{"id":122,"date":"2026-10-04T15:03:49","date_gmt":"2026-10-04T15:03:49","guid":{"rendered":"https:\/\/nino.to\/insights\/2026\/10\/04\/vector-database-qdrant-pinecone-tri-nho-ai\/"},"modified":"2026-10-04T15:03:49","modified_gmt":"2026-10-04T15:03:49","slug":"vector-database-qdrant-pinecone-tri-nho-ai","status":"publish","type":"post","link":"https:\/\/nino.to\/vi\/insights\/vector-database-qdrant-pinecone-tri-nho-ai\/","title":{"rendered":"Vector Database (Qdrant, Pinecone, Milvus): Tr\u00e1i Tim L\u01b0u Tr\u1eef K\u00fd \u1ee8c Cho C\u00e1c H\u1ec7 Th\u1ed1ng AI Hi\u1ec7n \u0110\u1ea1i"},"content":{"rendered":"<h2>S\u1ef1 tr\u1ed7i d\u1eady c\u1ee7a c\u01a1 s\u1edf d\u1eef li\u1ec7u th\u1ebf h\u1ec7 m\u1edbi<\/h2>\n<p>C\u01a1 s\u1edf d\u1eef li\u1ec7u quan h\u1ec7 truy\u1ec1n th\u1ed1ng ch\u1ec9 gi\u1ecfi t\u00ecm ki\u1ebfm ch\u00ednh x\u00e1c theo t\u1eeb kh\u00f3a ho\u1eb7c kho\u1ea3ng gi\u00e1 tr\u1ecb. Trong th\u1ebf gi\u1edbi AI, ch\u00fang ta c\u1ea7n t\u00ecm ki\u1ebfm \u00fd ni\u1ec7m t\u01b0\u01a1ng \u0111\u1ed3ng: &#8220;\u00f4 t\u00f4&#8221; ph\u1ea3i li\u00ean quan ch\u1eb7t ch\u1ebd \u0111\u1ebfn &#8220;ph\u01b0\u01a1ng ti\u1ec7n giao th\u00f4ng&#8221; hay &#8220;xe h\u01a1i&#8221;.<\/p>\n<h2>So s\u00e1nh c\u00e1c gi\u1ea3i ph\u00e1p Vector Database h\u00e0ng \u0111\u1ea7u<\/h2>\n<ul>\n<li><strong>Qdrant:<\/strong> Vi\u1ebft b\u1eb1ng ng\u00f4n ng\u1eef Rust, c\u1ef1c k\u1ef3 t\u1ed1i \u01b0u b\u1ed9 nh\u1edb RAM, h\u1ed7 tr\u1ee3 l\u1ecdc Payload m\u1ea1nh m\u1ebd v\u00e0 c\u00f3 th\u1ec3 t\u1ef1 host \u0111\u01a1n gi\u1ea3n b\u1eb1ng Docker.<\/li>\n<li><strong>Pinecone:<\/strong> D\u1ecbch v\u1ee5 Managed Serverless ho\u00e0n to\u00e0n, ph\u00f9 h\u1ee3p cho c\u00e1c nh\u00f3m mu\u1ed1n t\u1eadp trung v\u00e0o s\u1ea3n ph\u1ea9m m\u00e0 kh\u00f4ng c\u1ea7n lo v\u1eadn h\u00e0nh h\u1ea1 t\u1ea7ng.<\/li>\n<li><strong>pgvector:<\/strong> Extension m\u1ea1nh m\u1ebd d\u00e0nh ri\u00eang cho PostgreSQL, cho ph\u00e9p k\u1ebft h\u1ee3p ho\u00e0n h\u1ea3o gi\u1eefa d\u1eef li\u1ec7u quan h\u1ec7 v\u00e0 vector embedding trong c\u00f9ng m\u1ed9t c\u00e2u l\u1ec7nh SQL.<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>T\u00ecm hi\u1ec3u c\u00e1ch c\u00e1c c\u01a1 s\u1edf d\u1eef li\u1ec7u vector l\u1eadp ch\u1ec9 m\u1ee5c HNSW \u0111\u1ec3 t\u00ecm ki\u1ebfm \u0111\u1ed9 t\u01b0\u01a1ng \u0111\u1ed3ng trong kh\u00f4ng gian 1536 chi\u1ec1u v\u1edbi th\u1eddi gian ph\u1ea3n h\u1ed3i ch\u1ec9 v\u00e0i ph\u1ea7n ngh\u00ecn gi\u00e2y.<\/p>\n","protected":false},"author":1,"featured_media":123,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_gspb_post_css":"","footnotes":""},"categories":[18],"tags":[26,43,25,24,42],"class_list":["post-122","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tech-ai","tag-cong-nghe-ai","tag-enterprise","tag-insights","tag-nino","tag-tech"],"_links":{"self":[{"href":"https:\/\/nino.to\/vi\/insights\/wp-json\/wp\/v2\/posts\/122","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nino.to\/vi\/insights\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nino.to\/vi\/insights\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nino.to\/vi\/insights\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/nino.to\/vi\/insights\/wp-json\/wp\/v2\/comments?post=122"}],"version-history":[{"count":0,"href":"https:\/\/nino.to\/vi\/insights\/wp-json\/wp\/v2\/posts\/122\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nino.to\/vi\/insights\/wp-json\/wp\/v2\/media\/123"}],"wp:attachment":[{"href":"https:\/\/nino.to\/vi\/insights\/wp-json\/wp\/v2\/media?parent=122"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nino.to\/vi\/insights\/wp-json\/wp\/v2\/categories?post=122"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nino.to\/vi\/insights\/wp-json\/wp\/v2\/tags?post=122"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}