{"id":2666,"date":"2024-05-20T19:19:09","date_gmt":"2024-05-20T11:19:09","guid":{"rendered":"https:\/\/infernews.com\/?p=2666"},"modified":"2024-05-23T05:34:46","modified_gmt":"2024-05-22T21:34:46","slug":"langchain-rag-fusion-%e6%95%b4%e5%90%88-gpt-40","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/langchain-rag-fusion-%e6%95%b4%e5%90%88-gpt-40\/","title":{"rendered":"Langchain RAG fusion \u6574\u5408 GPT-40"},"content":{"rendered":"\n<p>\u5f71\u7247\u793a\u7bc4\u5982\u4f55\u4f7f\u7528 Langchain RAG fusion \u548c GPT-40 \u70ba\u60a8\u7684 PDF \u5275\u5efa\u4eba\u5de5\u667a\u80fd\u7684\u4ee3\u7406\u804a\u5929\u6a5f\u5668\u4eba\uff0c\u4f9b\u60a8\u500b\u4eba\u6216\u5546\u696d\u4f7f\u7528\u3002\u5f71\u7247\u5305\u542b\u7528\u65bc\u8a2d\u7f6e\u6aa2\u7d22\u589e\u5f37\u751f\u6210\u7cfb\u7d71\u7684 Python \u4ee3\u78bc\u6f14\u7df4\u3002<\/p>\n\n\n<figure class=\"wp-block-embed-youtube wp-block-embed is-type-video is-provider-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"lyte-wrapper\" title=\"LangChain + RAG Fusion + GPT-4o Python Project: Easy AI\/Chat for your&nbsp;Docs\" style=\"width:853px;max-width:100%;margin:5px auto;\"><div class=\"lyMe\" id=\"WYL_P_xZ1HJwKl8\" itemprop=\"video\" itemscope itemtype=\"https:\/\/schema.org\/VideoObject\"><div><meta itemprop=\"thumbnailUrl\" content=\"https:\/\/infernews.com\/blog\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2FP_xZ1HJwKl8%2Fhqdefault.jpg\" \/><meta itemprop=\"embedURL\" content=\"https:\/\/www.youtube.com\/embed\/P_xZ1HJwKl8\" \/><meta itemprop=\"duration\" content=\"PT9M27S\" \/><meta itemprop=\"uploadDate\" content=\"2024-05-18T14:52:41Z\" \/><\/div><div id=\"lyte_P_xZ1HJwKl8\" data-src=\"https:\/\/infernews.com\/blog\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2FP_xZ1HJwKl8%2Fhqdefault.jpg\" class=\"pL\"><div class=\"tC\"><div class=\"tT\" itemprop=\"name\">LangChain + RAG Fusion + GPT-4o Python Project: Easy AI\/Chat for your\u00a0Docs<\/div><\/div><div class=\"play\"><\/div><div class=\"ctrl\"><div class=\"Lctrl\"><\/div><div class=\"Rctrl\"><\/div><\/div><\/div><noscript><a href=\"https:\/\/youtu.be\/P_xZ1HJwKl8\" rel=\"nofollow\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2FP_xZ1HJwKl8%2F0.jpg\" alt=\"LangChain + RAG Fusion + GPT-4o Python Project: Easy AI\/Chat for your&nbsp;Docs\" width=\"853\" height=\"460\" \/><br \/>Watch this video on YouTube<\/a><\/noscript><meta itemprop=\"description\" content=\"#automation #rag #llm #ai #programming #gpt4o #langchain in this Video, I have a super quick tutorial for you showing how to create an AI for your PDF with LangChain, Rag Fusion and GPT-4o to make a powerful Agent Chatbot for your business or personal use. FOLLOW ME : Subscribe Newsletter for free: https:\/\/substack.com\/@gaodalie Follow me on Twitter: https:\/\/twitter.com\/GaoDalie_AI Follow me on Linkedin: https:\/\/shorturl.at\/dnvEX Follow me on Medium: https:\/\/medium.com\/@GaoDalie_AI More Ideas On My Page: https:\/\/quickaitutorial.com\/ Buy me a Coffee: https:\/\/www.buymeacoffee.com\/gaodalie98d Timestamps: 00:00 - intro 01:27 - What is the Rag\u00a0Fusion? 01:42 - RAG-Fusion flow 02:25 - Why use multiple queries? 02:46 - What is the Difference Between RAG and RAG-Fusion? 03:01 - What Difference Between GPT-4 and\u00a0GPT-4o? 03:29 - Let&#039;s Coding 08:30 - My Conclusion [Must Watch] LangChain : https:\/\/www.youtube.com\/watch?v=zwxohKuqYY4&amp;list=PLe0lDFxNR_ciXWPrWpRymP5_VLvo7__sF [Must Read] LangChain: https:\/\/quickaitutorial.com\/langchain-rag-fusion-gpt-4o-python-project-easy-ai-chat-for-your-docs\/ [Used Link] Paper: https:\/\/arxiv.org\/abs\/2402.03367 Github: https:\/\/github.com\/Raudaschl\/rag-fusion\"><\/div><\/div><div class=\"lL\" style=\"max-width:100%;width:853px;margin:5px auto;\"><\/div><figcaption><\/figcaption><\/figure>\n\n\n<p>Rag Fusion \u662f\u4e00\u7a2e\u901a\u904e\u591a\u67e5\u8a62\u65b9\u6cd5\u514b\u670d\u50b3\u7d71\u641c\u7d22\u7cfb\u7d71\u9650\u5236\u7684\u65b9\u6cd5\uff0c\u5f9e\u800c\u6539\u5584\u6027\u80fd\u3002<br>GPT-40 \u662f 2024 \u5e74 5 \u6708 14 \u65e5\u5ba3\u4f48\u7684 GPT-4 Turbo \u7684\u66f4\u9ad8\u7aef\u6a21\u578b\u3002\u5b83\u53ef\u4ee5\u8655\u7406\u6587\u672c\u3001\u5716\u50cf\u548c\u8a9e\u97f3\u8f38\u5165\u3002<br>\u5f71\u7247\u91cd\u9ede\u4ecb\u7d39\u6aa2\u7d22\u589e\u5f37\u751f\u6210 (RAG) \u7684\u904b\u4f5c\u65b9\u5f0f\u4ee5\u53ca GPT-40 \u7684\u529f\u80fd\u3002<br>\u6838\u5fc3\u6982\u5ff5\u662f\u5f9e\u539f\u59cb\u67e5\u8a62\u751f\u6210\u591a\u500b\u67e5\u8a62\uff0c\u7136\u5f8c\u91cd\u65b0\u6392\u5e8f\u6bcf\u500b\u67e5\u8a62\u7684\u641c\u7d22\u7d50\u679c\uff0c\u4e26\u63d0\u53d6\u5177\u6709\u9ad8\u5ea6\u76f8\u95dc\u6027\u7684\u7d50\u679c\u3002<\/p>\n\n\n<div class=\"vlp-link-container vlp-layout-spotlight-clone wp-block-visual-link-preview-link\"><a href=\"https:\/\/github.com\/Raudaschl\/rag-fusion\" class=\"vlp-link\" title=\"GitHub - Raudaschl\/rag-fusion\" rel=\"nofollow\" target=\"_blank\"><\/a><div class=\"vlp-layout-zone-main\"><span class=\"vlp-block-0 vlp-link-title\">GitHub &#8211; Raudaschl\/rag-fusion<\/span><div class=\"vlp-block-1 vlp-link-summary\">Contribute to Raudaschl\/rag-fusion development by creating an account on GitHub.<\/div><div class=\"vlp-block-2 vlp-link-image\"><img decoding=\"async\" src=\"https:\/\/opengraph.githubassets.com\/96f4a920297ffb5015d4becd2676896d6873f44ec2f7ee86d50a8cd61ddb0984\/Raudaschl\/rag-fusion\" style=\"max-width: 1024px; max-height: 1024px\" \/><\/div><\/div><\/div>","protected":false},"excerpt":{"rendered":"<p>\u5f71\u7247\u793a\u7bc4\u5982\u4f55\u4f7f\u7528 Langchain RAG fusion \u548c GPT-40 \u70ba\u60a8\u7684 PDF \u5275\u5efa\u4eba\u5de5\u667a\u80fd\u7684\u4ee3\u7406\u804a\u5929\u6a5f\u5668\u4eba\uff0c\u4f9b\u60a8\u500b\u4eba\u6216\u5546\u696d\u4f7f\u7528\u3002\u5f71\u7247\u5305\u542b\u7528\u65bc\u8a2d\u7f6e\u6aa2\u7d22\u589e\u5f37\u751f\u6210\u7cfb\u7d71\u7684 Python \u4ee3\u78bc\u6f14\u7df4\u3002 Rag Fusion \u662f\u4e00\u7a2e\u901a\u904e\u591a\u67e5\u8a62\u65b9\u6cd5\u514b\u670d\u50b3\u7d71\u641c\u7d22\u7cfb\u7d71\u9650\u5236\u7684\u65b9\u6cd5\uff0c\u5f9e\u800c\u6539\u5584\u6027\u80fd\u3002GPT-40 \u662f 2024 \u5e74 5 \u6708 14 \u65e5\u5ba3\u4f48\u7684 GPT-4 Turbo \u7684\u66f4\u9ad8\u7aef\u6a21\u578b\u3002\u5b83\u53ef\u4ee5\u8655\u7406\u6587\u672c\u3001\u5716\u50cf\u548c\u8a9e\u97f3\u8f38\u5165\u3002\u5f71\u7247\u91cd\u9ede\u4ecb\u7d39\u6aa2\u7d22\u589e\u5f37\u751f\u6210 (RAG) \u7684\u904b\u4f5c\u65b9\u5f0f\u4ee5\u53ca GPT-40 \u7684\u529f\u80fd\u3002\u6838\u5fc3\u6982\u5ff5\u662f\u5f9e\u539f\u59cb\u67e5\u8a62\u751f\u6210\u591a\u500b\u67e5\u8a62\uff0c\u7136\u5f8c\u91cd\u65b0\u6392\u5e8f\u6bcf\u500b\u67e5\u8a62\u7684\u641c\u7d22\u7d50\u679c\uff0c\u4e26\u63d0\u53d6\u5177\u6709\u9ad8\u5ea6\u76f8\u95dc\u6027\u7684\u7d50\u679c\u3002<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"googlesitekit_rrm_CAowvqSiDA:productID":"","footnotes":""},"categories":[27],"tags":[],"class_list":["post-2666","post","type-post","status-publish","format-standard","hentry","category-paper"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/2666","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=2666"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/2666\/revisions"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=2666"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=2666"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=2666"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}