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<script>function gtag(){dataLayer.push(arguments)}window.dataLayer=window.dataLayer||[],gtag("js",new Date),gtag("config","G-EYFXNGNGB6",{anonymize_ip:!0})</script><title data-rh="true">Welcome to Metaflow | Metaflow Docs</title><meta data-rh="true" name="twitter:card" content="summary_large_image"><meta data-rh="true" property="og:image" content="https://docs.metaflow.org/img/og-metaflow.png"><meta data-rh="true" name="twitter:image" content="https://docs.metaflow.org/img/og-metaflow.png"><meta data-rh="true" property="og:url" content="https://docs.metaflow.org/"><meta data-rh="true" name="docusaurus_locale" content="en"><meta data-rh="true" name="docsearch:language" content="en"><meta data-rh="true" name="og:width" content="200"><meta data-rh="true" name="og:height" content="126"><meta data-rh="true" name="docusaurus_version" content="current"><meta data-rh="true" name="docusaurus_tag" content="docs-default-current"><meta data-rh="true" name="docsearch:version" content="current"><meta data-rh="true" name="docsearch:docusaurus_tag" content="docs-default-current"><meta data-rh="true" property="og:title" content="Welcome to Metaflow | Metaflow Docs"><meta data-rh="true" name="description" content="Build and manage real-life data science projects with ease."><meta data-rh="true" property="og:description" content="Build and manage real-life data science projects with ease."><link data-rh="true" rel="icon" href="/img/favicon.ico"><link data-rh="true" rel="canonical" href="https://docs.metaflow.org/"><link data-rh="true" rel="alternate" href="https://docs.metaflow.org/" hreflang="en"><link data-rh="true" rel="alternate" href="https://docs.metaflow.org/" hreflang="x-default"><link data-rh="true" rel="preconnect" href="https://5IZ8L9TJQL-dsn.algolia.net" crossorigin="anonymous"><script data-rh="true">function maybeInsertBanner(){window.__DOCUSAURUS_INSERT_BASEURL_BANNER&&insertBanner()}function insertBanner(){var n=document.getElementById("docusaurus-base-url-issue-banner-container");if(n){n.innerHTML='\n<div id="docusaurus-base-url-issue-banner" style="border: thick solid red; background-color: rgb(255, 230, 179); margin: 20px; padding: 20px; font-size: 20px;">\n <p style="font-weight: bold; font-size: 30px;">Your Docusaurus site did not load properly.</p>\n <p>A very common reason is a wrong site <a href="https://docusaurus.io/docs/docusaurus.config.js/#baseurl" style="font-weight: bold;">baseUrl configuration</a>.</p>\n <p>Current configured baseUrl = <span style="font-weight: bold; color: red;">/</span> (default value)</p>\n <p>We suggest trying baseUrl = <span id="docusaurus-base-url-issue-banner-suggestion-container" style="font-weight: bold; color: green;"></span></p>\n</div>\n';var e=document.getElementById("docusaurus-base-url-issue-banner-suggestion-container"),s=window.location.pathname,r="/"===s.substr(-1)?s:s+"/";e.innerHTML=r}}window.__DOCUSAURUS_INSERT_BASEURL_BANNER=!0,document.addEventListener("DOMContentLoaded",maybeInsertBanner)</script><link rel="stylesheet" href="/assets/css/styles.57e5c9db.css">
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3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Welcome to Metaflow</span><meta itemprop="position" content="1"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h1>Welcome to Metaflow</h1><p>Metaflow makes it easy to build and manage real-life data science, AI, and ML projects.</p><div class="tocList"><h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="motivation">Motivation<a class="hash-link" href="#motivation" title="Direct link to heading"></a></h2><ul><li><a href="/introduction/why-metaflow">Why Metaflow</a></li><li><a href="/introduction/what-is-metaflow">What is Metaflow</a></li><li><a href="/introduction/metaflow-resources">Metaflow Resources</a></li></ul><h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="getting-started">Getting Started<a class="hash-link" href="#getting-started" title="Direct link to heading"></a></h2><ul><li><a href="/getting-started/install">Installing Metaflow locally</a></li><li><a href="/getting-started/devstack">Setting Up the Dev Stack</a> ✨<em>New</em>✨</li><li><a href="/getting-started/infrastructure">Deploying Infrastructure for Metaflow</a></li><li><a href="/getting-started/tutorials">Quickstart Tutorial</a></li></ul><h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="i-flow-development">I. Flow Development<a class="hash-link" href="#i-flow-development" title="Direct link to heading"></a></h2><ul><li><a href="/metaflow/introduction">Introduction to Developing with Metaflow</a></li><li><a href="/metaflow/basics">Creating Flows</a></li><li><a href="/metaflow/client">Inspecting Flows and Results</a></li><li><a href="/metaflow/managing-flows/introduction">Managing Flows in Notebooks and Scripts</a> </li><li><a href="/metaflow/debugging">Debugging Flows</a></li><li><a href="/metaflow/visualizing-results">Visualizing Results</a> </li><li><a href="/metaflow/configuring-flows/introduction">Configuring Flows</a> ✨<em>New</em>✨</li></ul><h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="ii-scaling-flows">II. Scaling Flows<a class="hash-link" href="#ii-scaling-flows" title="Direct link to heading"></a></h2><ul><li><a href="/scaling/introduction">Introduction to Scalable Compute and Data</a></li><li><a href="/scaling/remote-tasks/introduction">Computing at Scale</a> </li><li><a href="/scaling/dependencies">Managing Dependencies</a> </li><li><a href="/scaling/failures">Dealing with Failures</a></li><li><a href="/scaling/checkpoint/introduction">Checkpointing Progress</a> ✨<em>New</em>✨</li><li><a href="/scaling/data">Loading and Storing Data</a></li><li><a href="/scaling/tagging">Organizing Results</a></li><li><a href="/scaling/secrets">Accessing Secrets</a></li></ul><h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="iii-deploying-to-production">III. Deploying to Production<a class="hash-link" href="#iii-deploying-to-production" title="Direct link to heading"></a></h2><ul><li><a href="/production/introduction">Introduction to Production Deployments</a></li><li><a href="/production/scheduling-metaflow-flows/introduction">Scheduling Metaflow Flows</a></li><li><a href="/production/coordinating-larger-metaflow-projects">Coordinating Larger Metaflow
Projects</a></li><li><a href="/production/event-triggering">Connecting Flows via Events</a></li></ul><h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="api-reference">API Reference<a class="hash-link" href="#api-reference" title="Direct link to heading"></a></h2><ul><li><a href="/api">Directory of all Metaflow APIs</a></li></ul><h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="internals-of-metaflow">Internals of Metaflow<a class="hash-link" href="#internals-of-metaflow" title="Direct link to heading"></a></h2><ul><li><a href="/internals/release-notes">Release Notes</a></li><li><a href="/internals/technical-overview">Technical Overview</a></li><li><a href="/internals/testing-philosophy">Testing Philosophy</a></li><li><a href="/internals/contributing">Contributing to Metaflow</a></li></ul></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.dev/Netflix/metaflow-docs/blob/master/docs/index.md" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--next" href="/introduction/why-metaflow"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Why Metaflow</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#motivation" class="table-of-contents__link toc-highlight">Motivation</a></li><li><a href="#getting-started" class="table-of-contents__link toc-highlight">Getting Started</a></li><li><a href="#i-flow-development" class="table-of-contents__link toc-highlight">I. Flow Development</a></li><li><a href="#ii-scaling-flows" class="table-of-contents__link toc-highlight">II. Scaling Flows</a></li><li><a href="#iii-deploying-to-production" class="table-of-contents__link toc-highlight">III. Deploying to Production</a></li><li><a href="#api-reference" class="table-of-contents__link toc-highlight">API Reference</a></li><li><a href="#internals-of-metaflow" class="table-of-contents__link toc-highlight">Internals of Metaflow</a></li></ul></div></div></div></div></main></div></div></div>
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