{"id":17229,"date":"2025-06-25T09:52:11","date_gmt":"2025-06-25T16:52:11","guid":{"rendered":"https:\/\/www.couchbase.com\/blog\/?p=17229"},"modified":"2025-07-11T10:01:50","modified_gmt":"2025-07-11T17:01:50","slug":"couchbase-vector-store-agno","status":"publish","type":"post","link":"https:\/\/www.couchbase.com\/blog\/es\/couchbase-vector-store-agno\/","title":{"rendered":"Presentaci\u00f3n de Couchbase como almac\u00e9n vectorial en Agno"},"content":{"rendered":"<p>Nos complace anunciar que Couchbase ya es compatible con Agno como almac\u00e9n vectorial. Esta integraci\u00f3n re\u00fane lo mejor de las capacidades de orquestaci\u00f3n de agentes de Agno y el almac\u00e9n vectorial escalable y de alto rendimiento de Couchbase. Permite a los desarrolladores crear sistemas inteligentes multiagente basados en b\u00fasquedas vectoriales r\u00e1pidas y eficientes.<\/p>\n<p>Agno es un framework de c\u00f3digo abierto para la construcci\u00f3n de sistemas multiagente. Ofrece un enfoque limpio, componible y Pythonic para construir agentes de IA con las herramientas, la memoria y las capacidades de razonamiento. Es f\u00e1cil de usar, extremadamente r\u00e1pido y soporta entradas y salidas multimodales.<\/p>\n<p>Exploremos m\u00e1s a fondo esta integraci\u00f3n.<\/p>\n<h2>Configuraci\u00f3n de Agno con Couchbase<\/h2>\n<p>Para empezar a utilizar Agno y Couchbase, tendr\u00e1s que seguir unos sencillos pasos.<\/p>\n<h3>Instalaci\u00f3n de Agno<\/h3>\n<p>Puede instalar Agno y otras dependencias necesarias ejecutando el siguiente comando:<\/p>\n<pre class=\"nums:false lang:sh decode:true\">pip install -U agno couchbase openai<\/pre>\n<p>Ahora puede empezar a utilizar la CLI de Agno para configurar agentes y almacenes de vectores.<\/p>\n<h3>Conexi\u00f3n a Couchbase y b\u00fasqueda vectorial<\/h3>\n<p>Ahora que las dependencias de Agno y Couchbase est\u00e1n instaladas, puedes conectar Couchbase como un almac\u00e9n vectorial y realizar b\u00fasquedas vectoriales. He aqu\u00ed c\u00f3mo:<\/p>\n<p>Importa los paquetes e inicializa la instancia de base de datos Couchbase.<\/p>\n<pre class=\"nums:false lang:python decode:true\">from agno.agent import Agente\r\nfrom agno.embedder.openai import OpenAIEmbedder\r\nfrom agno.knowledge.pdf_url import PDFUrlKnowledgeBase\r\nfrom agno.vectordb.couchbase import CouchbaseSearch\r\nfrom couchbase.options import ClusterOptions, KnownConfigProfiles\r\nfrom couchbase.auth import PasswordAuthenticator\r\nfrom couchbase.management.search import \u00cdndiceDeB\u00fasqueda\r\n\r\n# Configuraci\u00f3n de la conexi\u00f3n Couchbase\r\nnombredeusuario = os.getenv(\"COUCHBASE_USER\")\r\ncontrase\u00f1a = os.getenv(\"COUCHBASE_PASSWORD\")\r\nconnection_string = os.getenv(\"COUCHBASE_CONNECTION_STRING\")\r\n\r\n# Crear opciones de cluster con autenticaci\u00f3n\r\nauth = PasswordAuthenticator(nombre_usuario, contrase\u00f1a)\r\ncluster_options = ClusterOptions(auth)\r\ncluster_options.apply_profile(KnownConfigProfiles.WanDevelopment)<\/pre>\n<p>Especifique el nombre de usuario, la contrase\u00f1a y la cadena de conexi\u00f3n a su cl\u00faster Couchbase.<\/p>\n<h2><b>Inicializar almac\u00e9n de vectores\u00a0<\/b><\/h2>\n<p>Ahora inicializamos el almac\u00e9n vectorial de Couchbase:<\/p>\n<pre class=\"nums:false lang:python decode:true\"> vector_db=B\u00fasquedaCouchbase(\r\n       bucket_name=\"receta_bucket\",\r\n       nombre_\u00e1mbito=\"\u00e1mbito_recetas\",\r\n       collection_name=\"recetas\",\r\n       couchbase_connection_string=cadena_de_conexi\u00f3n,\r\n       cluster_options=opciones_del_cluster,\r\n       search_index=\"vector_search_fts_index\",\r\n       embedder=OpenAIEmbedder(\r\n           id=\"text-embedding-3-large\",\r\n           dimensions=3072,\r\n           api_key=os.getenv(\"OPENAI_API_KEY\")\r\n       ),\r\n       wait_until_index_ready=60,\r\n       overwrite=True\r\n   ),<\/pre>\n<p>Especifica el bucket, scope y collection para tu cluster de Couchbase. Adem\u00e1s, define qu\u00e9 modelo de incrustaci\u00f3n utilizar\u00e1s para generar las incrustaciones.<\/p>\n<h3>Datos de carga<\/h3>\n<p>Cree una instancia de base de conocimientos PDF url y cargue los datos en la instancia. Usamos los datos de una receta p\u00fablica en pdf como ejemplo.<\/p>\n<pre class=\"nums:false lang:python decode:true\"># Crear base de conocimientos\r\nknowledge_base = PDFUrlKnowledgeBase(\r\n    urls=[\"https:\/\/phi-public.s3.amazonaws.com\/recipes\/ThaiRecipes.pdf\"],\r\n    vector_db=vector_db,\r\n)\r\n\r\nknowledge_base.load(recreate=False) # Comentar despu\u00e9s de la primera ejecuci\u00f3n\r\n\r\n# Espera a que el \u00edndice vectorial se sincronice con KV\r\ntime.sleep(20)<\/pre>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large wp-image-17233\" style=\"border: 1px solid Gainsboro;\" src=\"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2025\/06\/image2-2-1024x127.png\" alt=\"\" width=\"900\" height=\"112\" srcset=\"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2025\/06\/image2-2-1024x127.png 1024w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2025\/06\/image2-2-300x37.png 300w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2025\/06\/image2-2-768x95.png 768w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2025\/06\/image2-2-1536x190.png 1536w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2025\/06\/image2-2-18x2.png 18w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2025\/06\/image2-2-1320x163.png 1320w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2025\/06\/image2-2.png 1999w\" sizes=\"auto, (max-width: 900px) 100vw, 900px\" \/><\/p>\n<h2>Utilice el agente Agno para realizar la b\u00fasqueda vectorial<\/h2>\n<p>Una vez que hayas configurado tu almac\u00e9n vectorial Couchbase, e insertado los documentos, integra la base de conocimiento en un agente, entonces podremos hacer una pregunta al agente y obtener una respuesta.<\/p>\n<pre class=\"nums:false lang:python decode:true\"># Crear y utilizar el agente\r\nagent = Agente(knowledge=base_de_conocimiento, show_tool_calls=True)\r\nagent.print_response(\"\u00bfC\u00f3mo hacer curry tailand\u00e9s?\", markdown=True)\r\n<\/pre>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-17234\" src=\"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2025\/06\/image1.gif\" alt=\"\" width=\"800\" height=\"429\" \/><\/p>\n<h3>Conclusi\u00f3n<\/h3>\n<p>Gracias a la integraci\u00f3n del robusto marco agentico de Agno con las capacidades de b\u00fasqueda vectorial de alto rendimiento de Couchbase, los desarrolladores pueden crear aplicaciones escalables e impulsadas por IA que gestionan eficientemente tareas complejas de recuperaci\u00f3n de datos y razonamiento. Esto permite a los agentes realizar b\u00fasquedas sem\u00e1nticas, mejorar la comprensi\u00f3n contextual y ofrecer respuestas m\u00e1s precisas. Tanto si trabaja en b\u00fasquedas sem\u00e1nticas como en aplicaciones RAG u otros casos de uso basados en IA, esta configuraci\u00f3n garantiza la eficacia y la precisi\u00f3n.<\/p>\n<h3>Pr\u00f3ximos pasos<\/h3>\n<p>M\u00e1s informaci\u00f3n en <a href=\"https:\/\/docs.agno.com\/\" target=\"_blank\" rel=\"noopener\">Documentaci\u00f3n Agno<\/a>que incluye una gu\u00eda de integraci\u00f3n de <a href=\"https:\/\/docs.agno.com\/vectordb\/couchbase\" target=\"_blank\" rel=\"noopener\">Couchbase<\/a>.<\/p>\n<p>\u00a1Feliz codificaci\u00f3n!<\/p>","protected":false},"excerpt":{"rendered":"<p>We\u2019re excited to announce that Couchbase is now supported as a vector store in Agno. This integration brings together the best of Agno\u2019s agent orchestration capabilities and Couchbase\u2019s high-performance, scalable vector store. It allows developers to build intelligent, multi-agent systems [&hellip;]<\/p>","protected":false},"author":85559,"featured_media":17232,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"footnotes":""},"categories":[10122,2242,9139,9936,9937],"tags":[],"ppma_author":[10069],"class_list":["post-17229","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artificial-intelligence-ai","category-connectors","category-python","category-search","category-vector-search"],"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>Introducing Couchbase as a Vector Store in Agno - The Couchbase Blog<\/title>\n<meta name=\"description\" content=\"This integration brings together the best of Agno\u2019s agent orchestration capabilities and 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