u06cc\u0641\u0627 \u0645\u06cc \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0634\u0627\u062e\u0635\u06cc \u0639\u0645\u0644 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u067e\u0631\u0633 \u0648 \u062c\u0648\u0647\u0627 \u0631\u0627 \u0628\u0647 \u0627\u0633\u0646\u0627\u062f \u0645\u0631\u0628\u0648\u0637\u0647 \u0646\u06af\u0627\u0634\u062a \u0645\u06cc \u06a9\u0646\u062f. \u0628\u0627 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u0648\u062b\u0631 \u0634\u0627\u062e\u0635\u060c LlamaIndex \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0631\u0627 \u062a\u0636\u0645\u06cc\u0646 \u0645\u06cc \u06a9\u0646\u062f process \u0633\u0631\u06cc\u0639 \u0648 \u062f\u0642\u06cc\u0642 \u0627\u0633\u062a<\/p>\n<h2 id=\"https:\/\/www.freecodecamp.org\/news\/how-to-build-a-rag-pipeline-with-llamaindex\/heading-prerequisites\"><span class=\"ez-toc-section\" id=\"%d9%be%db%8c%d8%b4_%d9%86%db%8c%d8%a7%d8%b2%d9%87%d8%a7\"><\/span>\u067e\u06cc\u0634 \u0646\u06cc\u0627\u0632\u0647\u0627<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0645\u0627 \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0627\u0632 Python \u0648 IBM watsonx \u0627\u0632 \u0637\u0631\u06cc\u0642 LlamaIndex \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f. \u0634\u0645\u0627 \u0628\u0627\u06cc\u062f \u0645\u0648\u0627\u0631\u062f \u0632\u06cc\u0631 \u0631\u0627 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u0631\u0648\u06cc \u0633\u06cc\u0633\u062a\u0645 \u0634\u0645\u0627 \u0642\u0628\u0644 \u0627\u0632 \u0634\u0631\u0648\u0639:<\/p>\n<ul>\n<li>\n<p>\u067e\u0627\u06cc\u062a\u0648\u0646 3.9+<\/p>\n<\/li>\n<li>\n<p>\u067e\u0631\u0648\u0698\u0647 IBM watsonx \u0648 \u06a9\u0644\u06cc\u062f API<\/p>\n<\/li>\n<li>\n<p>\u06a9\u0646\u062c\u06a9\u0627\u0648\u06cc \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc<\/p>\n<\/li>\n<\/ul>\n<h2 id=\"https:\/\/www.freecodecamp.org\/news\/how-to-build-a-rag-pipeline-with-llamaindex\/heading-lets-get-started\"><span class=\"ez-toc-section\" id=\"%d8%a8%db%8c%d8%a7%db%8c%db%8c%d8%af_%d8%b4%d8%b1%d9%88%d8%b9_%da%a9%d9%86%db%8c%d9%85\"><\/span>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u0645!<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647\u060c \u0645\u0627 \u0627\u0632 LlamaIndex \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a \u06cc\u06a9 \u062e\u0637 \u0644\u0648\u0644\u0647 RAG \u0633\u0627\u062f\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.<\/p>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631 \u06cc\u06a9 \u0645\u062d\u06cc\u0637 \u0645\u062c\u0627\u0632\u06cc \u0628\u0631\u0627\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u0645 terminal: <code>python -m venv venv<\/code> . \u0627\u06cc\u0646 \u06cc\u06a9 \u0645\u062d\u06cc\u0637 \u0645\u062c\u0627\u0632\u06cc (venv) \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647 \u0634\u0645\u0627 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f. \u0627\u06af\u0631 \u06a9\u0627\u0631\u0628\u0631 \u0648\u06cc\u0646\u062f\u0648\u0632 \u0647\u0633\u062a\u06cc\u062f\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0622\u0646 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646 \u0641\u0639\u0627\u0644 \u06a9\u0646\u06cc\u062f <code>.\\venv\\Scripts\\activate<\/code>\u0648 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0645\u06a9 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0622\u0646 \u0631\u0627 \u0628\u0627 \u0622\u0646 \u0641\u0639\u0627\u0644 \u06a9\u0646\u0646\u062f <code>source venv\/bin\/activate<\/code>.<\/p>\n<p>\u062d\u0627\u0644\u0627 \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0633\u062a\u0647 \u0647\u0627 \u0631\u0627 \u0646\u0635\u0628 \u06a9\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"lang-python\">pip install wikipedia llama-index-llms-ibm llama-index-embeddings-huggingface\n<\/code><\/pre>\n<p>\u067e\u0633 \u0627\u0632 \u0646\u0635\u0628 \u0627\u06cc\u0646 \u0628\u0633\u062a\u0647 \u0647\u0627\u060c \u0628\u0647 \u06a9\u0644\u06cc\u062f API watsonx.ai \u0646\u06cc\u0632 \u0646\u06cc\u0627\u0632 \u062e\u0648\u0627\u0647\u06cc\u062f \u062f\u0627\u0634\u062a. \u0627\u06cc\u0646 \u0628\u0647 \u0646\u0648\u0628\u0647 \u062e\u0648\u062f \u0628\u0647 \u0634\u0645\u0627 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f \u062a\u0627 \u0627\u0632 LLM \u0647\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 LlamaIndex \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u0628\u0631\u0627\u06cc \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0631\u0648\u0634 \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u0644\u06cc\u062f\u0647\u0627\u06cc API watsonx.ai\u060c \u0627\u06cc\u0646\u062c\u0627 \u0631\u0627 \u06a9\u0644\u06cc\u06a9 \u06a9\u0646\u06cc\u062f. \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646\u06a9\u0647 \u0628\u062a\u0648\u0627\u0646\u06cc\u062f \u06a9\u0627\u0631 \u06a9\u0646\u06cc\u062f \u0628\u0647 \u0634\u0646\u0627\u0633\u0647 \u067e\u0631\u0648\u0698\u0647 \u0648 \u06a9\u0644\u06cc\u062f API \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u062f \u0631\u0648\u06cc \u062c\u0646\u0628\u0647 &#8220;\u0646\u0633\u0644&#8221; RAG. \u062f\u0627\u0634\u062a\u0646 \u0622\u0646\u0647\u0627 \u0628\u0647 \u0634\u0645\u0627 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f \u062a\u0627 \u062a\u0645\u0627\u0633 \u0647\u0627\u06cc LLM \u0631\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 watsonx.ai \u0628\u0631\u0642\u0631\u0627\u0631 \u06a9\u0646\u06cc\u062f.<\/p>\n<pre><code class=\"lang-python\"><span class=\"hljs-keyword\">import<\/span> wikipedia\n\n<span class=\"hljs-comment\"># Search for a specific page<\/span>\npage = wikipedia.page(<span class=\"hljs-string\">\"Artificial Intelligence\"<\/span>)\n\n<span class=\"hljs-comment\"># Access the content<\/span>\nprint(page.content)\n<\/code><\/pre>\n<p>\u062d\u0627\u0644\u0627 \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0630\u062e\u06cc\u0631\u0647 \u06a9\u0646\u06cc\u0645 page \u0645\u062d\u062a\u0648\u0627 \u0628\u0647 \u06cc\u06a9 \u0633\u0646\u062f \u0645\u062a\u0646\u06cc \u0645\u0627 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u06cc\u0645 \u062a\u0627 \u0628\u0639\u062f\u0627\u064b \u0628\u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0647 \u0622\u0646 \u062f\u0633\u062a\u0631\u0633\u06cc \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u0645. \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06a9\u062f \u0632\u06cc\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f:<\/p>\n<pre><code class=\"lang-python\"><span class=\"hljs-keyword\">import<\/span> os\n\n<span class=\"hljs-comment\"># Create the 'Document' directory if it doesn't exist<\/span>\n<span class=\"hljs-keyword\">if<\/span> <span class=\"hljs-keyword\">not<\/span> os.path.exists(<span class=\"hljs-string\">'Document'<\/span>):\n    os.mkdir(<span class=\"hljs-string\">'Document'<\/span>)\n\n<span class=\"hljs-comment\"># Open the file 'AI.txt' in write mode with UTF-8 encoding<\/span>\n<span class=\"hljs-keyword\">with<\/span> open(<span class=\"hljs-string\">'Document\/AI.txt'<\/span>, <span class=\"hljs-string\">'w'<\/span>, encoding=<span class=\"hljs-string\">'utf-8'<\/span>) <span class=\"hljs-keyword\">as<\/span> f:\n    <span class=\"hljs-comment\"># Write the content of the 'page' object to the file<\/span>\n    f.write(page.content)\n<\/code><\/pre>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u0645\u0627 \u0627\u0632 watsonx.ai \u0627\u0632 \u0637\u0631\u06cc\u0642 LlamaIndex \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f. \u0627\u06cc\u0646 \u0628\u0647 \u0645\u0627 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f \u062a\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u067e\u0627\u0633\u062e \u0647\u0627 \u062a\u0648\u0644\u06cc\u062f \u06a9\u0646\u06cc\u0645 \u0631\u0648\u06cc \u067e\u0631\u0633 \u0648 \u062c\u0648 \u06a9\u0627\u0631\u0628\u0631<\/p>\n<p>\u062a\u0648\u062c\u0647: \u0645\u0637\u0645\u0626\u0646 \u0634\u0648\u06cc\u062f \u06a9\u0647 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u0631\u0627 \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u06a9\u0646\u06cc\u062f <code>WATSONX_APIKEY<\/code> \u0648 <code>project_id<\/code> \u0628\u0627 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0634\u0645\u0627 \u062f\u0631 \u06a9\u062f \u0632\u06cc\u0631:<\/p>\n<pre><code class=\"lang-python\"><span class=\"hljs-keyword\">import<\/span> os\n<span class=\"hljs-keyword\">from<\/span> llama_index.llms.ibm <span class=\"hljs-keyword\">import<\/span> WatsonxLLM\n<span class=\"hljs-keyword\">from<\/span> llama_index.core <span class=\"hljs-keyword\">import<\/span> SimpleDirectoryReader, Document\n\n\n<span class=\"hljs-comment\"># Define a function to generate responses using the WatsonxLLM instance<\/span>\n<span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">generate_response<\/span>(<span class=\"hljs-params\">prompt<\/span>):<\/span>\n    <span class=\"hljs-string\">\"\"\"\n    Generates a response to the given prompt using the WatsonxLLM instance.\n\n    Args:\n        prompt (str): The prompt to provide to the large language model.\n\n    Returns:\n        str: The generated response from the WatsonxLLM.\n    \"\"\"<\/span>\n\n    response = watsonx_llm.complete(prompt)\n    <span class=\"hljs-keyword\">return<\/span> response\n\n<span class=\"hljs-comment\"># Set the WATSONX_APIKEY environment variable (replace with your actual key)<\/span>\nos.environ[<span class=\"hljs-string\">\"WATSONX_APIKEY\"<\/span>] = <span class=\"hljs-string\">'YOUR_WATSONX_APIKEY'<\/span>  <span class=\"hljs-comment\"># Replace with your API key<\/span>\n\n<span class=\"hljs-comment\"># Define model parameters (adjust as needed)<\/span>\ntemperature = <span class=\"hljs-number\">0<\/span>\nmax_new_tokens = <span class=\"hljs-number\">1500<\/span>\nadditional_params = {\n    <span class=\"hljs-string\">\"decoding_method\"<\/span>: <span class=\"hljs-string\">\"sample\"<\/span>,\n    <span class=\"hljs-string\">\"min_new_tokens\"<\/span>: <span class=\"hljs-number\">1<\/span>,\n    <span class=\"hljs-string\">\"top_k\"<\/span>: <span class=\"hljs-number\">50<\/span>,\n    <span class=\"hljs-string\">\"top_p\"<\/span>: <span class=\"hljs-number\">1<\/span>,\n}\n\n<span class=\"hljs-comment\"># Create a WatsonxLLM instance with the specified model, URL, project ID, and parameters<\/span>\nwatsonx_llm = WatsonxLLM(\n    model_id=<span class=\"hljs-string\">\"meta-llama\/llama-3-1-70b-instruct\"<\/span>,\n    url=<span class=\"hljs-string\">\"https:\/\/us-south.ml.cloud.ibm.com\"<\/span>,\n    project_id=<span class=\"hljs-string\">\"YOUR_PROJECT_ID\"<\/span>,\n    temperature=temperature,\n    max_new_tokens=max_new_tokens,\n    additional_params=additional_params,\n)\n\n<span class=\"hljs-comment\"># Load documents from the specified directory<\/span>\ndocuments = SimpleDirectoryReader(\n    input_files=[<span class=\"hljs-string\">\"Document\/AI.txt\"<\/span>]\n).load_data()\n\n<span class=\"hljs-comment\"># Combine the text content of all documents into a single Document object<\/span>\ncombined_documents = Document(text=<span class=\"hljs-string\">\"\\n\\n\"<\/span>.join([doc.text <span class=\"hljs-keyword\">for<\/span> doc <span class=\"hljs-keyword\">in<\/span> documents]))\n\n<span class=\"hljs-comment\"># Print the combined document<\/span>\nprint(combined_documents)\n<\/code><\/pre>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0628\u0647 \u062a\u0641\u06a9\u06cc\u06a9 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u0622\u0645\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<ul>\n<li>\n<p><strong>\u062f\u0645\u0627 = 0:<\/strong> \u0627\u06cc\u0646 \u062a\u0646\u0638\u06cc\u0645 \u0628\u0627\u0639\u062b \u0645\u06cc\u200c\u0634\u0648\u062f \u06a9\u0647 \u0645\u062f\u0644 \u0645\u062d\u062a\u0645\u0644\u200c\u062a\u0631\u06cc\u0646 \u062f\u0646\u0628\u0627\u0644\u0647 \u0645\u062a\u0646 \u0631\u0627 \u062a\u0648\u0644\u06cc\u062f \u06a9\u0646\u062f \u06a9\u0647 \u0645\u0646\u062c\u0631 \u0628\u0647 \u062e\u0631\u0648\u062c\u06cc \u0642\u0637\u0639\u06cc\u200c\u062a\u0631 \u0648 \u0642\u0627\u0628\u0644 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u062a\u0631 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0645\u062b\u0644 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0645\u062f\u0644 \u0628\u06af\u0648\u06cc\u06cc\u062f \u0628\u0647 \u0631\u0627\u06cc\u062c \u062a\u0631\u06cc\u0646 \u06a9\u0644\u0645\u0627\u062a \u0648 \u0639\u0628\u0627\u0631\u0627\u062a \u067e\u0627\u06cc\u0628\u0646\u062f \u0628\u0627\u0634\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>max_new_tokens = 1500:<\/strong> \u0627\u06cc\u0646 \u0645\u062a\u0646 \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u0631\u0627 \u0628\u0647 \u062d\u062f\u0627\u06a9\u062b\u0631 1500 \u0646\u0634\u0627\u0646\u0647 \u062c\u062f\u06cc\u062f (\u06a9\u0644\u0645\u0627\u062a \u06cc\u0627 \u0628\u062e\u0634 \u0647\u0627\u06cc\u06cc \u0627\u0632 \u06a9\u0644\u0645\u0627\u062a) \u0645\u062d\u062f\u0648\u062f \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>extra_params:<\/strong><\/p>\n<ul>\n<li>\n<p><strong>decoding_method = &#8220;\u0646\u0645\u0648\u0646\u0647&#8221;:<\/strong> \u0627\u06cc\u0646 \u0628\u062f\u0627\u0646 \u0645\u0639\u0646\u0627\u0633\u062a \u06a9\u0647 \u0645\u062f\u0644 \u0628\u0647 \u0635\u0648\u0631\u062a \u062a\u0635\u0627\u062f\u0641\u06cc \u0645\u062a\u0646\u06cc \u0631\u0627 \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc \u06a9\u0646\u062f \u0631\u0648\u06cc \u062a\u0648\u0632\u06cc\u0639 \u0627\u062d\u062a\u0645\u0627\u0644 \u0647\u0631 \u062a\u0648\u06a9\u0646<\/p>\n<\/li>\n<li>\n<p><strong>min_new_tokens = 1:<\/strong> \u062a\u0636\u0645\u06cc\u0646 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u062d\u062f\u0627\u0642\u0644 \u06cc\u06a9 \u062a\u0648\u06a9\u0646 \u062c\u062f\u06cc\u062f \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u0627\u0633\u062a \u0648 \u0627\u0632 \u062a\u06a9\u0631\u0627\u0631 \u0645\u062f\u0644 \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>top_k = 50:<\/strong> \u0627\u06cc\u0646 \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u062f\u0644 \u0631\u0627 \u0628\u0647 50 \u062a\u0648\u06a9\u0646 \u0645\u062d\u062a\u0645\u0644 \u062f\u0631 \u0647\u0631 \u0645\u0631\u062d\u0644\u0647 \u0645\u062d\u062f\u0648\u062f \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u062e\u0631\u0648\u062c\u06cc \u0631\u0627 \u0645\u062a\u0645\u0631\u06a9\u0632\u062a\u0631 \u0648 \u062a\u0635\u0627\u062f\u0641\u06cc\u200c\u062a\u0631 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>top_p = 1:<\/strong> \u0627\u06cc\u0646 \u0627\u0645\u0631 \u0627\u062d\u062a\u0645\u0627\u0644 \u0646\u0645\u0648\u0646\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc \u0647\u0633\u062a\u0647 \u0631\u0627 \u0631\u0648\u06cc 1 \u062a\u0646\u0638\u06cc\u0645 \u0645\u06cc \u06a9\u0646\u062f\u060c \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u06a9\u0647 \u0647\u0645\u0647 \u0646\u0634\u0627\u0646\u0647 \u0647\u0627\u06cc\u06cc \u0628\u0627 \u0627\u062d\u062a\u0645\u0627\u0644 \u0628\u0632\u0631\u06af\u062a\u0631 \u06cc\u0627 \u0645\u0633\u0627\u0648\u06cc \u0628\u0627 \u0645\u0642\u062f\u0627\u0631 top_p \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f.<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u06cc\u0646 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0622\u0632\u0645\u0627\u06cc\u0634 \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0647\u06cc\u062f \u0648 \u0628\u0628\u06cc\u0646\u06cc\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0628\u0631 \u067e\u0627\u0633\u062e \u0634\u0645\u0627 \u062a\u0623\u062b\u06cc\u0631 \u0645\u06cc\u200c\u06af\u0630\u0627\u0631\u0646\u062f. \u0627\u06a9\u0646\u0648\u0646 \u06cc\u06a9 \u0646\u0645\u0627\u06cc\u0647 \u0630\u062e\u06cc\u0631\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc \u0628\u0631\u062f\u0627\u0631\u06cc \u0627\u0632 \u0633\u0646\u062f \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u06cc\u062c\u0627\u062f \u0648 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u0627\u0645\u0627 \u0627\u0628\u062a\u062f\u0627 \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0641\u0647\u0645\u06cc\u0645 \u06a9\u0647 \u0686\u06cc\u0633\u062a.<\/p>\n<h3 id=\"heading-understanding-vector-store-indexes\"><span class=\"ez-toc-section\" id=\"%d8%af%d8%b1%da%a9_%d9%86%d9%85%d8%a7%db%8c%d9%87_%d9%87%d8%a7%db%8c_%d9%81%d8%b1%d9%88%d8%b4%da%af%d8%a7%d9%87_%d8%a8%d8%b1%d8%af%d8%a7%d8%b1%db%8c\"><\/span>\u062f\u0631\u06a9 \u0646\u0645\u0627\u06cc\u0647 \u0647\u0627\u06cc \u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0634\u0627\u062e\u0635 \u0630\u062e\u06cc\u0631\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc \u06cc\u06a9 \u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062f\u0647 \u062a\u062e\u0635\u0635\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0648 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0645\u0648\u062b\u0631 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u0628\u0627 \u0627\u0628\u0639\u0627\u062f \u0628\u0627\u0644\u0627 \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a. \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u0634\u0627\u062e\u0635 \u0644\u0627\u0645\u0627\u060c \u0627\u06cc\u0646 \u0628\u0631\u062f\u0627\u0631\u0647\u0627 \u062a\u0639\u0628\u06cc\u0647\u200c\u0647\u0627\u06cc \u0645\u0639\u0646\u0627\u06cc\u06cc \u0627\u0633\u0646\u0627\u062f \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f.<\/p>\n<p><strong>\u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u0634\u0627\u062e\u0635 \u0647\u0627\u06cc \u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc:<\/strong><\/p>\n<ul>\n<li>\n<p><strong>\u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u0628\u0627 \u0627\u0628\u0639\u0627\u062f \u0628\u0627\u0644\u0627:<\/strong> \u0647\u0631 \u0633\u0646\u062f \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0628\u0631\u062f\u0627\u0631 \u0628\u0627 \u0627\u0628\u0639\u0627\u062f \u0628\u0627\u0644\u0627 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u0645\u0639\u0646\u0627\u06cc \u0645\u0639\u0646\u0627\u06cc\u06cc \u0622\u0646 \u0631\u0627 \u0628\u0647 \u062a\u0635\u0648\u06cc\u0631 \u0645\u06cc \u06a9\u0634\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u06a9\u0627\u0631\u0622\u0645\u062f:<\/strong> \u0646\u0645\u0627\u06cc\u0647\u200c\u0647\u0627\u06cc \u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc \u0628\u0631\u0627\u06cc \u062c\u0633\u062a\u062c\u0648\u06cc \u062a\u0634\u0627\u0628\u0647 \u0633\u0631\u06cc\u0639 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0634\u062f\u0647\u200c\u0627\u0646\u062f \u0648 \u0628\u0647 \u0634\u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f \u0627\u0633\u0646\u0627\u062f\u06cc \u0631\u0627 \u06a9\u0647 \u0627\u0632 \u0646\u0638\u0631 \u0645\u0639\u0646\u0627\u06cc\u06cc \u0634\u0628\u06cc\u0647 \u0628\u0647 \u06cc\u06a9 \u062c\u0633\u062a\u0627\u0631 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0647\u0633\u062a\u0646\u062f\u060c \u0628\u0647 \u0633\u0631\u0639\u062a \u0628\u06cc\u0627\u0628\u06cc\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631\u06cc:<\/strong> \u0622\u0646\u0647\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0631\u0627 \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0646\u0646\u062f \u0648 \u0628\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062a\u0639\u062f\u0627\u062f \u0627\u0633\u0646\u0627\u062f\u060c \u0645\u0642\u06cc\u0627\u0633 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u06a9\u0627\u0631\u0622\u0645\u062f \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u0646\u062f.<\/p>\n<\/li>\n<\/ul>\n<p><strong>\u0686\u06af\u0648\u0646\u0647 Llama Index \u0627\u0632 \u0646\u0645\u0627\u06cc\u0647 \u0647\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc \u0628\u0631\u062f\u0627\u0631\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f:<\/strong><\/p>\n<ol>\n<li>\n<p><strong>\u062c\u0627\u0633\u0627\u0632\u06cc \u0633\u0646\u062f:<\/strong> \u0627\u0633\u0646\u0627\u062f \u0627\u0628\u062a\u062f\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644 \u0632\u0628\u0627\u0646\u06cc \u0645\u0627\u0646\u0646\u062f Llama \u0628\u0647 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u0628\u0627 \u0627\u0628\u0639\u0627\u062f \u0628\u0627\u0644\u0627 \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u0634\u0648\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u06cc\u062c\u0627\u062f \u0634\u0627\u062e\u0635:<\/strong> \u062a\u0639\u0628\u06cc\u0647\u200c\u0647\u0627 \u062f\u0631 \u06cc\u06a9 \u0641\u0647\u0631\u0633\u062a \u0630\u062e\u06cc\u0631\u0647 \u0628\u0631\u062f\u0627\u0631 \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u067e\u0631\u062f\u0627\u0632\u0634 \u067e\u0631\u0633 \u0648 \u062c\u0648:<\/strong> \u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u06cc\u06a9 \u06a9\u0627\u0631\u0628\u0631 \u062f\u0631\u062e\u0648\u0627\u0633\u062a\u06cc \u0631\u0627 \u0627\u0631\u0633\u0627\u0644 \u0645\u06cc \u06a9\u0646\u062f\u060c \u0622\u0646 \u0631\u0627 \u0646\u06cc\u0632 \u0628\u0647 \u06cc\u06a9 \u0628\u0631\u062f\u0627\u0631 \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u062f. \u0633\u067e\u0633 \u0627\u0632 \u0646\u0645\u0627\u06cc\u0647 \u0630\u062e\u06cc\u0631\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc \u0628\u0631\u0627\u06cc \u06cc\u0627\u0641\u062a\u0646 \u0645\u0634\u0627\u0628\u0647 \u062a\u0631\u06cc\u0646 \u0627\u0633\u0646\u0627\u062f \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f \u0631\u0648\u06cc \u062a\u0639\u0628\u06cc\u0647 \u0647\u0627\u06cc \u0622\u0646\u0647\u0627<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0648\u0644\u06cc\u062f \u067e\u0627\u0633\u062e:<\/strong> \u0627\u0633\u0646\u0627\u062f \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u067e\u0627\u0633\u062e \u0645\u0631\u0628\u0648\u0637\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<\/li>\n<\/ol>\n<p>\u062f\u0631 \u06a9\u062f \u0632\u06cc\u0631 \u0628\u0627 \u06a9\u0644\u0645\u0647 chunk \u0645\u0648\u0627\u062c\u0647 \u062e\u0648\u0627\u0647\u06cc\u062f \u0634\u062f. <strong>\u06cc\u06a9 \u062a\u06a9\u0647<\/strong> \u06cc\u06a9 \u0648\u0627\u062d\u062f \u06a9\u0648\u0686\u06a9\u062a\u0631 \u0648 \u0642\u0627\u0628\u0644 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0627\u0632 \u0645\u062a\u0646 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0634\u062f\u0647 \u0627\u0632 \u06cc\u06a9 \u0633\u0646\u062f \u0628\u0632\u0631\u06af\u062a\u0631 \u0627\u0633\u062a. \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u06cc\u06a9 \u067e\u0627\u0631\u0627\u06af\u0631\u0627\u0641 \u06cc\u0627 \u0686\u0646\u062f \u062c\u0645\u0644\u0647 \u0627\u0633\u062a. \u0622\u0646\u0647\u0627 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0622\u0645\u062f\u062a\u0631 \u06a9\u0631\u062f\u0646 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u060c \u0628\u0647 \u0648\u06cc\u0698\u0647 \u062f\u0631 \u0647\u0646\u06af\u0627\u0645 \u0628\u0631\u062e\u0648\u0631\u062f \u0628\u0627 \u0627\u0633\u0646\u0627\u062f \u0628\u0632\u0631\u06af \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f.<\/p>\n<p>\u0628\u0627 \u062a\u0642\u0633\u06cc\u0645 \u0627\u0633\u0646\u0627\u062f \u0628\u0647 \u0642\u0637\u0639\u0627\u062a\u060c \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc RAG \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u062a\u0645\u0631\u06a9\u0632 \u06a9\u0646\u0646\u062f \u0631\u0648\u06cc \u0645\u0631\u062a\u0628\u0637 \u062a\u0631\u06cc\u0646 \u0628\u062e\u0634 \u0647\u0627 \u0648 \u0627\u06cc\u062c\u0627\u062f \u067e\u0627\u0633\u062e \u0647\u0627\u06cc \u062f\u0642\u06cc\u0642 \u062a\u0631 \u0648 \u0645\u062e\u062a\u0635\u0631\u062a\u0631.<\/p>\n<pre><code class=\"lang-python\"><span class=\"hljs-keyword\">from<\/span> llama_index.core.node_parser <span class=\"hljs-keyword\">import<\/span> SentenceSplitter\n<span class=\"hljs-keyword\">from<\/span> llama_index.core <span class=\"hljs-keyword\">import<\/span> VectorStoreIndex, load_index_from_storage\n<span class=\"hljs-keyword\">from<\/span> llama_index.core <span class=\"hljs-keyword\">import<\/span> Settings\n<span class=\"hljs-keyword\">from<\/span> llama_index.core <span class=\"hljs-keyword\">import<\/span> StorageContext\n\n<span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">get_build_index<\/span>(<span class=\"hljs-params\">documents, embed_model=<span class=\"hljs-string\">\"local:BAAI\/bge-small-en-v1.5\"<\/span>, save_dir=<span class=\"hljs-string\">\".\/vector_store\/index\"<\/span><\/span>):<\/span>\n    <span class=\"hljs-string\">\"\"\"\n    Builds or loads a vector store index from the given documents.\n\n    Args:\n        documents (list[Document]): A list of Document objects.\n        embed_model (str, optional): The embedding model to use. Defaults to \"local:BAAI\/bge-small-en-v1.5\".\n        save_dir (str, optional): The directory to save or load the index from. Defaults to \".\/vector_store\/index\".\n\n    Returns:\n        VectorStoreIndex: The built or loaded index.\n    \"\"\"<\/span>\n\n    <span class=\"hljs-comment\"># Set index settings<\/span>\n    Settings.llm = watsonx_llm\n    Settings.embed_model = embed_model\n    Settings.node_parser = SentenceSplitter(chunk_size=<span class=\"hljs-number\">1000<\/span>, chunk_overlap=<span class=\"hljs-number\">200<\/span>)\n    Settings.num_output = <span class=\"hljs-number\">512<\/span>\n    Settings.context_window = <span class=\"hljs-number\">3900<\/span>\n\n    <span class=\"hljs-comment\"># Check if the save directory exists<\/span>\n    <span class=\"hljs-keyword\">if<\/span> <span class=\"hljs-keyword\">not<\/span> os.path.exists(save_dir):\n        <span class=\"hljs-comment\"># Create and load the index<\/span>\n        index = VectorStoreIndex.from_documents(\n            [documents], service_context=Settings\n        )\n        index.storage_context.persist(persist_dir=save_dir)\n    <span class=\"hljs-keyword\">else<\/span>:\n        <span class=\"hljs-comment\"># Load the existing index<\/span>\n        index = load_index_from_storage(\n            StorageContext.from_defaults(persist_dir=save_dir),\n            service_context=Settings,\n        )\n    <span class=\"hljs-keyword\">return<\/span> index\n\n<span class=\"hljs-comment\"># Get the Vector Index<\/span>\nvector_index = get_build_index(documents=documents, embed_model=<span class=\"hljs-string\">\"local:BAAI\/bge-small-en-v1.5\"<\/span>, save_dir=<span class=\"hljs-string\">\".\/vector_store\/index\"<\/span>)\n<\/code><\/pre>\n<p>\u0627\u06cc\u0646 \u0622\u062e\u0631\u06cc\u0646 \u0628\u062e\u0634 RAG \u0627\u0633\u062a: \u0645\u0627 \u06cc\u06a9 \u0645\u0648\u062a\u0648\u0631 \u062c\u0633\u062a\u062c\u0648 \u0628\u0627 \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646\u06cc \u0627\u0628\u0631\u062f\u0627\u062f\u0647 \u0648 \u0631\u062a\u0628\u0647 \u0628\u0646\u062f\u06cc \u0645\u062c\u062f\u062f \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631 \u062c\u0645\u0644\u0647 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u0631\u0641\u06cc\u0642 \u067e\u0633\u0631! \u0627\u06a9\u0646\u0648\u0646 \u0631\u062a\u0628\u0647 \u0628\u0646\u062f\u06cc \u0645\u062c\u062f\u062f \u0686\u06cc\u0633\u062a\u061f<\/p>\n<p><strong>\u06cc\u06a9 \u0631\u062a\u0628\u0647 \u0628\u0646\u062f\u06cc \u0645\u062c\u062f\u062f<\/strong> \u0645\u0624\u0644\u0641\u0647 \u0627\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0627\u0633\u0646\u0627\u062f \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0634\u062f\u0647 \u0631\u0627 \u0645\u062c\u062f\u062f\u0627\u064b \u0645\u0631\u062a\u0628 \u0645\u06cc \u06a9\u0646\u062f \u0631\u0648\u06cc \u0627\u0631\u062a\u0628\u0627\u0637 \u0622\u0646\u0647\u0627 \u0628\u0627 \u067e\u0631\u0633 \u0648 \u062c\u0648 \u0627\u0632 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0627\u0636\u0627\u0641\u06cc \u0645\u0627\u0646\u0646\u062f \u0634\u0628\u0627\u0647\u062a \u0645\u0639\u0646\u0627\u06cc\u06cc \u06cc\u0627 \u0639\u0648\u0627\u0645\u0644 \u0632\u0645\u06cc\u0646\u0647 \u062e\u0627\u0635 \u0628\u0631\u0627\u06cc \u0627\u0635\u0644\u0627\u062d \u0631\u062a\u0628\u0647 \u0628\u0646\u062f\u06cc \u0627\u0648\u0644\u06cc\u0647 \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u0633\u06cc\u0633\u062a\u0645 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f \u062a\u0627 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062d\u0627\u0635\u0644 \u0634\u0648\u062f \u06a9\u0647 \u0645\u0631\u062a\u0628\u0637 \u062a\u0631\u06cc\u0646 \u0627\u0633\u0646\u0627\u062f \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u0634\u0648\u062f \u0648 \u0645\u0646\u062c\u0631 \u0628\u0647 \u067e\u0627\u0633\u062e \u0647\u0627\u06cc \u062f\u0642\u06cc\u0642 \u062a\u0631 \u0648 \u0622\u0645\u0648\u0632\u0646\u062f\u0647 \u062a\u0631 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<pre><code class=\"lang-python\"><span class=\"hljs-keyword\">from<\/span> llama_index.core.postprocessor <span class=\"hljs-keyword\">import<\/span> MetadataReplacementPostProcessor, SentenceTransformerRerank\n\n<span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">get_query_engine<\/span>(<span class=\"hljs-params\">sentence_index, similarity_top_k=<span class=\"hljs-number\">6<\/span>, rerank_top_n=<span class=\"hljs-number\">2<\/span><\/span>):<\/span>\n    <span class=\"hljs-string\">\"\"\"\n    Creates a query engine with metadata replacement and sentence transformer reranking.\n\n    Args:\n        sentence_index (VectorStoreIndex): The sentence index to use.\n        similarity_top_k (int, optional): The number of similar nodes to consider. Defaults to 6.\n        rerank_top_n (int, optional): The number of nodes to rerank. Defaults to 2.\n\n    Returns:\n        QueryEngine: The query engine.\n    \"\"\"<\/span>\n\n    postproc = MetadataReplacementPostProcessor(target_metadata_key=<span class=\"hljs-string\">\"window\"<\/span>)\n    rerank = SentenceTransformerRerank(\n        top_n=rerank_top_n, model=<span class=\"hljs-string\">\"BAAI\/bge-reranker-base\"<\/span>\n    )\n    engine = sentence_index.as_query_engine(\n        similarity_top_k=similarity_top_k, node_postprocessors=[postproc, rerank]\n    )\n    <span class=\"hljs-keyword\">return<\/span> engine\n\n<span class=\"hljs-comment\"># Create a query engine with the specified parameters<\/span>\nquery_engine = get_query_engine(sentence_index=vector_index, similarity_top_k=<span class=\"hljs-number\">8<\/span>, rerank_top_n=<span class=\"hljs-number\">5<\/span>)\n\n<span class=\"hljs-comment\"># Query the engine with a question<\/span>\nquery = <span class=\"hljs-string\">'What is Deep learning?'<\/span>\nresponse = query_engine.query(query)\nprompt = <span class=\"hljs-string\">f'''Generate a detailed response for the query asked based only \u0631\u0648\u06cc the context fetched:\n            Query: <span class=\"hljs-subst\">{query}<\/span>\n            Context: <span class=\"hljs-subst\">{response}<\/span>\n\n            Instructions:\n            1. Show query and your generated response based \u0631\u0648\u06cc context.\n            2. Your response should be detailed and should cover every aspect of the context.\n            3. Be crisp and concise.\n            4. Don't include anything else in your response - no header\/footer\/code etc\n            '''<\/span>\nresponse = generate_response(prompt)\nprint(response.text)\n\n<span class=\"hljs-string\">'''\nOUTPUT - \nQuery: What is Deep learning? \n\nDeep learning is a subset of artificial intelligence that utilizes multiple layers of neurons between the network's inputs and outputs to progressively extract higher-level features from raw input data. \nThis technique allows for improved performance in various subfields of AI, such as computer vision, speech recognition, natural language processing, and image classification. \nThe multiple layers in deep learning networks are able to identify complex concepts and patterns, including edges, faces, digits, and letters.\nThe reason behind deep learning's success is not attributed to a recent theoretical breakthrough, but rather the significant increase in computer power, particularly the shift to using graphics processing units (GPUs), which provided a hundred-fold increase in speed. \nAdditionally, the availability of vast amounts of training data, including large curated datasets, has also contributed to the success of deep learning.\nOverall, deep learning's ability to analyze and extract insights from raw data has led to its widespread application in various fields, and its performance continues to improve with advancements in technology and data availability. '''<\/span>\n<\/code><\/pre>\n<h2 id=\"https:\/\/www.freecodecamp.org\/news\/how-to-build-a-rag-pipeline-with-llamaindex\/heading-how-to-fine-tune-the-pipeline\"><span class=\"ez-toc-section\" id=\"%d8%b1%d9%88%d8%b4_%d8%aa%d9%86%d8%b8%db%8c%d9%85_%d8%af%d9%82%db%8c%d9%82_%d8%ae%d8%b7_%d9%84%d9%88%d9%84%d9%87\"><\/span>\u0631\u0648\u0634 \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u062e\u0637 \u0644\u0648\u0644\u0647<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u06cc\u06a9 \u062e\u0637 \u0644\u0648\u0644\u0647 \u0627\u0635\u0644\u06cc RAG \u0631\u0627 \u0633\u0627\u062e\u062a\u06cc\u062f\u060c \u06af\u0627\u0645 \u0628\u0639\u062f\u06cc \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u0622\u0646 \u0628\u0631\u0627\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0647\u06cc\u0646\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0634\u0627\u0645\u0644 \u062a\u0646\u0638\u06cc\u0645 \u0645\u06a9\u0631\u0631 \u0645\u0624\u0644\u0641\u0647 \u0647\u0627 \u0648 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u06a9\u06cc\u0641\u06cc\u062a \u067e\u0627\u0633\u062e \u0647\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<h3 id=\"heading-how-to-evaluate-the-pipelines-performance\"><span class=\"ez-toc-section\" id=\"%d8%b1%d9%88%d8%b4_%d8%a7%d8%b1%d8%b2%db%8c%d8%a7%d8%a8%db%8c_%d8%b9%d9%85%d9%84%da%a9%d8%b1%d8%af_%d8%ae%d8%b7_%d9%84%d9%88%d9%84%d9%87\"><\/span>\u0631\u0648\u0634 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u062e\u0637 \u0644\u0648\u0644\u0647<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0628\u0631\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0627\u062b\u0631\u0628\u062e\u0634\u06cc \u062e\u0637 \u0644\u0648\u0644\u0647\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f <strong>\u0645\u0639\u06cc\u0627\u0631\u0647\u0627<\/strong> \u0645\u0627\u0646\u0646\u062f:<\/p>\n<ul>\n<li>\n<p><strong>\u062f\u0642\u062a:<\/strong> \u062e\u0637 \u0644\u0648\u0644\u0647 \u0647\u0631 \u0686\u0646\u062f \u0648\u0642\u062a \u06cc\u06a9 \u0628\u0627\u0631 \u067e\u0627\u0633\u062e \u0647\u0627\u06cc \u0635\u062d\u06cc\u062d \u0648 \u0645\u0631\u062a\u0628\u0637 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f\u061f<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0631\u062a\u0628\u0627\u0637:<\/strong> \u0627\u0633\u0646\u0627\u062f \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0634\u062f\u0647 \u0686\u0642\u062f\u0631 \u0628\u0627 \u067e\u0631\u0633 \u0648 \u062c\u0648 \u0645\u0637\u0627\u0628\u0642\u062a \u062f\u0627\u0631\u0646\u062f\u061f<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0646\u0633\u062c\u0627\u0645:<\/strong> \u0622\u06cc\u0627 \u0645\u062a\u0646 \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u0633\u0627\u062e\u062a\u0627\u0631 \u062e\u0648\u0628\u06cc \u062f\u0627\u0631\u062f \u0648 \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0642\u0627\u0628\u0644 \u062f\u0631\u06a9 \u0627\u0633\u062a\u061f<\/p>\n<\/li>\n<li>\n<p><strong>\u0648\u0627\u0642\u0639\u06cc\u062a:<\/strong> \u0622\u06cc\u0627 \u067e\u0627\u0633\u062e \u0647\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u0634\u062f\u0647 \u062f\u0642\u06cc\u0642 \u0648 \u0628\u0627 \u062d\u0642\u0627\u06cc\u0642 \u0634\u0646\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0633\u0627\u0632\u06af\u0627\u0631 \u0627\u0633\u062a\u061f<\/p>\n<\/li>\n<\/ul>\n<h3 id=\"heading-iterate-on-the-index-structure-embedding-model-and-language-model\"><span class=\"ez-toc-section\" id=\"%d8%aa%da%a9%d8%b1%d8%a7%d8%b1_%da%a9%d9%86%db%8c%d8%af_%d8%b1%d9%88%db%8c_%d8%b3%d8%a7%d8%ae%d8%aa%d8%a7%d8%b1_%d8%b4%d8%a7%d8%ae%d8%b5%d8%8c_%d9%85%d8%af%d9%84_%d8%aa%d8%b9%d8%a8%db%8c%d9%87_%d8%b4%d8%af%d9%87_%d9%88_%d9%85%d8%af%d9%84_%d8%b2%d8%a8%d8%a7%d9%86\"><\/span>\u062a\u06a9\u0631\u0627\u0631 \u06a9\u0646\u06cc\u062f \u0631\u0648\u06cc \u0633\u0627\u062e\u062a\u0627\u0631 \u0634\u0627\u062e\u0635\u060c \u0645\u062f\u0644 \u062a\u0639\u0628\u06cc\u0647 \u0634\u062f\u0647 \u0648 \u0645\u062f\u0644 \u0632\u0628\u0627\u0646<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0627 \u0645\u0648\u0627\u0631\u062f \u0645\u062e\u062a\u0644\u0641 \u0622\u0632\u0645\u0627\u06cc\u0634 \u06a9\u0646\u06cc\u062f <strong>\u0633\u0627\u062e\u062a\u0627\u0631\u0647\u0627\u06cc \u0634\u0627\u062e\u0635<\/strong> (\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u0646\u0645\u0627\u06cc\u0647 \u0645\u0633\u0637\u062d\u060c \u0646\u0645\u0627\u06cc\u0647 \u0633\u0644\u0633\u0644\u0647 \u0645\u0631\u0627\u062a\u0628\u06cc) \u0628\u0631\u0627\u06cc \u06cc\u0627\u0641\u062a\u0646 \u0645\u0648\u0631\u062f\u06cc \u06a9\u0647 \u0628\u0647 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0648\u062c\u0647 \u0628\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0648 \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u062c\u0633\u062a\u062c\u0648\u06cc \u0634\u0645\u0627 \u0645\u0637\u0627\u0628\u0642\u062a \u062f\u0627\u0631\u062f. \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0631\u0627 \u062f\u0631 \u0646\u0638\u0631 \u0628\u06af\u06cc\u0631\u06cc\u062f <strong>\u0645\u062f\u0644 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u062a\u0639\u0628\u06cc\u0647<\/strong> \u0628\u0631\u0627\u06cc \u06af\u0631\u0641\u062a\u0646 \u0638\u0631\u0627\u06cc\u0641 \u0645\u0639\u0646\u0627\u06cc\u06cc \u0645\u062e\u062a\u0644\u0641. <strong>\u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u0645\u062f\u0644 \u0632\u0628\u0627\u0646<\/strong> \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u062e\u0648\u062f \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u067e\u0627\u0633\u062e \u0647\u0627\u06cc \u0628\u0627 \u06a9\u06cc\u0641\u06cc\u062a \u0628\u0627\u0644\u0627 \u0628\u0647\u0628\u0648\u062f \u0628\u062e\u0634\u062f.<\/p>\n<h3 id=\"heading-experiment-with-different-hyperparameters\"><span class=\"ez-toc-section\" id=\"%d8%a8%d8%a7_%d9%81%d8%b1%d8%a7%d9%be%d8%a7%d8%b1%d8%a7%d9%85%d8%aa%d8%b1%d9%87%d8%a7%db%8c_%d9%85%d8%ae%d8%aa%d9%84%d9%81_%d8%a2%d8%b2%d9%85%d8%a7%db%8c%d8%b4_%da%a9%d9%86%db%8c%d8%af\"><\/span>\u0628\u0627 \u0641\u0631\u0627\u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0622\u0632\u0645\u0627\u06cc\u0634 \u06a9\u0646\u06cc\u062f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><strong>\u0641\u0631\u0627\u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627<\/strong> \u062a\u0646\u0638\u06cc\u0645\u0627\u062a\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0631\u0641\u062a\u0627\u0631 \u0627\u062c\u0632\u0627\u06cc \u062e\u0637 \u0644\u0648\u0644\u0647 \u0631\u0627 \u06a9\u0646\u062a\u0631\u0644 \u0645\u06cc \u06a9\u0646\u0646\u062f. \u0628\u0627 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0645\u062e\u062a\u0644\u0641\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0639\u0645\u0644\u06a9\u0631\u062f \u062e\u0637 \u0644\u0648\u0644\u0647 \u0631\u0627 \u0628\u0647\u06cc\u0646\u0647 \u06a9\u0646\u06cc\u062f. \u0686\u0646\u062f \u0646\u0645\u0648\u0646\u0647 \u0627\u0632 \u0647\u0627\u06cc\u067e\u0631\u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\n<ul>\n<li>\n<p><strong>\u0627\u0628\u0639\u0627\u062f \u062a\u0639\u0628\u06cc\u0647 \u0634\u062f\u0647:<\/strong> \u0627\u0646\u062f\u0627\u0632\u0647 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u062a\u0639\u0628\u06cc\u0647 \u0634\u062f\u0647<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0646\u062f\u0627\u0632\u0647 \u0634\u0627\u062e\u0635:<\/strong> \u062d\u062f\u0627\u06a9\u062b\u0631 \u062a\u0639\u062f\u0627\u062f \u0627\u0633\u0646\u0627\u062f \u0628\u0631\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u062f\u0631 \u0641\u0647\u0631\u0633\u062a<\/p>\n<\/li>\n<li>\n<p><strong>\u0622\u0633\u062a\u0627\u0646\u0647 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc:<\/strong> \u062d\u062f\u0627\u0642\u0644 \u0627\u0645\u062a\u06cc\u0627\u0632 \u0634\u0628\u0627\u0647\u062a \u0628\u0631\u0627\u06cc \u0633\u0646\u062f\u06cc \u06a9\u0647 \u0628\u0627\u06cc\u062f \u0645\u0631\u062a\u0628\u0637 \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0647 \u0634\u0648\u062f<\/p>\n<\/li>\n<\/ul>\n<h2 id=\"https:\/\/www.freecodecamp.org\/news\/how-to-build-a-rag-pipeline-with-llamaindex\/heading-real-world-applications-of-rag\"><span class=\"ez-toc-section\" id=\"%da%a9%d8%a7%d8%b1%d8%a8%d8%b1%d8%af%d9%87%d8%a7%db%8c_rag_%d8%af%d8%b1_%d8%af%d9%86%db%8c%d8%a7%db%8c_%d9%88%d8%a7%d9%82%d8%b9%db%8c\"><\/span>\u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc RAG \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062e\u0637\u0648\u0637 \u0644\u0648\u0644\u0647 RAG \u0637\u06cc\u0641 \u06af\u0633\u062a\u0631\u062f\u0647 \u0627\u06cc \u0627\u0632 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627 \u0631\u0627 \u062f\u0627\u0631\u0646\u062f\u060c \u0627\u0632 \u062c\u0645\u0644\u0647:<\/p>\n<ul>\n<li>\n<p><strong>\u0686\u062a \u0631\u0628\u0627\u062a \u0647\u0627\u06cc \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u0634\u062a\u0631\u06cc:<\/strong> \u0627\u0631\u0627\u0626\u0647 \u067e\u0627\u0633\u062e \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0646\u062f\u0647 \u0648 \u0645\u0641\u06cc\u062f \u0628\u0647 \u0633\u0648\u0627\u0644\u0627\u062a \u0645\u0634\u062a\u0631\u06cc\u0627\u0646<\/p>\n<\/li>\n<li>\n<p><strong>\u062c\u0633\u062a\u062c\u0648\u06cc \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u0646\u0634:<\/strong> \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u06a9\u0627\u0631\u0622\u0645\u062f \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0631\u062a\u0628\u0637 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u0633\u0646\u0627\u062f \u0628\u0632\u0631\u06af<\/p>\n<\/li>\n<li>\n<p><strong>\u062e\u0644\u0627\u0635\u0647 \u0627\u0633\u0646\u0627\u062f \u0628\u0632\u0631\u06af:<\/strong> \u0645\u062a\u0631\u0627\u06a9\u0645 \u06a9\u0631\u062f\u0646 \u0627\u0633\u0646\u0627\u062f \u0637\u0648\u0644\u0627\u0646\u06cc \u0628\u0647 \u062e\u0644\u0627\u0635\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0635\u0631<\/p>\n<\/li>\n<li>\n<p><strong>\u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u067e\u0627\u0633\u062e\u06af\u0648\u06cc\u06cc \u0628\u0647 \u0633\u0648\u0627\u0644\u0627\u062a:<\/strong> \u067e\u0627\u0633\u062e \u0628\u0647 \u0633\u0648\u0627\u0644\u0627\u062a \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0631\u0648\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u0645\u0639\u06cc\u0646\u06cc \u0627\u0632 \u062f\u0627\u0646\u0634<\/p>\n<\/li>\n<\/ul>\n<h2 id=\"https:\/\/www.freecodecamp.org\/news\/how-to-build-a-rag-pipeline-with-llamaindex\/heading-rag-best-practices-and-considerations\"><span class=\"ez-toc-section\" id=\"%d8%a8%d9%87%d8%aa%d8%b1%db%8c%d9%86_%d8%a7%d9%82%d8%af%d8%a7%d9%85%d8%a7%d8%aa_%d9%88_%d9%85%d9%84%d8%a7%d8%ad%d8%b8%d8%a7%d8%aa_rag\"><\/span>\u0628\u0647\u062a\u0631\u06cc\u0646 \u0627\u0642\u062f\u0627\u0645\u0627\u062a \u0648 \u0645\u0644\u0627\u062d\u0638\u0627\u062a RAG<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u062e\u0637\u0648\u0637 \u0644\u0648\u0644\u0647 RAG \u0645\u0648\u062b\u0631\u060c \u0627\u06cc\u0646 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0634\u06cc\u0648\u0647 \u0647\u0627 \u0631\u0627 \u062f\u0631 \u0646\u0638\u0631 \u0628\u06af\u06cc\u0631\u06cc\u062f:<\/p>\n<ul>\n<li>\n<p><strong>\u06a9\u06cc\u0641\u06cc\u062a \u062f\u0627\u062f\u0647 \u0647\u0627 \u0648 \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634:<\/strong> \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062d\u0627\u0635\u0644 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0634\u0645\u0627 \u062a\u0645\u06cc\u0632\u060c \u0633\u0627\u0632\u06af\u0627\u0631 \u0648 \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0645\u0627 \u0647\u0633\u062a\u0646\u062f. \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u062d\u0630\u0641 \u0646\u0648\u06cc\u0632 \u0648 \u0628\u0647\u0628\u0648\u062f \u06a9\u06cc\u0641\u06cc\u062a \u0622\u0646 \u0627\u0632 \u0642\u0628\u0644 \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0646\u06cc\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u062f\u0644 \u062a\u0639\u0628\u06cc\u0647 \u0634\u062f\u0647:<\/strong> \u06cc\u06a9 \u0645\u062f\u0644 \u062c\u0627\u0633\u0627\u0632\u06cc \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0628\u0631\u0627\u06cc \u062f\u0627\u0645\u0646\u0647 \u0648 \u06a9\u0627\u0631 \u062e\u0627\u0635 \u0634\u0645\u0627 \u0645\u0646\u0627\u0633\u0628 \u0628\u0627\u0634\u062f. \u0639\u0648\u0627\u0645\u0644\u06cc \u0645\u0627\u0646\u0646\u062f \u062f\u0642\u062a\u060c \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0648 \u062a\u0641\u0633\u06cc\u0631\u067e\u0630\u06cc\u0631\u06cc \u0631\u0627 \u062f\u0631 \u0646\u0638\u0631 \u0628\u06af\u06cc\u0631\u06cc\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0634\u0627\u062e\u0635:<\/strong> \u0633\u0627\u062e\u062a\u0627\u0631 \u0648 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0634\u0627\u062e\u0635 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0648 \u062f\u0642\u062a \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0628\u0647\u06cc\u0646\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0648 \u062a\u0639\u0635\u0628\u0627\u062a \u0627\u062e\u0644\u0627\u0642\u06cc:<\/strong> \u0627\u0632 \u0633\u0648\u06af\u06cc\u0631\u06cc \u0647\u0627\u06cc \u0627\u062d\u062a\u0645\u0627\u0644\u06cc \u062f\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0648 \u0645\u062f\u0644 \u0647\u0627\u06cc \u062e\u0648\u062f \u0622\u06af\u0627\u0647 \u0628\u0627\u0634\u06cc\u062f. \u0627\u0642\u062f\u0627\u0645\u0627\u062a\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0647\u0634 \u062a\u0639\u0635\u0628 \u0648 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0627\u0632 \u0639\u062f\u0627\u0644\u062a \u062f\u0631 \u062e\u0637 \u0644\u0648\u0644\u0647 RAG \u062e\u0648\u062f \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f.<\/p>\n<\/li>\n<\/ul>\n<h2 id=\"https:\/\/www.freecodecamp.org\/news\/how-to-build-a-rag-pipeline-with-llamaindex\/heading-conclusion\"><span class=\"ez-toc-section\" id=\"%d9%86%d8%aa%db%8c%d8%ac%d9%87_%da%af%db%8c%d8%b1%db%8c\"><\/span>\u0646\u062a\u06cc\u062c\u0647 \u06af\u06cc\u0631\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062e\u0637\u0648\u0637 \u0644\u0648\u0644\u0647 RAG \u06cc\u06a9 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0628\u0632\u0631\u06af \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f. \u0628\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u062f\u0642\u06cc\u0642 \u0648 \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u0627\u062c\u0632\u0627\u06cc \u06cc\u06a9 \u062e\u0637 \u0644\u0648\u0644\u0647 RAG\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc\u06cc \u0628\u0633\u0627\u0632\u06cc\u062f \u06a9\u0647 \u067e\u0627\u0633\u062e\u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0646\u062f\u0647\u060c \u062f\u0642\u06cc\u0642 \u0648 \u0645\u0631\u062a\u0628\u0637 \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u0646\u062f.<\/p>\n<p><strong>\u0646\u06a9\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc \u06a9\u0647 \u0628\u0627\u06cc\u062f \u0628\u0647 \u062e\u0627\u0637\u0631 \u0628\u0633\u067e\u0627\u0631\u06cc\u062f:<\/strong><\/p>\n<ul>\n<li>\n<p>RAG \u062a\u0631\u06a9\u06cc\u0628\u06cc \u0627\u0632 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0648 \u062a\u0648\u0644\u06cc\u062f \u0632\u0628\u0627\u0646 \u0627\u0633\u062a.<\/p>\n<\/li>\n<li>\n<p>Llama-Index \u0631\u0627 \u0633\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f process \u0633\u0627\u062e\u062a \u062e\u0637\u0648\u0637 \u0644\u0648\u0644\u0647 RAG<\/p>\n<\/li>\n<li>\n<p>\u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u0628\u0631\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u062e\u0637 \u0644\u0648\u0644\u0647 \u0636\u0631\u0648\u0631\u06cc \u0627\u0633\u062a.<\/p>\n<\/li>\n<li>\n<p>RAG \u062f\u0627\u0631\u0627\u06cc \u0637\u06cc\u0641 \u06af\u0633\u062a\u0631\u062f\u0647 \u0627\u06cc \u0627\u0632 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0627\u0633\u062a.<\/p>\n<\/li>\n<li>\n<p>\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0627\u062e\u0644\u0627\u0642\u06cc \u062f\u0631 \u0627\u06cc\u062c\u0627\u062f \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc RAG \u0645\u0633\u0626\u0648\u0644 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0647\u0645 \u0627\u0633\u062a.<\/p>\n<\/li>\n<\/ul>\n<p>\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0641\u0646\u0627\u0648\u0631\u06cc RAG \u0628\u0647 \u062a\u06a9\u0627\u0645\u0644 \u062e\u0648\u062f \u0627\u062f\u0627\u0645\u0647 \u0645\u06cc \u062f\u0647\u062f\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0646\u062a\u0638\u0627\u0631 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u0645 \u06a9\u0647 \u062f\u0631 \u0622\u06cc\u0646\u062f\u0647 \u0634\u0627\u0647\u062f \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u0646\u0648\u0622\u0648\u0631\u0627\u0646\u0647 \u0648 \u0642\u062f\u0631\u062a\u0645\u0646\u062f\u062a\u0631 \u0628\u0627\u0634\u06cc\u0645. \u062a\u0627 \u0622\u0646 \u0632\u0645\u0627\u0646\u060c \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0645\u0646\u062a\u0638\u0631 \u0622\u06cc\u0646\u062f\u0647 \u0628\u0627\u0634\u06cc\u0645!<\/p>\n<\/section>\n<p><br \/>\n<br \/>\u0645\u0646\u062a\u0634\u0631 \u0634\u062f\u0647 \u062f\u0631 1403-08-30 20:25:06<br \/>\n<\/p>\n\n\n<div class=\"kk-star-ratings kksr-auto kksr-align-center kksr-valign-bottom\"\n    data-payload='{&quot;align&quot;:&quot;center&quot;,&quot;id&quot;:&quot;17819&quot;,&quot;slug&quot;:&quot;default&quot;,&quot;valign&quot;:&quot;bottom&quot;,&quot;ignore&quot;:&quot;&quot;,&quot;reference&quot;:&quot;auto&quot;,&quot;class&quot;:&quot;&quot;,&quot;count&quot;:&quot;0&quot;,&quot;legendonly&quot;:&quot;&quot;,&quot;readonly&quot;:&quot;&quot;,&quot;score&quot;:&quot;0&quot;,&quot;starsonly&quot;:&quot;&quot;,&quot;best&quot;:&quot;5&quot;,&quot;gap&quot;:&quot;5&quot;,&quot;greet&quot;:&quot;\u0627\u0645\u062a\u06cc\u0627\u0632 \u0634\u0645\u0627 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628&quot;,&quot;legend&quot;:&quot;0\\\/5 (0 \u0631\u0627\u06cc)&quot;,&quot;size&quot;:&quot;30&quot;,&quot;title&quot;:&quot;\u0686\u06af\u0648\u0646\u0647 \u06cc\u06a9 \u062e\u0637 \u0644\u0648\u0644\u0647 RAG \u0628\u0627 LlamaIndex \u0628\u0633\u0627\u0632\u06cc\u0645&quot;,&quot;width&quot;:&quot;0&quot;,&quot;_legend&quot;:&quot;{score}\\\/{best} ({count} \u0631\u0627\u06cc)&quot;,&quot;font_factor&quot;:&quot;1.25&quot;}'>\n            \n<div class=\"kksr-stars\">\n    \n<div class=\"kksr-stars-inactive\">\n            <div class=\"kksr-star\" data-star=\"1\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"2\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"3\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"4\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"5\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n    <\/div>\n    \n<div class=\"kksr-stars-active\" style=\"width: 0px;\">\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n    <\/div>\n<\/div>\n                \n\n<div class=\"kksr-legend\" style=\"font-size: 24px;\">\n            <span class=\"kksr-muted\">\u0627\u0645\u062a\u06cc\u0627\u0632 \u0634\u0645\u0627 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628<\/span>\n    <\/div>\n    <\/div>\n","protected":false},"excerpt":{"rendered":"<p><span class=\"span-reading-time rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">\u0632\u0645\u0627\u0646 \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0645\u0637\u0627\u0644\u0639\u0647: <\/span> <span class=\"rt-time\"> 10<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span>\u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0628\u0632\u0631\u06af \u0627\u06cc\u0646 \u0631\u0648\u0632\u0647\u0627 \u0647\u0645\u0647 \u062c\u0627 \u0647\u0633\u062a\u0646\u062f &#8211; \u0641\u06a9\u0631 \u06a9\u0646\u06cc\u062f ChatGPT &#8211; \u0627\u0645\u0627 \u0622\u0646\u0647\u0627 \u0633\u0647\u0645 \u062e\u0648\u062f \u0631\u0627 \u0627\u0632 \u0686\u0627\u0644\u0634\u200c\u0647\u0627 \u062f\u0627\u0631\u0646\u062f. \u06cc\u06a9\u06cc \u0627\u0632 \u0628\u0632\u0631\u06af\u062a\u0631\u06cc\u0646 \u0686\u0627\u0644\u0634 \u0647\u0627\u06cc\u06cc \u06a9\u0647 LLM \u0647\u0627 \u0628\u0627 \u0622\u0646 \u0645\u0648\u0627\u062c\u0647 \u0647\u0633\u062a\u0646\u062f \u062a\u0648\u0647\u0645 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0632\u0645\u0627\u0646\u06cc \u0627\u062a\u0641\u0627\u0642 \u0645\u06cc\u200c\u0627\u0641\u062a\u062f \u06a9\u0647 \u0645\u062f\u0644 \u0645\u062a\u0646\u06cc \u0631\u0627 \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 \u0627\u0632 \u0646\u0638\u0631 \u0648\u0627\u0642\u0639\u06cc \u0646\u0627\u062f\u0631\u0633\u062a \u06cc\u0627 \u06af\u0645\u0631\u0627\u0647\u200c\u06a9\u0646\u0646\u062f\u0647 \u0627\u0633\u062a \u0648 \u0627\u063a\u0644\u0628 [&hellip;]<\/p>\n","protected":false},"author":6,"featured_media":17820,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1743,1686],"tags":[5418,5420,1917,1926,1919,1779,1924,1822,2490,2002,5419,2098,1745,1813],"class_list":["post-17819","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-python","category-ai","tag-rag","tag-llamaindex","tag--python","tag-1926","tag----python","tag-1779","tag-1924","tag-1822","tag-2490","tag-python","tag-5419","tag-2098","tag-1745","tag-1813"],"acf":[],"_links":{"self":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/17819","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/users\/6"}],"replies":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/comments?post=17819"}],"version-history":[{"count":0,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/17819\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media\/17820"}],"wp:attachment":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media?parent=17819"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/categories?post=17819"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/tags?post=17819"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}