{"id":17163,"date":"2025-06-03T13:57:11","date_gmt":"2025-06-03T20:57:11","guid":{"rendered":"https:\/\/www.couchbase.com\/blog\/?p=17163"},"modified":"2025-06-25T12:16:52","modified_gmt":"2025-06-25T19:16:52","slug":"ai-applications-aws-bedrock-couchbase","status":"publish","type":"post","link":"https:\/\/www.couchbase.com\/blog\/pt\/ai-applications-aws-bedrock-couchbase\/","title":{"rendered":"Liberando o poder do AWS Bedrock com o Couchbase"},"content":{"rendered":"<p>A explos\u00e3o de <a target=\"_blank\" href=\"https:\/\/www.couchbase.com\/blog\/pt\/what-is-generative-ai\/\">IA generativa<\/a> tornou os bancos de dados vetoriais uma parte crucial dos aplicativos modernos. \u00c0 medida que as empresas buscam solu\u00e7\u00f5es dimension\u00e1veis e eficientes para pesquisa, recomenda\u00e7\u00e3o e recupera\u00e7\u00e3o de conhecimento com base em IA, o AWS Bedrock e o Couchbase surgem como uma combina\u00e7\u00e3o atraente. O AWS Bedrock simplifica o acesso a modelos de base avan\u00e7ados, enquanto os recursos de armazenamento vetorial do Couchbase fornecem a efici\u00eancia de armazenamento e recupera\u00e7\u00e3o necess\u00e1ria para criar aplicativos de IA de alto desempenho.<\/p>\n<p>Neste blog, exploramos como o armazenamento de vetores do Couchbase, quando integrado ao AWS Bedrock, cria uma solu\u00e7\u00e3o de IA avan\u00e7ada, dimension\u00e1vel e econ\u00f4mica. Tamb\u00e9m apresentaremos alguns detalhes importantes de implementa\u00e7\u00e3o para ajud\u00e1-lo a come\u00e7ar.<\/p>\n<h2>Por que o AWS Bedrock + Couchbase?<\/h2>\n<p>Vamos nos aprofundar no valor exclusivo que cada componente oferece e como eles trabalham juntos para potencializar os aplicativos modernos de IA.<\/p>\n<h3 style=\"font-weight:400;font-size:16pt\">Acesso ininterrupto aos modelos de funda\u00e7\u00e3o<\/h3>\n<p>O AWS Bedrock oferece acesso a v\u00e1rios modelos de base sem a necessidade de gerenciamento extensivo da infraestrutura. Isso facilita para as empresas experimentarem, implantarem e dimensionarem aplicativos com tecnologia de IA sem se preocuparem com a complexidade subjacente da hospedagem e do ajuste fino do modelo.<\/p>\n<h3 style=\"font-weight:400;font-size:16pt\">Armazenamento vetorial escal\u00e1vel e econ\u00f4mico<\/h3>\n<p>Os recursos de armazenamento de vetores do Couchbase oferecem uma maneira r\u00e1pida e eficiente de armazenar, recuperar e pesquisar embeddings. Com indexa\u00e7\u00e3o integrada e consultas de alto desempenho, o Couchbase garante que os aplicativos orientados por IA possam lidar com a pesquisa vetorial em grande escala de forma eficiente.<\/p>\n<h3 style=\"font-weight:400;font-size:16pt\">Preenchendo a lacuna entre LLMs e dados corporativos<\/h3>\n<p>Ao combinar os recursos de infer\u00eancia de modelos do AWS Bedrock com o banco de dados vetorial do Couchbase, as empresas podem criar aplicativos inteligentes que entendem e respondem \u00e0s consultas dos usu\u00e1rios com alta precis\u00e3o. Quer se trate de aplicativos de chatbot, pesquisa empresarial ou recomenda\u00e7\u00f5es personalizadas, essa integra\u00e7\u00e3o permite que a IA trabalhe perfeitamente com dados comerciais do mundo real.<\/p>\n<h3 style=\"font-weight:400;font-size:16pt\">Integra\u00e7\u00e3o perfeita com o ecossistema da AWS<\/h3>\n<p>A Bedrock se integra sem esfor\u00e7o a outros servi\u00e7os da AWS, como Lambda, S3 e API Gateway, permitindo fluxos de trabalho de IA sem servidor e de baixa lat\u00eancia.<\/p>\n<h2>A necessidade de sem servidor<\/h2>\n<p>As arquiteturas sem servidor oferecem uma s\u00e9rie de benef\u00edcios que ajudar\u00e3o naturalmente as solu\u00e7\u00f5es alimentadas por IA, incluindo:<\/p>\n<ul>\n<li style=\"list-style-type: none\">\n<ul>\n<li style=\"font-weight: 400\">Gerenciamento de infraestrutura zero - N\u00e3o h\u00e1 necessidade de provisionar, dimensionar ou manter servidores, reduzindo a complexidade operacional e acelerando a implementa\u00e7\u00e3o de IA.<\/li>\n<li style=\"font-weight: 400\">Dimensionamento autom\u00e1tico e efici\u00eancia de custos - Dimensiona dinamicamente com base na demanda, garantindo o desempenho ideal e seguindo um modelo de pagamento conforme o uso para minimizar os custos.<\/li>\n<li style=\"font-weight: 400\">Integra\u00e7\u00e3o perfeita e baixa lat\u00eancia - conecta-se facilmente aos servi\u00e7os da AWS (Lambda, API Gateway) e fornece infer\u00eancia de IA em tempo real com lat\u00eancia m\u00ednima.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>Agora que j\u00e1 abordamos os benef\u00edcios e a arquitetura, vamos dar uma olhada em um exemplo pr\u00e1tico que re\u00fane tudo isso.<\/p>\n<h2>Um exemplo de aplicativo de bate-papo RAG PDF<\/h2>\n<p>Apresentamos uma demonstra\u00e7\u00e3o de como integrar o AWS Bedrock ao Couchbase com um aplicativo de bate-papo do LLM. Esse aplicativo permite que voc\u00ea carregue seus pr\u00f3prios PDFs, e um pipeline RAG criado com o Couchbase permite que o LLM extraia dados de seus PDFs para responder \u00e0s suas perguntas. <\/p>\n<ul>\n<li style=\"list-style-type: none\">\n<ul>\n<li>Encontre o c\u00f3digo em <a target=\"_blank\" href=\"https:\/\/github.com\/couchbase-examples\/rag-aws-bedrock-serverless\">este reposit\u00f3rio do GitHub<\/a>.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large wp-image-17165\" src=\"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2025\/06\/pdf-chat-couchbase-aws-bedrock-app-1024x462.png\" alt=\"\" width=\"900\" height=\"406\" srcset=\"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2025\/06\/pdf-chat-couchbase-aws-bedrock-app-1024x462.png 1024w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2025\/06\/pdf-chat-couchbase-aws-bedrock-app-300x135.png 300w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2025\/06\/pdf-chat-couchbase-aws-bedrock-app-768x346.png 768w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2025\/06\/pdf-chat-couchbase-aws-bedrock-app-18x8.png 18w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2025\/06\/pdf-chat-couchbase-aws-bedrock-app.png 1031w\" sizes=\"auto, (max-width: 900px) 100vw, 900px\" \/><\/p>\n<p>Uma discuss\u00e3o detalhada do diagrama pode ser encontrada em <a target=\"_blank\" href=\"https:\/\/developer.couchbase.com\/tutorial-bedrock-serverless-pdf-chat\">Bate-papo em PDF usando o tutorial sem servidor do AWS Bedrock<\/a>. Em resumo, h\u00e1 dois fluxos: um que envolve a ingest\u00e3o de dados em PDF e outro que diz respeito \u00e0 intera\u00e7\u00e3o do usu\u00e1rio com o aplicativo de bate-papo. Ao longo do caminho, usamos alguns servi\u00e7os importantes do Couchbase que s\u00e3o essenciais para o aplicativo: eventos e pesquisa vetorial.<\/p>\n<h3 style=\"font-weight:400;font-size:16pt\">Eventos do Couchbase<\/h3>\n<p>O Eventing Service lida com altera\u00e7\u00f5es de dados que ocorrem quando os aplicativos interagem e tem esses recursos que ajudam os aplicativos de IA a prosperar:<\/p>\n<ul>\n<li style=\"list-style-type: none\">\n<ul>\n<li style=\"font-weight: 400\"><b>Processamento de dados em tempo real<\/b> - O Couchbase Eventing permite que voc\u00ea execute a l\u00f3gica comercial em resposta a muta\u00e7\u00f5es de dados (inser\u00e7\u00f5es, atualiza\u00e7\u00f5es, exclus\u00f5es) em um bucket do Couchbase.<\/li>\n<li style=\"font-weight: 400\"><b>Ass\u00edncrono e dimension\u00e1vel<\/b> - O servi\u00e7o Eventing \u00e9 executado de forma ass\u00edncrona e \u00e9 dimensionado de forma independente, garantindo o tratamento eficiente de cargas de trabalho de alto rendimento.<\/li>\n<li style=\"font-weight: 400\"><b>Integra\u00e7\u00e3o com sistemas externos<\/b> - Voc\u00ea pode acionar APIs externas, chamar microsservi\u00e7os ou interagir com filas de mensagens usando fun\u00e7\u00f5es de eventos.<\/li>\n<li style=\"font-weight: 400\"><b>Baixa lat\u00eancia e alto desempenho<\/b> - Projetado para ter o m\u00ednimo de sobrecarga com acesso direto aos dados na mem\u00f3ria.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3 style=\"font-weight:400;font-size:16pt\">Pesquisa vetorial do Couchbase<\/h3>\n<p>O Vector Search se baseia no Couchbase Capella's <a class=\"xref page\" href=\"https:\/\/docs.couchbase.com\/cloud\/search\/search.html\">Servi\u00e7o de busca<\/a> para oferecer suporte a \u00edndices vetoriais. Voc\u00ea pode usar esses novos \u00edndices do Vector Search para Retrieval Augmented Generation (RAG) com um Large Language Model (LLM) existente, com esses benef\u00edcios arquitet\u00f4nicos:<\/p>\n<ul>\n<li style=\"list-style-type: none\">\n<ul>\n<li style=\"font-weight: 400\"><b>Pesquisa h\u00edbrida<\/b> - Combina a pesquisa sem\u00e2ntica com a filtragem tradicional de palavras-chave e metadados para obter resultados mais relevantes.<\/li>\n<li style=\"font-weight: 400\"><b>Baixa lat\u00eancia e alto desempenho<\/b> - Otimizado para aplicativos de IA em tempo real, garantindo a recupera\u00e7\u00e3o r\u00e1pida de itens semelhantes.<\/li>\n<li style=\"font-weight: 400\"><b>Integra\u00e7\u00e3o perfeita com o Couchbase<\/b> - \u00c9 executado nativamente no Couchbase, permitindo armazenamento vetorial eficiente, indexa\u00e7\u00e3o e recupera\u00e7\u00e3o juntamente com dados estruturados e n\u00e3o estruturados.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>Tamb\u00e9m usamos outros servi\u00e7os da AWS que complementam nosso aplicativo de v\u00e1rias maneiras, conforme discutido abaixo:<\/p>\n<h3 style=\"font-weight:400;font-size:16pt\">AWS Lambda<\/h3>\n<ul>\n<li style=\"list-style-type: none\">\n<ul>\n<li style=\"font-weight: 400\">Gerenciamento de infraestrutura zero - basta carregar o c\u00f3digo e ele \u00e9 executado<\/li>\n<li style=\"font-weight: 400\">Pre\u00e7os de pagamento por uso<\/li>\n<li style=\"font-weight: 400\">Dimensionamento autom\u00e1tico para lidar com picos de tr\u00e1fego<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3 style=\"font-weight:400;font-size:16pt\">Amazon SQS<\/h3>\n<ul>\n<li style=\"list-style-type: none\">\n<ul>\n<li style=\"font-weight: 400\">Alta taxa de transfer\u00eancia de dados para lidar com grandes volumes de tr\u00e1fego<\/li>\n<li style=\"font-weight: 400\">Alta confiabilidade - n\u00e3o perde nenhuma mensagem<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3 style=\"font-weight:400;font-size:16pt\">Amazon ECR<\/h3>\n<ul>\n<li style=\"list-style-type: none\">\n<ul>\n<li style=\"font-weight: 400\">Casa segura e f\u00e1cil de implementar para imagens de cont\u00eaineres<\/li>\n<li style=\"font-weight: 400\">F\u00e1cil integra\u00e7\u00e3o entre os servi\u00e7os do AWS<\/li>\n<li style=\"font-weight: 400\">Garante um comportamento consistente entre os ambientes de desenvolvimento e produ\u00e7\u00e3o<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2>Para ler mais<\/h2>\n<ul>\n<li style=\"list-style-type: none\">\n<ul>\n<li style=\"font-weight: 400\"><a target=\"_blank\" href=\"https:\/\/aws.amazon.com\/bedrock\/\">Explore o AWS Bedrock<\/a><\/li>\n<li style=\"font-weight: 400\">Saiba mais sobre <a target=\"_blank\" href=\"https:\/\/aws.amazon.com\/lambda\/\">AWS Lambda<\/a>, <a target=\"_blank\" href=\"https:\/\/aws.amazon.com\/sqs\/\">Amazon SQS<\/a>, <a target=\"_blank\" href=\"https:\/\/aws.amazon.com\/ecr\/\">Amazon ECR<\/a><\/li>\n<li style=\"font-weight: 400\">Confira <a target=\"_blank\" href=\"https:\/\/www.couchbase.com\/blog\/pt\/products\/capella\/\">Couchbase Capella<\/a>, um banco de dados gerenciado e <a target=\"_blank\" href=\"https:\/\/cloud.couchbase.com\/sign-up?ref=blog\">comece a us\u00e1-lo hoje mesmo gratuitamente<\/a>!<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>","protected":false},"excerpt":{"rendered":"<p>The explosion of generative AI has made vector databases a crucial part of modern applications. As businesses seek scalable and efficient solutions for AI-powered search, recommendation, and knowledge retrieval, AWS Bedrock and Couchbase emerge as a compelling combination. AWS Bedrock [&hellip;]<\/p>","protected":false},"author":85626,"featured_media":17164,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"footnotes":""},"categories":[10092,2225,1816,9937],"tags":[10124,2100,9870],"ppma_author":[10119],"class_list":["post-17163","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-services","category-cloud","category-couchbase-server","category-vector-search","tag-amazon-web-services-aws","tag-lambda","tag-llms"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v25.9 (Yoast SEO v25.9) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Unlocking the Power of AWS Bedrock with Couchbase<\/title>\n<meta name=\"description\" content=\"In this blog, we explore how Couchbase\u2019s vector store, when integrated with AWS Bedrock, creates a powerful, scalable, and 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