Check data freshness - Pinecone Docs

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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: 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class="group relative h-full flex items-center font-medium text-gray-600 dark:text-gray-400 group-hover:text-gray-800 dark:group-hover:text-gray-300" href="/examples/notebooks">Examples<div class="absolute bottom-0 h-[1.5px] w-full group-hover:bg-gray-200 dark:group-hover:bg-gray-700"></div></a><a class="group relative h-full flex items-center font-medium text-gray-600 dark:text-gray-400 group-hover:text-gray-800 dark:group-hover:text-gray-300" href="/models/overview">Models<div class="absolute bottom-0 h-[1.5px] w-full group-hover:bg-gray-200 dark:group-hover:bg-gray-700"></div></a><a class="group relative h-full flex items-center font-medium text-gray-600 dark:text-gray-400 group-hover:text-gray-800 dark:group-hover:text-gray-300" href="/integrations/overview">Integrations<div class="absolute bottom-0 h-[1.5px] w-full group-hover:bg-gray-200 dark:group-hover:bg-gray-700"></div></a><a class="group relative h-full flex items-center font-medium text-gray-600 dark:text-gray-400 group-hover:text-gray-800 dark:group-hover:text-gray-300" href="/troubleshooting/contact-support">Troubleshooting<div class="absolute bottom-0 h-[1.5px] w-full group-hover:bg-gray-200 dark:group-hover:bg-gray-700"></div></a><a class="group relative h-full flex items-center font-medium text-gray-600 dark:text-gray-400 group-hover:text-gray-800 dark:group-hover:text-gray-300" href="/release-notes/2024">Releases<div class="absolute bottom-0 h-[1.5px] w-full group-hover:bg-gray-200 dark:group-hover:bg-gray-700"></div></a></div></div></div></div></div><div class="px-4 mx-auto max-w-8xl lg:px-8 min-h-screen"><div class="z-20 hidden lg:block fixed bottom-0 right-auto w-[18rem] top-[7.1rem]" id="sidebar"><div class="absolute inset-0 z-10 stable-scrollbar-gutter overflow-auto pr-8 pb-10" id="sidebar-content"><div class="relative lg:text-sm lg:leading-6"><div class="sticky top-0 h-8 bg-gradient-to-b from-background-light dark:from-background-dark"></div><div id="navigation-items"><div class=""><h5 class="pl-4 mb-3.5 lg:mb-2.5 font-semibold text-gray-900 dark:text-gray-200">Get started</h5><ul><li id="/guides/get-started/overview" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/get-started/overview"><div class="flex-1 flex items-center space-x-2.5"><div>Overview</div></div></a></li><li id="/guides/get-started/quickstart" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/get-started/quickstart"><div class="flex-1 flex items-center space-x-2.5"><div>Database quickstart</div></div></a></li><li id="/guides/get-started/assistant-quickstart" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/get-started/assistant-quickstart"><div class="flex-1 flex items-center space-x-2.5"><div>Assistant quickstart</div></div></a></li><li id="/guides/get-started/key-features" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/get-started/key-features"><div class="flex-1 flex items-center space-x-2.5"><div>Key features</div></div></a></li><li><div class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem"><div>Tutorials</div><svg width="3" height="24" viewBox="0 -9 3 24" class="transition-transform text-gray-400 overflow-visible group-hover:text-gray-600 dark:text-gray-600 dark:group-hover:text-gray-400"><path d="M0 0L3 3L0 6" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round"></path></svg></div></li><li id="/guides/get-started/glossary" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/get-started/glossary"><div class="flex-1 flex items-center space-x-2.5"><div>Glossary</div></div></a></li></ul></div><div class="mt-12 lg:mt-8"><h5 class="pl-4 mb-3.5 lg:mb-2.5 font-semibold text-gray-900 dark:text-gray-200">Indexes</h5><ul><li id="/guides/indexes/understanding-indexes" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/indexes/understanding-indexes"><div class="flex-1 flex items-center space-x-2.5"><div>Understanding indexes</div></div></a></li><li id="/guides/indexes/create-an-index" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/indexes/create-an-index"><div class="flex-1 flex items-center space-x-2.5"><div>Create an index</div></div></a></li><li id="/guides/indexes/migrate-a-pod-based-index-to-serverless" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/indexes/migrate-a-pod-based-index-to-serverless"><div class="flex-1 flex items-center space-x-2.5"><div>Migrate a pod-based index to serverless</div></div></a></li><li id="/guides/indexes/view-index-information" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/indexes/view-index-information"><div class="flex-1 flex items-center space-x-2.5"><div>View index information</div></div></a></li><li><div class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem"><div>Back up and restore</div><svg width="3" height="24" viewBox="0 -9 3 24" class="transition-transform text-gray-400 overflow-visible group-hover:text-gray-600 dark:text-gray-600 dark:group-hover:text-gray-400"><path d="M0 0L3 3L0 6" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round"></path></svg></div></li><li id="/guides/indexes/delete-an-index" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/indexes/delete-an-index"><div class="flex-1 flex items-center space-x-2.5"><div>Delete an index</div></div></a></li><li id="/guides/indexes/prevent-index-deletion" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/indexes/prevent-index-deletion"><div class="flex-1 flex items-center space-x-2.5"><div>Prevent index deletion</div></div></a></li><li id="/guides/indexes/tag-an-index" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/indexes/tag-an-index"><div class="flex-1 flex items-center space-x-2.5"><div>Tag an index</div></div></a></li><li id="/guides/indexes/use-namespaces" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/indexes/use-namespaces"><div class="flex-1 flex items-center space-x-2.5"><div>Use namespaces</div></div></a></li><li id="/guides/indexes/configure-an-index" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/indexes/configure-an-index"><div class="flex-1 flex items-center space-x-2.5"><div>Configure an index</div></div></a></li><li id="/guides/indexes/choose-a-pod-type-and-size" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/indexes/choose-a-pod-type-and-size"><div class="flex-1 flex items-center space-x-2.5"><div>Choose a pod type and size</div></div></a></li><li id="/guides/indexes/scale-pod-based-indexes" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/indexes/scale-pod-based-indexes"><div class="flex-1 flex items-center space-x-2.5"><div>Scale pod-based indexes</div></div></a></li></ul></div><div class="mt-12 lg:mt-8"><h5 class="pl-4 mb-3.5 lg:mb-2.5 font-semibold text-gray-900 dark:text-gray-200">Data</h5><ul><li id="/guides/data/upsert-data" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/data/upsert-data"><div class="flex-1 flex items-center space-x-2.5"><div>Upsert data</div></div></a></li><li id="/guides/data/query-data" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg 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 duration-75 rotate-90"><path d="M0 0L3 3L0 6" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round"></path></svg></div><ul><li id="/guides/data/data-freshness/understanding-data-freshness" 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:1.75rem" href="/guides/data/data-freshness/understanding-data-freshness"><div class="flex-1 flex items-center space-x-2.5"><div>Understanding data freshness</div></div></a></li><li id="/guides/data/data-freshness/check-data-freshness" 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:1.75rem" href="/guides/data/data-freshness/check-data-freshness"><div class="flex-1 flex items-center space-x-2.5"><div>Check data freshness</div></div></a></li></ul></li><li><div class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem"><div>Hybrid search and sparse vectors</div><svg width="3" height="24" viewBox="0 -9 3 24" class="transition-transform text-gray-400 overflow-visible group-hover:text-gray-600 dark:text-gray-600 dark:group-hover:text-gray-400"><path d="M0 0L3 3L0 6" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round"></path></svg></div></li></ul></div><div class="mt-12 lg:mt-8"><h5 class="pl-4 mb-3.5 lg:mb-2.5 font-semibold text-gray-900 dark:text-gray-200">Inference</h5><ul><li id="/guides/inference/understanding-inference" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/inference/understanding-inference"><div class="flex-1 flex items-center space-x-2.5"><div>Understanding Pinecone Inference</div></div></a></li><li id="/guides/inference/generate-embeddings" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/inference/generate-embeddings"><div class="flex-1 flex items-center space-x-2.5"><div>Generate embeddings</div></div></a></li><li id="/guides/inference/rerank" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/inference/rerank"><div class="flex-1 flex items-center space-x-2.5"><div>Rerank documents</div></div></a></li></ul></div><div class="mt-12 lg:mt-8"><h5 class="pl-4 mb-3.5 lg:mb-2.5 font-semibold text-gray-900 dark:text-gray-200">Assistant</h5><ul><li id="/guides/assistant/understanding-assistant" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/assistant/understanding-assistant"><div class="flex-1 flex items-center space-x-2.5"><div>Understanding Pinecone Assistant</div></div></a></li><li id="/guides/assistant/create-assistant" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/assistant/create-assistant"><div class="flex-1 flex items-center space-x-2.5"><div>Create an assistant</div></div></a></li><li id="/guides/assistant/upload-file" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/assistant/upload-file"><div class="flex-1 flex items-center space-x-2.5"><div>Upload a file</div></div></a></li><li id="/guides/assistant/chat-with-assistant" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/assistant/chat-with-assistant"><div class="flex-1 flex items-center space-x-2.5"><div>Chat with an assistant</div></div></a></li><li id="/guides/assistant/manage-assistants" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/assistant/manage-assistants"><div class="flex-1 flex items-center space-x-2.5"><div>Manage assistants</div></div></a></li><li id="/guides/assistant/manage-files" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/assistant/manage-files"><div class="flex-1 flex items-center space-x-2.5"><div>Manage files</div></div></a></li><li><div class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem"><div>Evaluate answers</div><svg width="3" height="24" viewBox="0 -9 3 24" class="transition-transform text-gray-400 overflow-visible group-hover:text-gray-600 dark:text-gray-600 dark:group-hover:text-gray-400"><path d="M0 0L3 3L0 6" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round"></path></svg></div></li><li><div class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem"><div>Retrieve context snippets</div><svg width="3" height="24" viewBox="0 -9 3 24" class="transition-transform text-gray-400 overflow-visible group-hover:text-gray-600 dark:text-gray-600 dark:group-hover:text-gray-400"><path d="M0 0L3 3L0 6" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round"></path></svg></div></li></ul></div><div class="mt-12 lg:mt-8"><h5 class="pl-4 mb-3.5 lg:mb-2.5 font-semibold text-gray-900 dark:text-gray-200">Operations</h5><ul><li id="/guides/operations/local-development" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/operations/local-development"><div class="flex-1 flex items-center space-x-2.5"><div>Local development</div></div></a></li><li id="/guides/operations/automated-testing" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/operations/automated-testing"><div class="flex-1 flex items-center space-x-2.5"><div>Automated testing</div></div></a></li><li id="/guides/operations/move-to-production" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/operations/move-to-production"><div class="flex-1 flex items-center space-x-2.5"><div>Move to production</div></div></a></li><li id="/guides/operations/performance-tuning" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/operations/performance-tuning"><div class="flex-1 flex items-center space-x-2.5"><div>Performance tuning</div></div></a></li><li><div class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem"><div>Security</div><svg width="3" height="24" viewBox="0 -9 3 24" class="transition-transform text-gray-400 overflow-visible group-hover:text-gray-600 dark:text-gray-600 dark:group-hover:text-gray-400"><path d="M0 0L3 3L0 6" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round"></path></svg></div></li><li><div class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem"><div>Integrate with cloud storage</div><svg width="3" height="24" viewBox="0 -9 3 24" class="transition-transform text-gray-400 overflow-visible group-hover:text-gray-600 dark:text-gray-600 dark:group-hover:text-gray-400"><path d="M0 0L3 3L0 6" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round"></path></svg></div></li><li id="/guides/operations/monitoring" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/operations/monitoring"><div class="flex-1 flex items-center space-x-2.5"><div>Monitoring</div></div></a></li></ul></div><div class="mt-12 lg:mt-8"><h5 class="pl-4 mb-3.5 lg:mb-2.5 font-semibold text-gray-900 dark:text-gray-200">Organizations</h5><ul><li id="/guides/organizations/understanding-organizations" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/organizations/understanding-organizations"><div class="flex-1 flex items-center space-x-2.5"><div>Understanding organizations</div></div></a></li><li><div class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem"><div>Manage billing</div><svg width="3" height="24" viewBox="0 -9 3 24" class="transition-transform text-gray-400 overflow-visible group-hover:text-gray-600 dark:text-gray-600 dark:group-hover:text-gray-400"><path d="M0 0L3 3L0 6" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round"></path></svg></div></li><li><div class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem"><div>Manage cost</div><svg width="3" height="24" viewBox="0 -9 3 24" class="transition-transform text-gray-400 overflow-visible group-hover:text-gray-600 dark:text-gray-600 dark:group-hover:text-gray-400"><path d="M0 0L3 3L0 6" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round"></path></svg></div></li><li id="/guides/organizations/manage-organization-members" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/organizations/manage-organization-members"><div class="flex-1 flex items-center space-x-2.5"><div>Manage organization members</div></div></a></li></ul></div><div class="mt-12 lg:mt-8"><h5 class="pl-4 mb-3.5 lg:mb-2.5 font-semibold text-gray-900 dark:text-gray-200">Projects</h5><ul><li id="/guides/projects/understanding-projects" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/projects/understanding-projects"><div class="flex-1 flex items-center space-x-2.5"><div>Understanding projects</div></div></a></li><li id="/guides/projects/create-a-project" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/projects/create-a-project"><div class="flex-1 flex items-center space-x-2.5"><div>Create a project</div></div></a></li><li id="/guides/projects/manage-api-keys" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/projects/manage-api-keys"><div class="flex-1 flex items-center space-x-2.5"><div>Manage API keys</div></div></a></li><li id="/guides/projects/manage-project-members" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/projects/manage-project-members"><div class="flex-1 flex items-center space-x-2.5"><div>Manage project members</div></div></a></li><li id="/guides/projects/rename-a-project" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/guides/projects/rename-a-project"><div class="flex-1 flex items-center space-x-2.5"><div>Rename a project</div></div></a></li></ul></div></div></div></div></div><div class="" id="content-container"><div class="flex flex-row gap-12 box-border w-full pt-40 lg:pt-10"><div class="relative grow box-border flex-col w-full mx-auto px-1 lg:pl-[23.7rem] lg:-ml-12 xl:w-[calc(100%-28rem)]" id="content-area"><header id="header" class="relative"><div class="mt-0.5 space-y-2.5"><div class="eyebrow h-5 text-primary dark:text-primary-light text-sm font-semibold">Data freshness</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">Check data freshness</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>This topic describes two ways of checking the <a href="/guides/data/data-freshness/understanding-data-freshness">data freshness</a> of your Pinecone index:</p> <ul> <li> <p>To check if your serverless index queries reflect recent writes to your index, <a href="/_sites/docs.pinecone.io/guides/data/data-freshness/check-data-freshness#check-the-log-sequence-number">check the log sequence number</a>.</p> </li> <li> <p>To check whether your index contains recently inserted or deleted vectors, <a href="/_sites/docs.pinecone.io/guides/data/data-freshness/check-data-freshness#verify-vector-counts">verify the number of vectors in the index</a>.</p> </li> </ul> <h2 class="flex whitespace-pre-wrap group" id="check-the-log-sequence-number"><div class="absolute"><a href="#check-the-log-sequence-number" 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">Check the log sequence number</span></h2> <div class="my-4 px-5 py-4 overflow-hidden rounded-xl flex gap-3 border border-sky-500/20 bg-sky-50/50 dark:border-sky-500/30 dark:bg-sky-500/10"><div class="mt-0.5 w-4"><svg width="14" height="14" viewBox="0 0 14 14" fill="currentColor" xmlns="http://www.w3.org/2000/svg" class="w-4 h-4 text-sky-500" aria-label="Note"><path fill-rule="evenodd" clip-rule="evenodd" d="M7 1.3C10.14 1.3 12.7 3.86 12.7 7C12.7 10.14 10.14 12.7 7 12.7C5.48908 12.6974 4.0408 12.096 2.97241 11.0276C1.90403 9.9592 1.30264 8.51092 1.3 7C1.3 3.86 3.86 1.3 7 1.3ZM7 0C3.14 0 0 3.14 0 7C0 10.86 3.14 14 7 14C10.86 14 14 10.86 14 7C14 3.14 10.86 0 7 0ZM8 3H6V8H8V3ZM8 9H6V11H8V9Z"></path></svg></div><div class="text-sm prose min-w-0 text-sky-900 dark:text-sky-200"><p>This method is only available for serverless indexes through the <a href="https://docs.pinecone.io/reference/api/2024-10/data-plane/upsert" target="_blank" rel="noreferrer">Database API</a>.</p></div></div> <p>You can use log sequence numbers (LSNs) to verify that specific write operations are reflected in your query responses.</p> <p>Follow the steps below to compare the LSNs for a write and a subsequent query.</p> <p>To learn more about LSNs, see <a href="/guides/data/data-freshness/understanding-data-freshness">Understanding data freshness</a>.</p> <h3 class="flex whitespace-pre-wrap group" id="1-get-the-lsn-for-a-write-operation"><div class="absolute"><a href="#1-get-the-lsn-for-a-write-operation" 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">1. Get the LSN for a write operation</span></h3> <p>The following example demonstrates how to get the LSN for an <code>upsert</code> request using the Pinecone API. Use the same method to get the LSN for an <code>update</code> or <code>delete</code> request.</p> <p>The example shows an <code>upsert</code> request using the <code>curl</code> option <code>-i</code>. This option tells curl to include headers in the displayed response.</p> <div class="mt-5 mb-8 not-prose rounded-xl relative text-gray-50 bg-[#0F1117] dark:bg-codeblock dark:ring-1 dark:ring-gray-800/50 codeblock-dark"><div class="flex rounded-t-xl text-gray-400 text-xs leading-6 border-b font-medium bg-black/40 border-gray-900/80"><div class="flex-none border-b px-4 pt-2.5 pb-2 flex items-center text-primary-light border-primary-light">curl</div><div class="flex-1 mr-4 flex items-center justify-end"></div></div><div class="min-w-full relative text-sm leading-6 children:!my-0 children:!shadow-none children:!bg-transparent transition-[height] duration-300 ease-in-out" style="font-variant-ligatures:none;height:auto"><div class="overflow-x-auto h-full p-5 overflow-y-hidden scrollbar-thin scrollbar-thumb-rounded scrollbar-thumb-white/20 dark:scrollbar-thumb-white/20 hover:scrollbar-thumb-white/25 dark:hover:scrollbar-thumb-white/25 active:scrollbar-thumb-white/25 dark:active:scrollbar-thumb-white/25"><pre class="language-shell"><code class="language-shell"><span class=""><span class="token assign-left variable">PINECONE_API_KEY</span><span class="token operator">=</span><span class="token string">"YOUR_API_KEY"</span></span> <span class=""><span class="token assign-left variable">INDEX_HOST</span><span class="token operator">=</span><span class="token string">"INDEX_HOST"</span></span>  <span class=""><span class="token function">curl</span> <span class="token parameter variable">-i</span> <span class="token string">"https://<span class="token variable">$INDEX_HOST</span>/vectors/upsert"</span> <span class="token punctuation">\</span></span> <span class=""> <span class="token parameter variable">-H</span> <span class="token string">"Api-Key: <span class="token variable">$PINECONE_API_KEY</span>"</span> <span class="token punctuation">\</span></span> <span class=""> <span class="token parameter variable">-H</span> <span class="token string">"content-type: application/json"</span> <span class="token punctuation">\</span></span> <span class=""> <span class="token parameter variable">-H</span> <span class="token string">"X-Pinecone-API-Version: 2024-07"</span> <span class="token punctuation">\</span></span> <span class=""> <span class="token parameter variable">-d</span> '<span class="token punctuation">{</span></span> <span class=""> <span class="token string">"vectors"</span><span class="token builtin class-name">:</span> <span class="token punctuation">[</span></span> <span class=""> <span class="token punctuation">{</span></span> <span class=""> <span class="token string">"id"</span><span class="token builtin class-name">:</span> <span class="token string">"vec1"</span>,</span> <span class=""> <span class="token string">"values"</span><span class="token builtin class-name">:</span> <span class="token punctuation">[</span><span class="token number">0.1</span>, <span class="token number">0.2</span>, <span class="token number">0.3</span>, <span class="token number">0.4</span>, <span class="token number">0.5</span>, <span class="token number">0.6</span>, <span class="token number">0.7</span>, <span class="token number">0.8</span><span class="token punctuation">]</span>,</span> <span class=""> <span class="token punctuation">}</span></span> <span class=""> <span class="token punctuation">]</span>,</span> <span class=""> <span class="token string">"namespace"</span><span class="token builtin class-name">:</span> <span class="token string">"example-namespace"</span></span> <span class=""> <span class="token punctuation">}</span>'</span> </code></pre></div></div></div> <p>The preceding request receives a response like the following example:</p> <div class="mt-5 mb-8 not-prose rounded-xl relative text-gray-50 bg-[#0F1117] dark:bg-codeblock dark:ring-1 dark:ring-gray-800/50 codeblock-dark"><div class="flex rounded-t-xl text-gray-400 text-xs leading-6 border-b font-medium bg-black/40 border-gray-900/80"><div class="flex-none border-b px-4 pt-2.5 pb-2 flex items-center text-primary-light border-primary-light">curl</div><div class="flex-1 mr-4 flex items-center justify-end"></div></div><div class="min-w-full relative text-sm leading-6 children:!my-0 children:!shadow-none children:!bg-transparent transition-[height] duration-300 ease-in-out" style="font-variant-ligatures:none;height:auto"><div class="overflow-x-auto h-full p-5 overflow-y-hidden scrollbar-thin scrollbar-thumb-rounded scrollbar-thumb-white/20 dark:scrollbar-thumb-white/20 hover:scrollbar-thumb-white/25 dark:hover:scrollbar-thumb-white/25 active:scrollbar-thumb-white/25 dark:active:scrollbar-thumb-white/25"><pre class="language-shell"><code class="language-shell"><span class="">HTTP/2 <span class="token number">200</span> </span> <span class="">date: Wed, <span class="token number">21</span> Aug <span class="token number">2024</span> <span class="token number">15</span>:23:04 GMT</span> <span class="">content-type: application/json</span> <span class="">content-length: <span class="token number">66</span></span> <span class="">x-pinecone-max-indexed-lsn: <span class="token number">4</span></span> <span class="">x-pinecone-request-latency-ms: <span class="token number">1149</span></span> <span class="">x-pinecone-request-id: <span class="token number">3687967458925971419</span></span> <span class="">x-envoy-upstream-service-time: <span class="token number">1150</span></span> <span class="">grpc-status: <span class="token number">0</span></span> <span class="">server: envoy</span>  <span class=""><span class="token punctuation">{</span><span class="token string">"upsertedCount"</span>:1<span class="token punctuation">}</span></span> </code></pre></div></div></div> <p>In the preceding example response, the value of <code>x-pinecone-max-indexed-lsn</code> is 4. This means that the index has performed 4 write operations since its creation.</p> <h3 class="flex whitespace-pre-wrap group" id="2-get-the-lsn-for-a-query"><div class="absolute"><a href="#2-get-the-lsn-for-a-query" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100" aria-label="Navigate to header"><div class="w-6 h-6 text-gray-400 rounded-md flex items-center justify-center zinc-box bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20"><svg xmlns="http://www.w3.org/2000/svg" fill="gray" height="12px" viewBox="0 0 576 512"><path d="M0 256C0 167.6 71.6 96 160 96h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C98.1 144 48 194.1 48 256s50.1 112 112 112h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C71.6 416 0 344.4 0 256zm576 0c0 88.4-71.6 160-160 160H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c61.9 0 112-50.1 112-112s-50.1-112-112-112H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c88.4 0 160 71.6 160 160zM184 232H392c13.3 0 24 10.7 24 24s-10.7 24-24 24H184c-13.3 0-24-10.7-24-24s10.7-24 24-24z"></path></svg></div></a></div><span class="cursor-pointer">2. Get the LSN for a query</span></h3> <p>By checking the LSN in your query results, you can confirm that the LSN is greater than or equal to the LSN of the relevant write operation, indicating that the results of that operation are present in the query results.</p> <p>The following example makes a <code>query</code> request to the index:</p> <div class="mt-5 mb-8 not-prose rounded-xl relative text-gray-50 bg-[#0F1117] dark:bg-codeblock dark:ring-1 dark:ring-gray-800/50 codeblock-dark"><div class="min-w-full relative text-sm leading-6 children:!my-0 children:!shadow-none children:!bg-transparent transition-[height] duration-300 ease-in-out" style="font-variant-ligatures:none;height:auto"><div class="overflow-x-auto h-full p-5 overflow-y-hidden scrollbar-thin scrollbar-thumb-rounded scrollbar-thumb-white/20 dark:scrollbar-thumb-white/20 hover:scrollbar-thumb-white/25 dark:hover:scrollbar-thumb-white/25 active:scrollbar-thumb-white/25 dark:active:scrollbar-thumb-white/25"><pre class="language-shell"><code class="language-shell"><span class=""><span class="token assign-left variable">PINECONE_API_KEY</span><span class="token operator">=</span><span class="token string">"YOUR_API_KEY"</span></span> <span class=""><span class="token assign-left variable">INDEX_HOST</span><span class="token operator">=</span><span class="token string">"INDEX_HOST"</span></span>  <span class=""><span class="token function">curl</span> <span class="token parameter variable">-i</span> <span class="token string">"https://<span class="token variable">$INDEX_HOST</span>/query"</span> <span class="token punctuation">\</span></span> <span class=""> <span class="token parameter variable">-H</span> <span class="token string">"Api-Key: <span class="token variable">$PINECONE_API_KEY</span>"</span> <span class="token punctuation">\</span></span> <span class=""> <span class="token parameter variable">-H</span> <span class="token string">'Content-Type: application/json'</span> <span class="token punctuation">\</span></span> <span class=""> <span class="token parameter variable">-H</span> <span class="token string">"X-Pinecone-API-Version: 2024-07"</span> <span class="token punctuation">\</span></span> <span class=""> <span class="token parameter variable">-d</span> '<span class="token punctuation">{</span></span> <span class=""> <span class="token string">"vector"</span><span class="token builtin class-name">:</span> <span class="token punctuation">[</span><span class="token number">0.3</span>, <span class="token number">0.3</span>, <span class="token number">0.3</span>, <span class="token number">0.3</span>, <span class="token number">0.3</span>, <span class="token number">0.3</span>, <span class="token number">0.3</span>, <span class="token number">0.3</span><span class="token punctuation">]</span>,</span> <span class=""> <span class="token string">"namespace"</span><span class="token builtin class-name">:</span> <span class="token string">"example-namespace"</span>,</span> <span class=""> <span class="token string">"topK"</span><span class="token builtin class-name">:</span> <span class="token number">3</span>,</span> <span class=""> <span class="token string">"includeValues"</span><span class="token builtin class-name">:</span> <span class="token boolean">true</span></span> <span class=""> <span class="token punctuation">}</span>'</span> </code></pre></div></div></div> <p>The preceding request receives a response like the following example:</p> <div class="mt-5 mb-8 not-prose rounded-xl relative text-gray-50 bg-[#0F1117] dark:bg-codeblock dark:ring-1 dark:ring-gray-800/50 codeblock-dark"><div class="min-w-full relative text-sm leading-6 children:!my-0 children:!shadow-none children:!bg-transparent transition-[height] duration-300 ease-in-out" style="font-variant-ligatures:none;height:auto"><div class="overflow-x-auto h-full p-5 overflow-y-hidden scrollbar-thin scrollbar-thumb-rounded scrollbar-thumb-white/20 dark:scrollbar-thumb-white/20 hover:scrollbar-thumb-white/25 dark:hover:scrollbar-thumb-white/25 active:scrollbar-thumb-white/25 dark:active:scrollbar-thumb-white/25"><pre class="language-shell"><code class="language-shell"><span class="">HTTP/2 <span class="token number">200</span> </span> <span class="">date: Wed, <span class="token number">21</span> Aug <span class="token number">2024</span> <span class="token number">15</span>:33:36 GMT</span> <span class="">content-type: application/json</span> <span class="">content-length: <span class="token number">66</span></span> <span class="">x-pinecone-max-indexed-lsn: <span class="token number">5</span></span> <span class="">x-pinecone-request-latency-ms: <span class="token number">40</span></span> <span class="">x-pinecone-request-id: <span class="token number">6683088825552978933</span></span> <span class="">x-envoy-upstream-service-time: <span class="token number">41</span></span> <span class="">grpc-status: <span class="token number">0</span></span> <span class="">server: envoy</span>  <span class=""><span class="token punctuation">{</span></span> <span class=""> <span class="token string">"results"</span>:<span class="token punctuation">[</span><span class="token punctuation">]</span>,</span> <span class=""> <span class="token string">"matches"</span>:<span class="token punctuation">[</span></span> <span class=""> <span class="token punctuation">{</span></span> <span class=""> <span class="token string">"id"</span><span class="token builtin class-name">:</span><span class="token string">"vec1"</span>,</span> <span class=""> <span class="token string">"score"</span>:0.891132772,</span> <span class=""> <span class="token string">"values"</span>:<span class="token punctuation">[</span><span class="token number">0.1</span>,0.2,0.3,0.4,0.5,0.6,0.7,0.8<span class="token punctuation">]</span>,</span> <span class=""> <span class="token punctuation">}</span></span> <span class=""> <span class="token punctuation">]</span>,</span> <span class=""> <span class="token string">"namespace"</span><span class="token builtin class-name">:</span><span class="token string">"example-namespace"</span>,</span> <span class=""> <span class="token string">"usage"</span>:<span class="token punctuation">{</span><span class="token string">"readUnits"</span>:6<span class="token punctuation">}</span></span> <span class=""><span class="token punctuation">}</span></span> </code></pre></div></div></div> <p>In the preceding example response, the value of <code>x-pinecone-max-indexed-lsn</code> is 5.</p> <h3 class="flex whitespace-pre-wrap group" id="3-compare-lsns-for-writes-and-queries"><div class="absolute"><a href="#3-compare-lsns-for-writes-and-queries" 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">3. Compare LSNs for writes and queries</span></h3> <p>If the LSN of a query is greater than or equal to the LSN for a write operation, then the results of the query reflect the results of the write operation.</p> <p>In <a href="/_sites/docs.pinecone.io/guides/data/data-freshness/check-data-freshness#1-get-the-lsn-for-a-write-operation">step 1</a>, the LSN contained in the response headers is 4.</p> <p>In <a href="/_sites/docs.pinecone.io/guides/data/data-freshness/check-data-freshness#2-get-the-lsn-for-a-query">step 2</a>, the LSN contained in the response headers is 5.</p> <p>5 is greater than or equal to 4; therefore, the results of the query reflect the results of the upsert. However, this does not guarantee that the records upserted are still present or unmodified: the write operation with LSN of 5 may have updated or deleted these records, or upserted additional records.</p> <h2 class="flex whitespace-pre-wrap group" id="verify-record-counts"><div class="absolute"><a href="#verify-record-counts" 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">Verify record counts</span></h2> <p>To verify that your index contains the number of records you expect, use the <a href="/reference/api/2024-10/data-plane/describeindexstats"><code>describe_index_stats</code></a> operation to check if the current record count matches the number of records you expect.</p> <p>Use <code>describe_index_stats</code> to retrieve the current <code>total_vector_count</code> for your index, as in the following example:</p> </div><div class="leading-6 mt-14"><div class="pb-16 w-full"><div class="flex flex-col gap-y-4 xl:flex-col xl:gap-6 min-[1400px]:flex-row md:flex-row md:justify-end"><div class="flex flex-row gap-5 items-center grow justify-between md:justify-start xl:justify-between min-[1400px]:justify-start"><p class="text-sm text-gray-600 dark:text-gray-400">Was this page helpful?</p><div class="flex flex-row gap-3 items-center"><button class="px-[14px] py-2 flex flex-row gap-[10px] items-center border rounded-lg text-gray-600 dark:text-gray-400 hover:text-gray-700 dark:hover:text-gray-300 bg-white/50 border-gray-200 dark:border-gray-800 dark:bg-codeblock/50 hover:border-gray-400 hover:dark:border-gray-500"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" viewBox="0 0 16 16" class="fill-current"><path d="M10.1187 1.08741C8.925 0.746789 7.67813 1.43741 7.3375 2.63116L7.15938 3.25616C7.04375 3.66241 6.83438 4.03741 6.55 4.34991L4.94688 6.11241C4.66875 6.41866 4.69062 6.89366 4.99687 7.17179C5.30312 7.44991 5.77813 7.42804 6.05625 7.12179L7.65938 5.35929C8.1 4.87491 8.42188 4.29679 8.6 3.66866L8.77812 3.04366C8.89062 2.64679 9.30625 2.41554 9.70625 2.52804C10.1063 2.64054 10.3344 3.05616 10.2219 3.45616L10.0437 4.08116C9.86562 4.70304 9.58437 5.29054 9.2125 5.81554C9.05 6.04366 9.03125 6.34366 9.15938 6.59366C9.2875 6.84366 9.54375 6.99991 9.825 6.99991H14C14.275 6.99991 14.5 7.22491 14.5 7.49991C14.5 7.71241 14.3656 7.89679 14.175 7.96866C13.9438 8.05616 13.7688 8.24992 13.7094 8.49054C13.65 8.73117 13.7125 8.98429 13.875 9.16866C13.9531 9.25616 14 9.37179 14 9.49991C14 9.74366 13.825 9.94679 13.5938 9.99054C13.3375 10.0405 13.1219 10.2187 13.0312 10.4624C12.9406 10.7062 12.9813 10.9843 13.1438 11.1905C13.2094 11.2749 13.25 11.3812 13.25 11.4999C13.25 11.7093 13.1187 11.8937 12.9312 11.9655C12.5719 12.1062 12.3781 12.4937 12.4812 12.8655C12.4937 12.9062 12.5 12.953 12.5 12.9999C12.5 13.2749 12.275 13.4999 12 13.4999H8.95312C8.55937 13.4999 8.17188 13.3843 7.84375 13.1655L5.91563 11.8812C5.57188 11.6499 5.10625 11.7437 4.875 12.0905C4.64375 12.4374 4.7375 12.8999 5.08437 13.1312L7.0125 14.4155C7.5875 14.7999 8.2625 15.003 8.95312 15.003H12C13.0844 15.003 13.9656 14.1405 14 13.0655C14.4563 12.6999 14.75 12.1374 14.75 11.503C14.75 11.3624 14.7344 11.228 14.7094 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13.3687L7.15938 12.7437C7.04375 12.3374 6.83438 11.9624 6.55 11.6499L4.94688 9.8874C4.66875 9.58115 4.69062 9.10615 4.99687 8.82803C5.30312 8.5499 5.77813 8.57178 6.05625 8.87803L7.65938 10.6405C8.1 11.1249 8.42188 11.703 8.6 12.3312L8.77812 12.9562C8.89062 13.353 9.30625 13.5843 9.70625 13.4718C10.1063 13.3593 10.3344 12.9437 10.2219 12.5437L10.0437 11.9187C9.86562 11.2968 9.58437 10.7093 9.2125 10.1843C9.05 9.95615 9.03125 9.65615 9.15938 9.40615C9.2875 9.15615 9.54375 8.9999 9.825 8.9999H14C14.275 8.9999 14.5 8.7749 14.5 8.4999C14.5 8.2874 14.3656 8.10303 14.175 8.03115C13.9438 7.94365 13.7688 7.7499 13.7094 7.50928C13.65 7.26865 13.7125 7.01553 13.875 6.83115C13.9531 6.74365 14 6.62803 14 6.4999C14 6.25615 13.825 6.05303 13.5938 6.00928C13.3375 5.95928 13.1219 5.78115 13.0312 5.53428C12.9406 5.2874 12.9813 5.0124 13.1438 4.80615C13.2094 4.72178 13.25 4.61553 13.25 4.49678C13.25 4.2874 13.1187 4.10303 12.9312 4.03115C12.5719 3.89053 12.3781 3.50303 12.4812 3.13115C12.4937 3.09053 12.5 3.04365 12.5 2.99678C12.5 2.72178 12.275 2.49678 12 2.49678H8.95312C8.55937 2.49678 8.17188 2.6124 7.84375 2.83115L5.91563 4.11553C5.57188 4.34678 5.10625 4.25303 4.875 3.90615C4.64375 3.55928 4.7375 3.09678 5.08437 2.86553L7.0125 1.58115C7.5875 1.19678 8.2625 0.993652 8.95312 0.993652H12C13.0844 0.993652 13.9656 1.85615 14 2.93115C14.4563 3.29678 14.75 3.85928 14.75 4.49365C14.75 4.63428 14.7344 4.76865 14.7094 4.8999C15.1906 5.26553 15.5 5.84365 15.5 6.49365C15.5 6.69678 15.4688 6.89365 15.4125 7.07803C15.775 7.44678 16 7.94678 16 8.4999C16 9.60303 15.1063 10.4999 14 10.4999H11.1156C11.2625 10.8249 11.3875 11.1624 11.4844 11.5062L11.6625 12.1312C12.0031 13.3249 11.3125 14.5718 10.1187 14.9124ZM1 11.9999C0.446875 11.9999 0 11.553 0 10.9999V3.9999C0 3.44678 0.446875 2.9999 1 2.9999H3C3.55313 2.9999 4 3.44678 4 3.9999V10.9999C4 11.553 3.55313 11.9999 3 11.9999H1Z"></path></svg><small class="text-sm font-normal leading-4 ">No</small></button></div></div><div class="flex flex-row gap-3 justify-end"></div></div></div><div class="mb-12 px-0.5 flex items-center text-sm font-semibold text-gray-700 dark:text-gray-200"><a class="flex items-center space-x-3 group" href="/guides/data/data-freshness/understanding-data-freshness"><svg viewBox="0 0 3 6" class="h-1.5 stroke-gray-400 overflow-visible group-hover:stroke-gray-600 dark:group-hover:stroke-gray-300"><path d="M3 0L0 3L3 6" fill="none" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path></svg><span class="group-hover:text-gray-900 dark:group-hover:text-white">Understanding data freshness</span></a><a class="flex items-center ml-auto space-x-3 group" href="/guides/data/understanding-hybrid-search"><span class="group-hover:text-gray-900 dark:group-hover:text-white">Understanding hybrid search</span><svg viewBox="0 0 3 6" class="rotate-180 h-1.5 stroke-gray-400 overflow-visible group-hover:stroke-gray-600 dark:group-hover:stroke-gray-300"><path d="M3 0L0 3L3 6" fill="none" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path></svg></a></div><footer id="footer" class="flex gap-12 justify-between pt-10 border-t border-gray-100 sm:flex dark:border-gray-800/50 pb-28"><div class="flex gap-6"><a href="https://twitter.com/pinecone?ref_src=twsrc%5Egoogle%7Ctwcamp%5Eserp%7Ctwgr%5Eauthor" target="_blank"><span class="sr-only">twitter</span><svg class="w-5 h-5 bg-gray-400 dark:bg-gray-500 hover:bg-gray-500 dark:hover:bg-gray-400" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/brands/twitter.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center"></svg></a><a href="https://www.linkedin.com/company/pinecone-io/" target="_blank"><span class="sr-only">linkedin</span><svg class="w-5 h-5 bg-gray-400 dark:bg-gray-500 hover:bg-gray-500 dark:hover:bg-gray-400" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/brands/linkedin.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center"></svg></a></div></footer></div></div><div class="z-10 hidden xl:flex pl-10 box-border w-[19rem]" id="table-of-contents"><div id="table-of-contents-content" class="fixed text-gray-600 text-sm leading-6 w-[16.5rem] overflow-y-auto space-y-2 h-[calc(100%-10rem)]"><div class="text-gray-700 dark:text-gray-300 font-medium flex items-center space-x-2"><svg width="16" height="16" viewBox="0 0 16 16" fill="none" stroke="currentColor" stroke-width="2" xmlns="http://www.w3.org/2000/svg" class="h-3 w-3"><path d="M2.44434 12.6665H13.5554" stroke-linecap="round" stroke-linejoin="round"></path><path d="M2.44434 3.3335H13.5554" stroke-linecap="round" stroke-linejoin="round"></path><path d="M2.44434 8H7.33323" stroke-linecap="round" stroke-linejoin="round"></path></svg><span>On this page</span></div><ul><li><a href="#check-the-log-sequence-number" class="py-1 block font-medium hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300">Check the log sequence number</a></li><li style="margin-left:1rem"><a href="#1-get-the-lsn-for-a-write-operation" class="group flex items-start py-1 whitespace-pre-wrap text-gray-500 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300">1. Get the LSN for a write operation</a></li><li style="margin-left:1rem"><a href="#2-get-the-lsn-for-a-query" class="group flex items-start py-1 whitespace-pre-wrap text-gray-500 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300">2. Get the LSN for a query</a></li><li style="margin-left:1rem"><a href="#3-compare-lsns-for-writes-and-queries" class="group flex items-start py-1 whitespace-pre-wrap text-gray-500 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300">3. Compare LSNs for writes and queries</a></li><li><a href="#verify-record-counts" class="py-1 block font-medium hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300">Verify record counts</a></li></ul></div></div></div></div></div></div></main></div><script id="__NEXT_DATA__" type="application/json">{"props":{"pageProps":{"mdxSource":{"compiledSource":"/*@jsxRuntime automatic @jsxImportSource react*/\nconst {Fragment: _Fragment, jsx: _jsx, jsxs: _jsxs} = arguments[0];\nconst {useMDXComponents: _provideComponents} = arguments[0];\nfunction _createMdxContent(props) {\n const _components = Object.assign({\n p: \"p\",\n a: \"a\",\n ul: \"ul\",\n li: \"li\",\n code: \"code\",\n pre: \"pre\",\n span: \"span\"\n }, _provideComponents(), props.components), {Heading, Note, CodeBlock, CodeGroup} = _components;\n if (!CodeBlock) _missingMdxReference(\"CodeBlock\", true);\n if (!CodeGroup) _missingMdxReference(\"CodeGroup\", true);\n if (!Heading) _missingMdxReference(\"Heading\", true);\n if (!Note) _missingMdxReference(\"Note\", true);\n return _jsxs(_Fragment, {\n children: [_jsxs(_components.p, {\n children: [\"This topic describes two ways of checking the \", _jsx(_components.a, {\n href: \"/guides/data/data-freshness/understanding-data-freshness\",\n children: \"data freshness\"\n }), \" of your Pinecone index:\"]\n }), \"\\n\", _jsxs(_components.ul, {\n children: [\"\\n\", _jsxs(_components.li, {\n children: [\"\\n\", _jsxs(_components.p, {\n children: [\"To check if your serverless index queries reflect recent writes to your index, \", _jsx(_components.a, {\n href: \"#check-the-log-sequence-number\",\n children: \"check the log sequence number\"\n }), \".\"]\n }), \"\\n\"]\n }), \"\\n\", _jsxs(_components.li, {\n children: [\"\\n\", _jsxs(_components.p, {\n children: [\"To check whether your index contains recently inserted or deleted vectors, \", _jsx(_components.a, {\n href: \"#verify-vector-counts\",\n children: \"verify the number of vectors in the index\"\n }), \".\"]\n }), \"\\n\"]\n }), \"\\n\"]\n }), \"\\n\", _jsx(Heading, {\n level: \"2\",\n id: \"check-the-log-sequence-number\",\n children: \"Check the log sequence number\"\n }), \"\\n\", _jsx(Note, {\n children: _jsxs(_components.p, {\n children: [\"This method is only available for serverless indexes through the \", _jsx(_components.a, {\n href: \"https://docs.pinecone.io/reference/api/2024-10/data-plane/upsert\",\n children: \"Database API\"\n }), \".\"]\n })\n }), \"\\n\", _jsx(_components.p, {\n children: \"You can use log sequence numbers (LSNs) to verify that specific write operations are reflected in your query responses.\"\n }), \"\\n\", _jsx(_components.p, {\n children: \"Follow the steps below to compare the LSNs for a write and a subsequent query.\"\n }), \"\\n\", _jsxs(_components.p, {\n children: [\"To learn more about LSNs, see \", _jsx(_components.a, {\n href: \"/guides/data/data-freshness/understanding-data-freshness\",\n children: \"Understanding data freshness\"\n }), \".\"]\n }), \"\\n\", _jsx(Heading, {\n level: \"3\",\n id: \"1-get-the-lsn-for-a-write-operation\",\n children: \"1. Get the LSN for a write operation\"\n }), \"\\n\", _jsxs(_components.p, {\n children: [\"The following example demonstrates how to get the LSN for an \", _jsx(_components.code, {\n children: \"upsert\"\n }), \" request using the Pinecone API. Use the same method to get the LSN for an \", _jsx(_components.code, {\n children: \"update\"\n }), \" or \", _jsx(_components.code, {\n children: \"delete\"\n }), \" request.\"]\n }), \"\\n\", _jsxs(_components.p, {\n children: [\"The example shows an \", _jsx(_components.code, {\n children: \"upsert\"\n }), \" request using the \", _jsx(_components.code, {\n children: \"curl\"\n }), \" option \", _jsx(_components.code, {\n children: \"-i\"\n }), \". This option tells curl to include headers in the displayed response.\"]\n }), \"\\n\", _jsx(CodeBlock, {\n filename: \"curl\",\n expandable: \"false\",\n children: _jsx(_components.pre, {\n className: \"language-shell\",\n children: _jsxs(_components.code, {\n className: \"language-shell\",\n children: [_jsxs(_components.span, {\n className: \"\",\n children: [_jsx(_components.span, {\n className: \"token assign-left variable\",\n children: \"PINECONE_API_KEY\"\n }), _jsx(_components.span, {\n className: \"token operator\",\n children: \"=\"\n }), _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"YOUR_API_KEY\\\"\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [_jsx(_components.span, {\n className: \"token assign-left variable\",\n children: \"INDEX_HOST\"\n }), _jsx(_components.span, {\n className: \"token operator\",\n children: \"=\"\n }), _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"INDEX_HOST\\\"\"\n })]\n }), \"\\n\", \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [_jsx(_components.span, {\n className: \"token function\",\n children: \"curl\"\n }), \" \", _jsx(_components.span, {\n className: \"token parameter variable\",\n children: \"-i\"\n }), \" \", _jsxs(_components.span, {\n className: \"token string\",\n children: [\"\\\"https://\", _jsx(_components.span, {\n className: \"token variable\",\n children: \"$INDEX_HOST\"\n }), \"/vectors/upsert\\\"\"]\n }), \" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"\\\\\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token parameter variable\",\n children: \"-H\"\n }), \" \", _jsxs(_components.span, {\n className: \"token string\",\n children: [\"\\\"Api-Key: \", _jsx(_components.span, {\n className: \"token variable\",\n children: \"$PINECONE_API_KEY\"\n }), \"\\\"\"]\n }), \" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"\\\\\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token parameter variable\",\n children: \"-H\"\n }), \" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"content-type: application/json\\\"\"\n }), \" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"\\\\\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token parameter variable\",\n children: \"-H\"\n }), \" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"X-Pinecone-API-Version: 2024-07\\\"\"\n }), \" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"\\\\\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token 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\"\\\"vec1\\\"\"\n }), \",\"]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"values\\\"\"\n }), _jsx(_components.span, {\n className: \"token builtin class-name\",\n children: \":\"\n }), \" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"[\"\n }), _jsx(_components.span, {\n className: \"token number\",\n children: \"0.1\"\n }), \", \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.2\"\n }), \", \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.3\"\n }), \", \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.4\"\n }), \", \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.5\"\n }), \", \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.6\"\n }), \", \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.7\"\n }), \", \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.8\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"]\"\n }), \",\"]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"}\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"]\"\n }), \",\"]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"namespace\\\"\"\n }), _jsx(_components.span, {\n className: \"token builtin class-name\",\n children: \":\"\n }), \" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"example-namespace\\\"\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"}\"\n }), \"'\"]\n }), \"\\n\"]\n })\n })\n }), \"\\n\", _jsx(_components.p, {\n children: \"The preceding request receives a response like the following example:\"\n }), \"\\n\", _jsx(CodeBlock, {\n filename: \"curl\",\n expandable: \"false\",\n children: _jsx(_components.pre, {\n className: \"language-shell\",\n children: _jsxs(_components.code, {\n className: \"language-shell\",\n children: [_jsxs(_components.span, {\n className: \"\",\n children: [\"HTTP/2 \", _jsx(_components.span, {\n className: \"token number\",\n children: \"200\"\n }), \" \"]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\"date: Wed, \", _jsx(_components.span, {\n className: \"token number\",\n children: \"21\"\n }), \" Aug \", _jsx(_components.span, {\n className: \"token number\",\n children: \"2024\"\n }), \" \", _jsx(_components.span, {\n className: \"token number\",\n children: \"15\"\n }), \":23:04 GMT\"]\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: \"content-type: application/json\"\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\"content-length: \", _jsx(_components.span, {\n className: \"token number\",\n children: \"66\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\"x-pinecone-max-indexed-lsn: \", _jsx(_components.span, {\n className: \"token number\",\n children: \"4\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\"x-pinecone-request-latency-ms: \", _jsx(_components.span, {\n className: \"token number\",\n children: \"1149\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\"x-pinecone-request-id: \", _jsx(_components.span, {\n className: \"token number\",\n children: \"3687967458925971419\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\"x-envoy-upstream-service-time: \", _jsx(_components.span, {\n className: \"token number\",\n children: \"1150\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\"grpc-status: \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0\"\n })]\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: \"server: envoy\"\n }), \"\\n\", \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [_jsx(_components.span, {\n className: \"token punctuation\",\n children: \"{\"\n }), _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"upsertedCount\\\"\"\n }), \":1\", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"}\"\n })]\n }), \"\\n\"]\n })\n })\n }), \"\\n\", _jsxs(_components.p, {\n children: [\"In the preceding example response, the value of \", _jsx(_components.code, {\n children: \"x-pinecone-max-indexed-lsn\"\n }), \" is 4. This means that the index has performed 4 write operations since its creation.\"]\n }), \"\\n\", _jsx(Heading, {\n level: \"3\",\n id: \"2-get-the-lsn-for-a-query\",\n children: \"2. Get the LSN for a query\"\n }), \"\\n\", _jsx(_components.p, {\n children: \"By checking the LSN in your query results, you can confirm that the LSN is greater than or equal to the LSN of the relevant write operation, indicating that the results of that operation are present in the query results.\"\n }), \"\\n\", _jsxs(_components.p, {\n children: [\"The following example makes a \", _jsx(_components.code, {\n children: \"query\"\n }), \" request to the index:\"]\n }), \"\\n\", _jsx(CodeBlock, {\n filename: \"\",\n expandable: \"false\",\n children: _jsx(_components.pre, {\n className: \"language-shell\",\n children: _jsxs(_components.code, {\n className: \"language-shell\",\n children: [_jsxs(_components.span, {\n className: \"\",\n children: [_jsx(_components.span, {\n className: \"token assign-left variable\",\n children: \"PINECONE_API_KEY\"\n }), _jsx(_components.span, {\n className: \"token operator\",\n children: \"=\"\n }), _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"YOUR_API_KEY\\\"\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [_jsx(_components.span, {\n className: \"token assign-left variable\",\n children: \"INDEX_HOST\"\n }), _jsx(_components.span, {\n className: \"token operator\",\n children: \"=\"\n }), _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"INDEX_HOST\\\"\"\n })]\n }), \"\\n\", \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [_jsx(_components.span, {\n className: \"token function\",\n children: \"curl\"\n }), \" \", _jsx(_components.span, {\n className: \"token parameter variable\",\n children: \"-i\"\n }), \" \", _jsxs(_components.span, {\n className: \"token string\",\n children: [\"\\\"https://\", _jsx(_components.span, {\n className: \"token variable\",\n children: \"$INDEX_HOST\"\n }), \"/query\\\"\"]\n }), \" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"\\\\\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token parameter variable\",\n children: \"-H\"\n }), \" \", _jsxs(_components.span, {\n className: \"token string\",\n children: [\"\\\"Api-Key: \", _jsx(_components.span, {\n className: \"token variable\",\n children: \"$PINECONE_API_KEY\"\n }), \"\\\"\"]\n }), \" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"\\\\\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token parameter variable\",\n children: \"-H\"\n }), \" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"'Content-Type: application/json'\"\n }), \" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"\\\\\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token parameter variable\",\n children: \"-H\"\n }), \" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"X-Pinecone-API-Version: 2024-07\\\"\"\n }), \" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"\\\\\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token parameter variable\",\n children: \"-d\"\n }), \" '\", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"{\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"vector\\\"\"\n }), _jsx(_components.span, {\n className: \"token builtin class-name\",\n children: \":\"\n }), \" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"[\"\n }), _jsx(_components.span, {\n className: \"token number\",\n children: \"0.3\"\n }), \", \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.3\"\n }), \", \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.3\"\n }), \", \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.3\"\n }), \", \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.3\"\n }), \", \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.3\"\n }), \", \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.3\"\n }), \", \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.3\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"]\"\n }), \",\"]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"namespace\\\"\"\n }), _jsx(_components.span, {\n className: \"token builtin class-name\",\n children: \":\"\n }), \" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"example-namespace\\\"\"\n }), \",\"]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"topK\\\"\"\n }), _jsx(_components.span, {\n className: \"token builtin class-name\",\n children: \":\"\n }), \" \", _jsx(_components.span, {\n className: \"token number\",\n children: \"3\"\n }), \",\"]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"includeValues\\\"\"\n }), _jsx(_components.span, {\n className: \"token builtin class-name\",\n children: \":\"\n }), \" \", _jsx(_components.span, {\n className: \"token boolean\",\n children: \"true\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"}\"\n }), \"'\"]\n }), \"\\n\"]\n })\n })\n }), \"\\n\", _jsx(_components.p, {\n children: \"The preceding request receives a response like the following example:\"\n }), \"\\n\", _jsx(CodeBlock, {\n filename: \"\",\n expandable: \"false\",\n children: _jsx(_components.pre, {\n className: \"language-shell\",\n children: _jsxs(_components.code, {\n className: \"language-shell\",\n children: [_jsxs(_components.span, {\n className: \"\",\n children: [\"HTTP/2 \", _jsx(_components.span, {\n className: \"token number\",\n children: \"200\"\n }), \" \"]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\"date: Wed, \", _jsx(_components.span, {\n className: \"token number\",\n children: \"21\"\n }), \" Aug \", _jsx(_components.span, {\n className: \"token number\",\n children: \"2024\"\n }), \" \", _jsx(_components.span, {\n className: \"token number\",\n children: \"15\"\n }), \":33:36 GMT\"]\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: \"content-type: application/json\"\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\"content-length: \", _jsx(_components.span, {\n className: \"token number\",\n children: \"66\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\"x-pinecone-max-indexed-lsn: \", _jsx(_components.span, {\n className: \"token number\",\n children: \"5\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\"x-pinecone-request-latency-ms: \", _jsx(_components.span, {\n className: \"token number\",\n children: \"40\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\"x-pinecone-request-id: \", _jsx(_components.span, {\n className: \"token number\",\n children: \"6683088825552978933\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\"x-envoy-upstream-service-time: \", _jsx(_components.span, {\n className: \"token number\",\n children: \"41\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\"grpc-status: \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0\"\n })]\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: \"server: envoy\"\n }), \"\\n\", \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"{\"\n })\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"results\\\"\"\n }), \":\", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"[\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"]\"\n }), \",\"]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"matches\\\"\"\n }), \":\", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"[\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"{\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"id\\\"\"\n }), _jsx(_components.span, {\n className: \"token builtin class-name\",\n children: \":\"\n }), _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"vec1\\\"\"\n }), \",\"]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"score\\\"\"\n }), \":0.891132772,\"]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"values\\\"\"\n }), \":\", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"[\"\n }), _jsx(_components.span, {\n className: \"token number\",\n children: \"0.1\"\n }), \",0.2,0.3,0.4,0.5,0.6,0.7,0.8\", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"]\"\n }), \",\"]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"}\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"]\"\n }), \",\"]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"namespace\\\"\"\n }), _jsx(_components.span, {\n className: \"token builtin class-name\",\n children: \":\"\n }), _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"example-namespace\\\"\"\n }), \",\"]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"usage\\\"\"\n }), \":\", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"{\"\n }), _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"readUnits\\\"\"\n }), \":6\", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"}\"\n })]\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"}\"\n })\n }), \"\\n\"]\n })\n })\n }), \"\\n\", _jsxs(_components.p, {\n children: [\"In the preceding example response, the value of \", _jsx(_components.code, {\n children: \"x-pinecone-max-indexed-lsn\"\n }), \" is 5.\"]\n }), \"\\n\", _jsx(Heading, {\n level: \"3\",\n id: \"3-compare-lsns-for-writes-and-queries\",\n children: \"3. Compare LSNs for writes and queries\"\n }), \"\\n\", _jsx(_components.p, {\n children: \"If the LSN of a query is greater than or equal to the LSN for a write operation, then the results of the query reflect the results of the write operation.\"\n }), \"\\n\", _jsxs(_components.p, {\n children: [\"In \", _jsx(_components.a, {\n href: \"#1-get-the-lsn-for-a-write-operation\",\n children: \"step 1\"\n }), \", the LSN contained in the response headers is 4.\"]\n }), \"\\n\", _jsxs(_components.p, {\n children: [\"In \", _jsx(_components.a, {\n href: \"#2-get-the-lsn-for-a-query\",\n children: \"step 2\"\n }), \", the LSN contained in the response headers is 5.\"]\n }), \"\\n\", _jsx(_components.p, {\n children: \"5 is greater than or equal to 4; therefore, the results of the query reflect the results of the upsert. However, this does not guarantee that the records upserted are still present or unmodified: the write operation with LSN of 5 may have updated or deleted these records, or upserted additional records.\"\n }), \"\\n\", _jsx(Heading, {\n level: \"2\",\n id: \"verify-record-counts\",\n children: \"Verify record counts\"\n }), \"\\n\", _jsxs(_components.p, {\n children: [\"To verify that your index contains the number of records you expect, use the \", _jsx(_components.a, {\n href: \"/reference/api/2024-10/data-plane/describeindexstats\",\n children: _jsx(_components.code, {\n children: \"describe_index_stats\"\n })\n }), \" operation to check if the current record count matches the number of records you expect.\"]\n }), \"\\n\", _jsxs(_components.p, {\n children: [\"Use \", _jsx(_components.code, {\n children: \"describe_index_stats\"\n }), \" to retrieve the current \", _jsx(_components.code, {\n children: \"total_vector_count\"\n }), \" for your index, as in the following example:\"]\n }), \"\\n\", _jsxs(CodeGroup, {\n children: [_jsx(CodeBlock, {\n filename: \"Python\",\n expandable: \"false\",\n children: _jsx(_components.pre, {\n className: \"language-python\",\n children: _jsxs(_components.code, {\n className: \"language-Python\",\n children: [_jsxs(_components.span, {\n className: \"\",\n children: [_jsx(_components.span, {\n className: \"token keyword\",\n children: \"from\"\n }), \" pinecone\", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \".\"\n }), \"grpc \", _jsx(_components.span, {\n className: \"token keyword\",\n children: \"import\"\n }), \" PineconeGRPC \", _jsx(_components.span, {\n className: \"token keyword\",\n children: \"as\"\n }), \" Pinecone\"]\n }), \"\\n\", \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\"pc \", _jsx(_components.span, {\n className: \"token operator\",\n children: \"=\"\n }), \" Pinecone\", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"(\"\n }), \"api_key\", _jsx(_components.span, {\n className: \"token operator\",\n children: \"=\"\n }), _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"YOUR_API_KEY\\\"\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \")\"\n })]\n }), \"\\n\", \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"# To get the unique host for an index, \"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"# see https://docs.pinecone.io/guides/data/target-an-index\"\n })\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\"index \", _jsx(_components.span, {\n className: \"token operator\",\n children: \"=\"\n }), \" pc\", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \".\"\n }), \"Index\", _jsx(_components.span, {\n className: 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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). This is where you specify the underlying training model, which cloud provider you would like to deploy with, and more.","openapi":"assistant-control_unstable POST /assistant/assistants","href":"/reference/api/assistant/create_assistant"},{"title":"Check assistant status","description":"The `get_assistant` endpoint [gets the status](https://docs.pinecone.io/guides/assistant/manage-assistants#get-the-status-of-an-assistant) of an assistant.","openapi":"assistant-control_unstable GET /assistant/assistants/{assistant_name}","href":"/reference/api/assistant/get_assistant"},{"title":"Update an assistant","description":"The `update_assistant` endpoint [updates an existing assistant](https://docs.pinecone.io/guides/assistant/manage-assistants#update-an-existing-assistant). You can modify the assistant's instructions and metadata.","openapi":"assistant-control_unstable PATCH /assistant/assistants/{assistant_name}","href":"/reference/api/assistant/update_assistant"},{"title":"Delete an assistant","description":"The `delete_assistant` endpoint [deletes an existing assistant](https://docs.pinecone.io/guides/assistant/manage-assistants#delete-an-assistant).","openapi":"assistant-control_unstable DELETE /assistant/assistants/{assistant_name}","href":"/reference/api/assistant/delete_assistant"}]},{"group":"Files","pages":[{"title":"List Files","description":"The `list_files` endpoint returns a [list of all files in an assistant](https://docs.pinecone.io//guides/assistant/manage-files#list-files-in-an-assistant), with an option to filter files with metadata.","openapi":"assistant-data_unstable GET /assistant/files/{assistant_name}","href":"/reference/api/assistant/list_files"},{"title":"Upload file to assistant","description":"The `upload_file` endpoint [uploads a file](https://docs.pinecone.io/guides/assistant/upload-file) to the specified assistant.","openapi":"assistant-data_unstable POST /assistant/files/{assistant_name}","href":"/reference/api/assistant/create_file"},{"title":"Describe a file upload","description":"The `describe_file` endpoint provides the [current status and metadata of a file](https://docs.pinecone.io/guides/assistant/manage-files#get-the-status-of-a-file) uploaded to an assistant.","openapi":"assistant-data_unstable GET /assistant/files/{assistant_name}/{assistant_file_id}","href":"/reference/api/assistant/describe_file"},{"title":"Delete an uploaded file","description":"The `delete_file` endpoint [deletes an uploaded file](https://docs.pinecone.io/guides/assistant/manage-files#delete-a-file) from an assistant.","openapi":"assistant-data_unstable DELETE /assistant/files/{assistant_name}/{assistant_file_id}","href":"/reference/api/assistant/delete_file"}]},{"group":"Chat","pages":[{"title":"Chat with an assistant","description":"The `chat_assistant` endpoint allows you to [chat with an assistant](https://docs.pinecone.io/guides/assistant/chat-with-assistant) and get back citations in structured form. \n\nThis is the recommended way to chat with an assistant, as it offers more functionality and control over the assistant's responses and references than the `chat_completion_assistant` endpoint.","openapi":"assistant-data_unstable POST /assistant/chat/{assistant_name}","href":"/reference/api/assistant/chat_assistant"},{"title":"Chat through an OpenAI-compatible interface","description":"The `chat_completion_assistant` endpoint is used to [chat with an assistant](https://docs.pinecone.io/guides/assistant/chat-with-assistant). 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xmlns=\"http://www.w3.org/2000/svg\"\u003e\u003cg id=\"Icon Right\"\u003e\u003cpath id=\"Vector\" d=\"M8.08906 5L6.91406 6.175L10.7307 10L6.91406 13.825L8.08906 15L13.0891 10L8.08906 5Z\" fill=\"white\"/\u003e\u003c/g\u003e\u003c/svg\u003e');\n background-color: #000000;\n background-size: contain;\n background-repeat: no-repeat;\n background-position: center;\n} */\n\n\n.documentation-link {\n color: #1c17ff;\n text-decoration: none;\n}\n\n.documentation-link:hover {\n color: #000000;\n /* Black color when hovering */\n}\n\n.custom-button {\n display: inline-block;\n padding: 2px 8px;\n background-color: #f1f1f1;\n color: #333;\n /* Text color */\n border: 1px solid #aaa;\n /* Border color */\n border-radius: 25px;\n /* Rounded borders */\n text-align: center;\n user-select: none;\n transition: background-color 0.3s ease;\n /* Smooth transition for background color */\n}\n\n/* Change the button color on hover (make it unclickable) */\n.custom-button:hover {\n background-color: #1c17ff;\n color: #f1f1f1;\n}\n\n/* Adjust the width for the second column */\n/* td:nth-child(2) {\n width: 200px; /* Adjust the width as per your requirement\n} */\n\n/* \nAdd an announcement bar \nTODO: This can be version specific if you add a page-specific class/ID, but it doesn't seem to work for the OpenAI docs without rewriting the JSON\n*/\n/* #navbar:before {\n background-color: #ff4c04;\n content: \"The legacy version of the API, which required regional URLs for control plane operations, is deprecated as of April 15, 2024 and will be removed in a future, to be announced, release.\";\n color: rgb(255, 255, 255);\n display: block;\n text-align: center;\n padding: 6px;\n font-size: 90%;\n}\n*/\n/* Text color */\n/* body {\n color: #121142 !important;\n} */\n\n/* Header */\n#navbar {\n background: white;\n position: fixed;\n /* position: sticky !important; */\n /* top: 0 !important; */\n}\n\n#navbar-transition {\n border-bottom: 1px solid #e2e5e7;\n}\n\n#navbar .max-w-8xl {\n max-width: 100%;\n}\n\n/* Logo + \"Docs\" text + version select */\n#navbar\u003ediv:first-of-type\u003ediv:first-of-type\u003ediv:first-of-type\u003ediv:first-of-type {\n flex: initial;\n}\n\n#navbar\u003ediv:first-of-type\u003ediv:first-of-type\u003ediv:first-of-type\u003ediv:first-of-type\u003ea:first-of-type {\n flex: initial;\n display: flex;\n}\n\n#navbar img[alt=\"logo\"] {\n max-width: 150px;\n}\n\n/* Version select */\n[aria-haspopup=\"menu\"] {\n border-radius: 0.25rem;\n border: 1px solid rgba(115, 143, 171, 0.50);\n background-color: transparent !important;\n color: #121142;\n}\n\n[aria-labelledby=\"headlessui-menu-button-:r0:\"] {\n width: 11rem;\n}\n\n/* Right side nav container */\n#navbar\u003ediv:first-of-type\u003ediv:first-of-type\u003ediv:first-of-type\u003ediv:nth-of-type(3) {\n flex: initial;\n margin-left: 0;\n}\n\n/* Prevent nav items from shrinking */\n#navbar\u003ediv:first-of-type\u003ediv:first-of-type\u003ediv:first-of-type\u003ediv:nth-of-type(3)\u003enav {\n flex-shrink: 0;\n}\n\n/* nav links */\n#navbar nav a {\n color: #121142;\n padding: 0.6rem 1rem;\n transition: background-color 250ms cubic-bezier(0.4, 0, 0.2, 1);\n}\n\n#navbar nav a:hover {\n background-color: rgba(27, 23, 245, 0.04);\n border-radius: 0.25rem;\n}\n\n#navbar nav ul li:not(:last-of-type) {\n margin-left: 0;\n}\n\n/* Hide dark mode toggle */\n#navbar\u003ediv:first-of-type\u003ediv:first-of-type\u003ediv:first-of-type\u003ediv:nth-of-type(3)\u003ediv {\n display: none;\n}\n\n/* Second nav container */\n/* Links */\n#navbar a {\n color: #121142;\n margin: 0;\n padding-left: 0.875rem;\n padding-right: 0.875rem;\n}\n\n/* Selected links */\n#navbar a.font-semibold {\n color: #1B17F5;\n border-bottom-width: 0.1875rem;\n border-color: #1B17F5;\n}\n\n#navbar div.absolute.bottom-0 {\n display: none;\n}\n\n/* Sidebar */\n#sidebar {\n left: 0rem;\n padding-left: 3rem;\n background: white;\n border-right: 1px solid #e2e5e7;\n /* position: sticky; */\n /* flex-shrink: 0; */\n /* 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 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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:\", 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\"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 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\"beforeend\",\n '\u003csvg width=\"24\" height=\"24\" viewBox=\"0 0 24 24\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\"\u003e\u003cg id=\"ChevronRightFilled\"\u003e\u003cpath id=\"Vector\" d=\"M9.70492 6L8.29492 7.41L12.8749 12L8.29492 16.59L9.70492 18L15.7049 12L9.70492 6Z\" fill=\"#1B17F5\"/\u003e\u003c/g\u003e\u003c/svg\u003e'\n );\n relatedArticles.appendChild(relatedArticle);\n });\n\n sidebar.appendChild(relatedArticles);\n}\n\nconst relatedArticles = {\n airbyte: {\n titles: [\n \"Data Sync and Search: Pinecone and Airbyte\",\n \"Introduction to Airbyte and the Pinecone connector\",\n \"Postgres to Pinecone Syncing\",\n ],\n links: [\n \"https://www.pinecone.io/learn/series/airbyte/\",\n \"https://www.pinecone.io/learn/series/airbyte/airbyte-and-pinecone-intro/\",\n \"https://www.pinecone.io/learn/series/airbyte/airbyte-postgres-to-pinecone/\",\n ],\n },\n\n bedrock: {\n titles: [\"Pinecone as a Knowledge Base for Amazon Bedrock\"],\n links: [\"https://www.pinecone.io/blog/amazon-bedrock-integration/\"],\n },\n\n sagemaker: {\n titles: [\n \"Mitigate hallucinations through Retrieval Augmented Generation using Pinecone vector database \u0026 Llama-2 from Amazon SageMaker JumpStart\",\n ],\n links: [\n \"https://aws.amazon.com/blogs/machine-learning/mitigate-hallucinations-through-retrieval-augmented-generation-using-pinecone-vector-database-llama-2-from-amazon-sagemaker-jumpstart/\",\n ],\n },\n\n langchain: {\n titles: [\"LangChain AI Handbook\"],\n links: [\"https://www.pinecone.io/learn/series/langchain/\"],\n },\n\n openai: {\n titles: [\n \"Generative Question-Answering with Long-Term Memory\",\n \"OpenAI's Text Embeddings v3\",\n ],\n links: [\n \"https://www.pinecone.io/learn/openai-gen-qa/\",\n \"https://www.pinecone.io/learn/openai-embeddings-v3/\",\n ],\n },\n\n snowflake: {\n titles: [\n \"Snowpark Container Services: Securely Deploy and run Sophisticated Generative AI and full-stack apps in Snowflake\",\n ],\n links: [\n \"https://www.snowflake.com/blog/snowpark-container-services-deploy-genai-full-stack-apps/\",\n ],\n },\n};\n\nlet isScrollListenerAdded = false;\nlet scrollListener = null;\n\n// Mutation observer to handle page changes\nconst observer = new MutationObserver(function (mutations) {\n mutations.forEach(function (mutation) {\n if (mutation.type === \"childList\") {\n try {\n\n // Pinecone connect widget\n const pineconeConnectWidget = document.querySelector(\n \"#pinecone-connect-widget\"\n );\n if (\n pineconeConnectWidget \u0026\u0026\n !pineconeConnectWidget.classList.contains(\"loaded\")\n ) {\n debouncedLoadConnectWidget();\n pineconeConnectWidget.classList.add(\"loaded\");\n }\n\n // console.log(\"mutation\")\n\n if (\n pineconeConnectWidget \u0026\u0026\n !pineconeConnectWidget.classList.contains(\"apiKeysSet\")\n ) {\n debouncedSetApiKeys();\n pineconeConnectWidget.classList.add(\"apiKeysSet\");\n }\n\n const [path, page, page2] = window.location.pathname\n .split(\"/\")\n .slice(1);\n\n var contentContainer = document.querySelector(\"#content-container\");\n var contentArea = document.querySelector('#content-area');\n\n //** Model Gallery **/\n if (path !== \"models\") {\n const sidebar = document.querySelector(\"#sidebar\");\n if (sidebar) sidebar.style.display = \"\";\n if (contentContainer) contentContainer.style.paddingLeft = \"\";\n } else {\n const sidebar = document.querySelector(\"#sidebar\");\n if (sidebar) sidebar.style.display = \"none\";\n if (contentContainer) contentContainer.style.paddingLeft = \"0px\";\n if (contentArea) contentArea.style.paddingLeft = '0px';\n if (contentArea) contentArea.style.marginLeft = '12px';\n const header = document.querySelector(\"#header\");\n if (header) header.remove();\n const tableOfContents = document.querySelector(\"#table-of-contents\");\n if (tableOfContents) tableOfContents.remove();\n }\n\n //** References **/\n\n // Remove version picker from all but /reference/api pages\n const versionToggle = document.querySelector(\"[id^='radix-:R25fcql6:']\")\n \n if (page !== \"api\") {\n if (versionToggle) versionToggle.style.visibility = \"hidden\";\n } else {\n if (versionToggle) versionToggle.style.visibility = \"visible\";\n }\n\n //** Integrations **/\n\n if (path === \"integrations\" \u0026\u0026 page === \"overview\") {\n const toc = document.querySelector(\"#table-of-contents\");\n if (toc) toc.style.display = \"none\";\n\n const header = document.querySelector(\"#header\");\n if (header) header.style.display = \"none\";\n\n const existingBanner = document.querySelector(\"#integrations-banner\");\n if (!existingBanner) {\n const banner = document.createElement(\"div\");\n banner.id = \"integrations-banner\";\n\n const h1 = document.createElement(\"h1\");\n h1.textContent = \"Integrations\";\n banner.appendChild(h1);\n\n const p = document.createElement(\"p\");\n p.textContent = \"Build powerful workflows with our partners\";\n banner.appendChild(p);\n\n const navbar = document.getElementById(\"navbar\");\n navbar.insertAdjacentElement(\"afterend\", banner);\n }\n\n // Remove content padding\n const contentContainer = document.querySelector(\"#content-container\");\n contentContainer.firstElementChild.style.paddingTop = \"1rem\";\n\n // Move sidebar\n const sidebar = document.querySelector(\"#sidebar\");\n sidebar.style.top = \"19.8rem\";\n\n // Handle sidebar\n const handleSidebarScroll = () =\u003e {\n let maxScroll = 200;\n let startPosition = 19.8;\n let endPosition = 7.1;\n\n if (window.scrollY \u003c= maxScroll) {\n let scrollFraction = window.scrollY / maxScroll;\n let positionDifference = startPosition - endPosition;\n let currentPosition =\n startPosition - scrollFraction * positionDifference;\n sidebar.style.top = `${currentPosition}rem`;\n } else {\n sidebar.style.top = `${endPosition}rem`;\n }\n };\n\n if (!isScrollListenerAdded) {\n scrollListener = handleSidebarScroll;\n window.addEventListener(\"scroll\", scrollListener);\n isScrollListenerAdded = true;\n }\n } else {\n // Remove sidebar scroll listener\n if (isScrollListenerAdded \u0026\u0026 scrollListener !== null) {\n window.removeEventListener(\"scroll\", scrollListener);\n isScrollListenerAdded = false;\n }\n\n // remove the banner\n const existingBanner = document.querySelector(\"#integrations-banner\");\n if (existingBanner) {\n existingBanner.remove();\n }\n\n // Move sidebar\n const sidebar = document.querySelector(\"#sidebar\");\n if (sidebar) sidebar.style.top = \"7.1rem\";\n\n // Set sample apps side nav link to active for all sample apps\n if (page === \"sample-apps\") {\n const aElement = document.querySelector(\n 'a[href=\"/examples/sample-apps\"]'\n );\n if (aElement) {\n aElement.className =\n \"group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 rounded-lg focus:outline-primary dark:focus:outline-primary-light bg-primary/10 text-primary font-semibold dark:text-primary-light dark:bg-primary-light/10\";\n }\n } else if (page === \"notebooks\") {\n const aElement = document.querySelector(\n 'li \u003e a[href=\"/examples/sample-apps\"]'\n );\n if (aElement) {\n aElement.className =\n \"group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 rounded-lg focus:outline-primary dark:focus:outline-primary-light hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300\";\n };\n }\n if (path === \"integrations\" \u0026\u0026 page !== \"overview\") {\n // Insert back button\n const backButton = document.querySelector(\"#back-button\");\n if (!backButton) {\n const link = document.createElement(\"a\");\n link.id = \"back-button\";\n link.href = \"/integrations/overview\";\n link.textContent = \"Back to Integrations\";\n link.insertAdjacentHTML(\n \"afterbegin\",\n '\u003csvg xmlns=\"http://www.w3.org/2000/svg\" width=\"16\" height=\"17\" viewBox=\"0 0 16 17\" fill=\"none\"\u003e\u003cpath d=\"M10.4693 5.44L9.5293 4.5L5.5293 8.5L9.5293 12.5L10.4693 11.56L7.41596 8.5L10.4693 5.44Z\" fill=\"#1B17F5\"/\u003e\u003c/svg\u003e'\n );\n\n const header = document.querySelector(\"#header\");\n header.insertAdjacentElement(\"afterbegin\", link);\n }\n\n // Add related articles\n switch (\n page /* Hide related articles for now\n case \"airbyte\":\n addRelatedArticles(\n relatedArticles.airbyte.titles,\n relatedArticles.airbyte.links\n );\n break;\n airbyte;\n case \"amazon-bedrock\":\n addRelatedArticles(\n relatedArticles.bedrock.titles,\n relatedArticles.bedrock.links\n );\n break;\n case \"amazon-sagemaker\":\n addRelatedArticles(\n relatedArticles.sagemaker.titles,\n relatedArticles.sagemaker.links\n );\n break;\n case \"langchain\":\n addRelatedArticles(\n relatedArticles.langchain.titles,\n relatedArticles.langchain.links\n );\n break;\n case \"openai\":\n addRelatedArticles(\n relatedArticles.openai.titles,\n relatedArticles.openai.links\n );\n break;\n case \"snowflake\":\n addRelatedArticles(relatedArticles.snowflake.titles, relatedArticles.snowflake.links)\n break; */\n ) {\n default:\n break;\n }\n }\n\n // Sample apps\n if (page === \"sample-apps\" \u0026\u0026 !!page2) {\n const header = document.querySelector(\"#header\");\n if (header) header.style.display = \"none\";\n\n const toc = document.querySelector(\"#table-of-contents\");\n if (toc) toc.style.display = \"none\";\n\n const contentArea = document.querySelector(\n \"#content-area \u003e div.mt-8\"\n );\n contentArea.style.marginTop = \"0\";\n\n // Create toc\n document.querySelectorAll(\".sample-app-split\").forEach((div) =\u003e {\n const toc = div.querySelector(\".toc\");\n const content = div.querySelector(\".content\");\n const existing = div.querySelector(\".toc-list\");\n\n if (toc \u0026\u0026 content \u0026\u0026 !existing) {\n const tocList = document.createElement(\"div\");\n tocList.className = \"toc-list\";\n\n const headers = content.querySelectorAll(\n \"h2, h3, .connect-with-pinecone\"\n );\n\n headers.forEach((header) =\u003e {\n // If connect btn, clone it and append\n if (header.classList.contains(\"connect-with-pinecone\")) {\n const cloned = header.cloneNode(true);\n tocList.appendChild(cloned);\n return;\n }\n // Slugify heading text and create id\n const slugify = (text) =\u003e\n text\n .toLowerCase()\n .replace(/[^a-z0-9]+/g, \"-\")\n .replace(/^-|-$/g, \"\");\n const id = slugify(header.textContent);\n header.id = id; // Set ID on the header using the slugified text\n\n // Create an anchor link and append it to the TOC\n const anchor = document.createElement(\"a\");\n anchor.href = `#${id}`;\n anchor.textContent = header.textContent;\n anchor.className = header.tagName === \"H2\" ? \"bold\" : \"\";\n\n tocList.appendChild(anchor);\n });\n\n toc.appendChild(tocList);\n\n const initialTopOffset =\n tocList.getBoundingClientRect().top + window.scrollY - 148;\n const stickySidebar = () =\u003e {\n if (window.innerWidth \u003e 1280) {\n if (window.scrollY \u003e= initialTopOffset) {\n tocList.style.position = \"fixed\";\n tocList.style.top = \"148px\";\n } else {\n tocList.style.position = \"relative\";\n tocList.style.top = \"\";\n }\n } else {\n tocList.style.position = \"relative\";\n tocList.style.top = \"\";\n }\n };\n\n stickySidebar();\n window.addEventListener(\"scroll\", stickySidebar);\n window.addEventListener(\"resize\", stickySidebar);\n }\n });\n }\n\n // Notebooks\n if (\n path === \"examples\" \u0026\u0026\n (page === \"notebooks\" || page === \"sample-apps\")\n ) {\n const toc = document.querySelector(\"#table-of-contents\");\n if (toc) toc.style.display = \"none\";\n\n const heading = document.querySelector(\"#header h1\");\n if (heading) heading.style.fontSize = \"1.5rem\";\n }\n }\n } catch (error) {\n console.error(\"Error handling mutation:\", error);\n }\n }\n });\n});\n\nobserver.observe(document.body, { childList: true, subtree: true });\n\n// Replace the header cta button since replacing the svg via css ::after is not working\nwindow.addEventListener(\"load\", () =\u003e {\n const ctaButton = document.querySelector(\"#topbar-cta-button\");\n\n if (ctaButton) {\n ctaButton.innerHTML = \"\";\n const a = document.createElement(\"a\");\n a.href = \"https://app.pinecone.io/?sessionType=signup\";\n a.target = \"_blank\";\n a.textContent = \"Sign up free\";\n\n const svg =\n '\u003csvg xmlns=\"http://www.w3.org/2000/svg\" width=\"20\" height=\"20\" viewBox=\"0 0 20 20\" fill=\"none\"\u003e\u003cpath d=\"M8.08906 5L6.91406 6.175L10.7307 10L6.91406 13.825L8.08906 15L13.0891 10L8.08906 5Z\" fill=\"white\"/\u003e\u003c/svg\u003e';\n\n a.insertAdjacentHTML(\"beforeend\", svg);\n ctaButton.appendChild(a);\n }\n localStorage.setItem(\"isDarkMode\", \"false\");\n const [path, page, page2] = window.location.pathname.split(\"/\").slice(1);\n if (path === \"home\") {\n // Remove version picker from home page on load\n const versionToggle = document.getElementById(\n \"headlessui-menu-button-:r0:\"\n );\n versionToggle.style.visibility = \"hidden\";\n }\n});\n"}],"mdxSourceWithNoJs":{"compiledSource":"/*@jsxRuntime automatic @jsxImportSource react*/\nconst {Fragment: _Fragment, jsx: _jsx, jsxs: _jsxs} = arguments[0];\nconst {useMDXComponents: _provideComponents} = arguments[0];\nfunction _createMdxContent(props) {\n const _components = Object.assign({\n p: \"p\",\n a: \"a\",\n ul: \"ul\",\n li: \"li\",\n code: \"code\",\n pre: \"pre\",\n span: \"span\"\n }, _provideComponents(), props.components), {Heading, Note, CodeBlock, CodeGroup} = _components;\n if (!CodeBlock) _missingMdxReference(\"CodeBlock\", true);\n if (!CodeGroup) _missingMdxReference(\"CodeGroup\", true);\n if (!Heading) _missingMdxReference(\"Heading\", true);\n if (!Note) _missingMdxReference(\"Note\", true);\n return _jsxs(_Fragment, {\n children: [_jsxs(_components.p, {\n children: [\"This topic describes two ways of checking the \", _jsx(_components.a, {\n href: \"/guides/data/data-freshness/understanding-data-freshness\",\n children: \"data freshness\"\n }), \" of your Pinecone index:\"]\n }), \"\\n\", _jsxs(_components.ul, {\n children: [\"\\n\", _jsxs(_components.li, {\n children: [\"\\n\", _jsxs(_components.p, {\n children: [\"To check if your serverless index queries reflect recent writes to your index, \", _jsx(_components.a, {\n href: \"#check-the-log-sequence-number\",\n children: \"check the log sequence number\"\n }), \".\"]\n }), \"\\n\"]\n }), \"\\n\", _jsxs(_components.li, {\n children: [\"\\n\", _jsxs(_components.p, {\n children: [\"To check whether your index contains recently inserted or deleted vectors, \", _jsx(_components.a, {\n href: \"#verify-vector-counts\",\n children: \"verify the number of vectors in the index\"\n }), \".\"]\n }), \"\\n\"]\n }), \"\\n\"]\n }), \"\\n\", _jsx(Heading, {\n level: \"2\",\n id: \"check-the-log-sequence-number\",\n children: \"Check the log sequence number\"\n }), \"\\n\", _jsx(Note, {\n children: _jsxs(_components.p, {\n children: [\"This method is only available for serverless indexes through the \", _jsx(_components.a, {\n href: \"https://docs.pinecone.io/reference/api/2024-10/data-plane/upsert\",\n children: \"Database API\"\n }), \".\"]\n })\n }), \"\\n\", _jsx(_components.p, {\n children: \"You can use log sequence numbers (LSNs) to verify that specific write operations are reflected in your query responses.\"\n }), \"\\n\", _jsx(_components.p, {\n children: \"Follow the steps below to compare the LSNs for a write and a subsequent query.\"\n }), \"\\n\", _jsxs(_components.p, {\n children: [\"To learn more about LSNs, see \", _jsx(_components.a, {\n href: \"/guides/data/data-freshness/understanding-data-freshness\",\n children: \"Understanding data freshness\"\n }), \".\"]\n }), \"\\n\", _jsx(Heading, {\n level: \"3\",\n id: \"1-get-the-lsn-for-a-write-operation\",\n children: \"1. Get the LSN for a write operation\"\n }), \"\\n\", _jsxs(_components.p, {\n children: [\"The following example demonstrates how to get the LSN for an \", _jsx(_components.code, {\n children: \"upsert\"\n }), \" request using the Pinecone API. Use the same method to get the LSN for an \", _jsx(_components.code, {\n children: \"update\"\n }), \" or \", _jsx(_components.code, {\n children: \"delete\"\n }), \" request.\"]\n }), \"\\n\", _jsxs(_components.p, {\n children: [\"The example shows an \", _jsx(_components.code, {\n children: \"upsert\"\n }), \" request using the \", _jsx(_components.code, {\n children: \"curl\"\n }), \" option \", _jsx(_components.code, {\n children: \"-i\"\n }), \". This option tells curl to include headers in the displayed response.\"]\n }), \"\\n\", _jsx(CodeBlock, {\n filename: \"curl\",\n expandable: \"false\",\n children: _jsx(_components.pre, {\n className: \"language-shell\",\n children: _jsxs(_components.code, {\n className: \"language-shell\",\n children: [_jsxs(_components.span, {\n className: \"\",\n children: [_jsx(_components.span, {\n className: \"token assign-left variable\",\n children: \"PINECONE_API_KEY\"\n }), _jsx(_components.span, {\n className: \"token operator\",\n children: \"=\"\n }), _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"YOUR_API_KEY\\\"\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [_jsx(_components.span, {\n className: \"token assign-left variable\",\n children: \"INDEX_HOST\"\n }), _jsx(_components.span, {\n className: \"token operator\",\n children: \"=\"\n }), _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"INDEX_HOST\\\"\"\n })]\n }), \"\\n\", \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [_jsx(_components.span, {\n className: \"token function\",\n children: \"curl\"\n }), \" \", _jsx(_components.span, {\n className: \"token parameter variable\",\n children: \"-i\"\n }), \" \", _jsxs(_components.span, {\n className: \"token string\",\n children: [\"\\\"https://\", _jsx(_components.span, {\n className: \"token variable\",\n children: \"$INDEX_HOST\"\n }), \"/vectors/upsert\\\"\"]\n }), \" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"\\\\\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token parameter variable\",\n children: \"-H\"\n }), \" \", _jsxs(_components.span, {\n className: \"token string\",\n children: [\"\\\"Api-Key: \", _jsx(_components.span, {\n className: \"token variable\",\n children: \"$PINECONE_API_KEY\"\n }), \"\\\"\"]\n }), \" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"\\\\\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token parameter variable\",\n children: \"-H\"\n }), \" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"content-type: application/json\\\"\"\n }), \" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"\\\\\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token parameter variable\",\n children: \"-H\"\n }), \" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"X-Pinecone-API-Version: 2024-07\\\"\"\n }), \" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"\\\\\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token parameter variable\",\n children: \"-d\"\n }), \" '\", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"{\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"vectors\\\"\"\n }), _jsx(_components.span, {\n className: \"token builtin class-name\",\n children: \":\"\n }), \" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"[\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"{\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"id\\\"\"\n }), _jsx(_components.span, {\n className: \"token builtin class-name\",\n children: \":\"\n }), \" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"vec1\\\"\"\n }), \",\"]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"values\\\"\"\n }), _jsx(_components.span, {\n className: \"token builtin class-name\",\n children: \":\"\n }), \" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"[\"\n }), _jsx(_components.span, {\n className: \"token number\",\n children: \"0.1\"\n }), \", \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.2\"\n }), \", \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.3\"\n }), \", \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.4\"\n }), \", \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.5\"\n }), \", \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.6\"\n }), \", \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.7\"\n }), \", \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.8\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"]\"\n }), \",\"]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"}\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"]\"\n }), \",\"]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"namespace\\\"\"\n }), _jsx(_components.span, {\n className: \"token builtin class-name\",\n children: \":\"\n }), \" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"example-namespace\\\"\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"}\"\n }), \"'\"]\n }), \"\\n\"]\n })\n })\n }), \"\\n\", _jsx(_components.p, {\n children: \"The preceding request receives a response like the following example:\"\n }), \"\\n\", _jsx(CodeBlock, {\n filename: \"curl\",\n expandable: \"false\",\n children: _jsx(_components.pre, {\n className: \"language-shell\",\n children: _jsxs(_components.code, {\n className: \"language-shell\",\n children: [_jsxs(_components.span, {\n className: \"\",\n children: [\"HTTP/2 \", _jsx(_components.span, {\n className: \"token number\",\n children: \"200\"\n }), \" \"]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\"date: Wed, \", _jsx(_components.span, {\n className: \"token number\",\n children: \"21\"\n }), \" Aug \", _jsx(_components.span, {\n className: \"token number\",\n children: \"2024\"\n }), \" \", _jsx(_components.span, {\n className: \"token number\",\n children: \"15\"\n }), \":23:04 GMT\"]\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: \"content-type: application/json\"\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\"content-length: \", _jsx(_components.span, {\n className: \"token number\",\n children: \"66\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\"x-pinecone-max-indexed-lsn: \", _jsx(_components.span, {\n className: \"token number\",\n children: \"4\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\"x-pinecone-request-latency-ms: \", _jsx(_components.span, {\n className: \"token number\",\n children: \"1149\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\"x-pinecone-request-id: \", _jsx(_components.span, {\n className: \"token number\",\n children: \"3687967458925971419\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\"x-envoy-upstream-service-time: \", _jsx(_components.span, {\n className: \"token number\",\n children: \"1150\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\"grpc-status: \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0\"\n })]\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: \"server: envoy\"\n }), \"\\n\", \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [_jsx(_components.span, {\n className: \"token punctuation\",\n children: \"{\"\n }), _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"upsertedCount\\\"\"\n }), \":1\", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"}\"\n })]\n }), \"\\n\"]\n })\n })\n }), \"\\n\", _jsxs(_components.p, {\n children: [\"In the preceding example response, the value of \", _jsx(_components.code, {\n children: \"x-pinecone-max-indexed-lsn\"\n }), \" is 4. This means that the index has performed 4 write operations since its creation.\"]\n }), \"\\n\", _jsx(Heading, {\n level: \"3\",\n id: \"2-get-the-lsn-for-a-query\",\n children: \"2. Get the LSN for a query\"\n }), \"\\n\", _jsx(_components.p, {\n children: \"By checking the LSN in your query results, you can confirm that the LSN is greater than or equal to the LSN of the relevant write operation, indicating that the results of that operation are present in the query results.\"\n }), \"\\n\", _jsxs(_components.p, {\n children: [\"The following example makes a \", _jsx(_components.code, {\n children: \"query\"\n }), \" request to the index:\"]\n }), \"\\n\", _jsx(CodeBlock, {\n filename: \"\",\n expandable: \"false\",\n children: _jsx(_components.pre, {\n className: \"language-shell\",\n children: _jsxs(_components.code, {\n className: \"language-shell\",\n children: [_jsxs(_components.span, {\n className: \"\",\n children: [_jsx(_components.span, {\n className: \"token assign-left variable\",\n children: \"PINECONE_API_KEY\"\n }), _jsx(_components.span, {\n className: \"token operator\",\n children: \"=\"\n }), _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"YOUR_API_KEY\\\"\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [_jsx(_components.span, {\n className: \"token assign-left variable\",\n children: \"INDEX_HOST\"\n }), _jsx(_components.span, {\n className: \"token operator\",\n children: \"=\"\n }), _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"INDEX_HOST\\\"\"\n })]\n }), \"\\n\", \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [_jsx(_components.span, {\n className: \"token function\",\n children: \"curl\"\n }), \" \", _jsx(_components.span, {\n className: \"token parameter variable\",\n children: \"-i\"\n }), \" \", _jsxs(_components.span, {\n className: \"token string\",\n children: [\"\\\"https://\", _jsx(_components.span, {\n className: \"token variable\",\n children: \"$INDEX_HOST\"\n }), \"/query\\\"\"]\n }), \" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"\\\\\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token parameter variable\",\n children: \"-H\"\n }), \" \", _jsxs(_components.span, {\n className: \"token string\",\n children: [\"\\\"Api-Key: \", _jsx(_components.span, {\n className: \"token variable\",\n children: \"$PINECONE_API_KEY\"\n }), \"\\\"\"]\n }), \" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"\\\\\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token parameter variable\",\n children: \"-H\"\n }), \" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"'Content-Type: application/json'\"\n }), \" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"\\\\\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token parameter variable\",\n children: \"-H\"\n }), \" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"X-Pinecone-API-Version: 2024-07\\\"\"\n }), \" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"\\\\\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token parameter variable\",\n children: \"-d\"\n }), \" '\", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"{\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"vector\\\"\"\n }), _jsx(_components.span, {\n className: \"token builtin class-name\",\n children: \":\"\n }), \" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"[\"\n }), _jsx(_components.span, {\n className: \"token number\",\n children: \"0.3\"\n }), \", \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.3\"\n }), \", \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.3\"\n }), \", \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.3\"\n }), \", \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.3\"\n }), \", \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.3\"\n }), \", \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.3\"\n }), \", \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0.3\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"]\"\n }), \",\"]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"namespace\\\"\"\n }), _jsx(_components.span, {\n className: \"token builtin class-name\",\n children: \":\"\n }), \" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"example-namespace\\\"\"\n }), \",\"]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"topK\\\"\"\n }), _jsx(_components.span, {\n className: \"token builtin class-name\",\n children: \":\"\n }), \" \", _jsx(_components.span, {\n className: \"token number\",\n children: \"3\"\n }), \",\"]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"includeValues\\\"\"\n }), _jsx(_components.span, {\n className: \"token builtin class-name\",\n children: \":\"\n }), \" \", _jsx(_components.span, {\n className: \"token boolean\",\n children: \"true\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"}\"\n }), \"'\"]\n }), \"\\n\"]\n })\n })\n }), \"\\n\", _jsx(_components.p, {\n children: \"The preceding request receives a response like the following example:\"\n }), \"\\n\", _jsx(CodeBlock, {\n filename: \"\",\n expandable: \"false\",\n children: _jsx(_components.pre, {\n className: \"language-shell\",\n children: _jsxs(_components.code, {\n className: \"language-shell\",\n children: [_jsxs(_components.span, {\n className: \"\",\n children: [\"HTTP/2 \", _jsx(_components.span, {\n className: \"token number\",\n children: \"200\"\n }), \" \"]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\"date: Wed, \", _jsx(_components.span, {\n className: \"token number\",\n children: \"21\"\n }), \" Aug \", _jsx(_components.span, {\n className: \"token number\",\n children: \"2024\"\n }), \" \", _jsx(_components.span, {\n className: \"token number\",\n children: \"15\"\n }), \":33:36 GMT\"]\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: \"content-type: application/json\"\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\"content-length: \", _jsx(_components.span, {\n className: \"token number\",\n children: \"66\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\"x-pinecone-max-indexed-lsn: \", _jsx(_components.span, {\n className: \"token number\",\n children: \"5\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\"x-pinecone-request-latency-ms: \", _jsx(_components.span, {\n className: \"token number\",\n children: \"40\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\"x-pinecone-request-id: \", _jsx(_components.span, {\n className: \"token number\",\n children: \"6683088825552978933\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\"x-envoy-upstream-service-time: \", _jsx(_components.span, {\n className: \"token number\",\n children: \"41\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\"grpc-status: \", _jsx(_components.span, {\n className: \"token number\",\n children: \"0\"\n })]\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: \"server: envoy\"\n }), \"\\n\", \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"{\"\n })\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"results\\\"\"\n }), \":\", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"[\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"]\"\n }), \",\"]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"matches\\\"\"\n }), \":\", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"[\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"{\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"id\\\"\"\n }), _jsx(_components.span, {\n className: \"token builtin class-name\",\n children: \":\"\n }), _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"vec1\\\"\"\n }), \",\"]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"score\\\"\"\n }), \":0.891132772,\"]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"values\\\"\"\n }), \":\", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"[\"\n }), _jsx(_components.span, {\n className: \"token number\",\n children: \"0.1\"\n }), \",0.2,0.3,0.4,0.5,0.6,0.7,0.8\", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"]\"\n }), \",\"]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"}\"\n })]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"]\"\n }), \",\"]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"namespace\\\"\"\n }), _jsx(_components.span, {\n className: \"token builtin class-name\",\n children: \":\"\n }), _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"example-namespace\\\"\"\n }), \",\"]\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"usage\\\"\"\n }), \":\", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"{\"\n }), _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"readUnits\\\"\"\n }), \":6\", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"}\"\n })]\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"}\"\n })\n }), \"\\n\"]\n })\n })\n }), \"\\n\", _jsxs(_components.p, {\n children: [\"In the preceding example response, the value of \", _jsx(_components.code, {\n children: \"x-pinecone-max-indexed-lsn\"\n }), \" is 5.\"]\n }), \"\\n\", _jsx(Heading, {\n level: \"3\",\n id: \"3-compare-lsns-for-writes-and-queries\",\n children: \"3. Compare LSNs for writes and queries\"\n }), \"\\n\", _jsx(_components.p, {\n children: \"If the LSN of a query is greater than or equal to the LSN for a write operation, then the results of the query reflect the results of the write operation.\"\n }), \"\\n\", _jsxs(_components.p, {\n children: [\"In \", _jsx(_components.a, {\n href: \"#1-get-the-lsn-for-a-write-operation\",\n children: \"step 1\"\n }), \", the LSN contained in the response headers is 4.\"]\n }), \"\\n\", _jsxs(_components.p, {\n children: [\"In \", _jsx(_components.a, {\n href: \"#2-get-the-lsn-for-a-query\",\n children: \"step 2\"\n }), \", the LSN contained in the response headers is 5.\"]\n }), \"\\n\", _jsx(_components.p, {\n children: \"5 is greater than or equal to 4; therefore, the results of the query reflect the results of the upsert. However, this does not guarantee that the records upserted are still present or unmodified: the write operation with LSN of 5 may have updated or deleted these records, or upserted additional records.\"\n }), \"\\n\", _jsx(Heading, {\n level: \"2\",\n id: \"verify-record-counts\",\n children: \"Verify record counts\"\n }), \"\\n\", _jsxs(_components.p, {\n children: [\"To verify that your index contains the number of records you expect, use the \", _jsx(_components.a, {\n href: \"/reference/api/2024-10/data-plane/describeindexstats\",\n children: _jsx(_components.code, {\n children: \"describe_index_stats\"\n })\n }), \" operation to check if the current record count matches the number of records you expect.\"]\n }), \"\\n\", _jsxs(_components.p, {\n children: [\"Use \", _jsx(_components.code, {\n children: \"describe_index_stats\"\n }), \" to retrieve the current \", _jsx(_components.code, {\n children: \"total_vector_count\"\n }), \" for your index, as in the following example:\"]\n }), \"\\n\", _jsxs(CodeGroup, {\n children: [_jsx(CodeBlock, {\n filename: \"Python\",\n expandable: \"false\",\n children: _jsx(_components.pre, {\n className: \"language-python\",\n children: _jsxs(_components.code, {\n className: \"language-Python\",\n children: [_jsxs(_components.span, {\n className: \"\",\n children: [_jsx(_components.span, {\n className: \"token keyword\",\n children: \"from\"\n }), \" pinecone\", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \".\"\n }), \"grpc \", _jsx(_components.span, {\n className: \"token keyword\",\n children: \"import\"\n }), \" PineconeGRPC \", _jsx(_components.span, {\n className: \"token keyword\",\n children: \"as\"\n }), \" Pinecone\"]\n }), \"\\n\", \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\"pc \", _jsx(_components.span, {\n className: \"token operator\",\n children: \"=\"\n }), \" Pinecone\", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"(\"\n }), \"api_key\", _jsx(_components.span, {\n className: \"token operator\",\n children: \"=\"\n }), _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"YOUR_API_KEY\\\"\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \")\"\n })]\n }), \"\\n\", \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"# To get the unique host for an index, \"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"# see https://docs.pinecone.io/guides/data/target-an-index\"\n })\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\"index \", _jsx(_components.span, {\n className: \"token operator\",\n children: \"=\"\n }), \" pc\", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \".\"\n }), \"Index\", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"(\"\n }), \"host\", _jsx(_components.span, {\n className: \"token operator\",\n children: \"=\"\n }), _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"INDEX_HOST\\\"\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \")\"\n })]\n }), \"\\n\", \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [\"index\", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \".\"\n }), \"describe_index_stats\", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"(\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \")\"\n })]\n }), \"\\n\", \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"# Returns:\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"# {'dimension': 8,\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"# 'index_fullness': 8e-05,\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"# 'namespaces': {'ns1': {'vector_count': 4}, 'ns2': {'vector_count': 4}},\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"# 'total_vector_count': 8}\"\n })\n }), \"\\n\"]\n })\n })\n }), _jsx(CodeBlock, {\n filename: \"JavaScript\",\n expandable: \"false\",\n children: _jsx(_components.pre, {\n className: \"language-javascript\",\n children: _jsxs(_components.code, {\n className: \"language-JavaScript\",\n children: [_jsxs(_components.span, {\n className: \"\",\n children: [_jsx(_components.span, {\n className: \"token keyword module\",\n children: \"import\"\n }), \" \", _jsxs(_components.span, {\n className: \"token imports\",\n children: [_jsx(_components.span, {\n className: \"token punctuation\",\n children: \"{\"\n }), \" \", _jsx(_components.span, {\n className: \"token maybe-class-name\",\n children: \"Pinecone\"\n }), \" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"}\"\n })]\n }), \" \", _jsx(_components.span, {\n className: \"token keyword module\",\n children: \"from\"\n }), \" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"'@pinecone-database/pinecone'\"\n })]\n }), \"\\n\", \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [_jsx(_components.span, {\n className: \"token keyword\",\n children: \"const\"\n }), \" pc \", _jsx(_components.span, {\n className: \"token operator\",\n children: \"=\"\n }), \" \", _jsx(_components.span, {\n className: \"token keyword\",\n children: \"new\"\n }), \" \", _jsx(_components.span, {\n className: \"token class-name\",\n children: \"Pinecone\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"(\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"{\"\n }), \" \", _jsx(_components.span, {\n className: \"token literal-property property\",\n children: \"apiKey\"\n }), _jsx(_components.span, {\n className: \"token operator\",\n children: \":\"\n }), \" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"YOUR_API_KEY\\\"\"\n }), \" \", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"}\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \")\"\n })]\n }), \"\\n\", \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// To get the unique host for an index, \"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// see https://docs.pinecone.io/guides/data/target-an-index\"\n })\n }), \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [_jsx(_components.span, {\n className: \"token keyword\",\n children: \"const\"\n }), \" index \", _jsx(_components.span, {\n className: \"token operator\",\n children: \"=\"\n }), \" pc\", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \".\"\n }), _jsx(_components.span, {\n className: \"token method function property-access\",\n children: \"index\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"(\"\n }), _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"INDEX_NAME\\\"\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \",\"\n }), \" \", _jsx(_components.span, {\n className: \"token string\",\n children: \"\\\"INDEX_HOST\\\"\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \")\"\n })]\n }), \"\\n\", \"\\n\", _jsxs(_components.span, {\n className: \"\",\n children: [_jsx(_components.span, {\n className: \"token keyword\",\n children: \"const\"\n }), \" stats \", _jsx(_components.span, {\n className: \"token operator\",\n children: \"=\"\n }), \" \", _jsx(_components.span, {\n className: \"token keyword control-flow\",\n children: \"await\"\n }), \" index\", _jsx(_components.span, {\n className: \"token punctuation\",\n children: \".\"\n }), _jsx(_components.span, {\n className: \"token method function property-access\",\n children: \"describeIndexStats\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \"(\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \")\"\n }), _jsx(_components.span, {\n className: \"token punctuation\",\n children: \";\"\n })]\n }), \"\\n\", \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// Returns:\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// {\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// namespaces: { ns1: { recordCount: 4 }, ns2: { recordCount: 4 } },\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// dimension: 8,\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// indexFullness: 0.00008,\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// totalRecordCount: 8\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// }\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"//\"\n })\n }), \"\\n\", _jsx(_components.span, {\n className: \"\",\n children: _jsx(_components.span, {\n className: \"token comment\",\n children: \"// Note: the value of totalRecordCount is the same as total_vector_count.\"\n })\n }), \"\\n\"]\n })\n })\n }), _jsx(CodeBlock, {\n filename: \"Java\",\n expandable: \"false\",\n children: _jsx(_components.pre, {\n className: \"language-java\",\n children: _jsxs(_components.code, {\n className: \"language-java\",\n children: [_jsxs(_components.span, {\n className: \"\",\n children: [_jsx(_components.span, {\n className: \"token keyword\",\n children: \"import\"\n }), \" \", _jsxs(_components.span, {\n className: \"token import\",\n children: 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