Query data - Pinecone Docs

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100%; gap: 1rem; justify-content: space-between; overflow: visible; overflow-y: visible; margin-right: 0; /* Added to remove extra right margin */ } @media (max-width: 768px) { .featured-model-cards { flex-direction: column; } } .outlined-button { display: flex; flex-direction: column; justify-content: center; align-items: center; width: 150px; height: 36px; padding: 4px; border-radius: 4px; border: 1px solid var(--Light-Secondary-Shades-50p, rgba(115, 143, 171, 0.5)); color: #FFFFFF; text-decoration: none; font-size: 14px; letter-spacing: 0.4; text-align: center; color: #121142; font-weight: 500; transition: background-color 0.3s ease, border 0.3s ease, color 0.3s ease; } .outlined-button:hover { background-color: #3C72FF0A; border: 1px solid #1B17F5; color: #FFFFFF; } .control { position: absolute; top: 50%; transform: translateY(-50%); background-color: rgba(255, 255, 255, 0.7); border-radius: 50%; width: 40px; height: 40px; display: flex; align-items: center; justify-content: 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color: #72788D; letter-spacing: 0.2px; font-weight: 500; } .model-page-card-stats>div>p { font-size: 0.75rem; color: #121142; letter-spacing: 0.17px; } .model-page-card-stats>div.price { margin-left: auto; } .model-page-card-stats>div.price>p { margin-left: auto; font-weight: 600; } .model-page-tabs { display: flex; width: 100%; border-bottom: 1px solid #D8DDDF; margin-bottom: 2rem; } .model-page-tabs>button { padding: 0.5625rem 1rem; border-bottom: 1px solid transparent; color: #72788D; display: flex; align-items: center; gap: 0.375rem; font-weight: 500; letter-spacing: 0.4px; } .model-page-tabs>button>svg>path { fill: #72788D; } .model-page-tabs>button.active { border-bottom: 2px solid #1B17F5; color: #1B17F5; } .model-page-tabs>button.active>svg>path { fill: #1B17F5; } .model-page-playground { display: none; } .model-page-guides { display: flex; flex-direction: column; gap: 3rem; } .model-page-content { flex-shrink: 1; width: auto; max-width: 1050px; @media (max-width: 1500px) { max-width: 700px; } } .model-page-content> :first-child { margin-top: 0; } .model-page-content pre { white-space: pre-wrap; } .model-page-sidebar { width: 100%; flex-shrink: 1; } .model-page-sidebar .iframe-placeholder { height: 800px; } /* removing inline padding for now */ @media (min-width: 1280px) { .model-search-container { padding-inline: 0px; } } .model-page-sidebar-readmore { font-size: 0.875rem; font-style: normal; font-weight: 500; line-height: 150%; letter-spacing: 0.15px } .model-page-sidebar-readmore svg { margin-bottom: 2px; } .model-search-container { height: 1045px; @media (max-width: 768px) { height: 1200px; } } @media (min-width: 1080px) { .model-page-guides { flex-direction: row; } .model-page-sidebar { max-width: 20.6875rem; flex-shrink: 0; } } .connect-widget-skeleton { margin-block: 45px; width: 498px; height: 180px; /* Adjust height to match your widget */ background: #f6f7f9; border-radius: 4px; overflow: hidden; position: relative; border: 1px solid #D8DDDF; } .skeleton-content { width: 450px; height: 180px; background: linear-gradient(90deg, rgba(255, 255, 255, 0) 0%, rgba(255, 255, 255, 0.6) 50%, rgba(255, 255, 255, 0) 100%); animation: shimmer 1.5s infinite; position: absolute; top: 0; left: 0; } @keyframes shimmer { 0% { transform: translateX(-100%); } 100% { transform: translateX(100%); } } /* For dark mode */ .dark .connect-widget-skeleton { background: #2a2a2a; }</style><noscript><iframe src="https://www.googletagmanager.com/ns.html?id=GTM-5RCSPVG" height="0" width="0" style="display:none;visibility:hidden"></iframe></noscript><div class="relative antialiased text-gray-500 dark:text-gray-400"><span class="fixed inset-0 bg-background-light dark:bg-background-dark -z-10"></span><div id="navbar" class="z-30 fixed lg:sticky top-0 w-full"><div id="navbar-transition" class="absolute w-full h-full backdrop-blur flex-none transition-colors duration-500 border-b border-gray-500/5 dark:border-gray-300/[0.06] 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width="3" height="24" viewBox="0 -9 3 24" class="h-5 rotate-0 overflow-visible fill-gray-400"><path d="M0 0L3 3L0 6" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round"></path></svg></div><div class="font-semibold text-gray-900 truncate dark:text-gray-200">Query data</div></div></div></div><div class="hidden lg:flex px-12 h-12"><div class="h-full flex text-sm space-x-6"><a class="group relative h-full flex items-center text-gray-800 dark:text-gray-200 font-semibold" href="/guides/get-started/overview">Guides<div class="absolute bottom-0 h-[1.5px] w-full bg-primary dark:bg-primary-light"></div></a><a class="group relative h-full flex items-center font-medium text-gray-600 dark:text-gray-400 group-hover:text-gray-800 dark:group-hover:text-gray-300" href="/reference/api/introduction">Reference<div class="absolute bottom-0 h-[1.5px] w-full group-hover:bg-gray-200 dark:group-hover:bg-gray-700"></div></a><a class="group relative h-full flex items-center font-medium text-gray-600 dark:text-gray-400 group-hover:text-gray-800 dark:group-hover:text-gray-300" href="/examples/notebooks">Examples<div class="absolute bottom-0 h-[1.5px] w-full group-hover:bg-gray-200 dark:group-hover:bg-gray-700"></div></a><a class="group relative h-full flex items-center font-medium text-gray-600 dark:text-gray-400 group-hover:text-gray-800 dark:group-hover:text-gray-300" href="/models/overview">Models<div class="absolute bottom-0 h-[1.5px] w-full group-hover:bg-gray-200 dark:group-hover:bg-gray-700"></div></a><a class="group relative h-full flex items-center font-medium text-gray-600 dark:text-gray-400 group-hover:text-gray-800 dark:group-hover:text-gray-300" href="/integrations/overview">Integrations<div class="absolute bottom-0 h-[1.5px] w-full group-hover:bg-gray-200 dark:group-hover:bg-gray-700"></div></a><a class="group relative h-full flex items-center font-medium text-gray-600 dark:text-gray-400 group-hover:text-gray-800 dark:group-hover:text-gray-300" href="/troubleshooting/contact-support">Troubleshooting<div class="absolute bottom-0 h-[1.5px] w-full group-hover:bg-gray-200 dark:group-hover:bg-gray-700"></div></a><a class="group relative h-full flex items-center font-medium text-gray-600 dark:text-gray-400 group-hover:text-gray-800 dark:group-hover:text-gray-300" href="/release-notes/2024">Releases<div class="absolute bottom-0 h-[1.5px] w-full group-hover:bg-gray-200 dark:group-hover:bg-gray-700"></div></a></div></div></div></div></div><div class="px-4 mx-auto max-w-8xl lg:px-8 min-h-screen"><div class="z-20 hidden lg:block fixed bottom-0 right-auto w-[18rem] top-[7.1rem]" id="sidebar"><div class="absolute inset-0 z-10 stable-scrollbar-gutter overflow-auto pr-8 pb-10" id="sidebar-content"><div class="relative lg:text-sm lg:leading-6"><div class="sticky top-0 h-8 bg-gradient-to-b from-background-light dark:from-background-dark"></div><div id="navigation-items"><div class=""><h5 class="pl-4 mb-3.5 lg:mb-2.5 font-semibold text-gray-900 dark:text-gray-200">Get started</h5><ul><li id="/guides/get-started/overview" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/get-started/overview"><div class="flex-1 flex items-center space-x-2.5"><div>Overview</div></div></a></li><li id="/guides/get-started/quickstart" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/get-started/quickstart"><div class="flex-1 flex items-center space-x-2.5"><div>Database quickstart</div></div></a></li><li id="/guides/get-started/assistant-quickstart" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/get-started/assistant-quickstart"><div class="flex-1 flex items-center space-x-2.5"><div>Assistant quickstart</div></div></a></li><li id="/guides/get-started/key-features" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/get-started/key-features"><div class="flex-1 flex items-center space-x-2.5"><div>Key features</div></div></a></li><li><div class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem"><div>Tutorials</div><svg width="3" height="24" viewBox="0 -9 3 24" class="transition-transform text-gray-400 overflow-visible group-hover:text-gray-600 dark:text-gray-600 dark:group-hover:text-gray-400"><path d="M0 0L3 3L0 6" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round"></path></svg></div></li><li id="/guides/get-started/glossary" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/get-started/glossary"><div class="flex-1 flex items-center space-x-2.5"><div>Glossary</div></div></a></li></ul></div><div class="mt-12 lg:mt-8"><h5 class="pl-4 mb-3.5 lg:mb-2.5 font-semibold text-gray-900 dark:text-gray-200">Indexes</h5><ul><li id="/guides/indexes/understanding-indexes" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/indexes/understanding-indexes"><div class="flex-1 flex items-center space-x-2.5"><div>Understanding indexes</div></div></a></li><li id="/guides/indexes/create-an-index" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/indexes/create-an-index"><div class="flex-1 flex items-center space-x-2.5"><div>Create an index</div></div></a></li><li id="/guides/indexes/migrate-a-pod-based-index-to-serverless" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/indexes/migrate-a-pod-based-index-to-serverless"><div class="flex-1 flex items-center space-x-2.5"><div>Migrate a pod-based index to serverless</div></div></a></li><li id="/guides/indexes/view-index-information" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/indexes/view-index-information"><div class="flex-1 flex items-center space-x-2.5"><div>View index information</div></div></a></li><li><div class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem"><div>Back up and restore</div><svg width="3" height="24" viewBox="0 -9 3 24" class="transition-transform text-gray-400 overflow-visible group-hover:text-gray-600 dark:text-gray-600 dark:group-hover:text-gray-400"><path d="M0 0L3 3L0 6" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round"></path></svg></div></li><li id="/guides/indexes/delete-an-index" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/indexes/delete-an-index"><div class="flex-1 flex items-center space-x-2.5"><div>Delete an index</div></div></a></li><li id="/guides/indexes/prevent-index-deletion" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/indexes/prevent-index-deletion"><div class="flex-1 flex items-center space-x-2.5"><div>Prevent index deletion</div></div></a></li><li id="/guides/indexes/tag-an-index" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/indexes/tag-an-index"><div class="flex-1 flex items-center space-x-2.5"><div>Tag an index</div></div></a></li><li id="/guides/indexes/use-namespaces" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/indexes/use-namespaces"><div class="flex-1 flex items-center space-x-2.5"><div>Use namespaces</div></div></a></li><li id="/guides/indexes/configure-an-index" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/indexes/configure-an-index"><div class="flex-1 flex items-center space-x-2.5"><div>Configure an index</div></div></a></li><li id="/guides/indexes/choose-a-pod-type-and-size" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/indexes/choose-a-pod-type-and-size"><div class="flex-1 flex items-center space-x-2.5"><div>Choose a pod type and size</div></div></a></li><li id="/guides/indexes/scale-pod-based-indexes" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/indexes/scale-pod-based-indexes"><div class="flex-1 flex items-center space-x-2.5"><div>Scale pod-based indexes</div></div></a></li></ul></div><div class="mt-12 lg:mt-8"><h5 class="pl-4 mb-3.5 lg:mb-2.5 font-semibold text-gray-900 dark:text-gray-200">Data</h5><ul><li id="/guides/data/upsert-data" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/data/upsert-data"><div class="flex-1 flex items-center space-x-2.5"><div>Upsert data</div></div></a></li><li id="/guides/data/query-data" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg bg-primary/10 text-primary font-semibold dark:text-primary-light dark:bg-primary-light/10" style="padding-left:1rem" href="/guides/data/query-data"><div class="flex-1 flex items-center space-x-2.5"><div>Query data</div></div></a></li><li id="/guides/data/fetch-data" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/data/fetch-data"><div class="flex-1 flex items-center space-x-2.5"><div>Fetch data</div></div></a></li><li id="/guides/data/update-data" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/data/update-data"><div class="flex-1 flex items-center space-x-2.5"><div>Update data</div></div></a></li><li id="/guides/data/delete-data" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/data/delete-data"><div class="flex-1 flex items-center space-x-2.5"><div>Delete data</div></div></a></li><li><div class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem"><div>Import data</div><svg width="3" height="24" viewBox="0 -9 3 24" class="transition-transform text-gray-400 overflow-visible group-hover:text-gray-600 dark:text-gray-600 dark:group-hover:text-gray-400"><path d="M0 0L3 3L0 6" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round"></path></svg></div></li><li id="/guides/data/list-record-ids" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/data/list-record-ids"><div class="flex-1 flex items-center space-x-2.5"><div>List record IDs</div></div></a></li><li id="/guides/data/target-an-index" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/data/target-an-index"><div class="flex-1 flex items-center space-x-2.5"><div>Target an index</div></div></a></li><li id="/guides/data/understanding-metadata" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/data/understanding-metadata"><div class="flex-1 flex items-center space-x-2.5"><div>Understanding metadata</div></div></a></li><li id="/guides/data/manage-rag-documents" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/data/manage-rag-documents"><div class="flex-1 flex items-center space-x-2.5"><div>Manage RAG documents</div></div></a></li><li><div class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem"><div>Data freshness</div><svg width="3" height="24" viewBox="0 -9 3 24" class="transition-transform text-gray-400 overflow-visible group-hover:text-gray-600 dark:text-gray-600 dark:group-hover:text-gray-400"><path d="M0 0L3 3L0 6" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round"></path></svg></div></li><li><div class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem"><div>Hybrid search and sparse vectors</div><svg width="3" height="24" viewBox="0 -9 3 24" class="transition-transform text-gray-400 overflow-visible group-hover:text-gray-600 dark:text-gray-600 dark:group-hover:text-gray-400"><path d="M0 0L3 3L0 6" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round"></path></svg></div></li></ul></div><div class="mt-12 lg:mt-8"><h5 class="pl-4 mb-3.5 lg:mb-2.5 font-semibold text-gray-900 dark:text-gray-200">Inference</h5><ul><li id="/guides/inference/understanding-inference" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/inference/understanding-inference"><div class="flex-1 flex items-center space-x-2.5"><div>Understanding Pinecone Inference</div></div></a></li><li id="/guides/inference/generate-embeddings" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/inference/generate-embeddings"><div class="flex-1 flex items-center space-x-2.5"><div>Generate embeddings</div></div></a></li><li id="/guides/inference/rerank" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/inference/rerank"><div class="flex-1 flex items-center space-x-2.5"><div>Rerank documents</div></div></a></li></ul></div><div class="mt-12 lg:mt-8"><h5 class="pl-4 mb-3.5 lg:mb-2.5 font-semibold text-gray-900 dark:text-gray-200">Assistant</h5><ul><li id="/guides/assistant/understanding-assistant" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/assistant/understanding-assistant"><div class="flex-1 flex items-center space-x-2.5"><div>Understanding Pinecone Assistant</div></div></a></li><li id="/guides/assistant/create-assistant" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/assistant/create-assistant"><div class="flex-1 flex items-center space-x-2.5"><div>Create an assistant</div></div></a></li><li id="/guides/assistant/upload-file" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/assistant/upload-file"><div class="flex-1 flex items-center space-x-2.5"><div>Upload a file</div></div></a></li><li id="/guides/assistant/chat-with-assistant" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/assistant/chat-with-assistant"><div class="flex-1 flex items-center space-x-2.5"><div>Chat with an assistant</div></div></a></li><li id="/guides/assistant/manage-assistants" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/assistant/manage-assistants"><div class="flex-1 flex items-center space-x-2.5"><div>Manage assistants</div></div></a></li><li id="/guides/assistant/manage-files" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/assistant/manage-files"><div class="flex-1 flex items-center space-x-2.5"><div>Manage files</div></div></a></li><li><div class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem"><div>Evaluate answers</div><svg width="3" height="24" viewBox="0 -9 3 24" class="transition-transform text-gray-400 overflow-visible group-hover:text-gray-600 dark:text-gray-600 dark:group-hover:text-gray-400"><path d="M0 0L3 3L0 6" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round"></path></svg></div></li><li><div class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem"><div>Retrieve context snippets</div><svg width="3" height="24" viewBox="0 -9 3 24" class="transition-transform text-gray-400 overflow-visible group-hover:text-gray-600 dark:text-gray-600 dark:group-hover:text-gray-400"><path d="M0 0L3 3L0 6" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round"></path></svg></div></li></ul></div><div class="mt-12 lg:mt-8"><h5 class="pl-4 mb-3.5 lg:mb-2.5 font-semibold text-gray-900 dark:text-gray-200">Operations</h5><ul><li id="/guides/operations/local-development" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/operations/local-development"><div class="flex-1 flex items-center space-x-2.5"><div>Local development</div></div></a></li><li id="/guides/operations/automated-testing" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/operations/automated-testing"><div class="flex-1 flex items-center space-x-2.5"><div>Automated testing</div></div></a></li><li id="/guides/operations/move-to-production" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/operations/move-to-production"><div class="flex-1 flex items-center space-x-2.5"><div>Move to production</div></div></a></li><li id="/guides/operations/performance-tuning" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/operations/performance-tuning"><div class="flex-1 flex items-center space-x-2.5"><div>Performance tuning</div></div></a></li><li><div class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem"><div>Security</div><svg width="3" height="24" viewBox="0 -9 3 24" class="transition-transform text-gray-400 overflow-visible group-hover:text-gray-600 dark:text-gray-600 dark:group-hover:text-gray-400"><path d="M0 0L3 3L0 6" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round"></path></svg></div></li><li><div class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem"><div>Integrate with cloud storage</div><svg width="3" height="24" viewBox="0 -9 3 24" class="transition-transform text-gray-400 overflow-visible group-hover:text-gray-600 dark:text-gray-600 dark:group-hover:text-gray-400"><path d="M0 0L3 3L0 6" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round"></path></svg></div></li><li id="/guides/operations/monitoring" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/operations/monitoring"><div class="flex-1 flex items-center space-x-2.5"><div>Monitoring</div></div></a></li></ul></div><div class="mt-12 lg:mt-8"><h5 class="pl-4 mb-3.5 lg:mb-2.5 font-semibold text-gray-900 dark:text-gray-200">Organizations</h5><ul><li id="/guides/organizations/understanding-organizations" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/organizations/understanding-organizations"><div class="flex-1 flex items-center space-x-2.5"><div>Understanding organizations</div></div></a></li><li><div class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem"><div>Manage billing</div><svg width="3" height="24" viewBox="0 -9 3 24" class="transition-transform text-gray-400 overflow-visible group-hover:text-gray-600 dark:text-gray-600 dark:group-hover:text-gray-400"><path d="M0 0L3 3L0 6" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round"></path></svg></div></li><li><div class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem"><div>Manage cost</div><svg width="3" height="24" viewBox="0 -9 3 24" class="transition-transform text-gray-400 overflow-visible group-hover:text-gray-600 dark:text-gray-600 dark:group-hover:text-gray-400"><path d="M0 0L3 3L0 6" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round"></path></svg></div></li><li id="/guides/organizations/manage-organization-members" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/organizations/manage-organization-members"><div class="flex-1 flex items-center space-x-2.5"><div>Manage organization members</div></div></a></li></ul></div><div class="mt-12 lg:mt-8"><h5 class="pl-4 mb-3.5 lg:mb-2.5 font-semibold text-gray-900 dark:text-gray-200">Projects</h5><ul><li id="/guides/projects/understanding-projects" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/projects/understanding-projects"><div class="flex-1 flex items-center space-x-2.5"><div>Understanding projects</div></div></a></li><li id="/guides/projects/create-a-project" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/projects/create-a-project"><div class="flex-1 flex items-center space-x-2.5"><div>Create a project</div></div></a></li><li id="/guides/projects/manage-api-keys" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/projects/manage-api-keys"><div class="flex-1 flex items-center space-x-2.5"><div>Manage API keys</div></div></a></li><li id="/guides/projects/manage-project-members" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/projects/manage-project-members"><div class="flex-1 flex items-center space-x-2.5"><div>Manage project members</div></div></a></li><li id="/guides/projects/rename-a-project" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/projects/rename-a-project"><div class="flex-1 flex items-center space-x-2.5"><div>Rename a project</div></div></a></li></ul></div></div></div></div></div><div class="" id="content-container"><div class="flex flex-row gap-12 box-border w-full pt-40 lg:pt-10"><div class="relative grow box-border flex-col w-full mx-auto px-1 lg:pl-[23.7rem] lg:-ml-12 xl:w-[calc(100%-28rem)]" id="content-area"><header id="header" class="relative"><div class="mt-0.5 space-y-2.5"><div class="eyebrow h-5 text-primary dark:text-primary-light text-sm font-semibold">Data</div><div class="flex items-center"><h1 class="inline-block text-2xl sm:text-3xl font-extrabold text-gray-900 tracking-tight dark:text-gray-200">Query data</h1></div></div></header><div class="flex flex-col gap-8"><div class="flex flex-col gap-6 xl:hidden [&:not(:empty)]:mt-8"></div></div><div class="relative mt-8 prose prose-gray dark:prose-invert"><p>After your data is <a href="/guides/data/upsert-data">indexed</a>, you can start sending queries to Pinecone.</p> <p>The <code>query</code> endpoint searches the index using a query vector. It retrieves the IDs of the most similar records in the index, along with their similarity scores. This endpoint can optionally return the result’s vector values and metadata, too. You specify the number of vectors to retrieve each time you send a query. Matches are always ordered by similarity from most similar to least similar.</p> <p>The similarity score for a vector represents its distance to the query vector, calculated according to the <a href="/guides/data/understanding-hybrid-search">distance metric</a> for the index. The significance of the score depends on the <a href="/guides/indexes/understanding-indexes#distance-metrics">similarity metric</a>. For example, for indexes using the <code>euclidean</code> distance metric, scores with lower values are more similar, while for indexes using the <code>dotproduct</code> metric, higher scores are more similar.</p> <div class="my-4 px-5 py-4 overflow-hidden rounded-xl flex gap-3 border border-emerald-500/20 bg-emerald-50/50 dark:border-emerald-500/30 dark:bg-emerald-500/10"><div class="mt-0.5 w-4"><svg width="11" height="14" viewBox="0 0 11 14" fill="currentColor" xmlns="http://www.w3.org/2000/svg" class="text-emerald-600 dark:text-emerald-400/80 w-3.5 h-auto" aria-label="Tip"><path d="M3.12794 12.4232C3.12794 12.5954 3.1776 12.7634 3.27244 12.907L3.74114 13.6095C3.88471 13.8248 4.21067 14 4.46964 14H6.15606C6.41415 14 6.74017 13.825 6.88373 13.6095L7.3508 12.9073C7.43114 12.7859 7.49705 12.569 7.49705 12.4232L7.50055 11.3513H3.12521L3.12794 12.4232ZM5.31288 0C2.52414 0.00875889 0.5 2.26889 0.5 4.78826C0.5 6.00188 0.949566 7.10829 1.69119 7.95492C2.14321 8.47011 2.84901 9.54727 3.11919 10.4557C3.12005 10.4625 3.12175 10.4698 3.12261 10.4771H7.50342C7.50427 10.4698 7.50598 10.463 7.50684 10.4557C7.77688 9.54727 8.48281 8.47011 8.93484 7.95492C9.67728 7.13181 10.1258 6.02703 10.1258 4.78826C10.1258 2.15486 7.9709 0.000106649 5.31288 0ZM7.94902 7.11267C7.52078 7.60079 6.99082 8.37878 6.6077 9.18794H4.02051C3.63739 8.37878 3.10743 7.60079 2.67947 7.11294C2.11997 6.47551 1.8126 5.63599 1.8126 4.78826C1.8126 3.09829 3.12794 1.31944 5.28827 1.3126C7.2435 1.3126 8.81315 2.88226 8.81315 4.78826C8.81315 5.63599 8.50688 6.47551 7.94902 7.11267ZM4.87534 2.18767C3.66939 2.18767 2.68767 3.16939 2.68767 4.37534C2.68767 4.61719 2.88336 4.81288 3.12521 4.81288C3.36705 4.81288 3.56274 4.61599 3.56274 4.37534C3.56274 3.6515 4.1515 3.06274 4.87534 3.06274C5.11719 3.06274 5.31288 2.86727 5.31288 2.62548C5.31288 2.38369 5.11599 2.18767 4.87534 2.18767Z"></path></svg></div><div class="text-sm prose min-w-0 text-emerald-900 dark:text-emerald-200"><p>You can query data using the <a href="https://app.pinecone.io/organizations/-/projects/-/indexes/-/browser" target="_blank" rel="noreferrer">Pinecone console</a>.</p></div></div> <div class="my-4 px-5 py-4 overflow-hidden rounded-xl flex gap-3 border border-amber-500/20 bg-amber-50/50 dark:border-amber-500/30 dark:bg-amber-500/10"><div class="mt-0.5 w-4"><svg class="flex-none w-5 h-5 text-amber-400 dark:text-amber-300/80" fill="none" viewBox="0 0 24 24" stroke="currentColor" stroke-width="2" aria-label="Warning"><path stroke-linecap="round" stroke-linejoin="round" d="M12 9v2m0 4h.01m-6.938 4h13.856c1.54 0 2.502-1.667 1.732-3L13.732 4c-.77-1.333-2.694-1.333-3.464 0L3.34 16c-.77 1.333.192 3 1.732 3z"></path></svg></div><div class="text-sm prose min-w-0 text-amber-900 dark:text-amber-200"><p>Pinecone is eventually consistent, so there can be a slight delay before new or changed records are visible to queries. See <a href="/guides/data/data-freshness/understanding-data-freshness">Understanding data freshness</a> to learn about data freshness in Pinecone and how to check the freshness of your data.</p></div></div> <h2 class="flex whitespace-pre-wrap group" id="query-limits"><div class="absolute"><a href="#query-limits" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100" aria-label="Navigate to header"><div class="w-6 h-6 text-gray-400 rounded-md flex items-center justify-center zinc-box bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20"><svg xmlns="http://www.w3.org/2000/svg" fill="gray" height="12px" viewBox="0 0 576 512"><path d="M0 256C0 167.6 71.6 96 160 96h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C98.1 144 48 194.1 48 256s50.1 112 112 112h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C71.6 416 0 344.4 0 256zm576 0c0 88.4-71.6 160-160 160H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c61.9 0 112-50.1 112-112s-50.1-112-112-112H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c88.4 0 160 71.6 160 160zM184 232H392c13.3 0 24 10.7 24 24s-10.7 24-24 24H184c-13.3 0-24-10.7-24-24s10.7-24 24-24z"></path></svg></div></a></div><span class="cursor-pointer">Query limits</span></h2> <ul> <li> <p>The max value for <code>top_k</code>, the number of results to return, is 10,000.</p> </li> <li> <p>The result size limit for a query is 4MB. The result size is affected by the dimension of the dense vectors and whether or not dense vector values and metadata are included in the result.</p> <div class="my-4 px-5 py-4 overflow-hidden rounded-xl flex gap-3 border border-sky-500/20 bg-sky-50/50 dark:border-sky-500/30 dark:bg-sky-500/10"><div class="mt-0.5 w-4"><svg width="14" height="14" viewBox="0 0 14 14" fill="currentColor" xmlns="http://www.w3.org/2000/svg" class="w-4 h-4 text-sky-500" aria-label="Note"><path fill-rule="evenodd" clip-rule="evenodd" d="M7 1.3C10.14 1.3 12.7 3.86 12.7 7C12.7 10.14 10.14 12.7 7 12.7C5.48908 12.6974 4.0408 12.096 2.97241 11.0276C1.90403 9.9592 1.30264 8.51092 1.3 7C1.3 3.86 3.86 1.3 7 1.3ZM7 0C3.14 0 0 3.14 0 7C0 10.86 3.14 14 7 14C10.86 14 14 10.86 14 7C14 3.14 10.86 0 7 0ZM8 3H6V8H8V3ZM8 9H6V11H8V9Z"></path></svg></div><div class="text-sm prose min-w-0 text-sky-900 dark:text-sky-200"><p>If a query fails due to exceeding the 4MB result size limit, choose a lower <code>top_k</code> value, or use <code>include_metadata=False</code> or <code>include_values=False</code> to exclude metadata or values from the result.</p></div></div> </li> </ul> <h2 class="flex whitespace-pre-wrap group" id="send-a-query"><div class="absolute"><a href="#send-a-query" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100" aria-label="Navigate to header"><div class="w-6 h-6 text-gray-400 rounded-md flex items-center justify-center zinc-box bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20"><svg xmlns="http://www.w3.org/2000/svg" fill="gray" height="12px" viewBox="0 0 576 512"><path d="M0 256C0 167.6 71.6 96 160 96h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C98.1 144 48 194.1 48 256s50.1 112 112 112h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C71.6 416 0 344.4 0 256zm576 0c0 88.4-71.6 160-160 160H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c61.9 0 112-50.1 112-112s-50.1-112-112-112H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c88.4 0 160 71.6 160 160zM184 232H392c13.3 0 24 10.7 24 24s-10.7 24-24 24H184c-13.3 0-24-10.7-24-24s10.7-24 24-24z"></path></svg></div></a></div><span class="cursor-pointer">Send a query</span></h2> <p>Each query must include a query vector, specified by either a <a href="/_sites/docs.pinecone.io/guides/data/query-data#querying-by-vector"><code>vector</code></a> or <a href="/_sites/docs.pinecone.io/guides/data/query-data#querying-by-record-id"><code>id</code></a>, and the number of results to return, specified by the <code>top_k</code> parameter. Each query is also limited to a single <a href="/guides/get-started/key-features#namespaces">namespace</a> within an index. To target a namespace, pass the namespace parameter. To query the default namespace, pass <code>""</code> or omit the namespace parameter.</p> <div class="my-4 px-5 py-4 overflow-hidden rounded-xl flex gap-3 border border-sky-500/20 bg-sky-50/50 dark:border-sky-500/30 dark:bg-sky-500/10"><div class="mt-0.5 w-4"><svg width="14" height="14" viewBox="0 0 14 14" fill="currentColor" xmlns="http://www.w3.org/2000/svg" class="w-4 h-4 text-sky-500" aria-label="Note"><path fill-rule="evenodd" clip-rule="evenodd" d="M7 1.3C10.14 1.3 12.7 3.86 12.7 7C12.7 10.14 10.14 12.7 7 12.7C5.48908 12.6974 4.0408 12.096 2.97241 11.0276C1.90403 9.9592 1.30264 8.51092 1.3 7C1.3 3.86 3.86 1.3 7 1.3ZM7 0C3.14 0 0 3.14 0 7C0 10.86 3.14 14 7 14C10.86 14 14 10.86 14 7C14 3.14 10.86 0 7 0ZM8 3H6V8H8V3ZM8 9H6V11H8V9Z"></path></svg></div><div class="text-sm prose min-w-0 text-sky-900 dark:text-sky-200"><p>Depending on your data and your query, you may get fewer than <code>top_k</code> results. This happens when <code>top_k</code> is larger than the number of possible matching vectors for your query.</p></div></div> <div class="my-4 px-5 py-4 overflow-hidden rounded-xl flex gap-3 border border-amber-500/20 bg-amber-50/50 dark:border-amber-500/30 dark:bg-amber-500/10"><div class="mt-0.5 w-4"><svg class="flex-none w-5 h-5 text-amber-400 dark:text-amber-300/80" fill="none" viewBox="0 0 24 24" stroke="currentColor" stroke-width="2" aria-label="Warning"><path stroke-linecap="round" stroke-linejoin="round" d="M12 9v2m0 4h.01m-6.938 4h13.856c1.54 0 2.502-1.667 1.732-3L13.732 4c-.77-1.333-2.694-1.333-3.464 0L3.34 16c-.77 1.333.192 3 1.732 3z"></path></svg></div><div class="text-sm prose min-w-0 text-amber-900 dark:text-amber-200"><p>For optimal performance when querying with <code>top_k</code> over 1000, avoid returning vector data (<code>include_values=True</code>) or metadata (<code>include_metadata=True</code>).</p></div></div> <h3 class="flex whitespace-pre-wrap group" id="query-by-vector"><div class="absolute"><a href="#query-by-vector" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100" aria-label="Navigate to header"><div class="w-6 h-6 text-gray-400 rounded-md flex items-center justify-center zinc-box bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20"><svg xmlns="http://www.w3.org/2000/svg" fill="gray" height="12px" viewBox="0 0 576 512"><path d="M0 256C0 167.6 71.6 96 160 96h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C98.1 144 48 194.1 48 256s50.1 112 112 112h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C71.6 416 0 344.4 0 256zm576 0c0 88.4-71.6 160-160 160H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c61.9 0 112-50.1 112-112s-50.1-112-112-112H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c88.4 0 160 71.6 160 160zM184 232H392c13.3 0 24 10.7 24 24s-10.7 24-24 24H184c-13.3 0-24-10.7-24-24s10.7-24 24-24z"></path></svg></div></a></div><span class="cursor-pointer">Query by vector</span></h3> <p>To query by vector, provide the <code>vector</code> values representing your query embedding and the <code>topK</code> parameter.</p> <p>The following example sends a query vector with <code>vector</code> values and retrieves three matching vectors:</p>  <p>The response looks like this:</p>  <h3 class="flex whitespace-pre-wrap group" id="query-by-record-id"><div class="absolute"><a href="#query-by-record-id" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100" aria-label="Navigate to header"><div class="w-6 h-6 text-gray-400 rounded-md flex items-center justify-center zinc-box bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20"><svg xmlns="http://www.w3.org/2000/svg" fill="gray" height="12px" viewBox="0 0 576 512"><path d="M0 256C0 167.6 71.6 96 160 96h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C98.1 144 48 194.1 48 256s50.1 112 112 112h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C71.6 416 0 344.4 0 256zm576 0c0 88.4-71.6 160-160 160H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c61.9 0 112-50.1 112-112s-50.1-112-112-112H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c88.4 0 160 71.6 160 160zM184 232H392c13.3 0 24 10.7 24 24s-10.7 24-24 24H184c-13.3 0-24-10.7-24-24s10.7-24 24-24z"></path></svg></div></a></div><span class="cursor-pointer">Query by record ID</span></h3> <p>To query by record ID, provide the unique <a href="/guides/data/list-record-ids">record ID</a> and the <code>topK</code> parameter.</p> <p>The following example sends a query vector with an <code>id</code> value and retrieves three matching vectors:</p>  <p>For more information, see <a href="/troubleshooting/limitations-of-querying-by-id">Limitations of querying by ID</a>.</p> <h2 class="flex whitespace-pre-wrap group" id="query-with-metadata-filters"><div class="absolute"><a href="#query-with-metadata-filters" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100" aria-label="Navigate to header"><div class="w-6 h-6 text-gray-400 rounded-md flex items-center justify-center zinc-box bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20"><svg xmlns="http://www.w3.org/2000/svg" fill="gray" height="12px" viewBox="0 0 576 512"><path d="M0 256C0 167.6 71.6 96 160 96h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C98.1 144 48 194.1 48 256s50.1 112 112 112h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C71.6 416 0 344.4 0 256zm576 0c0 88.4-71.6 160-160 160H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c61.9 0 112-50.1 112-112s-50.1-112-112-112H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c88.4 0 160 71.6 160 160zM184 232H392c13.3 0 24 10.7 24 24s-10.7 24-24 24H184c-13.3 0-24-10.7-24-24s10.7-24 24-24z"></path></svg></div></a></div><span class="cursor-pointer">Query with metadata filters</span></h2> <p><a href="/guides/data/understanding-metadata">Metadata</a> filter expressions can be included with queries to limit the search to only vectors matching the filter expression.</p> <div class="my-4 px-5 py-4 overflow-hidden rounded-xl flex gap-3 border border-amber-500/20 bg-amber-50/50 dark:border-amber-500/30 dark:bg-amber-500/10"><div class="mt-0.5 w-4"><svg class="flex-none w-5 h-5 text-amber-400 dark:text-amber-300/80" fill="none" viewBox="0 0 24 24" stroke="currentColor" stroke-width="2" aria-label="Warning"><path stroke-linecap="round" stroke-linejoin="round" d="M12 9v2m0 4h.01m-6.938 4h13.856c1.54 0 2.502-1.667 1.732-3L13.732 4c-.77-1.333-2.694-1.333-3.464 0L3.34 16c-.77 1.333.192 3 1.732 3z"></path></svg></div><div class="text-sm prose min-w-0 text-amber-900 dark:text-amber-200"> For optimal performance, when querying pod-based indexes with <code>top_k</code> over 1000, avoid returning vector data (<code>include_values=True</code>) or metadata (<code>include_metadata=True</code>).</div></div> <p>Use the <code>filter</code> parameter to specify the metadata filter expression. For example, to search for a movie in the “documentary” genre:</p>  <h3 class="flex whitespace-pre-wrap group" id="additional-filter-examples"><div class="absolute"><a href="#additional-filter-examples" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100" aria-label="Navigate to header"><div class="w-6 h-6 text-gray-400 rounded-md flex items-center justify-center zinc-box bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20"><svg xmlns="http://www.w3.org/2000/svg" fill="gray" height="12px" viewBox="0 0 576 512"><path d="M0 256C0 167.6 71.6 96 160 96h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C98.1 144 48 194.1 48 256s50.1 112 112 112h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C71.6 416 0 344.4 0 256zm576 0c0 88.4-71.6 160-160 160H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c61.9 0 112-50.1 112-112s-50.1-112-112-112H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c88.4 0 160 71.6 160 160zM184 232H392c13.3 0 24 10.7 24 24s-10.7 24-24 24H184c-13.3 0-24-10.7-24-24s10.7-24 24-24z"></path></svg></div></a></div><span class="cursor-pointer">Additional filter examples</span></h3> <table><thead><tr><th>Filter</th><th>Example</th><th>Description</th></tr></thead><tbody><tr><td><code>$eq</code></td><td><code>{"genre": {"$eq": "documentary"}}</code></td><td>Matches  with the genre “documentary”.</td></tr><tr><td><code>$ne</code></td><td><code>{"genre": {"$ne": "drama"}}</code></td><td>Matches  with a genre other than “drama”.</td></tr><tr><td><code>$gt</code></td><td><code>{"year": {"$gt": 2019}}</code></td><td>Matches  with a year greater than 2019.</td></tr><tr><td><code>$gte</code></td><td><code>{"year": {"$gte": 2020}}</code></td><td>Matches  with a year greater than or equal to 2020.</td></tr><tr><td><code>$lt</code></td><td><code>{"year": {"$lt": 2020}}</code></td><td>Matches  with a year less than 2020.</td></tr><tr><td><code>$lte</code></td><td><code>{"year": {"$lte": 2020}}</code></td><td>Matches  with a year less than or equal to 2020.</td></tr><tr><td><code>$in</code></td><td><code>{"genre": {"$in": ["comedy", "documentary"]}}</code></td><td>Matches  with the genre “comedy” or “documentary”.</td></tr><tr><td><code>$nin</code></td><td><code>{"genre": {"$nin": ["comedy", "documentary"]}}</code></td><td>Matches  with a genre other than “comedy” or “documentary”.</td></tr><tr><td><code>$exists</code></td><td><code>{"genre": {"$exists": true}}</code></td><td>Matches  with the “genre” field.</td></tr></tbody></table> <h3 class="flex whitespace-pre-wrap group" id="combine-filters"><div class="absolute"><a href="#combine-filters" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100" aria-label="Navigate to header"><div class="w-6 h-6 text-gray-400 rounded-md flex items-center justify-center zinc-box bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20"><svg xmlns="http://www.w3.org/2000/svg" fill="gray" height="12px" viewBox="0 0 576 512"><path d="M0 256C0 167.6 71.6 96 160 96h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C98.1 144 48 194.1 48 256s50.1 112 112 112h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C71.6 416 0 344.4 0 256zm576 0c0 88.4-71.6 160-160 160H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c61.9 0 112-50.1 112-112s-50.1-112-112-112H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c88.4 0 160 71.6 160 160zM184 232H392c13.3 0 24 10.7 24 24s-10.7 24-24 24H184c-13.3 0-24-10.7-24-24s10.7-24 24-24z"></path></svg></div></a></div><span class="cursor-pointer">Combine filters</span></h3> <p>The metadata filters can be combined by using <code>$and</code> and <code>$or</code> operators:</p> <table><thead><tr><th>Operator</th><th>Example</th><th>Description</th></tr></thead><tbody><tr><td><code>$and</code></td><td><code>{"$and": [{"genre": {"$eq": "drama"}}, {"year": {"$gte": 2020}}]}</code></td><td>Matches  with the genre “drama” and a year greater than or equal to 2020.</td></tr><tr><td><code>$or</code></td><td><code>{"$or": [{"genre": {"$eq": "drama"}}, {"year": {"$gte": 2020}}]}</code></td><td>Matches  with the genre “drama” or a year greater than or equal to 2020.</td></tr></tbody></table> <h2 class="flex whitespace-pre-wrap group" id="query-with-sparse-and-dense-values"><div class="absolute"><a href="#query-with-sparse-and-dense-values" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100" aria-label="Navigate to header"><div class="w-6 h-6 text-gray-400 rounded-md flex items-center justify-center zinc-box bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20"><svg xmlns="http://www.w3.org/2000/svg" fill="gray" height="12px" viewBox="0 0 576 512"><path d="M0 256C0 167.6 71.6 96 160 96h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C98.1 144 48 194.1 48 256s50.1 112 112 112h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C71.6 416 0 344.4 0 256zm576 0c0 88.4-71.6 160-160 160H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c61.9 0 112-50.1 112-112s-50.1-112-112-112H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c88.4 0 160 71.6 160 160zM184 232H392c13.3 0 24 10.7 24 24s-10.7 24-24 24H184c-13.3 0-24-10.7-24-24s10.7-24 24-24z"></path></svg></div></a></div><span class="cursor-pointer">Query with sparse and dense values</span></h2> <p>When querying an index containing <a href="/guides/data/understanding-hybrid-search">sparse and dense vectors</a>, include a <code>sparse_vector</code> in your query parameters.</p> <p>Only indexes using <a href="/guides/indexes/understanding-indexes#dot-product">the dotproduct metric</a> support querying sparse vectors.</p> <div class="my-4 px-5 py-4 overflow-hidden rounded-xl flex gap-3 border border-sky-500/20 bg-sky-50/50 dark:border-sky-500/30 dark:bg-sky-500/10"><div class="mt-0.5 w-4"><svg width="14" height="14" viewBox="0 0 14 14" fill="currentColor" xmlns="http://www.w3.org/2000/svg" class="w-4 h-4 text-sky-500" aria-label="Note"><path fill-rule="evenodd" clip-rule="evenodd" d="M7 1.3C10.14 1.3 12.7 3.86 12.7 7C12.7 10.14 10.14 12.7 7 12.7C5.48908 12.6974 4.0408 12.096 2.97241 11.0276C1.90403 9.9592 1.30264 8.51092 1.3 7C1.3 3.86 3.86 1.3 7 1.3ZM7 0C3.14 0 0 3.14 0 7C0 10.86 3.14 14 7 14C10.86 14 14 10.86 14 7C14 3.14 10.86 0 7 0ZM8 3H6V8H8V3ZM8 9H6V11H8V9Z"></path></svg></div><div class="text-sm prose min-w-0 text-sky-900 dark:text-sky-200"><p>This feature is in <a href="/release-notes/feature-availability">public preview</a>.</p></div></div> <p><strong>Examples</strong></p> <p>The following example shows how to query with a sparse-dense vector.</p>  <p>To learn more, see <a href="/guides/data/query-sparse-dense-vectors">Querying sparse-dense vectors</a>.</p> <h2 class="flex whitespace-pre-wrap group" id="query-across-multiple-namespaces"><div class="absolute"><a href="#query-across-multiple-namespaces" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100" aria-label="Navigate to header"><div class="w-6 h-6 text-gray-400 rounded-md flex items-center justify-center zinc-box bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20"><svg xmlns="http://www.w3.org/2000/svg" fill="gray" height="12px" viewBox="0 0 576 512"><path d="M0 256C0 167.6 71.6 96 160 96h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C98.1 144 48 194.1 48 256s50.1 112 112 112h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C71.6 416 0 344.4 0 256zm576 0c0 88.4-71.6 160-160 160H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c61.9 0 112-50.1 112-112s-50.1-112-112-112H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c88.4 0 160 71.6 160 160zM184 232H392c13.3 0 24 10.7 24 24s-10.7 24-24 24H184c-13.3 0-24-10.7-24-24s10.7-24 24-24z"></path></svg></div></a></div><span class="cursor-pointer">Query across multiple namespaces</span></h2> <p>Each query is limited to a single <a href="/guides/get-started/key-features#namespaces">namespace</a>. However, the <a href="/reference/python-sdk">Pinecone Python SDK</a> provides a <code>query_namespaces</code> utility method to run a query in parallel across multiple namespaces in an index and then merge the result sets into a single ranked result set with the <code>top_k</code> most relevant results.</p> <p>The <code>query_namespaces</code> method accepts most of the same arguments as <code>query</code> with the addition of a required <code>namespaces</code> parameter.</p> <h3 class="flex whitespace-pre-wrap group" id="python-sdk-without-grpc"><div class="absolute"><a href="#python-sdk-without-grpc" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100" aria-label="Navigate to header"><div class="w-6 h-6 text-gray-400 rounded-md flex items-center justify-center zinc-box bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20"><svg xmlns="http://www.w3.org/2000/svg" fill="gray" height="12px" viewBox="0 0 576 512"><path d="M0 256C0 167.6 71.6 96 160 96h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C98.1 144 48 194.1 48 256s50.1 112 112 112h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C71.6 416 0 344.4 0 256zm576 0c0 88.4-71.6 160-160 160H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c61.9 0 112-50.1 112-112s-50.1-112-112-112H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c88.4 0 160 71.6 160 160zM184 232H392c13.3 0 24 10.7 24 24s-10.7 24-24 24H184c-13.3 0-24-10.7-24-24s10.7-24 24-24z"></path></svg></div></a></div><span class="cursor-pointer">Python SDK without gRPC</span></h3> <p>When using the Python SDK without gRPC extras, to get good performance, it is important to set values for the <code>pool_threads</code> and <code>connection_pool_maxsize</code> properties on the index client. The <code>pool_threads</code> setting is the number of threads available to execute requests, while <code>connection_pool_maxsize</code> is the number of cached http connections that will be held. Since these tasks are not computationally heavy and are mainly i/o bound, it should be okay to have a high ratio of threads to cpus.</p> <p>The combined results include the sum of all read unit usage used to perform the underlying queries for each namespace.</p> <div class="mt-5 mb-8 not-prose rounded-xl relative text-gray-50 bg-[#0F1117] dark:bg-codeblock dark:ring-1 dark:ring-gray-800/50 codeblock-dark"><div class="flex rounded-t-xl text-gray-400 text-xs leading-6 border-b font-medium bg-black/40 border-gray-900/80"><div class="flex-none border-b px-4 pt-2.5 pb-2 flex items-center text-primary-light border-primary-light">Python</div><div class="flex-1 mr-4 flex items-center justify-end"></div></div><div class="min-w-full relative text-sm leading-6 children:!my-0 children:!shadow-none children:!bg-transparent transition-[height] duration-300 ease-in-out" style="font-variant-ligatures:none;height:auto"><div class="overflow-x-auto h-full p-5 overflow-y-hidden scrollbar-thin scrollbar-thumb-rounded scrollbar-thumb-white/20 dark:scrollbar-thumb-white/20 hover:scrollbar-thumb-white/25 dark:hover:scrollbar-thumb-white/25 active:scrollbar-thumb-white/25 dark:active:scrollbar-thumb-white/25"><pre class="language-python"><code class="language-python"><span class=""><span class="token keyword">from</span> pinecone <span class="token keyword">import</span> Pinecone</span>  <span class="">pc <span class="token operator">=</span> Pinecone<span class="token punctuation">(</span>api_key<span class="token operator">=</span><span class="token string">"YOUR_API_KEY"</span><span class="token punctuation">)</span></span> <span class="">index <span class="token operator">=</span> pc<span class="token punctuation">.</span>Index<span class="token punctuation">(</span></span> <span class=""> name<span class="token operator">=</span><span class="token string">"example-index"</span><span class="token punctuation">,</span></span> <span class=""> pool_threads<span class="token operator">=</span><span class="token number">50</span><span class="token punctuation">,</span> <span class="token comment"># <-- make sure to set these</span></span> <span class=""> connection_pool_maxsize<span class="token operator">=</span><span class="token number">50</span><span class="token punctuation">,</span> <span class="token comment"># <-- make sure to set these</span></span> <span class=""><span class="token punctuation">)</span></span>  <span class="">query_vec <span class="token operator">=</span> <span class="token punctuation">[</span> <span class="token number">0.1</span><span class="token punctuation">,</span> <span class="token punctuation">.</span><span class="token punctuation">.</span><span class="token punctuation">.</span><span class="token punctuation">]</span> <span class="token comment"># an embedding vector with same dimension as the index</span></span> <span class="">combined_results <span class="token operator">=</span> index<span class="token punctuation">.</span>query_namespaces<span class="token punctuation">(</span></span> <span class=""> vector<span class="token operator">=</span>query_vec<span class="token punctuation">,</span></span> <span class=""> namespaces<span class="token operator">=</span><span class="token punctuation">[</span><span class="token string">'ns1'</span><span class="token punctuation">,</span> <span class="token string">'ns2'</span><span class="token punctuation">,</span> <span class="token string">'ns3'</span><span class="token punctuation">,</span> <span class="token string">'ns4'</span><span class="token punctuation">]</span><span class="token punctuation">,</span></span> <span class=""> top_k<span class="token operator">=</span><span class="token number">10</span><span class="token punctuation">,</span></span> <span class=""> include_values<span class="token operator">=</span><span class="token boolean">False</span><span class="token punctuation">,</span></span> <span class=""> include_metadata<span class="token operator">=</span><span class="token boolean">True</span><span class="token punctuation">,</span></span> <span class=""> <span class="token builtin">filter</span><span class="token operator">=</span><span class="token punctuation">{</span><span class="token string">"genre"</span><span class="token punctuation">:</span> <span class="token punctuation">{</span> <span class="token string">"$eq"</span><span class="token punctuation">:</span> <span class="token string">"comedy"</span> <span class="token punctuation">}</span><span class="token punctuation">}</span><span class="token punctuation">,</span></span> <span class=""> show_progress<span class="token operator">=</span><span class="token boolean">False</span><span class="token punctuation">,</span></span> <span class=""><span class="token punctuation">)</span></span>  <span class=""><span class="token keyword">for</span> scored_vec <span class="token keyword">in</span> combined_results<span class="token punctuation">.</span>matches<span class="token punctuation">:</span></span> <span class=""> <span class="token keyword">print</span><span class="token punctuation">(</span>scored_vec<span class="token punctuation">)</span></span> <span class=""><span class="token keyword">print</span><span class="token punctuation">(</span>combined_results<span class="token punctuation">.</span>usage<span class="token punctuation">)</span></span> </code></pre></div></div></div> <h3 class="flex whitespace-pre-wrap group" id="python-sdk-with-grpc"><div class="absolute"><a href="#python-sdk-with-grpc" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100" aria-label="Navigate to header"><div class="w-6 h-6 text-gray-400 rounded-md flex items-center justify-center zinc-box bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20"><svg xmlns="http://www.w3.org/2000/svg" fill="gray" height="12px" viewBox="0 0 576 512"><path d="M0 256C0 167.6 71.6 96 160 96h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C98.1 144 48 194.1 48 256s50.1 112 112 112h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C71.6 416 0 344.4 0 256zm576 0c0 88.4-71.6 160-160 160H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c61.9 0 112-50.1 112-112s-50.1-112-112-112H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c88.4 0 160 71.6 160 160zM184 232H392c13.3 0 24 10.7 24 24s-10.7 24-24 24H184c-13.3 0-24-10.7-24-24s10.7-24 24-24z"></path></svg></div></a></div><span class="cursor-pointer">Python SDK with gRPC</span></h3> <p>When using the Python SDK with gRPC extras, there is no need to set the <code>connection_pool_maxsize</code> because grpc makes efficient use of open connections by default.</p> <div class="mt-5 mb-8 not-prose rounded-xl relative text-gray-50 bg-[#0F1117] dark:bg-codeblock dark:ring-1 dark:ring-gray-800/50 codeblock-dark"><div class="flex rounded-t-xl text-gray-400 text-xs leading-6 border-b font-medium bg-black/40 border-gray-900/80"><div class="flex-none border-b px-4 pt-2.5 pb-2 flex items-center text-primary-light border-primary-light">Python</div><div class="flex-1 mr-4 flex items-center justify-end"></div></div><div class="min-w-full relative text-sm leading-6 children:!my-0 children:!shadow-none children:!bg-transparent transition-[height] duration-300 ease-in-out" style="font-variant-ligatures:none;height:auto"><div class="overflow-x-auto h-full p-5 overflow-y-hidden scrollbar-thin scrollbar-thumb-rounded scrollbar-thumb-white/20 dark:scrollbar-thumb-white/20 hover:scrollbar-thumb-white/25 dark:hover:scrollbar-thumb-white/25 active:scrollbar-thumb-white/25 dark:active:scrollbar-thumb-white/25"><pre class="language-python"><code class="language-python"><span class=""><span class="token keyword">from</span> pinecone<span class="token punctuation">.</span>grpc <span class="token keyword">import</span> PineconeGRPC</span>  <span class="">pc <span class="token operator">=</span> PineconeGRPC<span class="token punctuation">(</span>api_key<span class="token operator">=</span><span class="token string">"API_KEHY"</span><span class="token punctuation">)</span></span> <span class="">index <span class="token operator">=</span> pc<span class="token punctuation">.</span>Index<span class="token punctuation">(</span></span> <span class=""> name<span class="token operator">=</span><span class="token string">"example-index"</span><span class="token punctuation">,</span></span> <span class=""> pool_threads<span class="token operator">=</span><span class="token number">50</span><span class="token punctuation">,</span> <span class="token comment"># <-- make sure to set this</span></span> <span class=""><span class="token punctuation">)</span></span>  <span class="">query_vec <span class="token operator">=</span> <span class="token punctuation">[</span> <span class="token number">0.1</span><span class="token punctuation">,</span> <span class="token punctuation">.</span><span class="token punctuation">.</span><span class="token punctuation">.</span><span class="token punctuation">]</span> <span class="token comment"># an embedding vector with same dimension as the index</span></span> <span class="">combined_results <span class="token operator">=</span> index<span class="token punctuation">.</span>query_namespaces<span class="token punctuation">(</span></span> <span class=""> vector<span class="token operator">=</span>query_vec<span class="token punctuation">,</span></span> <span class=""> namespaces<span class="token operator">=</span><span class="token punctuation">[</span><span class="token string">'ns1'</span><span class="token punctuation">,</span> <span class="token string">'ns2'</span><span class="token punctuation">,</span> <span class="token string">'ns3'</span><span class="token punctuation">,</span> <span class="token string">'ns4'</span><span class="token punctuation">]</span><span class="token punctuation">,</span></span> <span class=""> top_k<span class="token operator">=</span><span class="token number">10</span><span class="token punctuation">,</span></span> <span class=""> include_values<span class="token operator">=</span><span class="token boolean">False</span><span class="token punctuation">,</span></span> <span class=""> include_metadata<span class="token operator">=</span><span class="token boolean">True</span><span class="token punctuation">,</span></span> <span class=""> <span class="token builtin">filter</span><span class="token operator">=</span><span class="token punctuation">{</span><span class="token string">"genre"</span><span class="token punctuation">:</span> <span class="token punctuation">{</span> <span class="token string">"$eq"</span><span class="token punctuation">:</span> <span class="token string">"comedy"</span> <span class="token punctuation">}</span><span class="token punctuation">}</span><span class="token punctuation">,</span></span> <span class=""> show_progress<span class="token operator">=</span><span class="token boolean">False</span><span class="token punctuation">,</span></span> <span class=""><span class="token punctuation">)</span></span>  <span class=""><span class="token keyword">for</span> scored_vec <span class="token keyword">in</span> combined_results<span class="token punctuation">.</span>matches<span class="token punctuation">:</span></span> <span class=""> <span class="token keyword">print</span><span class="token punctuation">(</span>scored_vec<span class="token punctuation">)</span></span> <span class=""><span class="token keyword">print</span><span class="token punctuation">(</span>combined_results<span class="token punctuation">.</span>usage<span class="token punctuation">)</span></span> </code></pre></div></div></div> <h2 class="flex whitespace-pre-wrap group" id="data-freshness"><div class="absolute"><a href="#data-freshness" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100" aria-label="Navigate to header"><div class="w-6 h-6 text-gray-400 rounded-md flex items-center justify-center zinc-box bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20"><svg xmlns="http://www.w3.org/2000/svg" fill="gray" height="12px" viewBox="0 0 576 512"><path d="M0 256C0 167.6 71.6 96 160 96h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C98.1 144 48 194.1 48 256s50.1 112 112 112h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C71.6 416 0 344.4 0 256zm576 0c0 88.4-71.6 160-160 160H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c61.9 0 112-50.1 112-112s-50.1-112-112-112H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c88.4 0 160 71.6 160 160zM184 232H392c13.3 0 24 10.7 24 24s-10.7 24-24 24H184c-13.3 0-24-10.7-24-24s10.7-24 24-24z"></path></svg></div></a></div><span class="cursor-pointer">Data freshness</span></h2> <p>Pinecone is eventually consistent, so there can be a slight delay before new or changed records are visible to queries. You can use the <code>describe_index_stats</code> endpoint to <a href="/guides/data/data-freshness/check-data-freshness">check data freshness</a>.</p></div><div class="leading-6 mt-14"><div class="pb-16 w-full"><div class="flex flex-col gap-y-4 xl:flex-col xl:gap-6 min-[1400px]:flex-row md:flex-row md:justify-end"><div class="flex flex-row gap-5 items-center grow justify-between md:justify-start xl:justify-between min-[1400px]:justify-start"><p class="text-sm text-gray-600 dark:text-gray-400">Was this page helpful?</p><div class="flex flex-row gap-3 items-center"><button class="px-[14px] py-2 flex flex-row gap-[10px] items-center border rounded-lg text-gray-600 dark:text-gray-400 hover:text-gray-700 dark:hover:text-gray-300 bg-white/50 border-gray-200 dark:border-gray-800 dark:bg-codeblock/50 hover:border-gray-400 hover:dark:border-gray-500"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" viewBox="0 0 16 16" class="fill-current"><path d="M10.1187 1.08741C8.925 0.746789 7.67813 1.43741 7.3375 2.63116L7.15938 3.25616C7.04375 3.66241 6.83438 4.03741 6.55 4.34991L4.94688 6.11241C4.66875 6.41866 4.69062 6.89366 4.99687 7.17179C5.30312 7.44991 5.77813 7.42804 6.05625 7.12179L7.65938 5.35929C8.1 4.87491 8.42188 4.29679 8.6 3.66866L8.77812 3.04366C8.89062 2.64679 9.30625 2.41554 9.70625 2.52804C10.1063 2.64054 10.3344 3.05616 10.2219 3.45616L10.0437 4.08116C9.86562 4.70304 9.58437 5.29054 9.2125 5.81554C9.05 6.04366 9.03125 6.34366 9.15938 6.59366C9.2875 6.84366 9.54375 6.99991 9.825 6.99991H14C14.275 6.99991 14.5 7.22491 14.5 7.49991C14.5 7.71241 14.3656 7.89679 14.175 7.96866C13.9438 8.05616 13.7688 8.24992 13.7094 8.49054C13.65 8.73117 13.7125 8.98429 13.875 9.16866C13.9531 9.25616 14 9.37179 14 9.49991C14 9.74366 13.825 9.94679 13.5938 9.99054C13.3375 10.0405 13.1219 10.2187 13.0312 10.4624C12.9406 10.7062 12.9813 10.9843 13.1438 11.1905C13.2094 11.2749 13.25 11.3812 13.25 11.4999C13.25 11.7093 13.1187 11.8937 12.9312 11.9655C12.5719 12.1062 12.3781 12.4937 12.4812 12.8655C12.4937 12.9062 12.5 12.953 12.5 12.9999C12.5 13.2749 12.275 13.4999 12 13.4999H8.95312C8.55937 13.4999 8.17188 13.3843 7.84375 13.1655L5.91563 11.8812C5.57188 11.6499 5.10625 11.7437 4.875 12.0905C4.64375 12.4374 4.7375 12.8999 5.08437 13.1312L7.0125 14.4155C7.5875 14.7999 8.2625 15.003 8.95312 15.003H12C13.0844 15.003 13.9656 14.1405 14 13.0655C14.4563 12.6999 14.75 12.1374 14.75 11.503C14.75 11.3624 14.7344 11.228 14.7094 11.0968C15.1906 10.7312 15.5 10.153 15.5 9.50304C15.5 9.29991 15.4688 9.10304 15.4125 8.91866C15.775 8.55304 16 8.05304 16 7.49991C16 6.39679 15.1063 5.49991 14 5.49991H11.1156C11.2625 5.17491 11.3875 4.83741 11.4844 4.49366L11.6625 3.86866C12.0031 2.67491 11.3125 1.42804 10.1187 1.08741ZM1 5.99991C0.446875 5.99991 0 6.44679 0 6.99991V13.9999C0 14.553 0.446875 14.9999 1 14.9999H3C3.55313 14.9999 4 14.553 4 13.9999V6.99991C4 6.44679 3.55313 5.99991 3 5.99991H1Z"></path></svg><small class="text-sm font-normal leading-4 ">Yes</small></button><button class="px-[14px] py-2 flex flex-row gap-[10px] items-center border rounded-lg text-gray-600 dark:text-gray-400 hover:text-gray-700 dark:hover:text-gray-300 bg-white/50 border-gray-200 dark:border-gray-800 dark:bg-codeblock/50 hover:border-gray-400 hover:dark:border-gray-500"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" viewBox="0 0 16 16" class="fill-current"><path d="M10.1187 14.9124C8.925 15.253 7.67813 14.5624 7.3375 13.3687L7.15938 12.7437C7.04375 12.3374 6.83438 11.9624 6.55 11.6499L4.94688 9.8874C4.66875 9.58115 4.69062 9.10615 4.99687 8.82803C5.30312 8.5499 5.77813 8.57178 6.05625 8.87803L7.65938 10.6405C8.1 11.1249 8.42188 11.703 8.6 12.3312L8.77812 12.9562C8.89062 13.353 9.30625 13.5843 9.70625 13.4718C10.1063 13.3593 10.3344 12.9437 10.2219 12.5437L10.0437 11.9187C9.86562 11.2968 9.58437 10.7093 9.2125 10.1843C9.05 9.95615 9.03125 9.65615 9.15938 9.40615C9.2875 9.15615 9.54375 8.9999 9.825 8.9999H14C14.275 8.9999 14.5 8.7749 14.5 8.4999C14.5 8.2874 14.3656 8.10303 14.175 8.03115C13.9438 7.94365 13.7688 7.7499 13.7094 7.50928C13.65 7.26865 13.7125 7.01553 13.875 6.83115C13.9531 6.74365 14 6.62803 14 6.4999C14 6.25615 13.825 6.05303 13.5938 6.00928C13.3375 5.95928 13.1219 5.78115 13.0312 5.53428C12.9406 5.2874 12.9813 5.0124 13.1438 4.80615C13.2094 4.72178 13.25 4.61553 13.25 4.49678C13.25 4.2874 13.1187 4.10303 12.9312 4.03115C12.5719 3.89053 12.3781 3.50303 12.4812 3.13115C12.4937 3.09053 12.5 3.04365 12.5 2.99678C12.5 2.72178 12.275 2.49678 12 2.49678H8.95312C8.55937 2.49678 8.17188 2.6124 7.84375 2.83115L5.91563 4.11553C5.57188 4.34678 5.10625 4.25303 4.875 3.90615C4.64375 3.55928 4.7375 3.09678 5.08437 2.86553L7.0125 1.58115C7.5875 1.19678 8.2625 0.993652 8.95312 0.993652H12C13.0844 0.993652 13.9656 1.85615 14 2.93115C14.4563 3.29678 14.75 3.85928 14.75 4.49365C14.75 4.63428 14.7344 4.76865 14.7094 4.8999C15.1906 5.26553 15.5 5.84365 15.5 6.49365C15.5 6.69678 15.4688 6.89365 15.4125 7.07803C15.775 7.44678 16 7.94678 16 8.4999C16 9.60303 15.1063 10.4999 14 10.4999H11.1156C11.2625 10.8249 11.3875 11.1624 11.4844 11.5062L11.6625 12.1312C12.0031 13.3249 11.3125 14.5718 10.1187 14.9124ZM1 11.9999C0.446875 11.9999 0 11.553 0 10.9999V3.9999C0 3.44678 0.446875 2.9999 1 2.9999H3C3.55313 2.9999 4 3.44678 4 3.9999V10.9999C4 11.553 3.55313 11.9999 3 11.9999H1Z"></path></svg><small class="text-sm font-normal leading-4 ">No</small></button></div></div><div class="flex flex-row gap-3 justify-end"></div></div></div><div class="mb-12 px-0.5 flex items-center text-sm font-semibold text-gray-700 dark:text-gray-200"><a class="flex items-center space-x-3 group" href="/guides/data/upsert-data"><svg viewBox="0 0 3 6" class="h-1.5 stroke-gray-400 overflow-visible group-hover:stroke-gray-600 dark:group-hover:stroke-gray-300"><path d="M3 0L0 3L3 6" fill="none" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path></svg><span class="group-hover:text-gray-900 dark:group-hover:text-white">Upsert data</span></a><a class="flex items-center ml-auto space-x-3 group" href="/guides/data/fetch-data"><span class="group-hover:text-gray-900 dark:group-hover:text-white">Fetch data</span><svg viewBox="0 0 3 6" class="rotate-180 h-1.5 stroke-gray-400 overflow-visible group-hover:stroke-gray-600 dark:group-hover:stroke-gray-300"><path d="M3 0L0 3L3 6" fill="none" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path></svg></a></div><footer id="footer" class="flex gap-12 justify-between pt-10 border-t border-gray-100 sm:flex dark:border-gray-800/50 pb-28"><div class="flex gap-6"><a href="https://twitter.com/pinecone?ref_src=twsrc%5Egoogle%7Ctwcamp%5Eserp%7Ctwgr%5Eauthor" target="_blank"><span class="sr-only">twitter</span><svg class="w-5 h-5 bg-gray-400 dark:bg-gray-500 hover:bg-gray-500 dark:hover:bg-gray-400" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/brands/twitter.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center"></svg></a><a href="https://www.linkedin.com/company/pinecone-io/" target="_blank"><span class="sr-only">linkedin</span><svg class="w-5 h-5 bg-gray-400 dark:bg-gray-500 hover:bg-gray-500 dark:hover:bg-gray-400" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/brands/linkedin.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center"></svg></a></div></footer></div></div><div class="z-10 hidden xl:flex pl-10 box-border w-[19rem]" id="table-of-contents"><div id="table-of-contents-content" class="fixed text-gray-600 text-sm leading-6 w-[16.5rem] overflow-y-auto space-y-2 h-[calc(100%-10rem)]"><div class="text-gray-700 dark:text-gray-300 font-medium flex items-center space-x-2"><svg width="16" height="16" viewBox="0 0 16 16" fill="none" stroke="currentColor" stroke-width="2" xmlns="http://www.w3.org/2000/svg" class="h-3 w-3"><path d="M2.44434 12.6665H13.5554" stroke-linecap="round" stroke-linejoin="round"></path><path d="M2.44434 3.3335H13.5554" stroke-linecap="round" stroke-linejoin="round"></path><path d="M2.44434 8H7.33323" stroke-linecap="round" stroke-linejoin="round"></path></svg><span>On this page</span></div><ul><li><a href="#query-limits" class="py-1 block font-medium hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300">Query limits</a></li><li><a href="#send-a-query" class="py-1 block font-medium hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300">Send a query</a></li><li style="margin-left:1rem"><a href="#query-by-vector" class="group flex items-start py-1 whitespace-pre-wrap text-gray-500 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300">Query by vector</a></li><li style="margin-left:1rem"><a href="#query-by-record-id" class="group flex items-start py-1 whitespace-pre-wrap text-gray-500 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300">Query by record ID</a></li><li><a href="#query-with-metadata-filters" class="py-1 block font-medium hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300">Query with metadata filters</a></li><li style="margin-left:1rem"><a href="#additional-filter-examples" class="group flex items-start py-1 whitespace-pre-wrap text-gray-500 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300">Additional filter examples</a></li><li style="margin-left:1rem"><a href="#combine-filters" class="group flex items-start py-1 whitespace-pre-wrap text-gray-500 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300">Combine filters</a></li><li><a href="#query-with-sparse-and-dense-values" class="py-1 block font-medium hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300">Query with sparse and dense values</a></li><li><a href="#query-across-multiple-namespaces" class="py-1 block font-medium hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300">Query across multiple namespaces</a></li><li style="margin-left:1rem"><a href="#python-sdk-without-grpc" class="group flex items-start py-1 whitespace-pre-wrap text-gray-500 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300">Python SDK without gRPC</a></li><li style="margin-left:1rem"><a href="#python-sdk-with-grpc" class="group flex items-start py-1 whitespace-pre-wrap text-gray-500 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300">Python SDK with gRPC</a></li><li><a href="#data-freshness" class="py-1 block font-medium hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300">Data freshness</a></li></ul></div></div></div></div></div></div></main></div><script id="__NEXT_DATA__" type="application/json">{"props":{"pageProps":{"mdxSource":{"compiledSource":"/*@jsxRuntime automatic @jsxImportSource react*/\nconst {Fragment: _Fragment, jsx: _jsx, jsxs: _jsxs} = arguments[0];\nconst {useMDXComponents: _provideComponents} = arguments[0];\nconst word_0 = \"vectors\";\nfunction _createMdxContent(props) {\n const _components = Object.assign({\n p: \"p\",\n a: \"a\",\n code: \"code\",\n ul: \"ul\",\n li: \"li\",\n pre: \"pre\",\n span: \"span\",\n table: \"table\",\n thead: \"thead\",\n tr: \"tr\",\n th: \"th\",\n tbody: \"tbody\",\n td: \"td\",\n strong: \"strong\"\n }, _provideComponents(), props.components), {Tip, Warning, Heading, Note, CodeGroup, CodeBlock} = _components;\n if (!CodeBlock) _missingMdxReference(\"CodeBlock\", true);\n if (!CodeGroup) _missingMdxReference(\"CodeGroup\", true);\n if (!Heading) _missingMdxReference(\"Heading\", true);\n if (!Note) _missingMdxReference(\"Note\", true);\n if (!Tip) _missingMdxReference(\"Tip\", true);\n if (!Warning) _missingMdxReference(\"Warning\", true);\n return _jsxs(_Fragment, {\n children: [_jsxs(_components.p, {\n children: [\"After your data is \", _jsx(_components.a, {\n href: \"/guides/data/upsert-data\",\n children: \"indexed\"\n }), \", you can start sending queries to Pinecone.\"]\n }), \"\\n\", _jsxs(_components.p, {\n children: [\"The \", _jsx(_components.code, {\n children: \"query\"\n }), \" endpoint searches the index using a query vector. It retrieves the IDs of the most similar records in the index, along with their similarity scores. This endpoint can optionally return the result’s vector values and metadata, too. You specify the number of vectors to retrieve each time you send a query. Matches are always ordered by similarity from most similar to least similar.\"]\n }), \"\\n\", _jsxs(_components.p, {\n children: [\"The similarity score for a vector represents its distance to the query vector, calculated according to the \", _jsx(_components.a, {\n href: \"/guides/data/understanding-hybrid-search\",\n children: \"distance metric\"\n }), \" for the index. The significance of the score depends on the \", _jsx(_components.a, {\n href: \"/guides/indexes/understanding-indexes#distance-metrics\",\n children: \"similarity metric\"\n }), \". For example, for indexes using the \", _jsx(_components.code, {\n children: \"euclidean\"\n }), \" distance metric, scores with lower values are more similar, while for indexes using the \", _jsx(_components.code, {\n children: \"dotproduct\"\n }), \" metric, higher scores are more similar.\"]\n }), \"\\n\", _jsx(Tip, {\n children: _jsxs(_components.p, {\n children: [\"You can query data using the \", _jsx(_components.a, {\n href: \"https://app.pinecone.io/organizations/-/projects/-/indexes/-/browser\",\n children: \"Pinecone console\"\n }), \".\"]\n })\n }), \"\\n\", _jsx(Warning, {\n children: _jsxs(_components.p, {\n children: [\"Pinecone is eventually consistent, so there can be a slight delay before new or changed records are visible to queries. See \", _jsx(_components.a, {\n href: \"/guides/data/data-freshness/understanding-data-freshness\",\n children: \"Understanding data freshness\"\n }), \" to learn about data freshness in Pinecone and how to check the freshness of your data.\"]\n })\n }), \"\\n\", _jsx(Heading, {\n level: \"2\",\n id: \"query-limits\",\n children: \"Query limits\"\n }), \"\\n\", _jsxs(_components.ul, {\n children: [\"\\n\", _jsxs(_components.li, {\n children: [\"\\n\", _jsxs(_components.p, {\n children: [\"The max value for \", _jsx(_components.code, {\n children: \"top_k\"\n }), \", the number of results to return, is 10,000.\"]\n }), \"\\n\"]\n }), \"\\n\", _jsxs(_components.li, {\n children: [\"\\n\", _jsx(_components.p, {\n children: \"The result size limit for a query is 4MB. The result size is affected by the dimension of the dense vectors and whether or not dense vector values and metadata are included in the result.\"\n }), \"\\n\", _jsx(Note, {\n children: _jsxs(_components.p, {\n children: [\"If a query fails due to exceeding the 4MB result size limit, choose a lower \", _jsx(_components.code, {\n children: \"top_k\"\n }), \" value, or use \", _jsx(_components.code, {\n children: \"include_metadata=False\"\n }), \" or \", _jsx(_components.code, {\n children: \"include_values=False\"\n }), \" to exclude metadata or values from the result.\"]\n })\n }), \"\\n\"]\n }), \"\\n\"]\n }), \"\\n\", _jsx(Heading, {\n level: \"2\",\n id: \"send-a-query\",\n children: \"Send a query\"\n }), \"\\n\", _jsxs(_components.p, {\n children: [\"Each query must include a query vector, specified by either a \", _jsx(_components.a, {\n href: \"#querying-by-vector\",\n children: _jsx(_components.code, {\n children: \"vector\"\n })\n }), \" or \", _jsx(_components.a, {\n href: \"#querying-by-record-id\",\n children: _jsx(_components.code, {\n children: \"id\"\n })\n }), \", and the number of results to return, specified by the \", _jsx(_components.code, {\n children: \"top_k\"\n }), \" parameter. Each query is also limited to a single \", _jsx(_components.a, {\n href: \"/guides/get-started/key-features#namespaces\",\n children: \"namespace\"\n }), \" within an index. To target a namespace, pass the namespace parameter. To query the default namespace, pass \", _jsx(_components.code, {\n children: \"\\\"\\\"\"\n }), \" or omit the namespace parameter.\"]\n }), \"\\n\", _jsx(Note, {\n children: _jsxs(_components.p, {\n children: [\"Depending on your data and your query, you may get fewer than \", _jsx(_components.code, {\n children: \"top_k\"\n }), \" results. This happens when \", _jsx(_components.code, {\n children: \"top_k\"\n }), \" is larger than the number of possible matching vectors for your query.\"]\n })\n }), \"\\n\", _jsx(Warning, {\n children: _jsxs(_components.p, {\n children: [\"For optimal performance when querying with \", _jsx(_components.code, {\n children: \"top_k\"\n }), \" over 1000, avoid returning vector data (\", _jsx(_components.code, {\n children: \"include_values=True\"\n }), \") or metadata (\", _jsx(_components.code, {\n children: \"include_metadata=True\"\n }), \").\"]\n })\n }), \"\\n\", _jsx(Heading, {\n level: \"3\",\n id: \"query-by-vector\",\n children: \"Query by vector\"\n }), \"\\n\", _jsxs(_components.p, {\n children: [\"To query by vector, provide the \", _jsx(_components.code, {\n children: \"vector\"\n }), \" values representing your query embedding and the \", _jsx(_components.code, {\n children: \"topK\"\n }), \" parameter.\"]\n }), \"\\n\", _jsxs(_components.p, {\n children: [\"The following example sends a query vector with \", _jsx(_components.code, {\n children: \"vector\"\n }), \" values and retrieves three matching vectors:\"]\n }), \"\\n\", _jsxs(CodeGroup, {\n children: [_jsx(CodeBlock, {\n filename: \"Python\",\n expandable: \"false\",\n children: _jsx(_components.pre, {\n className: \"language-python\",\n children: _jsxs(_components.code, {\n className: \"language-Python\",\n children: [_jsxs(_components.span, {\n className: \"\",\n children: [_jsx(_components.span, {\n className: \"token keyword\",\n children: \"from\"\n }), \" pinecone\", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \".\"\n }), \"grpc \", _jsx(_components.span, {\n className: \"token keyword\",\n children: \"import\"\n }), \" PineconeGRPC \", _jsx(_components.span, {\n className: \"token keyword\",\n children: \"as\"\n }), \" Pinecone\"]\n }), \"\\n\", \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\"pc \", _jsx(_components.span, {\n className: 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{\n className: \"token function\",\n children: \"println\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"(\"\n }), \"queryResponse\", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \")\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \";\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"}\"\n })]\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"}\"\n })\n }), \"\\n\", \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// Response:\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// class QueryResponseWithUnsignedIndices {\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// matches: [ScoredVectorWithUnsignedIndices {\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// score: 1.5\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// id: B\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// values: []\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// metadata: fields {\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// key: \\\"genre\\\"\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// value {\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// string_value: \\\"documentary\\\"\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// }\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// }\"\n })\n }), \"\\n\", \" \", \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// sparseValuesWithUnsignedIndices: SparseValuesWithUnsignedIndices {\"\n })\n }), \"\\n\", _jsx(_components.span, 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_jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// }\"\n })\n }), \"\\n\"]\n })\n })\n }), _jsx(CodeBlock, {\n filename: \"Go\",\n expandable: \"false\",\n children: _jsx(_components.pre, {\n className: \"language-go\",\n children: _jsxs(_components.code, {\n className: \"language-go\",\n children: [_jsxs(_components.span, {\n className: \"\",\n children: [_jsx(_components.span, {\n className: \"token keyword\",\n children: \"package\"\n }), \" main\"]\n }), \"\\n\", \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [_jsx(_components.span, {\n className: \"token keyword\",\n children: \"import\"\n }), \" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"(\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"context\\\"\"\n })]\n }), \"\\n\", 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_jsx(_components.span, {\n className: \"token punctuation\",\n children: \".\"\n }), _jsx(_components.span, {\n className: \"token function\",\n children: \"NewClient\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"(\"\n }), \"pinecone\", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \".\"\n }), \"NewClientParams\", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"{\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" ApiKey\", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \":\"\n }), \" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"YOUR_API_KEY\\\"\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \",\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"}\"\n }), 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{\n className: \"token punctuation\",\n children: \",\"\n }), \" err\", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \")\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"}\"\n })]\n }), \"\\n\", \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token comment\",\n children: \"// To get the unique host for an index, \"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token comment\",\n children: \"// see https://docs.pinecone.io/guides/data/target-an-index\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" idxConnection\", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \",\"\n }), \" err \", _jsx(_components.span, {\n className: \"token operator\",\n 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_jsx(_components.span, {\n className: \"token comment\",\n children: \"// ],\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// \\\"namespace\\\": \\\"example-namespace1\\\",\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// \\\"usage\\\": {\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// \\\"readUnits\\\": 6\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// }\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// }\"\n })\n }), \"\\n\"]\n })\n })\n }), _jsx(CodeBlock, {\n filename: 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className: \"token punctuation\",\n children: \"[\"\n }), _jsx(_components.span, {\n className: \"token number\",\n children: \"0.1\"\n }), \", \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.1\"\n }), \", \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.1\"\n }), \", \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.1\"\n }), \", \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.1\"\n }), \", \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.1\"\n }), \", \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.1\"\n }), \", \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.1\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"]\"\n }), \",\"]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"filter\\\"\"\n }), _jsx(_components.span, {\n className: \"token builtin class-name\",\n children: \":\"\n }), \" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"{\"\n }), _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"genre\\\"\"\n }), _jsx(_components.span, {\n className: \"token builtin class-name\",\n children: \":\"\n }), \" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"{\"\n }), _jsxs(_components.span, {\n className: \"token string\",\n children: [\"\\\"\", _jsx(_components.span, {\n className: \"token variable\",\n children: \"$eq\"\n }), \"\\\"\"]\n }), _jsx(_components.span, {\n className: \"token builtin class-name\",\n children: \":\"\n }), \" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"documentary\\\"\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"}\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"}\"\n }), \",\"]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"topK\\\"\"\n }), _jsx(_components.span, {\n className: \"token builtin class-name\",\n children: \":\"\n }), \" \", _jsx(_components.span, {\n className: \"token number\",\n children: \"1\"\n }), \",\"]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"includeMetadata\\\"\"\n }), _jsx(_components.span, {\n className: \"token builtin class-name\",\n children: \":\"\n }), \" \", _jsx(_components.span, {\n className: \"token boolean\",\n children: \"true\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"}\"\n }), \"'\"]\n }), \"\\n\", \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"# Response:\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"# {\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"# \\\"matches\\\": [\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"# {\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"# \\\"id\\\": \\\"B\\\",\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"# \\\"score\\\": 0.0800000429,\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"# \\\"values\\\": [],\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"# \\\"metadata\\\": {\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"# \\\"genre\\\": \\\"documentary\\\"\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"# }\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"# }\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"# ],\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"# \\\"namespace\\\": \\\"example-namespace\\\"\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"# }\"\n })\n }), \"\\n\"]\n })\n })\n })]\n }), \"\\n\", _jsx(Heading, {\n level: \"3\",\n id: \"additional-filter-examples\",\n children: \"Additional filter examples\"\n }), \"\\n\", _jsxs(_components.table, {\n children: [_jsx(_components.thead, {\n children: _jsxs(_components.tr, {\n children: [_jsx(_components.th, {\n children: \"Filter\"\n }), _jsx(_components.th, {\n children: \"Example\"\n }), _jsx(_components.th, {\n children: \"Description\"\n })]\n })\n }), _jsxs(_components.tbody, {\n children: [_jsxs(_components.tr, {\n children: [_jsx(_components.td, {\n children: _jsx(_components.code, {\n children: \"$eq\"\n })\n }), _jsx(_components.td, {\n children: _jsx(_components.code, {\n children: \"{\\\"genre\\\": {\\\"$eq\\\": \\\"documentary\\\"}}\"\n })\n }), _jsxs(_components.td, {\n children: [\"Matches \", word_0, \" with the genre “documentary”.\"]\n })]\n }), _jsxs(_components.tr, {\n children: [_jsx(_components.td, {\n children: _jsx(_components.code, {\n children: \"$ne\"\n })\n }), _jsx(_components.td, {\n children: _jsx(_components.code, {\n children: \"{\\\"genre\\\": {\\\"$ne\\\": \\\"drama\\\"}}\"\n })\n }), _jsxs(_components.td, {\n children: [\"Matches \", word_0, \" with a genre other than “drama”.\"]\n })]\n }), _jsxs(_components.tr, {\n children: [_jsx(_components.td, {\n children: _jsx(_components.code, {\n children: \"$gt\"\n })\n }), _jsx(_components.td, {\n children: _jsx(_components.code, {\n children: \"{\\\"year\\\": {\\\"$gt\\\": 2019}}\"\n })\n }), _jsxs(_components.td, {\n children: [\"Matches \", word_0, \" with a year greater than 2019.\"]\n })]\n }), _jsxs(_components.tr, {\n children: [_jsx(_components.td, {\n children: _jsx(_components.code, {\n children: \"$gte\"\n })\n }), _jsx(_components.td, {\n children: _jsx(_components.code, {\n children: \"{\\\"year\\\": {\\\"$gte\\\": 2020}}\"\n })\n }), _jsxs(_components.td, {\n children: [\"Matches \", word_0, \" with a year greater than or equal to 2020.\"]\n })]\n }), _jsxs(_components.tr, {\n children: [_jsx(_components.td, {\n children: _jsx(_components.code, {\n children: \"$lt\"\n })\n }), _jsx(_components.td, {\n children: _jsx(_components.code, {\n children: \"{\\\"year\\\": {\\\"$lt\\\": 2020}}\"\n })\n }), _jsxs(_components.td, {\n children: [\"Matches \", word_0, \" with a year less than 2020.\"]\n })]\n }), _jsxs(_components.tr, {\n children: [_jsx(_components.td, {\n children: _jsx(_components.code, {\n children: \"$lte\"\n })\n }), _jsx(_components.td, {\n children: _jsx(_components.code, {\n children: \"{\\\"year\\\": {\\\"$lte\\\": 2020}}\"\n })\n }), _jsxs(_components.td, {\n children: [\"Matches \", word_0, \" with a year less than or equal to 2020.\"]\n })]\n }), _jsxs(_components.tr, {\n children: [_jsx(_components.td, {\n children: _jsx(_components.code, {\n children: \"$in\"\n })\n }), _jsx(_components.td, {\n children: _jsx(_components.code, {\n children: \"{\\\"genre\\\": {\\\"$in\\\": [\\\"comedy\\\", \\\"documentary\\\"]}}\"\n })\n }), _jsxs(_components.td, {\n children: [\"Matches \", word_0, \" with the genre “comedy” or “documentary”.\"]\n })]\n }), _jsxs(_components.tr, {\n children: [_jsx(_components.td, {\n children: _jsx(_components.code, {\n children: \"$nin\"\n })\n }), _jsx(_components.td, {\n children: _jsx(_components.code, {\n children: \"{\\\"genre\\\": {\\\"$nin\\\": [\\\"comedy\\\", \\\"documentary\\\"]}}\"\n })\n }), _jsxs(_components.td, {\n children: [\"Matches \", word_0, \" with a genre other than “comedy” or “documentary”.\"]\n })]\n }), _jsxs(_components.tr, {\n children: [_jsx(_components.td, {\n children: _jsx(_components.code, {\n children: \"$exists\"\n })\n }), _jsx(_components.td, {\n children: _jsx(_components.code, {\n children: \"{\\\"genre\\\": {\\\"$exists\\\": true}}\"\n })\n }), _jsxs(_components.td, {\n children: [\"Matches \", word_0, \" with the “genre” field.\"]\n })]\n })]\n })]\n }), \"\\n\", _jsx(Heading, {\n level: \"3\",\n id: \"combine-filters\",\n children: \"Combine filters\"\n }), \"\\n\", _jsxs(_components.p, {\n children: [\"The metadata filters can be combined by using \", _jsx(_components.code, {\n children: \"$and\"\n }), \" and \", _jsx(_components.code, {\n children: \"$or\"\n }), \" operators:\"]\n }), \"\\n\", _jsxs(_components.table, {\n children: [_jsx(_components.thead, {\n children: _jsxs(_components.tr, {\n children: [_jsx(_components.th, {\n children: \"Operator\"\n }), _jsx(_components.th, {\n children: \"Example\"\n }), _jsx(_components.th, {\n children: \"Description\"\n })]\n })\n }), _jsxs(_components.tbody, {\n children: [_jsxs(_components.tr, {\n children: [_jsx(_components.td, {\n children: _jsx(_components.code, {\n children: \"$and\"\n })\n }), _jsx(_components.td, {\n children: _jsx(_components.code, {\n children: \"{\\\"$and\\\": [{\\\"genre\\\": {\\\"$eq\\\": \\\"drama\\\"}}, {\\\"year\\\": {\\\"$gte\\\": 2020}}]}\"\n })\n }), _jsxs(_components.td, {\n children: [\"Matches \", word_0, \" with the genre “drama” and a year greater than or equal to 2020.\"]\n })]\n }), _jsxs(_components.tr, {\n children: [_jsx(_components.td, {\n children: _jsx(_components.code, {\n children: \"$or\"\n })\n }), _jsx(_components.td, {\n children: _jsx(_components.code, {\n children: \"{\\\"$or\\\": [{\\\"genre\\\": {\\\"$eq\\\": \\\"drama\\\"}}, {\\\"year\\\": {\\\"$gte\\\": 2020}}]}\"\n })\n }), _jsxs(_components.td, {\n children: [\"Matches \", word_0, \" with the genre “drama” or a year greater than or equal to 2020.\"]\n })]\n })]\n })]\n }), \"\\n\", _jsx(Heading, {\n level: \"2\",\n id: \"query-with-sparse-and-dense-values\",\n children: \"Query with sparse and dense values\"\n }), \"\\n\", _jsxs(_components.p, {\n children: [\"When querying an index containing \", _jsx(_components.a, {\n href: \"/guides/data/understanding-hybrid-search\",\n children: \"sparse and dense vectors\"\n }), \", include a \", _jsx(_components.code, {\n children: \"sparse_vector\"\n }), \" in your query parameters.\"]\n }), \"\\n\", _jsxs(_components.p, {\n children: [\"Only indexes using \", _jsx(_components.a, {\n href: \"/guides/indexes/understanding-indexes#dot-product\",\n children: \"the dotproduct metric\"\n }), \" support querying sparse vectors.\"]\n }), \"\\n\", _jsx(Note, {\n children: _jsxs(_components.p, {\n children: [\"This feature is in \", _jsx(_components.a, {\n href: \"/release-notes/feature-availability\",\n children: \"public preview\"\n }), \".\"]\n })\n }), \"\\n\", _jsx(_components.p, {\n children: _jsx(_components.strong, {\n children: \"Examples\"\n })\n }), \"\\n\", _jsx(_components.p, {\n children: \"The following example shows how to query with a sparse-dense vector.\"\n }), \"\\n\", _jsxs(CodeGroup, {\n children: [_jsx(CodeBlock, {\n filename: \"Python\",\n expandable: \"false\",\n children: _jsx(_components.pre, {\n className: \"language-python\",\n children: _jsxs(_components.code, {\n className: \"language-Python\",\n children: [_jsxs(_components.span, {\n className: \"\",\n children: [\"query_response \", _jsx(_components.span, {\n className: \"token operator\",\n children: \"=\"\n }), \" index\", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \".\"\n }), \"query\", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"(\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" namespace\", _jsx(_components.span, {\n className: \"token operator\",\n children: \"=\"\n }), _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"example-namespace\\\"\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \",\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" top_k\", _jsx(_components.span, {\n className: \"token operator\",\n children: \"=\"\n }), _jsx(_components.span, {\n className: \"token number\",\n children: \"10\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \",\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" vector\", _jsx(_components.span, {\n className: \"token operator\",\n children: \"=\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"[\"\n }), _jsx(_components.span, {\n className: \"token number\",\n children: \"0.1\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \",\"\n }), \" \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.2\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \",\"\n }), \" \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.3\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \",\"\n }), \" \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.4\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"]\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \",\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" sparse_vector\", _jsx(_components.span, {\n className: \"token operator\",\n children: \"=\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"{\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"'indices'\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \":\"\n }), \" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"[\"\n }), _jsx(_components.span, {\n className: \"token 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className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"}\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \",\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" IncludeValues \", _jsx(_components.span, {\n className: \"token operator\",\n children: \"=\"\n }), \" \", _jsx(_components.span, {\n className: \"token boolean\",\n children: \"true\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \",\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [_jsx(_components.span, {\n className: \"token punctuation\",\n children: \"}\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \")\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \";\"\n })]\n }), \"\\n\", \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\"Console\", 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className: \"token comment\",\n children: \"# See https://docs.pinecone.io/guides/data/target-an-index for details.\"\n })\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [_jsx(_components.span, {\n className: \"token assign-left variable\",\n children: \"PINECONE_API_KEY\"\n }), _jsx(_components.span, {\n className: \"token operator\",\n children: \"=\"\n }), _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"YOUR_API_KEY\\\"\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [_jsx(_components.span, {\n className: \"token assign-left variable\",\n children: \"INDEX_HOST\"\n }), _jsx(_components.span, {\n className: \"token operator\",\n children: \"=\"\n }), _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"INDEX_HOST\\\"\"\n })]\n }), \"\\n\", \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [_jsx(_components.span, {\n className: \"token function\",\n children: \"curl\"\n }), \" \", _jsxs(_components.span, {\n className: \"token string\",\n children: [\"\\\"https://\", _jsx(_components.span, {\n className: \"token variable\",\n children: \"$INDEX_HOST\"\n }), \"/query\\\"\"]\n }), \" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"\\\\\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token parameter variable\",\n children: \"-H\"\n }), \" \", _jsxs(_components.span, {\n className: \"token string\",\n children: [\"\\\"Api-Key: \", _jsx(_components.span, {\n className: \"token variable\",\n children: \"$PINECONE_API_KEY\"\n }), \"\\\"\"]\n }), \" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"\\\\\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token parameter variable\",\n children: \"-H\"\n }), \" \", _jsx(_components.span, 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className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token parameter variable\",\n children: \"-d\"\n }), \" '\", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"{\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"includeValues\\\"\"\n }), _jsx(_components.span, {\n className: \"token builtin class-name\",\n children: \":\"\n }), \" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"false\\\"\"\n }), \",\"]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"includeMetadata\\\"\"\n }), _jsx(_components.span, {\n className: \"token builtin class-name\",\n children: \":\"\n }), \" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"false\\\"\"\n }), \",\"]\n }), \"\\n\", 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\"0.4\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"]\"\n }), \",\"]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"sparseVector\\\"\"\n }), _jsx(_components.span, {\n className: \"token builtin class-name\",\n children: \":\"\n }), \" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"{\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"indices\\\"\"\n }), _jsx(_components.span, {\n className: \"token builtin class-name\",\n children: \":\"\n }), \" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"[\"\n }), \" \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0\"\n }), \" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"]\"\n }), \",\"]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"values\\\"\"\n }), _jsx(_components.span, {\n className: \"token builtin class-name\",\n children: \":\"\n }), \" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"[\"\n }), \" \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.8\"\n }), \" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"]\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"}\"\n }), \",\"]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"topK\\\"\"\n }), _jsx(_components.span, {\n className: \"token builtin class-name\",\n children: \":\"\n }), \" \", _jsx(_components.span, {\n className: \"token number\",\n children: \"10\"\n }), \",\"]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"namespace\\\"\"\n }), _jsx(_components.span, {\n className: \"token builtin class-name\",\n children: \":\"\n }), \" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"example-namespace\\\"\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"}\"\n }), \"'\"]\n }), \"\\n\"]\n })\n })\n })]\n }), \"\\n\", _jsxs(_components.p, {\n children: [\"To learn more, see \", _jsx(_components.a, {\n href: \"/guides/data/query-sparse-dense-vectors\",\n children: \"Querying sparse-dense vectors\"\n }), \".\"]\n }), \"\\n\", _jsx(Heading, {\n level: \"2\",\n 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However, the \", _jsx(_components.a, {\n href: \"/reference/python-sdk\",\n children: \"Pinecone Python SDK\"\n }), \" provides a \", _jsx(_components.code, {\n children: \"query_namespaces\"\n }), \" utility method to run a query in parallel across multiple namespaces in an index and then merge the result sets into a single ranked result set with the \", _jsx(_components.code, {\n children: \"top_k\"\n }), \" most relevant results.\"]\n }), \"\\n\", _jsxs(_components.p, {\n children: [\"The \", _jsx(_components.code, {\n children: \"query_namespaces\"\n }), \" method accepts most of the same arguments as \", _jsx(_components.code, {\n children: \"query\"\n }), \" with the addition of a required \", _jsx(_components.code, {\n children: \"namespaces\"\n }), \" parameter.\"]\n }), \"\\n\", _jsx(Heading, {\n level: \"3\",\n id: \"python-sdk-without-grpc\",\n children: \"Python SDK without gRPC\"\n }), \"\\n\", _jsxs(_components.p, {\n children: [\"When using the Python SDK without gRPC extras, to get good performance, it is important to set values for the \", _jsx(_components.code, {\n children: \"pool_threads\"\n }), \" and \", _jsx(_components.code, {\n children: \"connection_pool_maxsize\"\n }), \" properties on the index client. 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collections","description":null,"href":"/guides/indexes/understanding-backups-and-collections"},{"title":"Back up an index","description":null,"href":"/guides/indexes/back-up-an-index"},{"title":"Restore an index","description":null,"href":"/guides/indexes/restore-an-index"}]},{"title":"Delete an index","description":null,"href":"/guides/indexes/delete-an-index"},{"title":"Prevent index deletion","description":null,"href":"/guides/indexes/prevent-index-deletion"},{"title":"Tag an index","description":null,"href":"/guides/indexes/tag-an-index"},{"title":"Use namespaces","description":null,"href":"/guides/indexes/use-namespaces"},{"title":"Configure an index","description":null,"href":"/guides/indexes/configure-an-index"},{"title":"Choose a pod type and size","description":null,"href":"/guides/indexes/choose-a-pod-type-and-size"},{"title":"Scale pod-based indexes","description":null,"href":"/guides/indexes/scale-pod-based-indexes"}]},{"group":"Data","pages":[{"title":"Upsert data","description":null,"href":"/guides/data/upsert-data"},{"title":"Query data","description":null,"href":"/guides/data/query-data"},{"title":"Fetch data","description":null,"href":"/guides/data/fetch-data"},{"title":"Update data","description":null,"href":"/guides/data/update-data"},{"title":"Delete data","description":null,"href":"/guides/data/delete-data"},{"group":"Import data","pages":[{"title":"Understanding imports","description":null,"href":"/guides/data/understanding-imports"},{"title":"Import data","description":null,"href":"/guides/data/import-data"}]},{"title":"List record IDs","description":null,"href":"/guides/data/list-record-ids"},{"title":"Target an index","description":null,"href":"/guides/data/target-an-index"},{"title":"Understanding metadata","description":null,"href":"/guides/data/understanding-metadata"},{"title":"Manage RAG documents","description":null,"href":"/guides/data/manage-rag-documents"},{"group":"Data freshness","pages":[{"title":"Understanding data freshness","description":null,"href":"/guides/data/data-freshness/understanding-data-freshness"},{"title":"Check data freshness","description":null,"href":"/guides/data/data-freshness/check-data-freshness"}]},{"group":"Hybrid search and sparse vectors","pages":[{"title":"Understanding hybrid search","description":null,"href":"/guides/data/understanding-hybrid-search"},{"title":"Encode sparse vectors","description":null,"href":"/guides/data/encode-sparse-vectors"},{"title":"Upsert sparse-dense vectors","description":null,"href":"/guides/data/upsert-sparse-dense-vectors"},{"title":"Query sparse-dense vectors","description":null,"href":"/guides/data/query-sparse-dense-vectors"}]}]},{"group":"Inference","pages":[{"title":"Understanding Pinecone Inference","description":null,"href":"/guides/inference/understanding-inference"},{"title":"Generate embeddings","description":null,"href":"/guides/inference/generate-embeddings"},{"title":"Rerank documents","description":null,"href":"/guides/inference/rerank"}]},{"group":"Assistant","pages":[{"title":"Understanding Pinecone Assistant","description":null,"href":"/guides/assistant/understanding-assistant"},{"title":"Create an assistant","description":null,"mode":"wide","href":"/guides/assistant/create-assistant"},{"title":"Upload a file to an assistant","description":null,"sidebarTitle":"Upload a file","href":"/guides/assistant/upload-file"},{"title":"Chat with an assistant","description":null,"href":"/guides/assistant/chat-with-assistant"},{"title":"Manage assistants","description":null,"href":"/guides/assistant/manage-assistants"},{"title":"Manage files","description":null,"href":"/guides/assistant/manage-files"},{"group":"Evaluate answers","pages":[{"title":"Understanding evaluation","description":null,"href":"/guides/assistant/understanding-evaluation"},{"title":"Evaluate answers","description":null,"mode":"wide","href":"/guides/assistant/evaluate-answers"}]},{"group":"Retrieve context snippets","pages":[{"title":"Understanding context snippets","description":null,"href":"/guides/assistant/understanding-context-snippets"},{"title":"Retrieve context snippets","description":null,"mode":"wide","href":"/guides/assistant/retrieve-context-snippets"}]}]},{"group":"Operations","pages":[{"title":"Local development with Pinecone Local","description":null,"sidebarTitle":"Local development","href":"/guides/operations/local-development"},{"title":"CI/CD with Pinecone Local and GitHub Actions","description":null,"sidebarTitle":"Automated testing","href":"/guides/operations/automated-testing"},{"title":"Move to production","description":null,"href":"/guides/operations/move-to-production"},{"title":"Performance tuning","description":null,"href":"/guides/operations/performance-tuning"},{"group":"Security","pages":[{"title":"Understanding security","description":null,"href":"/guides/operations/understanding-security"},{"title":"Configure SSO with Okta","description":null,"href":"/guides/organizations/configure-single-sign-on/okta"},{"title":"Configure customer-managed encryption keys","description":null,"sidebarTitle":"Configure CMEK","href":"/guides/operations/configure-cmek"},{"title":"Connect to AWS PrivateLink","description":null,"href":"/guides/operations/connect-to-aws-privatelink"}]},{"group":"Integrate with cloud storage","pages":[{"title":"Manage storage integrations","description":null,"href":"/guides/operations/integrations/manage-storage-integrations"},{"title":"Integrate with Amazon S3","description":null,"icon":"aws","href":"/guides/operations/integrations/integrate-with-amazon-s3"}]},{"title":"Monitoring","description":null,"href":"/guides/operations/monitoring"}]},{"group":"Organizations","pages":[{"title":"Understanding organizations","description":null,"href":"/guides/organizations/understanding-organizations"},{"group":"Manage billing","pages":[{"title":"Change your billing plan","description":null,"href":"/guides/organizations/manage-billing/changing-your-billing-plan"},{"title":"Set up billing through AWS Marketplace","description":null,"icon":"aws","href":"/guides/organizations/manage-billing/setting-up-billing-through-aws-marketplace"},{"title":"Set up billing through Azure Marketplace","description":null,"icon":"microsoft","href":"/guides/organizations/manage-billing/setting-up-billing-through-azure-marketplace"},{"title":"Set up billing through GCP Marketplace","description":null,"icon":"google","href":"/guides/organizations/manage-billing/setting-up-billing-through-gcp-marketplace"},{"title":"Understanding subscription status","description":null,"href":"/guides/organizations/manage-billing/understanding-subscription-status"}]},{"group":"Manage cost","pages":[{"title":"Understanding cost","description":null,"href":"/guides/organizations/manage-cost/understanding-cost"},{"title":"Monitor your usage","description":null,"href":"/guides/organizations/manage-cost/monitor-your-usage"},{"title":"Manage cost","description":null,"href":"/guides/organizations/manage-cost/manage-cost"}]},{"title":"Manage organization members","description":null,"href":"/guides/organizations/manage-organization-members"}]},{"group":"Projects","pages":[{"title":"Understanding projects","description":null,"href":"/guides/projects/understanding-projects"},{"title":"Create a project","description":null,"mode":"wide","href":"/guides/projects/create-a-project"},{"title":"Manage API keys","description":null,"href":"/guides/projects/manage-api-keys"},{"title":"Manage project members","description":null,"href":"/guides/projects/manage-project-members"},{"title":"Rename a project","description":null,"mode":"wide","href":"/guides/projects/rename-a-project"}]},{"group":"APIs","pages":[{"title":"API reference","description":null,"sidebarTitle":"Introduction","href":"/reference/api/introduction"},{"title":"Authentication","description":null,"href":"/reference/api/authentication"},{"title":"Errors","description":null,"href":"/reference/api/errors"},{"title":"API versioning","description":null,"sidebarTitle":"Versioning","href":"/reference/api/versioning"}]},{"group":"Database","version":"2024-10 (latest)","pages":[{"group":"Indexes","pages":[{"title":"List indexes","description":"This operation returns a list of all indexes in a project.","openapi":"control_2024-10 get /indexes","href":"/reference/api/2024-10/control-plane/list_indexes"},{"title":"Create an index","description":"This operation deploys a Pinecone index. This is where you specify the measure of similarity, the dimension of vectors to be stored in the index, which cloud provider you would like to deploy with, and more.\n \nFor guidance and examples, see [Create an index](https://docs.pinecone.io/guides/indexes/create-an-index#create-a-serverless-index).\n","openapi":"control_2024-10 post /indexes","href":"/reference/api/2024-10/control-plane/create_index"},{"title":"Describe an index","description":"Get a description of an index.","openapi":"control_2024-10 get /indexes/{index_name}","href":"/reference/api/2024-10/control-plane/describe_index"},{"title":"Delete an index","description":"This operation deletes an existing index.","openapi":"control_2024-10 delete /indexes/{index_name}","href":"/reference/api/2024-10/control-plane/delete_index"},{"title":"Configure an index","description":"This operation configures an existing index. \n\nFor serverless indexes, you can configure only index deletion protection and tags. For pod-based indexes, you can configure the pod size, number of replicas, tags, and index deletion protection. \n\nIt is not possible to change the pod type of a pod-based index. However, you can create a collection from a pod-based index and then [create a new pod-based index with a different pod type](http://docs.pinecone.io/guides/indexes/create-an-index#create-an-index-from-a-collection) from the collection. For guidance and examples, see [Configure an index](http://docs.pinecone.io/guides/indexes/configure-an-index).","openapi":"control_2024-10 patch /indexes/{index_name}","href":"/reference/api/2024-10/control-plane/configure_index"},{"title":"Get index stats","description":"The `describe_index_stats` operation returns statistics about the contents of an index, including the vector count per namespace, the number of dimensions, and the index fullness.\n\nServerless indexes scale automatically as needed, so index fullness is relevant only for pod-based indexes.","openapi":"data_2024-10 post /describe_index_stats","href":"/reference/api/2024-10/data-plane/describeindexstats"}]},{"group":"Vectors","pages":[{"title":"Upsert vectors","description":"The `upsert` operation writes vectors into a namespace. If a new value is upserted for an existing vector ID, it will overwrite the previous value.\n\nFor guidance and examples, see [Upsert data](https://docs.pinecone.io/guides/data/upsert-data).","openapi":"data_2024-10 post /vectors/upsert","href":"/reference/api/2024-10/data-plane/upsert"},{"title":"Query vectors","description":"The `query` operation searches a namespace, using a query vector. It retrieves the ids of the most similar items in a namespace, along with their similarity scores.\n\nFor guidance and examples, see [Query data](https://docs.pinecone.io/guides/data/query-data).","openapi":"data_2024-10 post /query","href":"/reference/api/2024-10/data-plane/query"},{"title":"Fetch vectors","description":"The `fetch` operation looks up and returns vectors, by ID, from a single namespace. The returned vectors include the vector data and/or metadata.\n\nFor guidance and examples, see [Fetch data](https://docs.pinecone.io/guides/data/fetch-data).","openapi":"data_2024-10 get /vectors/fetch","href":"/reference/api/2024-10/data-plane/fetch"},{"title":"Update a vector","description":"The `update` operation updates a vector in a namespace. If a value is included, it will overwrite the previous value. If a `set_metadata` is included, the values of the fields specified in it will be added or overwrite the previous value.\n\nFor guidance and examples, see [Update data](https://docs.pinecone.io/guides/data/update-data).","openapi":"data_2024-10 post /vectors/update","href":"/reference/api/2024-10/data-plane/update"},{"title":"Delete vectors","description":"The `delete` operation deletes vectors, by id, from a single namespace.\n\nFor guidance and examples, see [Delete data](https://docs.pinecone.io/guides/data/delete-data).","openapi":"data_2024-10 post /vectors/delete","href":"/reference/api/2024-10/data-plane/delete"},{"title":"List vector IDs","description":"The `list` operation lists the IDs of vectors in a single namespace of a serverless index. An optional prefix can be passed to limit the results to IDs with a common prefix.\n\nBy default, `list` returns up to 100 IDs per page in sorted order (bitwise \"C\" collation). If the `limit` parameter is set, `list` returns up to that number of IDs instead. Whenever there are additional IDs to return, the response also includes a `pagination_token` that you can use to get the next batch of IDs. When the response does not include a `pagination_token`, there are no more IDs to return.\n\nFor guidance and examples, see [List record IDs](https://docs.pinecone.io/guides/data/list-record-ids).\n\n**Note:** `list_vectors` is supported only for serverless indexes.","openapi":"data_2024-10 get /vectors/list","href":"/reference/api/2024-10/data-plane/list"}]},{"group":"Imports","pages":[{"title":"Start import","description":"The `start_import` operation starts an asynchronous import of vectors from object storage into an index. \n\nFor guidance and examples, see [Import data](https://docs.pinecone.io/guides/data/import-data).","openapi":"data_2024-10 post /bulk/imports","href":"/reference/api/2024-10/data-plane/start_import"},{"title":"List imports","description":"The `list_imports` operation lists all recent and ongoing import operations. \n\nBy default, `list_imports` returns up to 100 imports per page. If the `limit` parameter is set, `list` returns up to that number of imports instead. Whenever there are additional IDs to return, the response also includes a `pagination_token` that you can use to get the next batch of imports. When the response does not include a `pagination_token`, there are no more imports to return.\n\nFor guidance and examples, see [Import data](https://docs.pinecone.io/guides/data/import-data).","openapi":"data_2024-10 get /bulk/imports","href":"/reference/api/2024-10/data-plane/list_imports"},{"title":"Describe an import","description":"The `describe_import` operation returns details of a specific import operation. \n\nFor guidance and examples, see [Import data](https://docs.pinecone.io/guides/data/import-data).","openapi":"data_2024-10 get /bulk/imports/{id}","href":"/reference/api/2024-10/data-plane/describe_import"},{"title":"Cancel an import","description":"The `cancel_import` operation cancels an import operation if it is not yet finished. It has no effect if the operation is already finished. \n\nFor guidance and examples, see [Import data](https://docs.pinecone.io/guides/data/import-data).","openapi":"data_2024-10 delete /bulk/imports/{id}","href":"/reference/api/2024-10/data-plane/cancel_import"}]},{"group":"Backups","pages":[{"title":"List collections","description":"This operation returns a list of all collections in a project.\nServerless indexes do not support collections.\n","openapi":"control_2024-07 get /collections","href":"/reference/api/2024-07/control-plane/list_collections"},{"title":"Create a collection","description":"This operation creates a Pinecone collection.\n \nServerless indexes do not support collections.\n","openapi":"control_2024-07 post /collections","href":"/reference/api/2024-07/control-plane/create_collection"},{"title":"Describe a collection","description":"This operation gets a description of a collection.\nServerless indexes do not support collections.\n","openapi":"control_2024-07 get /collections/{collection_name}","href":"/reference/api/2024-07/control-plane/describe_collection"},{"title":"Delete a collection","description":"This operation deletes an existing collection.\nServerless indexes do not support collections.\n","openapi":"control_2024-07 delete /collections/{collection_name}","href":"/reference/api/2024-07/control-plane/delete_collection"}]}]},{"group":"Database","version":"2024-07","pages":[{"group":"Indexes","pages":[{"title":"List indexes","description":"This operation returns a list of all indexes in a project.","openapi":"control_2024-10 get /indexes","href":"/reference/api/2024-10/control-plane/list_indexes"},{"title":"Create an index","description":"This operation deploys a Pinecone index. This is where you specify the measure of similarity, the dimension of vectors to be stored in the index, which cloud provider you would like to deploy with, and more.\n \nFor guidance and examples, see [Create an index](https://docs.pinecone.io/guides/indexes/create-an-index#create-a-serverless-index).\n","openapi":"control_2024-10 post /indexes","href":"/reference/api/2024-10/control-plane/create_index"},{"title":"Describe an index","description":"Get a description of an index.","openapi":"control_2024-10 get /indexes/{index_name}","href":"/reference/api/2024-10/control-plane/describe_index"},{"title":"Delete an index","description":"This operation deletes an existing index.","openapi":"control_2024-10 delete /indexes/{index_name}","href":"/reference/api/2024-10/control-plane/delete_index"},{"title":"Configure an index","description":"This operation configures an existing index. \n\nFor serverless indexes, you can configure only index deletion protection and tags. For pod-based indexes, you can configure the pod size, number of replicas, tags, and index deletion protection. \n\nIt is not possible to change the pod type of a pod-based index. However, you can create a collection from a pod-based index and then [create a new pod-based index with a different pod type](http://docs.pinecone.io/guides/indexes/create-an-index#create-an-index-from-a-collection) from the collection. For guidance and examples, see [Configure an index](http://docs.pinecone.io/guides/indexes/configure-an-index).","openapi":"control_2024-10 patch /indexes/{index_name}","href":"/reference/api/2024-10/control-plane/configure_index"},{"title":"Get index stats","description":"The `describe_index_stats` operation returns statistics about the contents of an index, including the vector count per namespace, the number of dimensions, and the index fullness.\n\nServerless indexes scale automatically as needed, so index fullness is relevant only for pod-based indexes.","openapi":"data_2024-10 post /describe_index_stats","href":"/reference/api/2024-10/data-plane/describeindexstats"}]},{"group":"Vectors","pages":[{"title":"Upsert vectors","description":"The `upsert` operation writes vectors into a namespace. If a new value is upserted for an existing vector ID, it will overwrite the previous value.\n\nFor guidance and examples, see [Upsert data](https://docs.pinecone.io/guides/data/upsert-data).","openapi":"data_2024-07 post /vectors/upsert","href":"/reference/api/2024-07/data-plane/upsert"},{"title":"Query vectors","description":"The `query` operation searches a namespace, using a query vector. It retrieves the ids of the most similar items in a namespace, along with their similarity scores.\n\nFor guidance and examples, see [Query data](https://docs.pinecone.io/guides/data/query-data).","openapi":"data_2024-07 post /query","href":"/reference/api/2024-07/data-plane/query"},{"title":"Fetch vectors","description":"The `fetch` operation looks up and returns vectors, by ID, from a single namespace. The returned vectors include the vector data and/or metadata.\n\nFor guidance and examples, see [Fetch data](https://docs.pinecone.io/guides/data/fetch-data).","openapi":"data_2024-07 get /vectors/fetch","href":"/reference/api/2024-07/data-plane/fetch"},{"title":"Update a vector","description":"The `update` operation updates a vector in a namespace. If a value is included, it will overwrite the previous value. If a `set_metadata` is included, the values of the fields specified in it will be added or overwrite the previous value.\n\nFor guidance and examples, see [Update data](https://docs.pinecone.io/guides/data/update-data).","openapi":"data_2024-07 post /vectors/update","href":"/reference/api/2024-07/data-plane/update"},{"title":"Delete vectors","description":"The `delete` operation deletes vectors, by id, from a single namespace.\n\nFor guidance and examples, see [Delete data](https://docs.pinecone.io/guides/data/delete-data).","openapi":"data_2024-07 post /vectors/delete","href":"/reference/api/2024-07/data-plane/delete"},{"title":"List vector IDs","description":"The `list` operation lists the IDs of vectors in a single namespace of a serverless index. An optional prefix can be passed to limit the results to IDs with a common prefix.\n\n`list` returns up to 100 IDs at a time by default in sorted order (bitwise \"C\" collation). If the `limit` parameter is set, `list` returns up to that number of IDs instead. Whenever there are additional IDs to return, the response also includes a `pagination_token` that you can use to get the next batch of IDs. When the response does not include a `pagination_token`, there are no more IDs to return.\n\nFor guidance and examples, see [List record IDs](https://docs.pinecone.io/guides/data/list-record-ids).\n\n**Note:** `list` is supported only for serverless indexes.","openapi":"data_2024-07 get /vectors/list","href":"/reference/api/2024-07/data-plane/list"}]},{"group":"Backups","pages":[{"title":"List collections","description":"This operation returns a list of all collections in a project.\nServerless indexes do not support collections.\n","openapi":"control_2024-07 get /collections","href":"/reference/api/2024-07/control-plane/list_collections"},{"title":"Create a collection","description":"This operation creates a Pinecone collection.\n \nServerless indexes do not support collections.\n","openapi":"control_2024-07 post /collections","href":"/reference/api/2024-07/control-plane/create_collection"},{"title":"Describe a collection","description":"This operation gets a description of a collection.\nServerless indexes do not support collections.\n","openapi":"control_2024-07 get /collections/{collection_name}","href":"/reference/api/2024-07/control-plane/describe_collection"},{"title":"Delete a collection","description":"This operation deletes an existing collection.\nServerless indexes do not support collections.\n","openapi":"control_2024-07 delete /collections/{collection_name}","href":"/reference/api/2024-07/control-plane/delete_collection"}]}]},{"group":"Database","version":"2024-04","pages":[{"group":"Indexes","pages":[{"title":"List indexes","description":"This operation returns a list of all indexes in a project.","openapi":"control_2024-04 get /indexes","href":"/reference/api/2024-04/control-plane/list_indexes"},{"title":"Create an index","description":"This operation deploys a Pinecone index. This is where you specify the measure of similarity, the dimension of vectors to be stored in the index, which cloud provider you would like to deploy with, and more.\n\nFor guidance and examples, see [Create an index](https://docs.pinecone.io/guides/indexes/create-an-index#create-a-serverless-index).\n","openapi":"control_2024-04 post /indexes","href":"/reference/api/2024-04/control-plane/create_index"},{"title":"Describe an index","description":"Get a description of an index.","openapi":"control_2024-04 get /indexes/{index_name}","href":"/reference/api/2024-04/control-plane/describe_index"},{"title":"Delete an index","description":"This operation deletes an existing index.","openapi":"control_2024-04 delete /indexes/{index_name}","href":"/reference/api/2024-04/control-plane/delete_index"},{"title":"Configure an index","description":"This operation configures the pod size and number of replicas for a pod-based index.\n\nIt is not possible to change the pod type of an index. However, you can create a collection from an index and then [create a new index with a different pod type](http://docs.pinecone.io/guides/indexes/create-an-index#create-an-index-from-a-collection) from the collection.","openapi":"control_2024-04 patch /indexes/{index_name}","href":"/reference/api/2024-04/control-plane/configure_index"},{"title":"Get index stats","description":"The `describe_index_stats` operation returns statistics about the contents of an index, including the vector count per namespace, the number of dimensions, and the index fullness.\n\nServerless indexes scale automatically as needed, so index fullness is relevant only for pod-based indexes.","openapi":"data_2024-04 post /describe_index_stats","href":"/reference/api/2024-04/data-plane/describeindexstats"}]},{"group":"Vectors","pages":[{"title":"Upsert vectors","description":"The `upsert` operation writes vectors into a namespace. If a new value is upserted for an existing vector ID, it will overwrite the previous value.\n\nFor guidance and examples, see [Upsert data](https://docs.pinecone.io/guides/data/upsert-data).","openapi":"data_2024-04 post /vectors/upsert","href":"/reference/api/2024-04/data-plane/upsert"},{"title":"Query vectors","description":"The `query` operation searches a namespace, using a query vector. It retrieves the ids of the most similar items in a namespace, along with their similarity scores.\n\nFor guidance and examples, see [Query data](https://docs.pinecone.io/guides/data/query-data).","openapi":"data_2024-04 post /query","href":"/reference/api/2024-04/data-plane/query"},{"title":"Fetch vectors","description":"The `fetch` operation looks up and returns vectors, by ID, from a single namespace. The returned vectors include the vector data and/or metadata.\n\nFor guidance and examples, see [Fetch data](https://docs.pinecone.io/guides/data/fetch-data).","openapi":"data_2024-04 get /vectors/fetch","href":"/reference/api/2024-04/data-plane/fetch"},{"title":"Update a vector","description":"The `update` operation updates a vector in a namespace. If a value is included, it will overwrite the previous value. If a `set_metadata` is included, the values of the fields specified in it will be added or overwrite the previous value.\n\nFor guidance and examples, see [Update data](https://docs.pinecone.io/guides/data/update-data).","openapi":"data_2024-04 post /vectors/update","href":"/reference/api/2024-04/data-plane/update"},{"title":"Delete vectors","description":"The `delete` operation deletes vectors, by id, from a single namespace.\n\nFor guidance and examples, see [Delete data](https://docs.pinecone.io/guides/data/delete-data).","openapi":"data_2024-04 post /vectors/delete","href":"/reference/api/2024-04/data-plane/delete"},{"title":"List vector IDs","description":"The `list` operation lists the IDs of vectors in a single namespace of a serverless index. An optional prefix can be passed to limit the results to IDs with a common prefix.\n\n`list` returns up to 100 IDs at a time by default in sorted order (bitwise \"C\" collation). If the `limit` parameter is set, `list` returns up to that number of IDs instead. Whenever there are additional IDs to return, the response also includes a `pagination_token` that you can use to get the next batch of IDs. When the response does not include a `pagination_token`, there are no more IDs to return.\n\nFor guidance and examples, see [List record IDs](https://docs.pinecone.io/guides/data/list-record-ids).\n\n**Note:** `list` is supported only for serverless indexes.","openapi":"data_2024-04 get /vectors/list","href":"/reference/api/2024-04/data-plane/list"}]},{"group":"Backups","pages":[{"title":"List collections","description":"This operation returns a list of all collections in a project.\n\nServerless indexes do not support collections.\n","openapi":"control_2024-04 get /collections","href":"/reference/api/2024-04/control-plane/list_collections"},{"title":"Create a collection","description":"This operation creates a Pinecone collection.\n\nServerless indexes do not support collections.\n","openapi":"control_2024-04 post /collections","href":"/reference/api/2024-04/control-plane/create_collection"},{"title":"Describe a collection","description":"This operation gets a description of a collection.\n\nServerless indexes do not support collections.\n","openapi":"control_2024-04 get /collections/{collection_name}","href":"/reference/api/2024-04/control-plane/describe_collection"},{"title":"Delete a collection","description":"This operation deletes an existing collection.\n\nServerless indexes do not support collections.\n","openapi":"control_2024-04 delete /collections/{collection_name}","href":"/reference/api/2024-04/control-plane/delete_collection"}]}]},{"group":"Inference","version":"2024-10 (latest)","pages":[{"group":"Embed","pages":[{"title":"Embed data","description":"Generate embeddings for input data.\n\nFor guidance and examples, see [Generate embeddings](https://docs.pinecone.io/guides/inference/generate-embeddings).","openapi":"inference_2024-10 post /embed","href":"/reference/api/2024-10/inference/generate-embeddings"}]},{"group":"Rerank","pages":[{"title":"Rerank documents","description":"Rerank documents according to their relevance to a query.\n\nFor guidance and examples, see [Rerank documents](https://docs.pinecone.io/guides/inference/rerank).","openapi":"inference_2024-10 post /rerank","href":"/reference/api/2024-10/inference/rerank"}]}]},{"group":"Inference","version":"2024-07","pages":[{"group":"Embed","pages":[{"title":"Embed data","description":"Generate embeddings for input data.\n\nFor guidance and examples, see [Generate embeddings](https://docs.pinecone.io/guides/inference/generate-embeddings).","openapi":"inference_2024-10 post /embed","href":"/reference/api/2024-10/inference/generate-embeddings"}]}]},{"group":"Assistant","pages":[{"group":"Assistants","pages":[{"title":"List assistants","description":"This operation returns a list of all assistants in a project.","openapi":"assistant-control_unstable GET /assistant/assistants","href":"/reference/api/assistant/list_assistants"},{"title":"Create an assistant","description":"The `create_assistant` endpoint [creates a Pinecone Assistant](https://docs.pinecone.io/guides/assistant/create-assistant). 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/* top: 0; */\n}\n\n#sidebar-content {\n padding-left: 2rem;\n}\n\n/* Sidebar headings and link color */\n#sidebar-content h5,\n#sidebar a {\n color: #121142;\n}\n\n/* Sidebar Introduction link */\n#sidebar\u003ediv\u003eul\u003ediv:first-of-type\u003eli:only-of-type {\n margin-left: 0;\n}\n\n#sidebar\u003ediv\u003eul\u003ediv:first-of-type\u003eli:only-of-type\u003ea {\n font-weight: 600;\n}\n\n/* Nav items */\n#navigation-items\u003ediv\u003eul\u003eli {\n margin-left: 0.75rem;\n}\n\n/* Selected nav items */\n#navigation-items\u003ediv\u003eul\u003eli a.font-semibold {\n color: #1B17F5;\n font-weight: 400;\n background-color: #3C72FF0A;\n}\n\n/* Main content area */\n/* main \u003e div:first-of-type \u003e div:last-of-type \u003e div:first-of-type {\n display: flex;\n} */\n@media screen and (min-width: 1024px) {\n #content-area\u003ediv:first-child:not(#header)\u003ediv.relative.w-full.flex.items-center.justify-center:first-child {\n margin-top: 7rem\n }\n}\n\n\n/* Content container */\n/* #content-container {\n padding-left: 3.5rem !important;\n} */\n#content-container\u003ediv {\n padding-top: 10rem;\n}\n\n@media (min-width: 1024px) {\n #content-container\u003ediv {\n gap: 3rem;\n }\n\n #content-container #table-of-contents {\n padding-left: 0;\n }\n}\n\n/* Title eyebrow */\n#header .eyebrow {\n text-transform: uppercase;\n color: #121142;\n font-size: 0.625rem;\n letter-spacing: 1px;\n line-height: 160%;\n}\n\n/* Hide empty eyebrow */\n#header .eyebrow:empty {\n display: none;\n}\n\n/* Title container */\n#header\u003ediv:first-of-type\u003ediv:nth-of-type(2) {\n margin-top: 0;\n}\n\n/* Title */\n#header h1 {\n color: #121142;\n}\n\n/* Article text */\n.prose h2,\n.prose h3,\n.prose h4,\n.prose p {\n color: #121142;\n}\n\n.prose a {\n color: #1B17F5;\n font-weight: 400;\n}\n\n/* Overwrite tailwind max-width */\n.max-w-8xl {\n max-width: 94.5rem;\n}\n\n.card {\n box-shadow: none;\n border: 1px solid #D8DDDF;\n border-radius: 0.25rem;\n transition: box-shadow 0.3s ease;\n}\n\n.card:hover {\n box-shadow: 0px 5px 5px -3px rgba(163, 169, 175, 0.20), 0px 8px 10px 1px rgba(163, 169, 175, 0.14), 0px 3px 14px 2px rgba(163, 169, 175, 0.12);\n border: 1px solid #D8DDDF !important;\n}\n\n.card\u003ediv {\n padding: 1.5rem;\n}\n\n.card h2,\n.example-card h2 {\n font-size: 1.25rem;\n}\n\n.card p,\n.example-card p {\n margin-top: 0.625rem;\n font-size: 0.875rem;\n color: #121142;\n}\n\n.card .eyebrow {\n font-size: 0.625rem;\n text-transform: uppercase;\n line-height: 160%;\n letter-spacing: 1px;\n}\n\n.card .integration-logo {\n width: 3.125rem;\n height: 3.125rem;\n display: flex;\n justify-content: center;\n align-items: center;\n}\n\n.card-grid {\n display: grid;\n gap: 1.5rem;\n}\n\n@media (min-width: 640px) {\n .card-grid {\n grid-template-columns: 1fr 1fr;\n }\n}\n\n@media (min-width: 1024px) {\n .card-grid {\n grid-template-columns: 1fr 1fr 1fr;\n }\n}\n\n.example-card {\n box-shadow: none;\n border: 1px solid #D8DDDF;\n border-radius: 0.25rem;\n transition: box-shadow 0.3s ease;\n padding: 1.5rem;\n display: flex;\n flex-direction: column;\n flex-grow: 1;\n background-color: #fff;\n}\n\n.example-card .arrow {\n margin-left: auto;\n margin-top: auto;\n opacity: 0;\n transition: opacity 0.3s ease;\n}\n\n.example-card:hover .arrow {\n opacity: 1;\n}\n\n.example-card:hover {\n box-shadow: 0px 5px 5px -3px rgba(163, 169, 175, 0.20), 0px 8px 10px 1px rgba(163, 169, 175, 0.14), 0px 3px 14px 2px rgba(163, 169, 175, 0.12);\n border: 1px solid #D8DDDF !important;\n}\n\n.example-card .tags {\n display: flex;\n flex-wrap: wrap;\n gap: 0.75rem;\n margin-top: 1.5rem;\n}\n\n.example-card .card-tag {\n border-radius: 1rem;\n background-color: rgba(115, 143, 171, 0.08);\n color: #121142;\n font-size: 0.8125rem;\n line-height: 138%;\n letter-spacing: 0.16px;\n padding: 0.1875rem 0.375rem;\n display: flex;\n gap: 0.375rem;\n align-items: center;\n}\n\n.example-card .vectors {\n color: #72788D;\n display: flex;\n flex-wrap: wrap;\n justify-content: space-between;\n gap: 1rem;\n font-size: 0.875rem;\n line-height: 150%;\n letter-spacing: 0.15px;\n padding-top: 2.875rem;\n margin-top: auto;\n}\n\n.examples-h2 {\n font-size: 1.25rem;\n margin-bottom: 1.5rem;\n}\n\n/* Integrations */\n#integrations-banner {\n position: relative;\n margin-top: 7rem;\n height: 12.75rem;\n display: flex;\n flex-direction: column;\n justify-content: center;\n align-items: center;\n overflow: hidden;\n /* background: url('https://mintlify.s3-us-west-1.amazonaws.com/pinecone-2/images/background.png') no-repeat center center; */\n background-size: 90%;\n background-color: rgb(251, 251, 252);\n text-align: center;\n border-bottom: 1px solid #e2e5e7;\n}\n\n#integrations-banner h1 {\n color: #000000;\n font-size: 3rem;\n}\n\n#integrations-banner p {\n color: #000000;\n font-size: 1.25rem;\n opacity: 0.7;\n margin-top: 0.5rem;\n}\n\n/* Integrations related articles */\n#related-articles {\n display: flex;\n flex-direction: column;\n width: 100%;\n}\n\n#related-articles h2 {\n color: #121142;\n font-size: 1.25rem;\n font-weight: 600;\n letter-spacing: 0.15px;\n line-height: 150%;\n margin-bottom: 1rem;\n}\n\n#related-articles a {\n padding: 1.0625rem 0;\n display: flex;\n align-items: flex-start;\n justify-content: space-between;\n gap: 1rem;\n color: #121142;\n font-size: 0.875rem;\n line-height: 150%;\n letter-spacing: 0.15px;\n}\n\n#related-articles a:not(:last-of-type) {\n border-bottom: 1px solid #D8DDDF;\n}\n\n#related-articles a:hover {\n opacity: 0.7;\n}\n\n#related-articles a\u003esvg {\n flex-shrink: 0;\n}\n\n/* Integrations back button */\n#back-button {\n display: flex;\n gap: 0.5rem;\n align-items: center;\n color: #121142 !important;\n font-size: 0.875rem;\n line-height: 150%;\n letter-spacing: 0.15px;\n margin-bottom: 1.5rem;\n}\n\n#back-button:hover {\n opacity: 0.7;\n}\n\n#back-button\u003esvg {\n flex-shrink: 0;\n}\n\n/* Sample apps */\n\n.sample-app {\n color: #121142;\n}\n\n.sample-app h2 {\n font-size: 2.125rem;\n font-weight: 600;\n line-height: 123.5%;\n letter-spacing: 0.25px;\n}\n\n.sample-app h2:not(:first-of-type) {\n margin: 4rem 0 0 0;\n}\n\n.sample-app h2:first-of-type {\n margin: 0;\n}\n\n.sample-app h3 {\n font-size: 1.25rem;\n font-weight: 600;\n line-height: 150%;\n letter-spacing: 0.15px;\n margin: 3rem 0 0 0;\n}\n\n.sample-app h4 {\n font-size: 0.875rem;\n font-weight: 700;\n line-height: 150%;\n letter-spacing: 0.15px;\n margin: 3rem 0 0 0;\n}\n\n.sample-app p,\n.sample-app ul {\n margin: 1.5rem 0 0 0;\n font-size: 0.875rem;\n list-style-type: disc;\n}\n\n.sample-app li::before {\n display: none;\n}\n\n.sample-app li {\n padding-left: 0 !important;\n margin-left: 1.25rem;\n}\n\n.sample-app li::marker {\n color: #121142;\n}\n\n.sample-app-heading {\n display: flex;\n flex-direction: column;\n align-items: center;\n text-align: center;\n}\n\n.sample-app-heading .eyebrow {\n color: #121142;\n font-size: 0.625rem;\n line-height: 160%;\n letter-spacing: 1px;\n text-transform: uppercase;\n}\n\n.sample-app-heading h1 {\n color: #121142;\n margin: 0.5rem 0 0 0;\n font-size: 2.125rem;\n font-weight: 600;\n line-height: 123.5%;\n letter-spacing: 0.25px;\n}\n\n.sample-app-heading p {\n color: #121142;\n margin: 0.5rem 0 1.5rem 0;\n font-size: 1.25rem;\n font-weight: 600;\n line-height: 150%;\n letter-spacing: 0.15px;\n}\n\n/* Sample apps content area with sidebar */\n.sample-app-split {\n display: flex;\n flex-direction: column;\n gap: 3rem;\n}\n\n.sample-app-split .sidebar a:not(.connect-with-pinecone) {\n font-size: 0.875rem;\n color: #121142;\n border-bottom: none;\n}\n\n.sample-app-split .toc-list {\n display: flex;\n flex-direction: column;\n gap: 1rem;\n}\n\n.sample-app-split .toc-list a.bold {\n font-weight: 700;\n margin-top: 0.5rem;\n}\n\n.sample-app-split\u003e.content.no-margin\u003ep:first-of-type {\n margin-top: 0 !important;\n}\n\n.connect-with-pinecone {\n border: 1px solid rgba(115, 143, 171, 0.50);\n border-radius: 0.25rem;\n padding: 0.5rem 1rem;\n display: inline-flex;\n align-items: center;\n gap: 0.5rem;\n font-size: 0.875rem;\n font-weight: 500;\n line-height: 1.5rem;\n letter-spacing: 0.4px;\n color: #121142 !important;\n text-decoration: none;\n align-self: flex-start;\n}\n\n@media (min-width: 1280px) {\n .sample-app-split {\n flex-direction: row;\n }\n\n .sample-app-split .content {\n overflow-x: auto;\n }\n\n .sample-app-split .sidebar {\n width: 20.625rem;\n flex-shrink: 0;\n }\n}\n\n/* Hacky codeblock targeting */\ndiv[class*=\"bg-codeblock\"].relative {\n background: #121142;\n border-radius: 0.25rem;\n}\n\np\u003ecode {\n font-size: 0.75rem;\n line-height: 150%;\n letter-spacing: 0.5px;\n border-radius: 0.25rem;\n padding: 0.125rem 0.5rem;\n background-color: rgba(115, 143, 171, 0.08);\n color: #030080;\n border: none;\n}\n\ncode .api-key.set {\n color: orange;\n}\n\n.pinecone-connect-connected {\n width: 100%;\n max-width: 31.25rem;\n background-color: rgb(255, 255, 255);\n transition: box-shadow 300ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;\n border-radius: 0.25rem;\n padding: 1.5rem;\n margin: 1.5rem 0;\n border: 1px solid rgb(224, 224, 224);\n}\n\n.pinecone-connect-connected img {\n height: 1.875rem;\n margin: 0;\n}\n\n.pinecone-connect-connected p {\n color: rgba(0, 0, 0, 0.87) !important;\n}\n\n.pinecone-connect-connected p:last-of-type {\n margin-top: 0.75rem;\n}\n\n.remove-api-key {\n display: flex;\n width: 100%;\n max-width: 31.25rem;\n margin-top: -1.25rem;\n}\n\n.remove-api-key\u003ebutton {\n font-size: 0.8125rem;\n font-weight: 500;\n color: #1d4ed8;\n margin-left: auto;\n}\n\n\n/* Model Gallery */\n\n.featured-card-container {\n position: relative;\n width: 100%;\n overflow: visible;\n overflow-x: auto;\n overflow-y: visible;\n margin-right: 0;\n /* Added to remove extra right margin */\n}\n\n.featured-model-cards {\n display: flex;\n transition: transform 1s ease-in-out;\n width: 100%;\n gap: 1rem;\n justify-content: space-between;\n overflow: visible;\n overflow-y: visible;\n margin-right: 0;\n /* Added to remove extra right margin */\n}\n\n@media (max-width: 768px) {\n .featured-model-cards {\n flex-direction: column;\n }\n}\n\n.outlined-button {\n display: flex;\n flex-direction: column;\n justify-content: center;\n align-items: center;\n width: 150px;\n height: 36px;\n padding: 4px;\n border-radius: 4px;\n border: 1px solid var(--Light-Secondary-Shades-50p, rgba(115, 143, 171, 0.5));\n color: #FFFFFF;\n text-decoration: none;\n font-size: 14px;\n letter-spacing: 0.4;\n text-align: center;\n color: #121142;\n font-weight: 500;\n transition: background-color 0.3s ease, border 0.3s ease, color 0.3s ease;\n}\n\n.outlined-button:hover {\n background-color: #3C72FF0A;\n border: 1px solid #1B17F5;\n color: #FFFFFF;\n}\n\n\n.control {\n position: absolute;\n top: 50%;\n transform: translateY(-50%);\n background-color: rgba(255, 255, 255, 0.7);\n border-radius: 50%;\n width: 40px;\n height: 40px;\n display: flex;\n align-items: center;\n justify-content: center;\n cursor: pointer;\n opacity: 0.5;\n transition: opacity 0.3s ease;\n}\n\n.control:hover {\n opacity: 1;\n}\n\n.prev-slide {\n left: 10px;\n}\n\n.next-slide {\n right: 10px;\n}\n\n.inference-text p {\n margin-top: 0rem;\n}\n\n\n/* Model page */\n.model-page-card {\n padding: 1.5rem;\n border-radius: 0.25rem;\n border: 1px solid #D8DDDF;\n background: #FFF;\n margin-bottom: 2.5rem;\n}\n\n.model-page-card-title {\n display: flex;\n flex-wrap: wrap;\n gap: 1rem;\n align-items: center;\n}\n\n.model-page-card-title\u003eh1 {\n font-size: 1.5rem;\n color: #121142;\n}\n\n.model-page-card-logo {\n width: 2.125rem;\n height: 2.125rem;\n flex-shrink: 0;\n}\n\n.model-page-card-logo\u003eimg {\n width: 100%;\n height: 100%;\n object-fit: contain;\n}\n\n.model-page-card-inference {\n border-radius: 1rem;\n border: 1px solid #D8DDDF;\n padding: 0.25rem 0.375rem 0.25rem 0.25rem;\n display: flex;\n align-items: center;\n gap: 0.375rem;\n font-size: 0.8125rem;\n}\n\n.model-page-card-stats {\n display: flex;\n gap: 1.5rem;\n flex-wrap: wrap;\n margin-top: 1rem;\n}\n\n.model-page-card-stats\u003ediv\u003espan {\n font-size: 0.625rem;\n color: #72788D;\n letter-spacing: 0.2px;\n font-weight: 500;\n}\n\n.model-page-card-stats\u003ediv\u003ep {\n font-size: 0.75rem;\n color: #121142;\n letter-spacing: 0.17px;\n}\n\n.model-page-card-stats\u003ediv.price {\n margin-left: auto;\n}\n\n.model-page-card-stats\u003ediv.price\u003ep {\n margin-left: auto;\n font-weight: 600;\n}\n\n.model-page-tabs {\n display: flex;\n width: 100%;\n border-bottom: 1px solid #D8DDDF;\n margin-bottom: 2rem;\n}\n\n.model-page-tabs\u003ebutton {\n padding: 0.5625rem 1rem;\n border-bottom: 1px solid transparent;\n color: #72788D;\n display: flex;\n align-items: center;\n gap: 0.375rem;\n font-weight: 500;\n letter-spacing: 0.4px;\n}\n\n.model-page-tabs\u003ebutton\u003esvg\u003epath {\n fill: #72788D;\n}\n\n.model-page-tabs\u003ebutton.active {\n border-bottom: 2px solid #1B17F5;\n color: #1B17F5;\n}\n\n.model-page-tabs\u003ebutton.active\u003esvg\u003epath {\n fill: #1B17F5;\n}\n\n.model-page-playground {\n display: none;\n}\n\n.model-page-guides {\n display: flex;\n flex-direction: column;\n gap: 3rem;\n}\n\n.model-page-content {\n flex-shrink: 1;\n width: auto;\n max-width: 1050px;\n\n @media (max-width: 1500px) {\n max-width: 700px;\n }\n}\n\n.model-page-content\u003e :first-child {\n margin-top: 0;\n}\n\n.model-page-content pre {\n white-space: pre-wrap;\n}\n\n.model-page-sidebar {\n width: 100%;\n flex-shrink: 1;\n}\n\n.model-page-sidebar .iframe-placeholder {\n height: 800px;\n}\n\n/* removing inline padding for now */\n@media (min-width: 1280px) {\n .model-search-container {\n padding-inline: 0px;\n }\n}\n\n.model-page-sidebar-readmore {\n font-size: 0.875rem;\n font-style: normal;\n font-weight: 500;\n line-height: 150%;\n letter-spacing: 0.15px\n}\n\n.model-page-sidebar-readmore svg {\n margin-bottom: 2px;\n}\n\n.model-search-container {\n height: 1045px;\n\n @media (max-width: 768px) {\n height: 1200px;\n }\n}\n\n@media (min-width: 1080px) {\n .model-page-guides {\n flex-direction: row;\n }\n\n .model-page-sidebar {\n max-width: 20.6875rem;\n flex-shrink: 0;\n }\n\n}\n\n.connect-widget-skeleton {\n margin-block: 45px;\n width: 498px;\n height: 180px;\n /* Adjust height to match your widget */\n background: #f6f7f9;\n border-radius: 4px;\n overflow: hidden;\n position: relative;\n border: 1px solid #D8DDDF;\n}\n\n.skeleton-content {\n width: 450px;\n height: 180px;\n background: linear-gradient(90deg,\n rgba(255, 255, 255, 0) 0%,\n rgba(255, 255, 255, 0.6) 50%,\n rgba(255, 255, 255, 0) 100%);\n animation: shimmer 1.5s infinite;\n position: absolute;\n top: 0;\n left: 0;\n}\n\n@keyframes shimmer {\n 0% {\n transform: translateX(-100%);\n }\n\n 100% {\n transform: translateX(100%);\n }\n}\n\n/* For dark mode */\n.dark .connect-widget-skeleton {\n background: #2a2a2a;\n}"}],"jsFiles":[{"_id":"66108af93a6c5022ffa6a741","filePath":"script.js","subdomain":"pinecone-2","__v":0,"content":"\"use client\";\n\n// Insert skeleton loader immediately\nconst pineconeConnectWidget = document.getElementById(\"pinecone-connect-widget\");\nif (pineconeConnectWidget) {\n pineconeConnectWidget.innerHTML = `\n \u003cdiv class=\"connect-widget-skeleton\"\u003e\n \u003cdiv class=\"skeleton-content\"\u003e\u003c/div\u003e\n \u003c/div\u003e\n `;\n}\n\nwindow.onload = function () {};\n\n// Get the Mintlify search containers, going to reuse them as the triggers for Inkeep\nconst searchButtonContainerIds = [\n \"search-bar-entry\",\n \"search-bar-entry-mobile\",\n];\n\n// Clone and replace, needed to remove existing event listeners\nconst clonedSearchButtonContainers = searchButtonContainerIds.map((id) =\u003e {\n const originalElement = document.getElementById(id);\n const clonedElement = originalElement.cloneNode(true);\n\n originalElement.parentNode.replaceChild(clonedElement, originalElement);\n\n return clonedElement;\n});\n\nconst pineconeConnectWidgetScript = document.createElement(\"script\");\ndocument.body.appendChild(pineconeConnectWidgetScript);\n\nfunction debounce(func, delay) {\n let timerId;\n return function (...args) {\n clearTimeout(timerId);\n timerId = setTimeout(() =\u003e {\n func.apply(this, args);\n }, delay);\n };\n}\n\n// Set api keys inside codeblocks\nconst setApiKeys = () =\u003e {\n // console.log(\"setting api keys\")\n const codeElements = document.querySelectorAll(\n \"code:not(.inline-flex.gap-2.items-center)\"\n );\n const apiKey = sessionStorage.getItem(\"apiKey\");\n\n codeElements.forEach((el) =\u003e {\n el.innerHTML = el.innerHTML.replace(\n /{{YOUR_API_KEY}}/g,\n `\u003cspan class=\"api-key\"\u003eYOUR_API_KEY\u003c/span\u003e`\n );\n });\n\n const codeBlocks = document.querySelectorAll(\"div.mt-5.mb-8.not-prose\");\n\n codeBlocks.forEach((codeBlock) =\u003e {\n const copyButton = codeBlock.querySelector(\"button\");\n const clonedElement = copyButton.cloneNode(true);\n copyButton.parentNode.replaceChild(clonedElement, copyButton);\n\n clonedElement.addEventListener(\"click\", () =\u003e {\n const codeElement = codeBlock.querySelector(\"code\");\n navigator.clipboard.writeText(codeElement.textContent);\n\n const statusElement = clonedElement.nextElementSibling;\n\n statusElement.textContent = \"Copied!\";\n clonedElement.innerHTML = `\u003csvg class=\"fill-primary-light\" width=\"16\" height=\"11\" viewBox=\"0 0 16 11\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\"\u003e\u003cpath d=\"M14.7813 1.21873C15.0751 1.51248 15.0751 1.98748 14.7813 2.2781L6.53135 10.5312C6.2376 10.825 5.7626 10.825 5.47197 10.5312L1.21885 6.28123C0.925098 5.98748 0.925098 5.51248 1.21885 5.22185C1.5126 4.93123 1.9876 4.9281 2.27822 5.22185L5.99697 8.9406L13.7188 1.21873C14.0126 0.924976 14.4876 0.924976 14.7782 1.21873H14.7813Z\"\u003e\u003c/path\u003e\u003c/svg\u003e`;\n\n setTimeout(() =\u003e {\n statusElement.textContent = \"Copy\";\n clonedElement.innerHTML = `\u003csvg class=\"fill-gray-700 group-hover:fill-gray-400\" width=\"16\" height=\"16\" viewBox=\"0 0 16 16\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\"\u003e\u003cpath d=\"M2 14.5H9C9.275 14.5 9.5 14.275 9.5 14V12H11V14C11 15.1031 10.1031 16 9 16H2C0.896875 16 0 15.1031 0 14V7C0 5.89687 0.896875 5 2 5H4V6.5H2C1.725 6.5 1.5 6.725 1.5 7V14C1.5 14.275 1.725 14.5 2 14.5ZM7 11C5.89687 11 5 10.1031 5 9V2C5 0.896875 5.89687 0 7 0H14C15.1031 0 16 0.896875 16 2V9C16 10.1031 15.1031 11 14 11H7Z\"\u003e\u003c/path\u003e\u003c/svg\u003e`;\n }, 2000);\n });\n });\n\n if (apiKey) {\n const apiKeys = document.querySelectorAll(\".api-key\");\n apiKeys.forEach((el) =\u003e {\n el.innerHTML = apiKey;\n el.classList.add(\"set\");\n });\n\n // Add remove api key button\n const widgetContainer = document.getElementById(\"pinecone-connect-widget\");\n\n const div = document.createElement(\"div\");\n div.classList.add(\"remove-api-key\");\n const button = document.createElement(\"button\");\n button.textContent = \"Remove API Key from guide\";\n button.addEventListener(\"click\", () =\u003e {\n sessionStorage.removeItem(\"apiKey\");\n widgetContainer.innerHTML = \"\";\n div.remove();\n loadConnectWidget();\n\n apiKeys.forEach((el) =\u003e {\n el.innerHTML = \"YOUR_API_KEY\";\n el.classList.remove(\"set\");\n });\n });\n\n div.appendChild(button);\n widgetContainer.insertAdjacentElement(\"afterend\", div);\n }\n};\n\nconst debouncedSetApiKeys = debounce(() =\u003e {\n setApiKeys();\n}, 1000);\n\nconst loadConnectWidget = () =\u003e {\n const apiKey = sessionStorage.getItem(\"apiKey\");\n const widgetContainer = document.getElementById(\"pinecone-connect-widget\");\n \n if (!apiKey) {\n import(\"https://connect.pinecone.io/embed.js\")\n .then(() =\u003e {\n try {\n console.log(\"Trying to initialize connectToPinecone\");\n \n // Clear the skeleton loader before initializing the widget\n widgetContainer.innerHTML = '';\n \n let integrationId = \"docs\"; // default\n const currentPath = window.location.pathname;\n \n if (currentPath === \"/guides/get-started/quickstart\") {\n integrationId = \"db-quickstart\";\n } else if (currentPath === \"/guides/get-started/assistant-quickstart\") {\n integrationId = \"assistant-quickstart\";\n }\n\n window.connectToPinecone(\n (apiKey) =\u003e {\n console.log(apiKey);\n sessionStorage.setItem(\"apiKey\", apiKey);\n setApiKeys();\n },\n {\n integrationId,\n container: widgetContainer,\n }\n );\n } catch (error) {\n console.error(\"Error initializing Pinecone widget:\", error);\n }\n })\n .catch((error) =\u003e {\n console.error(\"Error importing embed.js:\", error);\n });\n } else {\n widgetContainer.innerHTML = `\n \u003cdiv class=\"pinecone-connect-connected\"\u003e\n \u003cimg src=\"https://connect.pinecone.io/assets/pinecone_full_logo_dark-fc6bab47.svg\" alt=\"Pinecone\"\u003e\n \u003cdiv\u003e\n \u003cp\u003eYou're all set! An API key has been generated and provided to Pinecone Docs.\u003c/p\u003e\n \u003cp\u003eYou can manage your API keys in the \u003ca href=\"https://app.pinecone.io\" target=\"_blank\"\u003ePinecone console\u003c/a\u003e.\u003c/p\u003e\n \u003c/div\u003e\n \u003c/div\u003e\n `;\n }\n};\n\nconst debouncedLoadConnectWidget = debounce(() =\u003e {\n try {\n loadConnectWidget();\n } catch (error) {\n console.error(\"Error loading connect widget:\", error);\n }\n}, 1000);\n\n// Load the Inkeep script\nconst inkeepScript = document.createElement(\"script\");\ninkeepScript.type = \"module\";\ninkeepScript.src =\n \"https://unpkg.com/@inkeep/widgets-embed@0.2.271/dist/embed.js\";\ndocument.body.appendChild(inkeepScript);\n\n// Once the Inkeep script has loaded, load the Inkeep chat components\ninkeepScript.addEventListener(\"load\", function () {\n function convertFilesToBase64(files) {\n const filesArray = Array.from(files);\n return Promise.all(\n filesArray.map((file) =\u003e {\n return new 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{\n type: \"STANDARD_FIELD\",\n label: \"Additional details\",\n name: \"additional_details\",\n inputType: \"TEXTAREA\",\n },\n ],\n submitCallback: async (values) =\u003e {\n const { formDetails, chatSession } = values;\n const formData = new FormData();\n formData.append('subject', formDetails.subject);\n formData.append('email', formDetails.email);\n formData.append('additional_details', formDetails.additional_details);\n formData.append('chatbot_source', \"docs\");\n\n if (chatSession) {\n formData.append(\"chatSession\", JSON.stringify(chatSession));\n }\n console.log(\"TEST LOG\", formDetails);\n\n try {\n try {\n const response = await fetch(\"https://www.pinecone.io/api/submitTicket\", {\n method: \"POST\",\n body: formData,\n mode: \"no-cors\",\n });\n // const result = await response.json();\n // console.log(\"RESULT\", result);\n return { success: true }; // We assume success if we get here due to cors issues\n } catch (error) {\n console.error(\"Error submitting form 1:\", error);\n return { success: false };\n }\n } catch (error) {\n console.error(\"Error submitting form 2:\", error);\n return { success: false };\n }\n },\n };\n // Customization settings\n const sharedConfig = {\n stylesheetUrls: [\n \"https://www.pinecone.io/customerStylesheets/pinecone.css\",\n ],\n baseSettings: {\n apiKey: \"ac936dc250fee335d56e8e7f01c93f6352fa88a69331053c\",\n integrationId: \"clu1mcp8l0008nc70ugr3yft8\",\n organizationId: \"org_2w8WbI2ZUZ7xN2wp\",\n primaryBrandColor: \"#1c17ff\",\n\n theme: {\n primaryColors: {\n textColorOnPrimary: \"white\",\n },\n colors: {\n gray: {\n \"gray.50\": \"242 243 251\",\n \"gray.100\": \"236 237 246\",\n \"gray.200\": \"223 225 236\",\n \"gray.300\": \"203 207 220\",\n \"gray.400\": \"152 159 177\",\n \"gray.500\": \"105 111 132\",\n \"gray.600\": \"74 83 104\",\n \"gray.700\": \"54 64 86\",\n \"gray.800\": \"31 40 61\",\n \"gray.900\": \"17 24 46\",\n },\n },\n components: {\n SearchBarTrigger: {\n defaultProps: {\n variant: \"subtle\",\n },\n },\n },\n },\n customIcons: {\n search: { builtIn: \"IoSearch\" },\n },\n\n breadcrumbRules: {\n urlToBreadcrumbMapper: [\n {\n matchingRule: {\n ruleType: \"PartialUrl\",\n partialUrl: \"pinecone.io\",\n },\n replaceLeading: true,\n breadcrumbName: \"Home\",\n },\n {\n matchingRule: {\n ruleType: \"PartialUrl\",\n partialUrl: \"docs.pinecone.io\",\n },\n replaceLeading: true,\n breadcrumbName: \"Docs\",\n },\n {\n matchingRule: {\n ruleType: \"PartialUrl\",\n partialUrl: \"www.pinecone.io/learn\",\n },\n replaceLeading: true,\n breadcrumbName: \"Learn\",\n },\n {\n matchingRule: {\n ruleType: \"PartialUrl\",\n partialUrl: \"www.pinecone.io/blog\",\n },\n replaceLeading: true,\n breadcrumbName: \"Blog\",\n },\n {\n matchingRule: {\n ruleType: \"PartialUrl\",\n partialUrl: \"pinecone.io/community\",\n },\n replaceLeading: true,\n breadcrumbName: \"Community\",\n },\n ],\n },\n\n customCardSettings: [\n {\n filters: {\n RootBreadcrumb: \"Community\",\n },\n searchTabLabel: \"Community\",\n icon: { builtIn: \"IoPeopleOutline\" },\n },\n {\n filters: {\n RootBreadcrumb: \"Blog\",\n },\n searchTabLabel: \"Blog\",\n icon: { builtIn: \"IoPencilOutline\" },\n },\n {\n filters: {\n RootBreadcrumb: \"Learn\",\n },\n searchTabLabel: \"Learn\",\n icon: { builtIn: \"IoBookOutline\" },\n },\n {\n filters: {\n RootBreadcrumb: \"Home\",\n },\n searchTabLabel: \"Home\",\n icon: { builtIn: \"IoHomeOutline\" },\n },\n {\n filters: {\n RootBreadcrumb: \"Support\",\n },\n searchTabLabel: \"Support\",\n icon: { builtIn: \"IoHelpBuoyOutline\" },\n },\n ],\n },\n aiChatSettings: {\n chatSubjectName: \"Pinecone\",\n botAvatarSrcUrl:\n \"https://storage.googleapis.com/organization-image-assets/pinecone-botAvatarSrcUrl-1707422859519.svg\",\n botAvatarDarkSrcUrl:\n \"https://storage.googleapis.com/organization-image-assets/pinecone-botAvatarDarkSrcUrl-1707422858768.svg\",\n getHelpCallToActions: [\n {\n name: \"Community\",\n url: \"https://community.pinecone.io/\",\n icon: {\n builtIn: \"IoPeopleOutline\",\n },\n },\n {\n name: \"Support Center\",\n url: \"https://app.pinecone.io/organizations/-/settings/support\",\n icon: {\n builtIn: \"IoHelpBuoyOutline\",\n },\n },\n {\n name: \"Create Support Ticket\",\n type: \"OPEN_FORM\",\n formConfig: supportFormConfig,\n icon: {\n builtIn: \"info\",\n },\n },\n ],\n quickQuestions: [\n \"What are the benefits of serverless?\",\n \"How do I do a dense and sparse search?\",\n \"What are the primary ways to minimize latency?\",\n ],\n includeAIAnnotations: {\n shouldEscalateToSupport: true,\n },\n aiAnnotationPolicies: {\n shouldEscalateToSupport: [\n {\n threshold: \"STANDARD\",\n action: {\n type: \"SHOW_SUPPORT_BUTTON\",\n label: \"Contact Support\",\n icon: { builtIn: \"LuUsers\" },\n action: {\n type: \"OPEN_FORM\",\n formConfig: supportFormConfig,\n },\n },\n },\n ],\n },\n },\n searchSettings: {\n tabSettings: {\n isAllTabEnabled: false,\n rootBreadcrumbsToUseAsTabs: [\n \"Docs\",\n \"Learn\",\n \"Forums\",\n \"Community\",\n \"Support\",\n \"Blog\",\n \"Home\",\n ],\n },\n },\n };\n\n // for syncing with dark mode\n const colorModeSettings = {\n observedElement: document.documentElement,\n isDarkModeCallback: (el) =\u003e {\n return el.classList.contains(\"dark\");\n },\n colorModeAttribute: \"class\",\n };\n\n // instantiate Inkeep \"custom trigger\" component\n const inkeepSearchModal = Inkeep({\n ...sharedConfig.baseSettings,\n }).embed({\n componentType: \"CustomTrigger\",\n colorModeSync: colorModeSettings,\n properties: {\n ...sharedConfig,\n isOpen: false,\n onClose: () =\u003e {\n inkeepSearchModal.render({\n isOpen: false,\n });\n },\n },\n });\n\n // When the Mintlify search bar clone is clicked, open the Inkeep search modal\n clonedSearchButtonContainers.forEach((trigger) =\u003e {\n trigger.addEventListener(\"click\", function () {\n inkeepSearchModal.render({\n isOpen: true,\n });\n });\n });\n\n // Add event listener for the 'keydown' event on the document object for cmd + k\n document.addEventListener(\"keydown\", function (event) {\n if (event.metaKey \u0026\u0026 event.key === \"k\") {\n event.preventDefault(); // Prevent the default behavior of the keyboard shortcut\n inkeepSearchModal.render({\n isOpen: true,\n });\n }\n });\n});\n\nfunction addRelatedArticles(titles, links) {\n const existing = document.querySelector(\"#related-articles\");\n if (existing) return;\n\n const sidebar = document.querySelector(\"#table-of-contents\");\n const relatedArticles = document.createElement(\"div\");\n relatedArticles.id = \"related-articles\";\n\n const title = document.createElement(\"h2\");\n title.textContent = \"Related Articles\";\n relatedArticles.appendChild(title);\n\n titles.forEach((title, index) =\u003e {\n const relatedArticle = document.createElement(\"a\");\n relatedArticle.href = links[index];\n relatedArticle.textContent = title;\n relatedArticle.insertAdjacentHTML(\n \"beforeend\",\n '\u003csvg width=\"24\" height=\"24\" viewBox=\"0 0 24 24\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\"\u003e\u003cg id=\"ChevronRightFilled\"\u003e\u003cpath id=\"Vector\" d=\"M9.70492 6L8.29492 7.41L12.8749 12L8.29492 16.59L9.70492 18L15.7049 12L9.70492 6Z\" fill=\"#1B17F5\"/\u003e\u003c/g\u003e\u003c/svg\u003e'\n );\n relatedArticles.appendChild(relatedArticle);\n });\n\n sidebar.appendChild(relatedArticles);\n}\n\nconst relatedArticles = {\n airbyte: {\n titles: [\n \"Data Sync and Search: Pinecone and Airbyte\",\n \"Introduction to Airbyte and the Pinecone connector\",\n \"Postgres to Pinecone Syncing\",\n ],\n links: [\n \"https://www.pinecone.io/learn/series/airbyte/\",\n \"https://www.pinecone.io/learn/series/airbyte/airbyte-and-pinecone-intro/\",\n \"https://www.pinecone.io/learn/series/airbyte/airbyte-postgres-to-pinecone/\",\n ],\n },\n\n bedrock: {\n titles: [\"Pinecone as a Knowledge Base for Amazon Bedrock\"],\n links: [\"https://www.pinecone.io/blog/amazon-bedrock-integration/\"],\n },\n\n sagemaker: {\n titles: [\n \"Mitigate hallucinations through Retrieval Augmented Generation using Pinecone vector database \u0026 Llama-2 from Amazon SageMaker JumpStart\",\n ],\n links: [\n \"https://aws.amazon.com/blogs/machine-learning/mitigate-hallucinations-through-retrieval-augmented-generation-using-pinecone-vector-database-llama-2-from-amazon-sagemaker-jumpstart/\",\n ],\n },\n\n langchain: {\n titles: [\"LangChain AI Handbook\"],\n links: [\"https://www.pinecone.io/learn/series/langchain/\"],\n },\n\n openai: {\n titles: [\n \"Generative Question-Answering with Long-Term Memory\",\n \"OpenAI's Text Embeddings v3\",\n ],\n links: [\n \"https://www.pinecone.io/learn/openai-gen-qa/\",\n \"https://www.pinecone.io/learn/openai-embeddings-v3/\",\n ],\n },\n\n snowflake: {\n titles: [\n \"Snowpark Container Services: Securely Deploy and run Sophisticated Generative AI and full-stack apps in Snowflake\",\n ],\n links: [\n \"https://www.snowflake.com/blog/snowpark-container-services-deploy-genai-full-stack-apps/\",\n ],\n },\n};\n\nlet isScrollListenerAdded = false;\nlet scrollListener = null;\n\n// Mutation observer to handle page changes\nconst observer = new MutationObserver(function (mutations) {\n mutations.forEach(function (mutation) {\n if (mutation.type === \"childList\") {\n try {\n\n // Pinecone connect widget\n const pineconeConnectWidget = document.querySelector(\n \"#pinecone-connect-widget\"\n );\n if (\n pineconeConnectWidget \u0026\u0026\n !pineconeConnectWidget.classList.contains(\"loaded\")\n ) {\n debouncedLoadConnectWidget();\n pineconeConnectWidget.classList.add(\"loaded\");\n }\n\n // console.log(\"mutation\")\n\n if (\n pineconeConnectWidget \u0026\u0026\n !pineconeConnectWidget.classList.contains(\"apiKeysSet\")\n ) {\n debouncedSetApiKeys();\n pineconeConnectWidget.classList.add(\"apiKeysSet\");\n }\n\n const [path, page, page2] = window.location.pathname\n .split(\"/\")\n .slice(1);\n\n var contentContainer = document.querySelector(\"#content-container\");\n var contentArea = document.querySelector('#content-area');\n\n //** Model Gallery **/\n if (path !== \"models\") {\n const sidebar = document.querySelector(\"#sidebar\");\n if (sidebar) sidebar.style.display = \"\";\n if (contentContainer) contentContainer.style.paddingLeft = \"\";\n } else {\n const sidebar = document.querySelector(\"#sidebar\");\n if (sidebar) sidebar.style.display = \"none\";\n if (contentContainer) contentContainer.style.paddingLeft = \"0px\";\n if (contentArea) contentArea.style.paddingLeft = '0px';\n if (contentArea) contentArea.style.marginLeft = '12px';\n const header = document.querySelector(\"#header\");\n if (header) header.remove();\n const tableOfContents = document.querySelector(\"#table-of-contents\");\n if (tableOfContents) tableOfContents.remove();\n }\n\n //** References **/\n\n // Remove version picker from all but /reference/api pages\n const versionToggle = document.querySelector(\"[id^='radix-:R25fcql6:']\")\n \n if (page !== \"api\") {\n if (versionToggle) versionToggle.style.visibility = \"hidden\";\n } else {\n if (versionToggle) versionToggle.style.visibility = \"visible\";\n }\n\n //** Integrations **/\n\n if (path === \"integrations\" \u0026\u0026 page === \"overview\") {\n const toc = document.querySelector(\"#table-of-contents\");\n if (toc) toc.style.display = \"none\";\n\n const header = document.querySelector(\"#header\");\n if (header) header.style.display = \"none\";\n\n const existingBanner = document.querySelector(\"#integrations-banner\");\n if (!existingBanner) {\n const banner = document.createElement(\"div\");\n banner.id = \"integrations-banner\";\n\n const h1 = document.createElement(\"h1\");\n h1.textContent = \"Integrations\";\n banner.appendChild(h1);\n\n const p = document.createElement(\"p\");\n p.textContent = \"Build powerful workflows with our partners\";\n banner.appendChild(p);\n\n const navbar = document.getElementById(\"navbar\");\n navbar.insertAdjacentElement(\"afterend\", banner);\n }\n\n // Remove content padding\n const contentContainer = document.querySelector(\"#content-container\");\n contentContainer.firstElementChild.style.paddingTop = \"1rem\";\n\n // Move sidebar\n const sidebar = document.querySelector(\"#sidebar\");\n sidebar.style.top = \"19.8rem\";\n\n // Handle sidebar\n const handleSidebarScroll = () =\u003e {\n let maxScroll = 200;\n let startPosition = 19.8;\n let endPosition = 7.1;\n\n if (window.scrollY \u003c= maxScroll) {\n let scrollFraction = window.scrollY / maxScroll;\n let positionDifference = startPosition - endPosition;\n let currentPosition =\n startPosition - scrollFraction * positionDifference;\n sidebar.style.top = `${currentPosition}rem`;\n } else {\n sidebar.style.top = `${endPosition}rem`;\n }\n };\n\n if (!isScrollListenerAdded) {\n scrollListener = handleSidebarScroll;\n window.addEventListener(\"scroll\", scrollListener);\n isScrollListenerAdded = true;\n }\n } else {\n // Remove sidebar scroll listener\n if (isScrollListenerAdded \u0026\u0026 scrollListener !== null) {\n window.removeEventListener(\"scroll\", scrollListener);\n isScrollListenerAdded = false;\n }\n\n // remove the banner\n const existingBanner = document.querySelector(\"#integrations-banner\");\n if (existingBanner) {\n existingBanner.remove();\n }\n\n // Move sidebar\n const sidebar = document.querySelector(\"#sidebar\");\n if (sidebar) sidebar.style.top = \"7.1rem\";\n\n // Set sample apps side nav link to active for all sample apps\n if (page === \"sample-apps\") {\n const aElement = document.querySelector(\n 'a[href=\"/examples/sample-apps\"]'\n );\n if (aElement) {\n aElement.className =\n \"group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 rounded-lg focus:outline-primary dark:focus:outline-primary-light bg-primary/10 text-primary font-semibold dark:text-primary-light dark:bg-primary-light/10\";\n }\n } else if (page === \"notebooks\") {\n const aElement = document.querySelector(\n 'li \u003e a[href=\"/examples/sample-apps\"]'\n );\n if (aElement) {\n aElement.className =\n \"group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 rounded-lg focus:outline-primary dark:focus:outline-primary-light hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300\";\n };\n }\n if (path === \"integrations\" \u0026\u0026 page !== \"overview\") {\n // Insert back button\n const backButton = document.querySelector(\"#back-button\");\n if (!backButton) {\n const link = document.createElement(\"a\");\n link.id = \"back-button\";\n link.href = \"/integrations/overview\";\n link.textContent = \"Back to Integrations\";\n link.insertAdjacentHTML(\n \"afterbegin\",\n '\u003csvg xmlns=\"http://www.w3.org/2000/svg\" width=\"16\" height=\"17\" viewBox=\"0 0 16 17\" fill=\"none\"\u003e\u003cpath d=\"M10.4693 5.44L9.5293 4.5L5.5293 8.5L9.5293 12.5L10.4693 11.56L7.41596 8.5L10.4693 5.44Z\" fill=\"#1B17F5\"/\u003e\u003c/svg\u003e'\n );\n\n const header = document.querySelector(\"#header\");\n header.insertAdjacentElement(\"afterbegin\", link);\n }\n\n // Add related articles\n switch (\n page /* Hide related articles for now\n case \"airbyte\":\n addRelatedArticles(\n relatedArticles.airbyte.titles,\n relatedArticles.airbyte.links\n );\n break;\n airbyte;\n case \"amazon-bedrock\":\n addRelatedArticles(\n relatedArticles.bedrock.titles,\n relatedArticles.bedrock.links\n );\n break;\n case \"amazon-sagemaker\":\n addRelatedArticles(\n relatedArticles.sagemaker.titles,\n relatedArticles.sagemaker.links\n );\n break;\n case \"langchain\":\n addRelatedArticles(\n relatedArticles.langchain.titles,\n relatedArticles.langchain.links\n );\n break;\n case \"openai\":\n addRelatedArticles(\n relatedArticles.openai.titles,\n relatedArticles.openai.links\n );\n break;\n case \"snowflake\":\n addRelatedArticles(relatedArticles.snowflake.titles, relatedArticles.snowflake.links)\n break; */\n ) {\n default:\n break;\n }\n }\n\n // Sample apps\n if (page === \"sample-apps\" \u0026\u0026 !!page2) {\n const header = document.querySelector(\"#header\");\n if (header) header.style.display = \"none\";\n\n const toc = document.querySelector(\"#table-of-contents\");\n if (toc) toc.style.display = \"none\";\n\n const contentArea = document.querySelector(\n \"#content-area \u003e div.mt-8\"\n );\n contentArea.style.marginTop = \"0\";\n\n // Create toc\n document.querySelectorAll(\".sample-app-split\").forEach((div) =\u003e {\n const toc = div.querySelector(\".toc\");\n const content = div.querySelector(\".content\");\n const existing = div.querySelector(\".toc-list\");\n\n if (toc \u0026\u0026 content \u0026\u0026 !existing) {\n const tocList = document.createElement(\"div\");\n tocList.className = \"toc-list\";\n\n const headers = content.querySelectorAll(\n \"h2, h3, .connect-with-pinecone\"\n );\n\n headers.forEach((header) =\u003e {\n // If connect btn, clone it and append\n if (header.classList.contains(\"connect-with-pinecone\")) {\n const cloned = header.cloneNode(true);\n tocList.appendChild(cloned);\n return;\n }\n // Slugify heading text and create id\n const slugify = (text) =\u003e\n text\n .toLowerCase()\n .replace(/[^a-z0-9]+/g, \"-\")\n .replace(/^-|-$/g, \"\");\n const id = slugify(header.textContent);\n header.id = id; // Set ID on the header using the slugified text\n\n // Create an anchor link and append it to the TOC\n const anchor = document.createElement(\"a\");\n anchor.href = `#${id}`;\n anchor.textContent = header.textContent;\n anchor.className = header.tagName === \"H2\" ? \"bold\" : \"\";\n\n tocList.appendChild(anchor);\n });\n\n toc.appendChild(tocList);\n\n const initialTopOffset =\n tocList.getBoundingClientRect().top + window.scrollY - 148;\n const stickySidebar = () =\u003e {\n if (window.innerWidth \u003e 1280) {\n if (window.scrollY \u003e= initialTopOffset) {\n tocList.style.position = \"fixed\";\n tocList.style.top = \"148px\";\n } else {\n tocList.style.position = \"relative\";\n tocList.style.top = \"\";\n }\n } else {\n tocList.style.position = \"relative\";\n tocList.style.top = \"\";\n }\n };\n\n stickySidebar();\n window.addEventListener(\"scroll\", stickySidebar);\n window.addEventListener(\"resize\", stickySidebar);\n }\n });\n }\n\n // Notebooks\n if (\n path === \"examples\" \u0026\u0026\n (page === \"notebooks\" || page === \"sample-apps\")\n ) {\n const toc = document.querySelector(\"#table-of-contents\");\n if (toc) toc.style.display = \"none\";\n\n const heading = document.querySelector(\"#header h1\");\n if (heading) heading.style.fontSize = \"1.5rem\";\n }\n }\n } catch (error) {\n console.error(\"Error handling mutation:\", error);\n }\n }\n });\n});\n\nobserver.observe(document.body, { childList: true, subtree: true });\n\n// Replace the header cta button since replacing the svg via css ::after is not working\nwindow.addEventListener(\"load\", () =\u003e {\n const ctaButton = document.querySelector(\"#topbar-cta-button\");\n\n if (ctaButton) {\n ctaButton.innerHTML = \"\";\n const a = document.createElement(\"a\");\n a.href = \"https://app.pinecone.io/?sessionType=signup\";\n a.target = \"_blank\";\n a.textContent = \"Sign up free\";\n\n const svg =\n '\u003csvg xmlns=\"http://www.w3.org/2000/svg\" width=\"20\" height=\"20\" viewBox=\"0 0 20 20\" fill=\"none\"\u003e\u003cpath d=\"M8.08906 5L6.91406 6.175L10.7307 10L6.91406 13.825L8.08906 15L13.0891 10L8.08906 5Z\" fill=\"white\"/\u003e\u003c/svg\u003e';\n\n a.insertAdjacentHTML(\"beforeend\", svg);\n ctaButton.appendChild(a);\n }\n localStorage.setItem(\"isDarkMode\", \"false\");\n const [path, page, page2] = window.location.pathname.split(\"/\").slice(1);\n if (path === \"home\") {\n // Remove version picker from home page on load\n const versionToggle = document.getElementById(\n \"headlessui-menu-button-:r0:\"\n );\n versionToggle.style.visibility = \"hidden\";\n }\n});\n"}],"mdxSourceWithNoJs":{"compiledSource":"/*@jsxRuntime automatic @jsxImportSource react*/\nconst {Fragment: _Fragment, jsx: _jsx, jsxs: _jsxs} = arguments[0];\nconst {useMDXComponents: _provideComponents} = arguments[0];\nconst word_0 = \"vectors\";\nfunction _createMdxContent(props) {\n const _components = Object.assign({\n p: \"p\",\n a: \"a\",\n code: \"code\",\n ul: \"ul\",\n li: \"li\",\n pre: \"pre\",\n span: \"span\",\n table: \"table\",\n thead: \"thead\",\n tr: \"tr\",\n th: \"th\",\n tbody: \"tbody\",\n td: \"td\",\n strong: \"strong\"\n }, _provideComponents(), props.components), {Tip, Warning, Heading, Note, CodeGroup, CodeBlock} = _components;\n if (!CodeBlock) _missingMdxReference(\"CodeBlock\", true);\n if (!CodeGroup) _missingMdxReference(\"CodeGroup\", true);\n if (!Heading) _missingMdxReference(\"Heading\", true);\n if (!Note) _missingMdxReference(\"Note\", true);\n if (!Tip) _missingMdxReference(\"Tip\", true);\n if (!Warning) _missingMdxReference(\"Warning\", true);\n return _jsxs(_Fragment, {\n children: [_jsxs(_components.p, {\n children: [\"After your data is \", _jsx(_components.a, {\n href: \"/guides/data/upsert-data\",\n children: \"indexed\"\n }), \", you can start sending queries to Pinecone.\"]\n }), \"\\n\", _jsxs(_components.p, {\n children: [\"The \", _jsx(_components.code, {\n children: \"query\"\n }), \" endpoint searches the index using a query vector. It retrieves the IDs of the most similar records in the index, along with their similarity scores. This endpoint can optionally return the result’s vector values and metadata, too. You specify the number of vectors to retrieve each time you send a query. Matches are always ordered by similarity from most similar to least similar.\"]\n }), \"\\n\", _jsxs(_components.p, {\n children: [\"The similarity score for a vector represents its distance to the query vector, calculated according to the \", _jsx(_components.a, {\n href: \"/guides/data/understanding-hybrid-search\",\n children: \"distance metric\"\n }), \" for the index. The significance of the score depends on the \", _jsx(_components.a, {\n href: \"/guides/indexes/understanding-indexes#distance-metrics\",\n children: \"similarity metric\"\n }), \". For example, for indexes using the \", _jsx(_components.code, {\n children: \"euclidean\"\n }), \" distance metric, scores with lower values are more similar, while for indexes using the \", _jsx(_components.code, {\n children: \"dotproduct\"\n }), \" metric, higher scores are more similar.\"]\n }), \"\\n\", _jsx(Tip, {\n children: _jsxs(_components.p, {\n children: [\"You can query data using the \", _jsx(_components.a, {\n href: \"https://app.pinecone.io/organizations/-/projects/-/indexes/-/browser\",\n children: \"Pinecone console\"\n }), \".\"]\n })\n }), \"\\n\", _jsx(Warning, {\n children: _jsxs(_components.p, {\n children: [\"Pinecone is eventually consistent, so there can be a slight delay before new or changed records are visible to queries. See \", _jsx(_components.a, {\n href: \"/guides/data/data-freshness/understanding-data-freshness\",\n children: \"Understanding data freshness\"\n }), \" to learn about data freshness in Pinecone and how to check the freshness of your data.\"]\n })\n }), \"\\n\", _jsx(Heading, {\n level: \"2\",\n id: \"query-limits\",\n children: \"Query limits\"\n }), \"\\n\", _jsxs(_components.ul, {\n children: [\"\\n\", _jsxs(_components.li, {\n children: [\"\\n\", _jsxs(_components.p, {\n children: [\"The max value for \", _jsx(_components.code, {\n children: \"top_k\"\n }), \", the number of results to return, is 10,000.\"]\n }), \"\\n\"]\n }), \"\\n\", _jsxs(_components.li, {\n children: [\"\\n\", _jsx(_components.p, {\n children: \"The result size limit for a query is 4MB. The result size is affected by the dimension of the dense vectors and whether or not dense vector values and metadata are included in the result.\"\n }), \"\\n\", _jsx(Note, {\n children: _jsxs(_components.p, {\n children: [\"If a query fails due to exceeding the 4MB result size limit, choose a lower \", _jsx(_components.code, {\n children: \"top_k\"\n }), \" value, or use \", _jsx(_components.code, {\n children: \"include_metadata=False\"\n }), \" or \", _jsx(_components.code, {\n children: \"include_values=False\"\n }), \" to exclude metadata or values from the result.\"]\n })\n }), \"\\n\"]\n }), \"\\n\"]\n }), \"\\n\", _jsx(Heading, {\n level: \"2\",\n id: \"send-a-query\",\n children: \"Send a query\"\n }), \"\\n\", _jsxs(_components.p, {\n children: [\"Each query must include a query vector, specified by either a \", _jsx(_components.a, {\n href: \"#querying-by-vector\",\n children: _jsx(_components.code, {\n children: \"vector\"\n })\n }), \" or \", _jsx(_components.a, {\n href: \"#querying-by-record-id\",\n children: _jsx(_components.code, {\n children: \"id\"\n })\n }), \", and the number of results to return, specified by the \", _jsx(_components.code, {\n children: \"top_k\"\n }), \" parameter. Each query is also limited to a single \", _jsx(_components.a, {\n href: \"/guides/get-started/key-features#namespaces\",\n children: \"namespace\"\n }), \" within an index. To target a namespace, pass the namespace parameter. To query the default namespace, pass \", _jsx(_components.code, {\n children: \"\\\"\\\"\"\n }), \" or omit the namespace parameter.\"]\n }), \"\\n\", _jsx(Note, {\n children: _jsxs(_components.p, {\n children: [\"Depending on your data and your query, you may get fewer than \", _jsx(_components.code, {\n children: \"top_k\"\n }), \" results. This happens when \", _jsx(_components.code, {\n children: \"top_k\"\n }), \" is larger than the number of possible matching vectors for your query.\"]\n })\n }), \"\\n\", _jsx(Warning, {\n children: _jsxs(_components.p, {\n children: [\"For optimal performance when querying with \", _jsx(_components.code, {\n children: \"top_k\"\n }), \" over 1000, avoid returning vector data (\", _jsx(_components.code, {\n children: \"include_values=True\"\n }), \") or metadata (\", _jsx(_components.code, {\n children: \"include_metadata=True\"\n }), \").\"]\n })\n }), \"\\n\", _jsx(Heading, {\n level: \"3\",\n id: \"query-by-vector\",\n children: \"Query by vector\"\n }), \"\\n\", _jsxs(_components.p, {\n children: [\"To query by vector, provide the \", _jsx(_components.code, {\n children: \"vector\"\n }), \" values representing your query embedding and the \", _jsx(_components.code, {\n children: \"topK\"\n }), \" parameter.\"]\n }), \"\\n\", _jsxs(_components.p, {\n children: [\"The following example sends a query vector with \", _jsx(_components.code, {\n children: \"vector\"\n }), \" values and retrieves three matching vectors:\"]\n }), \"\\n\", _jsxs(CodeGroup, {\n children: [_jsx(CodeBlock, {\n filename: \"Python\",\n expandable: \"false\",\n children: _jsx(_components.pre, {\n className: \"language-python\",\n children: _jsxs(_components.code, {\n className: \"language-Python\",\n children: [_jsxs(_components.span, {\n className: \"\",\n children: [_jsx(_components.span, {\n className: \"token keyword\",\n children: \"from\"\n }), \" pinecone\", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \".\"\n }), \"grpc \", _jsx(_components.span, {\n className: \"token keyword\",\n children: \"import\"\n }), \" PineconeGRPC \", _jsx(_components.span, {\n className: \"token keyword\",\n children: \"as\"\n }), \" Pinecone\"]\n }), \"\\n\", \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\"pc \", _jsx(_components.span, {\n className: \"token operator\",\n children: \"=\"\n }), \" Pinecone\", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"(\"\n }), \"api_key\", _jsx(_components.span, {\n className: \"token operator\",\n children: \"=\"\n }), _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"YOUR_API_KEY\\\"\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \")\"\n })]\n }), \"\\n\", \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"# To get the unique host for an index, \"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"# see https://docs.pinecone.io/guides/data/target-an-index\"\n })\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\"index \", _jsx(_components.span, {\n className: \"token operator\",\n children: \"=\"\n }), \" pc\", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \".\"\n }), \"Index\", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"(\"\n }), \"host\", _jsx(_components.span, {\n className: \"token operator\",\n children: \"=\"\n }), _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"INDEX_HOST\\\"\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \")\"\n })]\n }), \"\\n\", \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\"index\", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \".\"\n }), \"query\", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"(\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" namespace\", _jsx(_components.span, {\n className: \"token operator\",\n children: \"=\"\n }), _jsx(_components.span, {\n className: \"token string\",\n children: 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{\n className: \"token punctuation\",\n children: \",\"\n }), \" \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.3\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \",\"\n }), \" \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.3\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \",\"\n }), \" \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.3\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \",\"\n }), \" \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.3\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"]\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \",\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" top_k\", _jsx(_components.span, {\n className: \"token operator\",\n children: 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class-name\",\n children: \"Pinecone\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"(\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"{\"\n }), \" \", _jsx(_components.span, {\n className: \"token literal-property property\",\n children: \"apiKey\"\n }), _jsx(_components.span, {\n className: \"token operator\",\n children: \":\"\n }), \" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"YOUR_API_KEY\\\"\"\n }), \" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"}\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \")\"\n })]\n }), \"\\n\", \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// To get the unique host for an index, \"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// see https://docs.pinecone.io/guides/data/target-an-index\"\n })\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [_jsx(_components.span, {\n className: \"token keyword\",\n children: \"const\"\n }), \" index \", _jsx(_components.span, {\n className: \"token operator\",\n children: \"=\"\n }), \" pc\", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \".\"\n }), _jsx(_components.span, {\n className: \"token method function property-access\",\n children: \"index\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"(\"\n }), _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"INDEX_NAME\\\"\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \",\"\n }), \" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"INDEX_HOST\\\"\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \")\"\n })]\n }), \"\\n\", \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [_jsx(_components.span, {\n className: \"token keyword\",\n children: \"const\"\n }), \" queryResponse \", _jsx(_components.span, {\n className: \"token operator\",\n children: \"=\"\n }), \" \", _jsx(_components.span, {\n className: \"token keyword control-flow\",\n children: \"await\"\n }), \" index\", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \".\"\n }), _jsx(_components.span, {\n className: \"token method function property-access\",\n children: \"namespace\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"(\"\n }), _jsx(_components.span, {\n className: \"token string\",\n children: \"'example-namespace'\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \")\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \".\"\n }), _jsx(_components.span, {\n className: \"token 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children: \"0.3\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \",\"\n }), \" \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.3\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \",\"\n }), \" \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.3\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \",\"\n }), \" \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.3\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \",\"\n }), \" \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.3\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \",\"\n }), \" \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.3\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"]\"\n }), 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\"# To get the unique host for an index, \"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"# see https://docs.pinecone.io/guides/data/target-an-index\"\n })\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\"index \", _jsx(_components.span, {\n className: \"token operator\",\n children: \"=\"\n }), \" pc\", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \".\"\n }), \"Index\", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"(\"\n }), \"host\", _jsx(_components.span, {\n className: \"token operator\",\n children: \"=\"\n }), _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"INDEX_HOST\\\"\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \")\"\n })]\n }), \"\\n\", \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\"index\", 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className: \"token number\",\n children: \"0.1f\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \",\"\n }), \" \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.1f\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \",\"\n }), \" \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.1f\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \",\"\n }), \" \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.1f\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \",\"\n }), \" \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.1f\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \")\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \";\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token class-name\",\n children: \"Struct\"\n }), \" filter \", _jsx(_components.span, {\n className: \"token operator\",\n children: \"=\"\n }), \" \", _jsx(_components.span, {\n className: \"token class-name\",\n children: \"Struct\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \".\"\n }), _jsx(_components.span, {\n className: \"token function\",\n children: \"newBuilder\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"(\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \")\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \".\"\n }), _jsx(_components.span, {\n className: \"token function\",\n children: \"putFields\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"(\"\n }), _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"genre\\\"\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \",\"\n }), \" \", _jsx(_components.span, {\n className: \"token class-name\",\n children: \"Value\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \".\"\n }), _jsx(_components.span, {\n className: \"token function\",\n children: \"newBuilder\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"(\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \")\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \".\"\n }), _jsx(_components.span, {\n className: \"token function\",\n children: \"setStructValue\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"(\"\n }), _jsx(_components.span, {\n className: \"token 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_jsx(_components.span, {\n className: \"token punctuation\",\n children: \".\"\n }), _jsx(_components.span, {\n className: \"token function\",\n children: \"newBuilder\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"(\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \")\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \".\"\n }), _jsx(_components.span, {\n className: \"token function\",\n children: \"setStringValue\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"(\"\n }), _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"documentary\\\"\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \")\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token 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_jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \".\"\n }), _jsx(_components.span, {\n className: \"token function\",\n children: \"build\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"(\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \")\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \";\"\n })]\n }), \"\\n\", \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token class-name\",\n children: \"QueryResponseWithUnsignedIndices\"\n }), \" queryResponse \", _jsx(_components.span, {\n className: \"token operator\",\n children: \"=\"\n }), \" index\", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \".\"\n }), _jsx(_components.span, {\n className: \"token function\",\n children: \"query\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"(\"\n }), _jsx(_components.span, {\n className: \"token number\",\n children: \"1\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \",\"\n }), \" query\", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \",\"\n }), \" \", _jsx(_components.span, {\n className: \"token keyword\",\n children: \"null\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \",\"\n }), \" \", _jsx(_components.span, {\n className: \"token keyword\",\n children: \"null\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \",\"\n }), \" \", _jsx(_components.span, {\n className: \"token keyword\",\n children: \"null\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \",\"\n }), \" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"example-namespace\\\"\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \",\"\n }), \" filter\", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \",\"\n }), \" \", _jsx(_components.span, {\n className: \"token boolean\",\n children: \"false\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \",\"\n }), \" \", _jsx(_components.span, {\n className: \"token boolean\",\n children: \"true\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \")\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \";\"\n })]\n }), \"\\n\", \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token class-name\",\n children: \"System\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \".\"\n }), \"out\", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \".\"\n }), _jsx(_components.span, {\n className: \"token function\",\n children: \"println\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"(\"\n }), \"queryResponse\", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \")\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \";\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"}\"\n })]\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"}\"\n })\n }), \"\\n\", \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// Response:\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// class QueryResponseWithUnsignedIndices {\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// matches: [ScoredVectorWithUnsignedIndices {\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// score: 1.5\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// id: B\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// values: []\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// metadata: fields {\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// key: \\\"genre\\\"\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// value {\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// string_value: \\\"documentary\\\"\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// }\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// }\"\n })\n }), \"\\n\", \" \", \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// sparseValuesWithUnsignedIndices: SparseValuesWithUnsignedIndices {\"\n })\n }), \"\\n\", _jsx(_components.span, 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_jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// }\"\n })\n }), \"\\n\"]\n })\n })\n }), _jsx(CodeBlock, {\n filename: \"Go\",\n expandable: \"false\",\n children: _jsx(_components.pre, {\n className: \"language-go\",\n children: _jsxs(_components.code, {\n className: \"language-go\",\n children: [_jsxs(_components.span, {\n className: \"\",\n children: [_jsx(_components.span, {\n className: \"token keyword\",\n children: \"package\"\n }), \" main\"]\n }), \"\\n\", \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [_jsx(_components.span, {\n className: \"token keyword\",\n children: \"import\"\n }), \" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"(\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"context\\\"\"\n })]\n }), \"\\n\", 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_jsx(_components.span, {\n className: \"token keyword\",\n children: \"await\"\n }), \" index\", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \".\"\n }), _jsx(_components.span, {\n className: \"token function\",\n children: \"QueryAsync\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"(\"\n }), _jsx(_components.span, {\n className: \"token keyword\",\n children: \"new\"\n }), \" \", _jsx(_components.span, {\n className: \"token constructor-invocation class-name\",\n children: \"QueryRequest\"\n }), \" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"{\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" Vector \", _jsx(_components.span, {\n className: \"token operator\",\n children: \"=\"\n }), \" \", _jsx(_components.span, {\n className: \"token keyword\",\n children: \"new\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"[\"\n 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className: \"token punctuation\",\n children: \",\"\n }), \" \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.1f\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \",\"\n }), \" \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.1f\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \",\"\n }), \" \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.1f\"\n }), \" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"}\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \",\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" Namespace \", _jsx(_components.span, {\n className: \"token operator\",\n children: \"=\"\n }), \" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"example-namespace\\\"\"\n }), _jsx(_components.span, {\n className: 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_jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"genre\\\"\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"]\"\n }), \" \", _jsx(_components.span, {\n className: \"token operator\",\n children: \"=\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token keyword\",\n children: \"new\"\n }), \" Metadata\"]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"{\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"[\"\n }), _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"$eq\\\"\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"]\"\n }), \" \", _jsx(_components.span, {\n className: \"token operator\",\n children: \"=\"\n }), \" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"documentary\\\"\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \",\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"}\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"}\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \",\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" IncludeMetadata \", _jsx(_components.span, {\n className: \"token operator\",\n children: \"=\"\n }), \" \", _jsx(_components.span, {\n className: \"token boolean\",\n children: \"true\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \",\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [_jsx(_components.span, {\n className: \"token punctuation\",\n children: \"}\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \")\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \";\"\n })]\n }), \"\\n\", \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\"Console\", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \".\"\n }), _jsx(_components.span, {\n className: \"token function\",\n children: \"WriteLine\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"(\"\n }), \"queryResponse\", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \")\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \";\"\n })]\n }), \"\\n\", \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// {\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// \\\"results\\\": [],\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// \\\"matches\\\": [\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// {\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// \\\"id\\\": \\\"B\\\",\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// \\\"score\\\": 0.9869818,\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// \\\"values\\\": [],\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// \\\"sparseValues\\\": null,\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// \\\"metadata\\\": {\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// \\\"genre\\\": \\\"documentary\\\"\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// }\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// }\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// ],\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// \\\"namespace\\\": \\\"example-namespace1\\\",\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// \\\"usage\\\": {\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// \\\"readUnits\\\": 6\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// }\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// }\"\n })\n }), \"\\n\"]\n })\n })\n }), _jsx(CodeBlock, {\n filename: 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className: \"token punctuation\",\n children: \"[\"\n }), _jsx(_components.span, {\n className: \"token number\",\n children: \"0.1\"\n }), \", \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.1\"\n }), \", \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.1\"\n }), \", \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.1\"\n }), \", \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.1\"\n }), \", \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.1\"\n }), \", \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.1\"\n }), \", \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.1\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"]\"\n }), \",\"]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"filter\\\"\"\n }), _jsx(_components.span, {\n className: \"token builtin class-name\",\n children: \":\"\n }), \" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"{\"\n }), _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"genre\\\"\"\n }), _jsx(_components.span, {\n className: \"token builtin class-name\",\n children: \":\"\n }), \" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"{\"\n }), _jsxs(_components.span, {\n className: \"token string\",\n children: [\"\\\"\", _jsx(_components.span, {\n className: \"token variable\",\n children: \"$eq\"\n }), \"\\\"\"]\n }), _jsx(_components.span, {\n className: \"token builtin class-name\",\n children: \":\"\n }), \" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"documentary\\\"\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"}\"\n }), _jsx(_components.span, {\n className: 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className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"# Response:\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"# {\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"# \\\"matches\\\": [\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"# {\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"# \\\"id\\\": \\\"B\\\",\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"# \\\"score\\\": 0.0800000429,\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"# \\\"values\\\": [],\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"# \\\"metadata\\\": {\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"# \\\"genre\\\": \\\"documentary\\\"\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"# }\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"# }\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"# ],\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"# \\\"namespace\\\": \\\"example-namespace\\\"\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"# }\"\n })\n }), \"\\n\"]\n })\n })\n })]\n }), \"\\n\", _jsx(Heading, {\n level: \"3\",\n id: \"additional-filter-examples\",\n children: \"Additional filter examples\"\n }), \"\\n\", _jsxs(_components.table, {\n children: [_jsx(_components.thead, {\n children: _jsxs(_components.tr, {\n children: [_jsx(_components.th, {\n children: \"Filter\"\n }), _jsx(_components.th, {\n children: \"Example\"\n }), _jsx(_components.th, {\n children: \"Description\"\n })]\n })\n }), _jsxs(_components.tbody, {\n children: [_jsxs(_components.tr, {\n children: [_jsx(_components.td, {\n children: _jsx(_components.code, {\n children: \"$eq\"\n })\n }), _jsx(_components.td, {\n children: _jsx(_components.code, {\n children: \"{\\\"genre\\\": {\\\"$eq\\\": \\\"documentary\\\"}}\"\n })\n }), _jsxs(_components.td, {\n children: [\"Matches \", \" with the genre “documentary”.\"]\n })]\n }), _jsxs(_components.tr, {\n children: [_jsx(_components.td, {\n children: _jsx(_components.code, {\n children: \"$ne\"\n })\n }), _jsx(_components.td, {\n children: _jsx(_components.code, {\n children: \"{\\\"genre\\\": {\\\"$ne\\\": \\\"drama\\\"}}\"\n })\n }), _jsxs(_components.td, {\n children: [\"Matches \", \" with a genre other than “drama”.\"]\n })]\n }), _jsxs(_components.tr, {\n children: [_jsx(_components.td, {\n children: _jsx(_components.code, {\n children: \"$gt\"\n })\n }), _jsx(_components.td, {\n children: _jsx(_components.code, {\n children: \"{\\\"year\\\": {\\\"$gt\\\": 2019}}\"\n })\n }), _jsxs(_components.td, {\n children: [\"Matches \", \" with a year greater than 2019.\"]\n })]\n }), _jsxs(_components.tr, {\n children: [_jsx(_components.td, {\n children: _jsx(_components.code, {\n children: \"$gte\"\n })\n }), _jsx(_components.td, {\n children: _jsx(_components.code, {\n children: \"{\\\"year\\\": {\\\"$gte\\\": 2020}}\"\n })\n }), _jsxs(_components.td, {\n children: [\"Matches \", \" with a year greater than or equal to 2020.\"]\n })]\n }), _jsxs(_components.tr, {\n children: [_jsx(_components.td, {\n children: _jsx(_components.code, {\n children: \"$lt\"\n })\n }), _jsx(_components.td, {\n children: _jsx(_components.code, {\n children: \"{\\\"year\\\": {\\\"$lt\\\": 2020}}\"\n })\n }), _jsxs(_components.td, {\n children: [\"Matches \", \" with a year less than 2020.\"]\n })]\n }), _jsxs(_components.tr, {\n children: [_jsx(_components.td, {\n children: _jsx(_components.code, {\n children: \"$lte\"\n })\n }), _jsx(_components.td, {\n children: _jsx(_components.code, {\n children: \"{\\\"year\\\": {\\\"$lte\\\": 2020}}\"\n })\n }), _jsxs(_components.td, {\n children: [\"Matches \", \" with a year less than or equal to 2020.\"]\n })]\n }), _jsxs(_components.tr, {\n children: [_jsx(_components.td, {\n children: _jsx(_components.code, {\n children: \"$in\"\n })\n }), _jsx(_components.td, {\n children: _jsx(_components.code, {\n children: \"{\\\"genre\\\": {\\\"$in\\\": [\\\"comedy\\\", \\\"documentary\\\"]}}\"\n })\n }), _jsxs(_components.td, {\n children: [\"Matches \", \" with the genre “comedy” or “documentary”.\"]\n })]\n }), _jsxs(_components.tr, {\n children: [_jsx(_components.td, {\n children: _jsx(_components.code, {\n children: \"$nin\"\n })\n }), _jsx(_components.td, {\n children: _jsx(_components.code, {\n children: \"{\\\"genre\\\": {\\\"$nin\\\": [\\\"comedy\\\", \\\"documentary\\\"]}}\"\n })\n }), _jsxs(_components.td, {\n children: [\"Matches \", \" with a genre other than “comedy” or “documentary”.\"]\n })]\n }), _jsxs(_components.tr, {\n children: [_jsx(_components.td, {\n children: _jsx(_components.code, {\n children: \"$exists\"\n })\n }), _jsx(_components.td, {\n children: _jsx(_components.code, {\n children: \"{\\\"genre\\\": {\\\"$exists\\\": true}}\"\n })\n }), _jsxs(_components.td, {\n children: [\"Matches \", \" with the “genre” field.\"]\n })]\n })]\n })]\n }), \"\\n\", _jsx(Heading, {\n level: \"3\",\n id: \"combine-filters\",\n children: \"Combine filters\"\n }), \"\\n\", _jsxs(_components.p, {\n children: [\"The metadata filters can be combined by using \", _jsx(_components.code, {\n children: \"$and\"\n }), \" and \", _jsx(_components.code, {\n children: \"$or\"\n }), \" operators:\"]\n }), \"\\n\", _jsxs(_components.table, {\n children: [_jsx(_components.thead, {\n children: _jsxs(_components.tr, {\n children: [_jsx(_components.th, {\n children: \"Operator\"\n }), _jsx(_components.th, {\n children: \"Example\"\n }), _jsx(_components.th, {\n children: \"Description\"\n })]\n })\n }), _jsxs(_components.tbody, {\n children: [_jsxs(_components.tr, {\n children: [_jsx(_components.td, {\n children: _jsx(_components.code, {\n children: \"$and\"\n })\n }), _jsx(_components.td, {\n children: _jsx(_components.code, {\n children: \"{\\\"$and\\\": [{\\\"genre\\\": {\\\"$eq\\\": \\\"drama\\\"}}, {\\\"year\\\": {\\\"$gte\\\": 2020}}]}\"\n })\n }), _jsxs(_components.td, {\n children: [\"Matches \", \" with the genre “drama” and a year greater than or equal to 2020.\"]\n })]\n }), _jsxs(_components.tr, {\n children: [_jsx(_components.td, {\n children: _jsx(_components.code, {\n children: \"$or\"\n })\n }), _jsx(_components.td, {\n children: _jsx(_components.code, {\n children: \"{\\\"$or\\\": [{\\\"genre\\\": {\\\"$eq\\\": \\\"drama\\\"}}, {\\\"year\\\": {\\\"$gte\\\": 2020}}]}\"\n })\n }), _jsxs(_components.td, {\n children: [\"Matches \", \" with the genre “drama” or a year greater than or equal to 2020.\"]\n })]\n })]\n })]\n }), \"\\n\", _jsx(Heading, {\n level: \"2\",\n id: \"query-with-sparse-and-dense-values\",\n children: \"Query with sparse and dense values\"\n }), \"\\n\", _jsxs(_components.p, {\n children: [\"When querying an index containing \", _jsx(_components.a, {\n href: \"/guides/data/understanding-hybrid-search\",\n children: \"sparse and dense vectors\"\n }), \", include a \", _jsx(_components.code, {\n children: \"sparse_vector\"\n }), \" in your query parameters.\"]\n }), \"\\n\", _jsxs(_components.p, {\n children: [\"Only indexes using \", _jsx(_components.a, {\n href: \"/guides/indexes/understanding-indexes#dot-product\",\n children: \"the dotproduct metric\"\n }), \" support querying sparse vectors.\"]\n }), \"\\n\", _jsx(Note, {\n children: _jsxs(_components.p, {\n children: [\"This feature is in \", _jsx(_components.a, {\n href: \"/release-notes/feature-availability\",\n children: \"public preview\"\n }), \".\"]\n })\n }), \"\\n\", _jsx(_components.p, {\n children: _jsx(_components.strong, {\n children: \"Examples\"\n })\n }), \"\\n\", _jsx(_components.p, {\n children: \"The following example shows how to query with a sparse-dense vector.\"\n }), \"\\n\", _jsxs(CodeGroup, {\n children: [_jsx(CodeBlock, {\n filename: \"Python\",\n 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\",\"]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"values\\\"\"\n }), _jsx(_components.span, {\n className: \"token builtin class-name\",\n children: \":\"\n }), \" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"[\"\n }), \" \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.8\"\n }), \" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"]\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"}\"\n }), \",\"]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"topK\\\"\"\n }), _jsx(_components.span, {\n className: \"token builtin class-name\",\n children: \":\"\n }), \" \", 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