CINXE.COM

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class="jsx-4145347147"><style>:root { --primary: 28 23 255; --primary-light: 80 76 255; --primary-dark: 28 23 255; --background-light: 251 251 252; --background-dark: 10 10 16; --gray-50: 242 243 251; --gray-100: 236 237 246; --gray-200: 223 225 236; --gray-300: 203 207 220; --gray-400: 152 159 177; --gray-500: 105 111 132; --gray-600: 74 83 104; --gray-700: 54 64 86; --gray-800: 31 40 61; --gray-900: 17 24 46; --gray-950: 4 7 25; }</style><style>/* Global styles */ #topbar-cta-button { margin-left: 1rem; } #topbar-cta-button a { display: flex; align-items: center; padding: 0.375rem 1rem !important; gap: 0.5rem; background-color: #1C17FF; color: #fff !important; border-radius: 0.25rem; font-weight: 500; letter-spacing: 0.4px; } #topbar-cta-button a:hover { background-color: #030080 !important; } /* #topbar-cta-button span { border-radius: 4px; font-weight: 500; letter-spacing: 0.4px; } */ /* #topbar-cta-button div > svg { display: none; } */ /* inserting svg via :after isn't working 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padding-left: 3.5rem !important; } */ #content-container>div { padding-top: 10rem; } @media (min-width: 1024px) { #content-container>div { gap: 3rem; } #content-container #table-of-contents { padding-left: 0; } } /* Title eyebrow */ #header .eyebrow { text-transform: uppercase; color: #121142; font-size: 0.625rem; letter-spacing: 1px; line-height: 160%; } /* Hide empty eyebrow */ #header .eyebrow:empty { display: none; } /* Title container */ #header>div:first-of-type>div:nth-of-type(2) { margin-top: 0; } /* Title */ #header h1 { color: #121142; } /* Article text */ .prose h2, .prose h3, .prose h4, .prose p { color: #121142; } .prose a { color: #1B17F5; font-weight: 400; } /* Overwrite tailwind max-width */ .max-w-8xl { max-width: 94.5rem; } .card { box-shadow: none; border: 1px solid #D8DDDF; border-radius: 0.25rem; transition: box-shadow 0.3s ease; } .card:hover { 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); border: 1px solid #D8DDDF !important; } .card>div { padding: 1.5rem; } .card h2, .example-card h2 { font-size: 1.25rem; } .card p, .example-card p { margin-top: 0.625rem; font-size: 0.875rem; color: #121142; } .card .eyebrow { font-size: 0.625rem; text-transform: uppercase; line-height: 160%; letter-spacing: 1px; } .card .integration-logo { width: 3.125rem; height: 3.125rem; display: flex; justify-content: center; align-items: center; } .card-grid { display: grid; gap: 1.5rem; } @media (min-width: 640px) { .card-grid { grid-template-columns: 1fr 1fr; } } @media (min-width: 1024px) { .card-grid { grid-template-columns: 1fr 1fr 1fr; } } .example-card { box-shadow: none; border: 1px solid #D8DDDF; border-radius: 0.25rem; transition: box-shadow 0.3s ease; padding: 1.5rem; display: flex; flex-direction: column; flex-grow: 1; background-color: #fff; } .example-card .arrow { margin-left: auto; margin-top: auto; opacity: 0; transition: opacity 0.3s ease; } .example-card:hover .arrow { opacity: 1; } .example-card:hover { 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); border: 1px solid #D8DDDF !important; } .example-card .tags { display: flex; flex-wrap: wrap; gap: 0.75rem; margin-top: 1.5rem; } .example-card .card-tag { border-radius: 1rem; background-color: rgba(115, 143, 171, 0.08); color: #121142; font-size: 0.8125rem; line-height: 138%; letter-spacing: 0.16px; padding: 0.1875rem 0.375rem; display: flex; gap: 0.375rem; align-items: center; } .example-card .vectors { color: #72788D; display: flex; flex-wrap: wrap; justify-content: space-between; gap: 1rem; font-size: 0.875rem; line-height: 150%; letter-spacing: 0.15px; padding-top: 2.875rem; margin-top: auto; } .examples-h2 { font-size: 1.25rem; margin-bottom: 1.5rem; } /* Integrations */ #integrations-banner { position: relative; margin-top: 7rem; height: 12.75rem; display: flex; flex-direction: column; justify-content: center; align-items: center; overflow: hidden; /* background: url('https://mintlify.s3-us-west-1.amazonaws.com/pinecone-2/images/background.png') no-repeat center center; */ background-size: 90%; background-color: rgb(251, 251, 252); text-align: center; border-bottom: 1px solid #e2e5e7; } #integrations-banner h1 { color: #000000; font-size: 3rem; } #integrations-banner p { color: #000000; font-size: 1.25rem; opacity: 0.7; margin-top: 0.5rem; } /* Integrations related articles */ #related-articles { display: flex; flex-direction: column; width: 100%; } #related-articles h2 { color: #121142; font-size: 1.25rem; font-weight: 600; letter-spacing: 0.15px; line-height: 150%; margin-bottom: 1rem; } #related-articles a { padding: 1.0625rem 0; display: flex; align-items: flex-start; justify-content: space-between; gap: 1rem; color: #121142; font-size: 0.875rem; line-height: 150%; letter-spacing: 0.15px; } #related-articles a:not(:last-of-type) { border-bottom: 1px solid #D8DDDF; } #related-articles a:hover { opacity: 0.7; } #related-articles a>svg { flex-shrink: 0; } /* Integrations back button */ #back-button { display: flex; gap: 0.5rem; align-items: center; color: #121142 !important; font-size: 0.875rem; line-height: 150%; letter-spacing: 0.15px; margin-bottom: 1.5rem; } #back-button:hover { opacity: 0.7; } #back-button>svg { flex-shrink: 0; } /* Sample apps */ .sample-app { color: #121142; } .sample-app h2 { font-size: 2.125rem; font-weight: 600; line-height: 123.5%; letter-spacing: 0.25px; } .sample-app h2:not(:first-of-type) { margin: 4rem 0 0 0; } .sample-app h2:first-of-type { margin: 0; } .sample-app h3 { font-size: 1.25rem; font-weight: 600; line-height: 150%; letter-spacing: 0.15px; margin: 3rem 0 0 0; } .sample-app h4 { font-size: 0.875rem; font-weight: 700; line-height: 150%; letter-spacing: 0.15px; margin: 3rem 0 0 0; } .sample-app p, .sample-app ul { margin: 1.5rem 0 0 0; font-size: 0.875rem; list-style-type: disc; } .sample-app li::before { display: none; } .sample-app li { padding-left: 0 !important; margin-left: 1.25rem; } .sample-app li::marker { color: #121142; } .sample-app-heading { display: flex; flex-direction: column; align-items: center; text-align: center; } .sample-app-heading .eyebrow { color: #121142; font-size: 0.625rem; line-height: 160%; letter-spacing: 1px; text-transform: uppercase; } .sample-app-heading h1 { color: #121142; margin: 0.5rem 0 0 0; font-size: 2.125rem; font-weight: 600; line-height: 123.5%; letter-spacing: 0.25px; } .sample-app-heading p { color: #121142; margin: 0.5rem 0 1.5rem 0; font-size: 1.25rem; font-weight: 600; line-height: 150%; letter-spacing: 0.15px; } /* Sample apps content area with sidebar */ .sample-app-split { display: flex; flex-direction: column; gap: 3rem; } .sample-app-split .sidebar a:not(.connect-with-pinecone) { font-size: 0.875rem; color: #121142; border-bottom: none; } .sample-app-split .toc-list { display: flex; flex-direction: column; gap: 1rem; } .sample-app-split .toc-list a.bold { font-weight: 700; margin-top: 0.5rem; } .sample-app-split>.content.no-margin>p:first-of-type { margin-top: 0 !important; } .connect-with-pinecone { border: 1px solid rgba(115, 143, 171, 0.50); border-radius: 0.25rem; padding: 0.5rem 1rem; display: inline-flex; align-items: center; gap: 0.5rem; font-size: 0.875rem; font-weight: 500; line-height: 1.5rem; letter-spacing: 0.4px; color: #121142 !important; text-decoration: none; align-self: flex-start; } @media (min-width: 1280px) { .sample-app-split { flex-direction: row; } .sample-app-split .content { overflow-x: auto; } .sample-app-split .sidebar { width: 20.625rem; flex-shrink: 0; } } /* Hacky codeblock targeting */ div[class*="bg-codeblock"].relative { background: #121142; border-radius: 0.25rem; } p>code { font-size: 0.75rem; line-height: 150%; letter-spacing: 0.5px; border-radius: 0.25rem; padding: 0.125rem 0.5rem; background-color: rgba(115, 143, 171, 0.08); color: #030080; border: none; } code .api-key.set { color: orange; } .pinecone-connect-connected { width: 100%; max-width: 31.25rem; background-color: rgb(255, 255, 255); transition: box-shadow 300ms cubic-bezier(0.4, 0, 0.2, 1) 0ms; border-radius: 0.25rem; padding: 1.5rem; margin: 1.5rem 0; border: 1px solid rgb(224, 224, 224); } .pinecone-connect-connected img { height: 1.875rem; margin: 0; } .pinecone-connect-connected p { color: rgba(0, 0, 0, 0.87) !important; } .pinecone-connect-connected p:last-of-type { margin-top: 0.75rem; } .remove-api-key { display: flex; width: 100%; max-width: 31.25rem; margin-top: -1.25rem; } .remove-api-key>button { font-size: 0.8125rem; font-weight: 500; color: #1d4ed8; margin-left: auto; } /* Model Gallery */ .featured-card-container { position: relative; width: 100%; overflow: visible; overflow-x: auto; overflow-y: visible; margin-right: 0; /* Added to remove extra right margin */ } .featured-model-cards { display: flex; transition: transform 1s ease-in-out; width: 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: center; cursor: pointer; opacity: 0.5; transition: opacity 0.3s ease; } .control:hover { opacity: 1; } .prev-slide { left: 10px; } .next-slide { right: 10px; } .inference-text p { margin-top: 0rem; } /* Model page */ .model-page-card { padding: 1.5rem; border-radius: 0.25rem; border: 1px solid #D8DDDF; background: #FFF; margin-bottom: 2.5rem; } .model-page-card-title { display: flex; flex-wrap: wrap; gap: 1rem; align-items: center; } .model-page-card-title>h1 { font-size: 1.5rem; color: #121142; } .model-page-card-logo { width: 2.125rem; height: 2.125rem; flex-shrink: 0; } .model-page-card-logo>img { width: 100%; height: 100%; object-fit: contain; } .model-page-card-inference { border-radius: 1rem; border: 1px solid #D8DDDF; padding: 0.25rem 0.375rem 0.25rem 0.25rem; display: flex; align-items: center; gap: 0.375rem; font-size: 0.8125rem; } .model-page-card-stats { display: flex; gap: 1.5rem; flex-wrap: wrap; margin-top: 1rem; } .model-page-card-stats>div>span { font-size: 0.625rem; 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">Pinecone Documentation</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 bg-primary/10 text-primary font-semibold dark:text-primary-light dark:bg-primary-light/10" 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 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/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="max-w-6xl" 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%-19rem)] xl:min-w-full" 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">Get started</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">Pinecone Documentation</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>Pinecone is the leading AI infrastructure for building accurate, secure, and scalable AI applications. Use <a href="/guides/get-started/quickstart">Pinecone Database</a> to store and search vector data at scale, or start with <a href="/guides/get-started/assistant-quickstart">Pinecone Assistant</a> to get a RAG application running in minutes.</p> <div class="not-prose grid gap-x-4 sm:grid-cols-2"><a class="card block not-prose font-normal group relative my-2 ring-2 ring-transparent rounded-xl bg-white dark:bg-background-dark border border-gray-950/10 dark:border-white/10 overflow-hidden w-full cursor-pointer hover:!border-primary dark:hover:!border-primary-light" href="/guides/get-started/quickstart"><div class="px-6 py-5 flex items-center space-x-3"><div class="h-6 w-6 fill-gray-800 dark:fill-gray-100 text-gray-800 dark:text-gray-100"><svg class="h-6 w-6 bg-primary dark:bg-primary-light" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/database.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center"></svg></div><div><h2 class="font-semibold text-base text-gray-800 dark:text-white">Database quickstart</h2><div class="font-normal text-sm text-gray-600 dark:text-gray-400 leading-6 mt-0"><p>Set up a fully managed vector database for high-performance similarity search</p></div></div></div></a><a class="card block not-prose font-normal group relative my-2 ring-2 ring-transparent rounded-xl bg-white dark:bg-background-dark border border-gray-950/10 dark:border-white/10 overflow-hidden w-full cursor-pointer hover:!border-primary dark:hover:!border-primary-light" href="/guides/get-started/assistant-quickstart"><div class="px-6 py-5 flex items-center space-x-3"><div class="h-6 w-6 fill-gray-800 dark:fill-gray-100 text-gray-800 dark:text-gray-100"><svg class="h-6 w-6 bg-primary dark:bg-primary-light" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/comments.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center"></svg></div><div><h2 class="font-semibold text-base text-gray-800 dark:text-white">Assistant quickstart</h2><div class="font-normal text-sm text-gray-600 dark:text-gray-400 leading-6 mt-0"><p>Create an AI assistant that answers complex questions about your proprietary data</p></div></div></div></a></div> <h3 class="flex whitespace-pre-wrap group" id="workflows"><div class="absolute"><a href="#workflows" 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">Workflows</span></h3> <ul class="not-prose mb-6 pb-[1px] flex-none min-w-full overflow-auto border-b border-gray-200 space-x-6 flex dark:border-gray-200/10"><li class="cursor-pointer"><button class="flex text-sm leading-6 font-semibold whitespace-nowrap pt-3 pb-2.5 -mb-px max-w-max border-b text-primary dark:text-primary-light border-current">Pinecone Database</button></li><li class="cursor-pointer"><button class="flex text-sm leading-6 font-semibold whitespace-nowrap pt-3 pb-2.5 -mb-px max-w-max border-b text-gray-900 border-transparent hover:border-gray-300 dark:text-gray-200 dark:hover:border-gray-700">Pinecone Assistant</button></li></ul><div class="prose dark:prose-dark"><div role="list" class="ml-3.5 mt-10 mb-6"><div role="listitem" class="relative flex items-start pb-2"><div class="absolute w-px h-[calc(100%-2.75rem)] top-[2.75rem] bg-gray-200/70 dark:bg-white/10"></div><div class="absolute ml-[-14px] py-2"><div class="w-7 h-7 shrink-0 rounded-lg bg-gray-100 dark:text-white dark:bg-[#26292E] text-sm text-gray-800 font-semibold flex items-center justify-center">1</div></div><div class="w-full overflow-hidden pl-12 pr-px"><p class="mt-2 font-semibold prose dark:prose-invert text-gray-900 dark:text-gray-200">Embed data</p><div><p>Use an embedding model to <a href="/guides/inference/generate-embeddings">convert data into vector embeddings</a>, the data format required for similarity search.</p></div></div></div><div role="listitem" class="relative flex items-start pb-2"><div class="absolute w-px h-[calc(100%-2.75rem)] top-[2.75rem] bg-gray-200/70 dark:bg-white/10"></div><div class="absolute ml-[-14px] py-2"><div class="w-7 h-7 shrink-0 rounded-lg bg-gray-100 dark:text-white dark:bg-[#26292E] text-sm text-gray-800 font-semibold flex items-center justify-center">2</div></div><div class="w-full overflow-hidden pl-12 pr-px"><p class="mt-2 font-semibold prose dark:prose-invert text-gray-900 dark:text-gray-200">Create an index</p><div><p><a href="/guides/indexes/understanding-indexes">Create an index</a> to store your vector embeddings. Specify the dimension and similarity metric of the embedding model you used.</p></div></div></div><div role="listitem" class="relative flex items-start pb-2"><div class="absolute w-px h-[calc(100%-2.75rem)] top-[2.75rem] bg-gray-200/70 dark:bg-white/10"></div><div class="absolute ml-[-14px] py-2"><div class="w-7 h-7 shrink-0 rounded-lg bg-gray-100 dark:text-white dark:bg-[#26292E] text-sm text-gray-800 font-semibold flex items-center justify-center">3</div></div><div class="w-full overflow-hidden pl-12 pr-px"><p class="mt-2 font-semibold prose dark:prose-invert text-gray-900 dark:text-gray-200">Ingest data</p><div><p><a href="/guides/get-started/key-features#data-ingestion">Load vector embeddings</a> and metadata into your index using Pinecone’s import or upsert feature. <a href="/guides/get-started/key-features#namespaces">Use namespaces to partition data</a> for faster queries and multitenant isolation between customers.</p></div></div></div><div role="listitem" class="relative flex items-start pb-2"><div class="absolute w-px h-[calc(100%-2.75rem)] top-[2.75rem] bg-gray-200/70 dark:bg-white/10"></div><div class="absolute ml-[-14px] py-2"><div class="w-7 h-7 shrink-0 rounded-lg bg-gray-100 dark:text-white dark:bg-[#26292E] text-sm text-gray-800 font-semibold flex items-center justify-center">4</div></div><div class="w-full overflow-hidden pl-12 pr-px"><p class="mt-2 font-semibold prose dark:prose-invert text-gray-900 dark:text-gray-200">Search</p><div><p><a href="/guides/inference/generate-embeddings">Convert queries into vector embeddings</a> and use them to <a href="/guides/data/query-data">search your index</a> for vectors that are semantically similar.</p></div></div></div><div role="listitem" class="relative flex items-start pb-2"><div class="absolute w-px h-[calc(100%-2.75rem)] top-[2.75rem] bg-transparent bg-gradient-to-b from-gray-200 dark:from-white/10 via-80% to-transparent"></div><div class="absolute ml-[-14px] py-2"><div class="w-7 h-7 shrink-0 rounded-lg bg-gray-100 dark:text-white dark:bg-[#26292E] text-sm text-gray-800 font-semibold flex items-center justify-center">5</div></div><div class="w-full overflow-hidden pl-12 pr-px"><p class="mt-2 font-semibold prose dark:prose-invert text-gray-900 dark:text-gray-200">Optimize performance</p><div><p><a href="/guides/data/understanding-metadata">Filter queries by metadata</a> to limit the scope of your search, <a href="/guides/inference/rerank">rerank results</a> based on their relevance to the query, or use <a href="/guides/data/understanding-hybrid-search">hybrid search</a> to combine the strengths of both similarity and keyword searching.</p></div></div></div></div></div> <h3 class="flex whitespace-pre-wrap group" id="resources"><div class="absolute"><a href="#resources" 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">Resources</span></h3> <div class="not-prose grid gap-x-4 sm:grid-cols-3"><a class="card block not-prose font-normal group relative my-2 ring-2 ring-transparent rounded-xl bg-white dark:bg-background-dark border border-gray-950/10 dark:border-white/10 overflow-hidden w-full cursor-pointer hover:!border-primary dark:hover:!border-primary-light" href="/guides"><div class="px-6 py-5"><div class="h-6 w-6 fill-gray-800 dark:fill-gray-100 text-gray-800 dark:text-gray-100"><svg class="h-6 w-6 bg-primary dark:bg-primary-light" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/book-open.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center"></svg></div><div><h2 class="font-semibold text-base text-gray-800 dark:text-white mt-4">Guides</h2><div class="mt-1 font-normal text-sm leading-6 text-gray-600 dark:text-gray-400"><p>Practical guides and best practices to get you up and running quickly.</p></div></div></div></a><a class="card block not-prose font-normal group relative my-2 ring-2 ring-transparent rounded-xl bg-white dark:bg-background-dark border border-gray-950/10 dark:border-white/10 overflow-hidden w-full cursor-pointer hover:!border-primary dark:hover:!border-primary-light" href="/reference"><div class="px-6 py-5"><div class="h-6 w-6 fill-gray-800 dark:fill-gray-100 text-gray-800 dark:text-gray-100"><svg class="h-6 w-6 bg-primary dark:bg-primary-light" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/code-simple.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center"></svg></div><div><h2 class="font-semibold text-base text-gray-800 dark:text-white mt-4">Reference</h2><div class="mt-1 font-normal text-sm leading-6 text-gray-600 dark:text-gray-400"><p>Comprehensive details about the Pinecone APIs, SDKs, utilities, and architecture.</p></div></div></div></a><a class="card block not-prose font-normal group relative my-2 ring-2 ring-transparent rounded-xl bg-white dark:bg-background-dark border border-gray-950/10 dark:border-white/10 overflow-hidden w-full cursor-pointer hover:!border-primary dark:hover:!border-primary-light" href="/examples"><div class="px-6 py-5"><div class="h-6 w-6 fill-gray-800 dark:fill-gray-100 text-gray-800 dark:text-gray-100"><svg class="h-6 w-6 bg-primary dark:bg-primary-light" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/solid/grid-round.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center"></svg></div><div><h2 class="font-semibold text-base text-gray-800 dark:text-white mt-4">Examples</h2><div class="mt-1 font-normal text-sm leading-6 text-gray-600 dark:text-gray-400"><p>Hands-on notebooks and sample apps with common AI patterns and tools.</p></div></div></div></a><a class="card block not-prose font-normal group relative my-2 ring-2 ring-transparent rounded-xl bg-white dark:bg-background-dark border border-gray-950/10 dark:border-white/10 overflow-hidden w-full cursor-pointer hover:!border-primary dark:hover:!border-primary-light" href="/models"><div class="px-6 py-5"><div class="h-6 w-6 fill-gray-800 dark:fill-gray-100 text-gray-800 dark:text-gray-100"><svg class="h-6 w-6 bg-primary dark:bg-primary-light" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/circle-nodes.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center"></svg></div><div><h2 class="font-semibold text-base text-gray-800 dark:text-white mt-4">Models</h2><div class="mt-1 font-normal text-sm leading-6 text-gray-600 dark:text-gray-400"><p>Details and guidance on popular embedding and reranking models.</p></div></div></div></a><a class="card block not-prose font-normal group relative my-2 ring-2 ring-transparent rounded-xl bg-white dark:bg-background-dark border border-gray-950/10 dark:border-white/10 overflow-hidden w-full cursor-pointer hover:!border-primary dark:hover:!border-primary-light" href="/integrations"><div class="px-6 py-5"><div class="h-6 w-6 fill-gray-800 dark:fill-gray-100 text-gray-800 dark:text-gray-100"><svg class="h-6 w-6 bg-primary dark:bg-primary-light" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/link-simple.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center"></svg></div><div><h2 class="font-semibold text-base text-gray-800 dark:text-white mt-4">Integrations</h2><div class="mt-1 font-normal text-sm leading-6 text-gray-600 dark:text-gray-400"><p>Pinecone’s growing number of third-party integrations.</p></div></div></div></a><a class="card block not-prose font-normal group relative my-2 ring-2 ring-transparent rounded-xl bg-white dark:bg-background-dark border border-gray-950/10 dark:border-white/10 overflow-hidden w-full cursor-pointer hover:!border-primary dark:hover:!border-primary-light" href="/troubleshooting/contact-support"><div class="px-6 py-5"><div class="h-6 w-6 fill-gray-800 dark:fill-gray-100 text-gray-800 dark:text-gray-100"><svg class="h-6 w-6 bg-primary dark:bg-primary-light" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/bug.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center"></svg></div><div><h2 class="font-semibold text-base text-gray-800 dark:text-white mt-4">Troubleshooting</h2><div class="mt-1 font-normal text-sm leading-6 text-gray-600 dark:text-gray-400"><p>Resolve common Pinecone issues with our troubleshooting guide.</p></div></div></div></a><a class="card block not-prose font-normal group relative my-2 ring-2 ring-transparent rounded-xl bg-white dark:bg-background-dark border border-gray-950/10 dark:border-white/10 overflow-hidden w-full cursor-pointer hover:!border-primary dark:hover:!border-primary-light" href="/release-notes"><div class="px-6 py-5"><div class="h-6 w-6 fill-gray-800 dark:fill-gray-100 text-gray-800 dark:text-gray-100"><svg class="h-6 w-6 bg-primary dark:bg-primary-light" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/party-horn.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center"></svg></div><div><h2 class="font-semibold text-base text-gray-800 dark:text-white mt-4">Releases</h2><div class="mt-1 font-normal text-sm leading-6 text-gray-600 dark:text-gray-400"><p>News about features and changes in Pinecone and related tools.</p></div></div></div></a></div></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 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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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This endpoint is based on the OpenAI Chat Completion API, a commonly used and adopted API. \n\nIt is useful if you need inline citations or OpenAI-compatible responses, but has limited functionality compared to the [`chat_assistant`](https://docs.pinecone.io/reference/api/2024-07/assistant/chat_assistant) operation.","openapi":"assistant-data_unstable POST /assistant/chat/{assistant_name}/chat/completions","href":"/reference/api/assistant/chat_completion_assistant"}]},{"group":"Evaluation","pages":[{"title":"Evaluate an answer","description":"The `metrics_alignment` endpoint [evaluates](https://docs.pinecone.io/guides/assistant/understanding-evaluation) the correctness, completeness, and alignment of a generated answer with respect to a question and a ground truth answer. The correctness and completeness are evaluated based on the precision and recall of the generated answer with respect to the ground truth answer facts. Alignment is the harmonic mean of correctness and completeness.","openapi":"assistant-data_evaluation_unstable POST /assistant/evaluation/metrics/alignment","href":"/reference/api/assistant/metrics_alignment"}]},{"group":"Context snippets","pages":[{"title":"Retrieve context from an assistant","description":"The `context_assistant` endpoint allows you to retrieve context from an assistant that might be used as part of RAG or any agentic flow.","openapi":"assistant-data_unstable POST /assistant/chat/{assistant_name}/context","href":"/reference/api/assistant/context_assistant"}]}]},{"group":"SDKs","pages":[{"title":"Introduction","description":null,"href":"/reference/pinecone-sdks"},{"title":"Python SDK","description":null,"icon":"python","href":"/reference/python-sdk"},{"title":"Node.js SDK","description":null,"icon":"node-js","href":"/reference/node-sdk"},{"title":"Java SDK","description":null,"icon":"java","href":"/reference/java-sdk"},{"title":"Go SDK","description":null,"icon":"golang","href":"/reference/go-sdk"},{"title":".NET SDK","description":null,"icon":"microsoft","href":"/reference/dotnet-sdk"},{"title":"Rust SDK","description":null,"icon":"rust","href":"/reference/rust-sdk"}]},{"group":"Tools","pages":[{"title":"Pinecone text client","description":null,"href":"/reference/tools/pinecone-text-client"},{"title":"Spark-Pinecone connector","description":null,"href":"/reference/tools/pinecone-spark-connector"}]},{"group":"Architecture","pages":[{"title":"Serverless architecture","description":null,"href":"/reference/architecture/serverless-architecture"},{"title":"Pod-based architecture","description":null,"href":"/reference/architecture/pod-based-architecture"}]},{"group":"Miscellaneous","pages":[{"title":"Object identifiers","description":null,"href":"/reference/object-identifiers"},{"title":"Quotas and limits","description":null,"href":"/reference/quotas-and-limits"},{"title":"Known limitations","description":null,"href":"/reference/known-limitations"}]},{"group":"Examples","pages":[{"title":"Notebooks","description":null,"mode":"wide","href":"/examples/notebooks"},{"title":"Sample apps","description":null,"href":"/examples/sample-apps"},{"title":"Reference architectures","description":null,"href":"/examples/reference-architectures"}]},{"group":"Models","pages":[{"title":"Model Gallery","description":"Pinecone integrations enable you to build and deploy AI applications faster and more efficiently. 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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, 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