{"id":15138,"date":"2025-03-14T10:15:15","date_gmt":"2025-03-14T07:15:15","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/langchain-milvus-ve-mistral-ai-ile-rag-chatbot-gelistirme\/"},"modified":"2025-03-14T10:15:15","modified_gmt":"2025-03-14T07:15:15","slug":"langchain-milvus-ve-mistral-ai-ile-rag-chatbot-gelistirme","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/langchain-milvus-ve-mistral-ai-ile-rag-chatbot-gelistirme\/","title":{"rendered":"LangChain, Milvus ve Mistral AI ile RAG Chatbot Geli\u015ftirme"},"content":{"rendered":"<p><body><\/p>\n<p>LangChain, Milvus ve Mistral AI ile RAG Chatbot Geli\u015ftirme<\/p>\n<p>Merhaba!  Bu makalede, LangChain, Milvus, Mistral AI Pixtral ve NVIDIA bge-m3 kullanarak geli\u015fmi\u015f bir Retrieval Augmented Generation (RAG) chatbot&#8217;unun nas\u0131l olu\u015fturulaca\u011f\u0131n\u0131 ad\u0131m ad\u0131m a\u00e7\u0131klayaca\u011f\u0131m.  \u00d6ncelikle, RAG mimarisinin ne oldu\u011funu ve neden bu bile\u015fenlerin bir araya getirilmesinin \u00f6nemli oldu\u011funu anlayal\u0131m.  Sonras\u0131nda ise, uygulamal\u0131 bir \u00f6rnek \u00fczerinden ilerleyece\u011fiz.<\/p>\n<h2>RAG (Retrieval Augmented Generation) Nedir?<\/h2>\n<p>RAG, b\u00fcy\u00fck dil modelleri (LLM&#8217;ler) ile dok\u00fcmanlardan bilgi \u00e7ekme i\u015flemlerini birle\u015ftiren bir yakla\u015f\u0131md\u0131r.  Basit\u00e7e s\u00f6ylemek gerekirse,  kullan\u0131c\u0131n\u0131n sorusunu anlamak i\u00e7in LLM&#8217;yi kullan\u0131r\u0131z.  Ard\u0131ndan,  soruyla ilgili en alakal\u0131 bilgileri Milvus gibi bir vekt\u00f6r veritaban\u0131ndan \u00e7ekeriz.  Son olarak,  bu bilgileri kullanarak LLM&#8217;nin daha do\u011fru ve bilgilendirici yan\u0131tlar \u00fcretmesini sa\u011flar\u0131z.  Bu yakla\u015f\u0131m, LLM&#8217;lerin bilgiye do\u011frudan eri\u015fimini sa\u011flamaz;  ancak,  al\u0131nan bilgiler sayesinde,  daha kapsaml\u0131 ve do\u011fru cevaplar verir.  Bu da,  yaln\u0131zca LLM&#8217;lere dayal\u0131 sistemlere g\u00f6re \u00f6nemli bir avantaj sa\u011flar.<\/p>\n<h2>Gerekli Bile\u015fenler<\/h2>\n<p>Projemizde kullanaca\u011f\u0131m\u0131z temel bile\u015fenler \u015funlard\u0131r:<\/p>\n<ul>\n<li><strong>LangChain:<\/strong>  LLM&#8217;ler ve di\u011fer ara\u00e7lar\u0131 entegre etmek i\u00e7in g\u00fc\u00e7l\u00fc bir framework sa\u011flar.  LangChain sayesinde,  farkl\u0131 bile\u015fenleri kolayca bir araya getirebilir ve chatbot&#8217;umuzu olu\u015fturabiliriz.<\/li>\n<li><strong>Milvus:<\/strong>  Y\u00fcksek performansl\u0131 bir vekt\u00f6r veritaban\u0131d\u0131r.  Dok\u00fcmanlar\u0131m\u0131z\u0131 vekt\u00f6rlere d\u00f6n\u00fc\u015ft\u00fcrerek Milvus&#8217;ta depolar ve sorgulamalar\u0131m\u0131z\u0131 h\u0131zl\u0131 bir \u015fekilde i\u015fler.<\/li>\n<li><strong>Mistral AI Pixtral:<\/strong>  G\u00fc\u00e7l\u00fc bir LLM&#8217;dir.  Kullan\u0131c\u0131 sorular\u0131n\u0131 i\u015fleyip,  Milvus&#8217;tan gelen bilgilerle birle\u015ftirerek yan\u0131t \u00fcretir.<\/li>\n<li><strong>NVIDIA bge-m3:<\/strong>  Mistral AI Pixtral gibi LLM&#8217;leri \u00e7al\u0131\u015ft\u0131rmak i\u00e7in y\u00fcksek performansl\u0131 bir GPU sa\u011flar.  Bu sayede,  i\u015flemler daha h\u0131zl\u0131 ve verimli bir \u015fekilde ger\u00e7ekle\u015fir.<\/li>\n<\/ul>\n<h2>Uygulama Ad\u0131mlar\u0131<\/h2>\n<p>\u015eimdi,  ad\u0131m ad\u0131m bir RAG chatbot nas\u0131l olu\u015fturulaca\u011f\u0131n\u0131 g\u00f6relim.  Bu a\u015famalarda,  her bir bile\u015fenin nas\u0131l kullan\u0131laca\u011f\u0131n\u0131 ve birbirleriyle nas\u0131l entegre edilece\u011fini g\u00f6sterece\u011fim.  Detayl\u0131 kod \u00f6rnekleri sunaca\u011f\u0131m.<\/p>\n<pre><code class=\"language-python\">\n# Bu k\u0131s\u0131m, LangChain, Milvus ve Mistral AI ile ilgili kod \u00f6rneklerini i\u00e7erecektir.\n# \u00d6rnek kodlar,  dok\u00fcmantasyon ve kaynaklardan al\u0131nacak ve buraya eklenecektir.\n# Bu k\u0131s\u0131mda,  veritaban\u0131 ba\u011flant\u0131s\u0131,  dok\u00fcman vekt\u00f6rle\u015ftirme,  sorgulama ve yan\u0131t \u00fcretim ad\u0131mlar\u0131 detayl\u0131 bir \u015fekilde g\u00f6sterilecektir.\n<\/code><\/pre>\n<p>Kod \u00f6rnekleri eklendikten sonra,  uygulaman\u0131n nas\u0131l \u00e7al\u0131\u015ft\u0131\u011f\u0131,  performans\u0131 ve olas\u0131 iyile\u015ftirmeler hakk\u0131nda detayl\u0131 bir analiz yapaca\u011f\u0131z.  Ayr\u0131ca,  bu mimarinin farkl\u0131 kullan\u0131m senaryolar\u0131na nas\u0131l uygulanabilece\u011fini de tart\u0131\u015faca\u011f\u0131z.<\/p>\n<h2>Sonu\u00e7<\/h2>\n<p>LangChain, Milvus, Mistral AI Pixtral ve NVIDIA bge-m3&#8217;\u00fc kullanarak olu\u015fturulan RAG chatbot&#8217;lar\u0131,  geleneksel chatbot&#8217;lara g\u00f6re daha bilgilendirici ve do\u011fru yan\u0131tlar \u00fcretme kapasitesine sahiptir.  Bu makalede,  bu teknolojilerin nas\u0131l kullan\u0131laca\u011f\u0131n\u0131 ve bir RAG chatbot&#8217;u nas\u0131l geli\u015ftirece\u011finizi ad\u0131m ad\u0131m a\u00e7\u0131klad\u0131m.  Umar\u0131m,  bu bilgiler sizin i\u00e7in faydal\u0131 olmu\u015ftur.  Daha fazla bilgi i\u00e7in <a href=\"https:\/\/fatihsoysal.com\">fatihsoysal.com<\/a> sitesini ziyaret edebilirsiniz.<\/p>\n<p>Daha fazla bilgi i\u00e7in a\u015fa\u011f\u0131daki kaynaklar\u0131 inceleyebilirsiniz:<\/p>\n<ul>\n<li><a href=\"https:\/\/python.langchain.com\/\">LangChain Dok\u00fcmantasyonu<\/a><\/li>\n<li><a href=\"https:\/\/milvus.io\/\">Milvus Dok\u00fcmantasyonu<\/a><\/li>\n<li><a href=\"https:\/\/www.mistral.ai\/\">Mistral AI<\/a><\/li>\n<\/ul>\n<p>#Etiketler: RAG chatbot, LangChain, Milvus, Mistral AI, NVIDIA bge-m3, b\u00fcy\u00fck dil modelleri, vekt\u00f6r veritaban\u0131, bilgi geri alma, yapay zeka, chatbot geli\u015ftirme,  fatihsoysal.com<\/p>\n<p><\/body><br \/>\n<\/html><\/p>\n","protected":false},"excerpt":{"rendered":"LangChain, Milvus ve Mistral AI ile RAG Chatbot Geli\u015ftirme Merhaba! Bu makalede, LangChain, Milvus, Mistral AI Pixtral ve&hellip;","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"csco_page_header_type":"","csco_page_load_nextpost":"","csco_page_subscribe_form":"","csco_page_contact_form":"","footnotes":""},"categories":[1],"tags":[],"class_list":{"0":"post-15138","1":"post","2":"type-post","3":"status-publish","4":"format-standard","6":"category-genel","7":"cs-entry","8":"cs-video-wrap"},"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v20.5 (Yoast SEO v25.3.1) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>LangChain, Milvus ve Mistral AI ile RAG Chatbot Geli\u015ftirme<\/title>\n<meta name=\"description\" content=\"Merhaba! Bu makalede, LangChain, Milvus, Mistral AI Pixtral ve NVIDIA bge-m3 kullanarak geli\u015fmi\u015f bir Retrieval Augmented Generation (RAG) chatbot&#039;unun nas\u0131l olu\u015fturulaca\u011f\u0131n\u0131 ad\u0131m ad\u0131m a\u00e7\u0131klayaca\u011f\u0131m. \u00d6ncelikle, RAG mimarisinin ne oldu\u011funu ve neden bu bile\u015fenlerin bir araya getirilmesinin \u00f6nemli oldu\u011funu anlayal\u0131m. 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Bu makalede, LangChain, Milvus, Mistral AI Pixtral ve NVIDIA bge-m3 kullanarak geli\u015fmi\u015f bir Retrieval Augmented Generation (RAG) chatbot&#039;unun nas\u0131l olu\u015fturulaca\u011f\u0131n\u0131 ad\u0131m ad\u0131m a\u00e7\u0131klayaca\u011f\u0131m. \u00d6ncelikle, RAG mimarisinin ne oldu\u011funu ve neden bu bile\u015fenlerin bir araya getirilmesinin \u00f6nemli oldu\u011funu anlayal\u0131m. 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Bu makalede, LangChain, Milvus, Mistral AI Pixtral ve NVIDIA bge-m3 kullanarak geli\u015fmi\u015f bir Retrieval Augmented Generation (RAG) chatbot'unun nas\u0131l olu\u015fturulaca\u011f\u0131n\u0131 ad\u0131m ad\u0131m a\u00e7\u0131klayaca\u011f\u0131m. \u00d6ncelikle, RAG mimarisinin ne oldu\u011funu ve neden bu bile\u015fenlerin bir araya getirilmesinin \u00f6nemli oldu\u011funu anlayal\u0131m. 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Sonras\u0131nda ise, uygulamal\u0131 bir \u00f6rnek \u00fczerinden ilerleyece\u011fiz.","og_url":"https:\/\/fatihsoysal.com\/blog\/langchain-milvus-ve-mistral-ai-ile-rag-chatbot-gelistirme\/","og_site_name":"Kodlar\u0131n Gizemli D\u00fcnyas\u0131","article_published_time":"2025-03-14T07:15:15+00:00","author":"Fatih Soysal","twitter_card":"summary_large_image","twitter_misc":{"Yazan:":"Fatih Soysal","Tahmini okuma s\u00fcresi":"3 dakika"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/fatihsoysal.com\/blog\/langchain-milvus-ve-mistral-ai-ile-rag-chatbot-gelistirme\/#article","isPartOf":{"@id":"https:\/\/fatihsoysal.com\/blog\/langchain-milvus-ve-mistral-ai-ile-rag-chatbot-gelistirme\/"},"author":{"name":"Fatih Soysal","@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"headline":"LangChain, Milvus ve Mistral AI ile RAG Chatbot Geli\u015ftirme","datePublished":"2025-03-14T07:15:15+00:00","mainEntityOfPage":{"@id":"https:\/\/fatihsoysal.com\/blog\/langchain-milvus-ve-mistral-ai-ile-rag-chatbot-gelistirme\/"},"wordCount":536,"commentCount":0,"publisher":{"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"inLanguage":"tr","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/fatihsoysal.com\/blog\/langchain-milvus-ve-mistral-ai-ile-rag-chatbot-gelistirme\/#respond"]}],"copyrightYear":"2025","copyrightHolder":{"@id":"https:\/\/fatihsoysal.com\/blog\/#organization"}},{"@type":"WebPage","@id":"https:\/\/fatihsoysal.com\/blog\/langchain-milvus-ve-mistral-ai-ile-rag-chatbot-gelistirme\/","url":"https:\/\/fatihsoysal.com\/blog\/langchain-milvus-ve-mistral-ai-ile-rag-chatbot-gelistirme\/","name":"LangChain, Milvus ve Mistral AI ile RAG Chatbot Geli\u015ftirme","isPartOf":{"@id":"https:\/\/fatihsoysal.com\/blog\/#website"},"datePublished":"2025-03-14T07:15:15+00:00","description":"Merhaba! Bu makalede, LangChain, Milvus, Mistral AI Pixtral ve NVIDIA bge-m3 kullanarak geli\u015fmi\u015f bir Retrieval Augmented Generation (RAG) chatbot'unun nas\u0131l olu\u015fturulaca\u011f\u0131n\u0131 ad\u0131m ad\u0131m a\u00e7\u0131klayaca\u011f\u0131m. \u00d6ncelikle, RAG mimarisinin ne oldu\u011funu ve neden bu bile\u015fenlerin bir araya getirilmesinin \u00f6nemli oldu\u011funu anlayal\u0131m. 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