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GitHub - tonsky/datascript: Immutable database and Datalog query engine for Clojure, ClojureScript and JS

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color-bg-accent-emphasis"></span> </span> <script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/keyboard-shortcuts-dialog-f3cc184507a7.js"></script> <link crossorigin="anonymous" media="all" rel="stylesheet" href="https://github.githubassets.com/assets/primer-react.9fa170e9435ed4b922b9.module.css" /> <react-partial partial-name="keyboard-shortcuts-dialog" data-ssr="false" data-attempted-ssr="false" > <script type="application/json" data-target="react-partial.embeddedData">{"props":{"docsUrl":"https://docs.github.com/get-started/accessibility/keyboard-shortcuts"}}</script> <div data-target="react-partial.reactRoot"></div> </react-partial> <script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/vendors-node_modules_github_remote-form_dist_index_js-node_modules_delegated-events_dist_inde-94fd67-cf3dd69d89eb.js"></script> <script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/sessions-8fa3b694f335.js"></script> <header class="HeaderMktg header-logged-out js-details-container js-header Details f4 py-3" role="banner" data-is-top="true" data-color-mode=light data-light-theme=light data-dark-theme=dark> <h2 class="sr-only">Navigation Menu</h2> <button type="button" class="HeaderMktg-backdrop d-lg-none border-0 position-fixed top-0 left-0 width-full height-full js-details-target" aria-label="Toggle navigation"> <span class="d-none">Toggle navigation</span> </button> <div class="d-flex flex-column flex-lg-row flex-items-center px-3 px-md-4 px-lg-5 height-full position-relative z-1"> <div class="d-flex flex-justify-between flex-items-center width-full width-lg-auto"> <div class="flex-1"> <button aria-label="Toggle navigation" aria-expanded="false" type="button" data-view-component="true" class="js-details-target js-nav-padding-recalculate js-header-menu-toggle Button--link Button--medium Button d-lg-none color-fg-inherit p-1"> <span class="Button-content"> <span class="Button-label"><div class="HeaderMenu-toggle-bar rounded my-1"></div> <div class="HeaderMenu-toggle-bar rounded my-1"></div> <div class="HeaderMenu-toggle-bar rounded my-1"></div></span> </span> </button> </div> <a class="mr-lg-3 color-fg-inherit flex-order-2 js-prevent-focus-on-mobile-nav" href="/" aria-label="Homepage" data-analytics-event="{&quot;category&quot;:&quot;Marketing nav&quot;,&quot;action&quot;:&quot;click to go to homepage&quot;,&quot;label&quot;:&quot;ref_page:Marketing;ref_cta:Logomark;ref_loc:Header&quot;}"> <svg height="32" aria-hidden="true" viewBox="0 0 24 24" version="1.1" width="32" data-view-component="true" class="octicon octicon-mark-github"> <path d="M12.5.75C6.146.75 1 5.896 1 12.25c0 5.089 3.292 9.387 7.863 10.91.575.101.79-.244.79-.546 0-.273-.014-1.178-.014-2.142-2.889.532-3.636-.704-3.866-1.35-.13-.331-.69-1.352-1.18-1.625-.402-.216-.977-.748-.014-.762.906-.014 1.553.834 1.769 1.179 1.035 1.74 2.688 1.25 3.349.948.1-.747.402-1.25.733-1.538-2.559-.287-5.232-1.279-5.232-5.678 0-1.25.445-2.285 1.178-3.09-.115-.288-.517-1.467.115-3.048 0 0 .963-.302 3.163 1.179.92-.259 1.897-.388 2.875-.388.977 0 1.955.13 2.875.388 2.2-1.495 3.162-1.179 3.162-1.179.633 1.581.23 2.76.115 3.048.733.805 1.179 1.825 1.179 3.09 0 4.413-2.688 5.39-5.247 5.678.417.36.776 1.05.776 2.128 0 1.538-.014 2.774-.014 3.162 0 .302.216.662.79.547C20.709 21.637 24 17.324 24 12.25 24 5.896 18.854.75 12.5.75Z"></path> </svg> </a> <div class="flex-1 flex-order-2 text-right"> <a href="/login?return_to=https%3A%2F%2Fgithub.com%2Ftonsky%2Fdatascript" class="HeaderMenu-link HeaderMenu-button d-inline-flex d-lg-none flex-order-1 f5 no-underline border color-border-default rounded-2 px-2 py-1 color-fg-inherit js-prevent-focus-on-mobile-nav" data-hydro-click="{&quot;event_type&quot;:&quot;authentication.click&quot;,&quot;payload&quot;:{&quot;location_in_page&quot;:&quot;site header menu&quot;,&quot;repository_id&quot;:null,&quot;auth_type&quot;:&quot;SIGN_UP&quot;,&quot;originating_url&quot;:&quot;https://github.com/tonsky/datascript&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b15ffcceb7ef8de198e01e58aa3317ae7dfe035a1ba1ce1c13405a749bd42650" data-analytics-event="{&quot;category&quot;:&quot;Marketing nav&quot;,&quot;action&quot;:&quot;click to Sign in&quot;,&quot;label&quot;:&quot;ref_page:Marketing;ref_cta:Sign in;ref_loc:Header&quot;}" > Sign in </a> </div> </div> <div class="HeaderMenu js-header-menu height-fit position-lg-relative d-lg-flex flex-column flex-auto top-0"> <div class="HeaderMenu-wrapper d-flex flex-column flex-self-start flex-lg-row flex-auto rounded rounded-lg-0"> <nav class="HeaderMenu-nav" aria-label="Global"> <ul class="d-lg-flex list-style-none"> <li class="HeaderMenu-item position-relative flex-wrap flex-justify-between flex-items-center d-block d-lg-flex flex-lg-nowrap flex-lg-items-center js-details-container js-header-menu-item"> <button type="button" class="HeaderMenu-link border-0 width-full width-lg-auto px-0 px-lg-2 py-lg-2 no-wrap d-flex flex-items-center flex-justify-between js-details-target" aria-expanded="false"> Product <svg opacity="0.5" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-down HeaderMenu-icon ml-1"> <path d="M12.78 5.22a.749.749 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.06 0L3.22 6.28a.749.749 0 1 1 1.06-1.06L8 8.939l3.72-3.719a.749.749 0 0 1 1.06 0Z"></path> </svg> </button> <div class="HeaderMenu-dropdown dropdown-menu rounded m-0 p-0 pt-2 pt-lg-4 position-relative position-lg-absolute left-0 left-lg-n3 pb-2 pb-lg-4 d-lg-flex flex-wrap dropdown-menu-wide"> <div class="HeaderMenu-column px-lg-4 border-lg-right mb-4 mb-lg-0 pr-lg-7"> <div class="border-bottom pb-3 pb-lg-0 border-lg-bottom-0"> <ul class="list-style-none f5" > <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description pb-lg-3" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;github_copilot&quot;,&quot;context&quot;:&quot;product&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;github_copilot_link_product_navbar&quot;}" href="https://github.com/features/copilot"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-copilot color-fg-subtle mr-3"> <path d="M23.922 16.992c-.861 1.495-5.859 5.023-11.922 5.023-6.063 0-11.061-3.528-11.922-5.023A.641.641 0 0 1 0 16.736v-2.869a.841.841 0 0 1 .053-.22c.372-.935 1.347-2.292 2.605-2.656.167-.429.414-1.055.644-1.517a10.195 10.195 0 0 1-.052-1.086c0-1.331.282-2.499 1.132-3.368.397-.406.89-.717 1.474-.952 1.399-1.136 3.392-2.093 6.122-2.093 2.731 0 4.767.957 6.166 2.093.584.235 1.077.546 1.474.952.85.869 1.132 2.037 1.132 3.368 0 .368-.014.733-.052 1.086.23.462.477 1.088.644 1.517 1.258.364 2.233 1.721 2.605 2.656a.832.832 0 0 1 .053.22v2.869a.641.641 0 0 1-.078.256ZM12.172 11h-.344a4.323 4.323 0 0 1-.355.508C10.703 12.455 9.555 13 7.965 13c-1.725 0-2.989-.359-3.782-1.259a2.005 2.005 0 0 1-.085-.104L4 11.741v6.585c1.435.779 4.514 2.179 8 2.179 3.486 0 6.565-1.4 8-2.179v-6.585l-.098-.104s-.033.045-.085.104c-.793.9-2.057 1.259-3.782 1.259-1.59 0-2.738-.545-3.508-1.492a4.323 4.323 0 0 1-.355-.508h-.016.016Zm.641-2.935c.136 1.057.403 1.913.878 2.497.442.544 1.134.938 2.344.938 1.573 0 2.292-.337 2.657-.751.384-.435.558-1.15.558-2.361 0-1.14-.243-1.847-.705-2.319-.477-.488-1.319-.862-2.824-1.025-1.487-.161-2.192.138-2.533.529-.269.307-.437.808-.438 1.578v.021c0 .265.021.562.063.893Zm-1.626 0c.042-.331.063-.628.063-.894v-.02c-.001-.77-.169-1.271-.438-1.578-.341-.391-1.046-.69-2.533-.529-1.505.163-2.347.537-2.824 1.025-.462.472-.705 1.179-.705 2.319 0 1.211.175 1.926.558 2.361.365.414 1.084.751 2.657.751 1.21 0 1.902-.394 2.344-.938.475-.584.742-1.44.878-2.497Z"></path><path d="M14.5 14.25a1 1 0 0 1 1 1v2a1 1 0 0 1-2 0v-2a1 1 0 0 1 1-1Zm-5 0a1 1 0 0 1 1 1v2a1 1 0 0 1-2 0v-2a1 1 0 0 1 1-1Z"></path> </svg> <div> <div class="color-fg-default h4">GitHub Copilot</div> Write better code with AI </div> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description pb-lg-3" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;security&quot;,&quot;context&quot;:&quot;product&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;security_link_product_navbar&quot;}" href="https://github.com/features/security"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-shield-check color-fg-subtle mr-3"> <path d="M16.53 9.78a.75.75 0 0 0-1.06-1.06L11 13.19l-1.97-1.97a.75.75 0 0 0-1.06 1.06l2.5 2.5a.75.75 0 0 0 1.06 0l5-5Z"></path><path d="m12.54.637 8.25 2.675A1.75 1.75 0 0 1 22 4.976V10c0 6.19-3.771 10.704-9.401 12.83a1.704 1.704 0 0 1-1.198 0C5.77 20.705 2 16.19 2 10V4.976c0-.758.489-1.43 1.21-1.664L11.46.637a1.748 1.748 0 0 1 1.08 0Zm-.617 1.426-8.25 2.676a.249.249 0 0 0-.173.237V10c0 5.46 3.28 9.483 8.43 11.426a.199.199 0 0 0 .14 0C17.22 19.483 20.5 15.461 20.5 10V4.976a.25.25 0 0 0-.173-.237l-8.25-2.676a.253.253 0 0 0-.154 0Z"></path> </svg> <div> <div class="color-fg-default h4">Security</div> Find and fix vulnerabilities </div> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description pb-lg-3" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;actions&quot;,&quot;context&quot;:&quot;product&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;actions_link_product_navbar&quot;}" href="https://github.com/features/actions"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-workflow color-fg-subtle mr-3"> <path d="M1 3a2 2 0 0 1 2-2h6.5a2 2 0 0 1 2 2v6.5a2 2 0 0 1-2 2H7v4.063C7 16.355 7.644 17 8.438 17H12.5v-2.5a2 2 0 0 1 2-2H21a2 2 0 0 1 2 2V21a2 2 0 0 1-2 2h-6.5a2 2 0 0 1-2-2v-2.5H8.437A2.939 2.939 0 0 1 5.5 15.562V11.5H3a2 2 0 0 1-2-2Zm2-.5a.5.5 0 0 0-.5.5v6.5a.5.5 0 0 0 .5.5h6.5a.5.5 0 0 0 .5-.5V3a.5.5 0 0 0-.5-.5ZM14.5 14a.5.5 0 0 0-.5.5V21a.5.5 0 0 0 .5.5H21a.5.5 0 0 0 .5-.5v-6.5a.5.5 0 0 0-.5-.5Z"></path> </svg> <div> <div class="color-fg-default h4">Actions</div> Automate any workflow </div> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description pb-lg-3" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;codespaces&quot;,&quot;context&quot;:&quot;product&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;codespaces_link_product_navbar&quot;}" href="https://github.com/features/codespaces"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-codespaces color-fg-subtle mr-3"> <path d="M3.5 3.75C3.5 2.784 4.284 2 5.25 2h13.5c.966 0 1.75.784 1.75 1.75v7.5A1.75 1.75 0 0 1 18.75 13H5.25a1.75 1.75 0 0 1-1.75-1.75Zm-2 12c0-.966.784-1.75 1.75-1.75h17.5c.966 0 1.75.784 1.75 1.75v4a1.75 1.75 0 0 1-1.75 1.75H3.25a1.75 1.75 0 0 1-1.75-1.75ZM5.25 3.5a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h13.5a.25.25 0 0 0 .25-.25v-7.5a.25.25 0 0 0-.25-.25Zm-2 12a.25.25 0 0 0-.25.25v4c0 .138.112.25.25.25h17.5a.25.25 0 0 0 .25-.25v-4a.25.25 0 0 0-.25-.25Z"></path><path d="M10 17.75a.75.75 0 0 1 .75-.75h6.5a.75.75 0 0 1 0 1.5h-6.5a.75.75 0 0 1-.75-.75Zm-4 0a.75.75 0 0 1 .75-.75h.5a.75.75 0 0 1 0 1.5h-.5a.75.75 0 0 1-.75-.75Z"></path> </svg> <div> <div class="color-fg-default h4">Codespaces</div> Instant dev environments </div> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description pb-lg-3" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;issues&quot;,&quot;context&quot;:&quot;product&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;issues_link_product_navbar&quot;}" href="https://github.com/features/issues"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-issue-opened color-fg-subtle mr-3"> <path d="M12 1c6.075 0 11 4.925 11 11s-4.925 11-11 11S1 18.075 1 12 5.925 1 12 1ZM2.5 12a9.5 9.5 0 0 0 9.5 9.5 9.5 9.5 0 0 0 9.5-9.5A9.5 9.5 0 0 0 12 2.5 9.5 9.5 0 0 0 2.5 12Zm9.5 2a2 2 0 1 1-.001-3.999A2 2 0 0 1 12 14Z"></path> </svg> <div> <div class="color-fg-default h4">Issues</div> Plan and track work </div> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description pb-lg-3" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;code_review&quot;,&quot;context&quot;:&quot;product&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;code_review_link_product_navbar&quot;}" href="https://github.com/features/code-review"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-code-review color-fg-subtle mr-3"> <path d="M10.3 6.74a.75.75 0 0 1-.04 1.06l-2.908 2.7 2.908 2.7a.75.75 0 1 1-1.02 1.1l-3.5-3.25a.75.75 0 0 1 0-1.1l3.5-3.25a.75.75 0 0 1 1.06.04Zm3.44 1.06a.75.75 0 1 1 1.02-1.1l3.5 3.25a.75.75 0 0 1 0 1.1l-3.5 3.25a.75.75 0 1 1-1.02-1.1l2.908-2.7-2.908-2.7Z"></path><path d="M1.5 4.25c0-.966.784-1.75 1.75-1.75h17.5c.966 0 1.75.784 1.75 1.75v12.5a1.75 1.75 0 0 1-1.75 1.75h-9.69l-3.573 3.573A1.458 1.458 0 0 1 5 21.043V18.5H3.25a1.75 1.75 0 0 1-1.75-1.75ZM3.25 4a.25.25 0 0 0-.25.25v12.5c0 .138.112.25.25.25h2.5a.75.75 0 0 1 .75.75v3.19l3.72-3.72a.749.749 0 0 1 .53-.22h10a.25.25 0 0 0 .25-.25V4.25a.25.25 0 0 0-.25-.25Z"></path> </svg> <div> <div class="color-fg-default h4">Code Review</div> Manage code changes </div> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description pb-lg-3" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;discussions&quot;,&quot;context&quot;:&quot;product&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;discussions_link_product_navbar&quot;}" href="https://github.com/features/discussions"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-comment-discussion color-fg-subtle mr-3"> <path d="M1.75 1h12.5c.966 0 1.75.784 1.75 1.75v9.5A1.75 1.75 0 0 1 14.25 14H8.061l-2.574 2.573A1.458 1.458 0 0 1 3 15.543V14H1.75A1.75 1.75 0 0 1 0 12.25v-9.5C0 1.784.784 1 1.75 1ZM1.5 2.75v9.5c0 .138.112.25.25.25h2a.75.75 0 0 1 .75.75v2.19l2.72-2.72a.749.749 0 0 1 .53-.22h6.5a.25.25 0 0 0 .25-.25v-9.5a.25.25 0 0 0-.25-.25H1.75a.25.25 0 0 0-.25.25Z"></path><path d="M22.5 8.75a.25.25 0 0 0-.25-.25h-3.5a.75.75 0 0 1 0-1.5h3.5c.966 0 1.75.784 1.75 1.75v9.5A1.75 1.75 0 0 1 22.25 20H21v1.543a1.457 1.457 0 0 1-2.487 1.03L15.939 20H10.75A1.75 1.75 0 0 1 9 18.25v-1.465a.75.75 0 0 1 1.5 0v1.465c0 .138.112.25.25.25h5.5a.75.75 0 0 1 .53.22l2.72 2.72v-2.19a.75.75 0 0 1 .75-.75h2a.25.25 0 0 0 .25-.25v-9.5Z"></path> </svg> <div> <div class="color-fg-default h4">Discussions</div> Collaborate outside of code </div> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;code_search&quot;,&quot;context&quot;:&quot;product&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;code_search_link_product_navbar&quot;}" href="https://github.com/features/code-search"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-code-square color-fg-subtle mr-3"> <path d="M10.3 8.24a.75.75 0 0 1-.04 1.06L7.352 12l2.908 2.7a.75.75 0 1 1-1.02 1.1l-3.5-3.25a.75.75 0 0 1 0-1.1l3.5-3.25a.75.75 0 0 1 1.06.04Zm3.44 1.06a.75.75 0 1 1 1.02-1.1l3.5 3.25a.75.75 0 0 1 0 1.1l-3.5 3.25a.75.75 0 1 1-1.02-1.1l2.908-2.7-2.908-2.7Z"></path><path d="M2 3.75C2 2.784 2.784 2 3.75 2h16.5c.966 0 1.75.784 1.75 1.75v16.5A1.75 1.75 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3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path> </svg></button> </div> </div> </div> <scrollable-region data-labelled-by="feedback-dialog-title"> <div data-view-component="true" class="Overlay-body"> <!-- '"` --><!-- </textarea></xmp> --></option></form><form id="code-search-feedback-form" data-turbo="false" action="/search/feedback" accept-charset="UTF-8" method="post"><input type="hidden" data-csrf="true" name="authenticity_token" value="hMKK/55i8d2Xg8Iqf8l981OYxZnEL6JZvT4mSGyQuvG3/VfUJdsuqZqgQVi+oQpMKt/i1Ut1sS9xANQWURCImw==" /> <p>We read every piece of feedback, and take your input very seriously.</p> <textarea name="feedback" class="form-control width-full mb-2" style="height: 120px" id="feedback"></textarea> <input name="include_email" id="include_email" aria-label="Include my email address so I can be contacted" class="form-control mr-2" type="checkbox"> <label for="include_email" style="font-weight: normal">Include my email address so I can be contacted</label> </form></div> </scrollable-region> <div data-view-component="true" class="Overlay-footer Overlay-footer--alignEnd"> <button data-close-dialog-id="feedback-dialog" type="button" data-view-component="true" class="btn"> Cancel </button> <button form="code-search-feedback-form" data-action="click:qbsearch-input#submitFeedback" type="submit" data-view-component="true" class="btn-primary btn"> Submit feedback </button> </div> </dialog></dialog-helper> <custom-scopes data-target="qbsearch-input.customScopesManager"> <dialog-helper> <dialog data-target="custom-scopes.customScopesModalDialog" data-action="close:qbsearch-input#handleDialogClose cancel:qbsearch-input#handleDialogClose" id="custom-scopes-dialog" aria-modal="true" aria-labelledby="custom-scopes-dialog-title" aria-describedby="custom-scopes-dialog-description" data-view-component="true" class="Overlay Overlay-whenNarrow 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src="/search/custom_scopes/check_name" required> <input type="text" name="custom_scope_name" id="custom_scope_name" data-target="custom-scopes.customScopesNameField" class="form-control" autocomplete="off" placeholder="github-ruby" required maxlength="50"> <input type="hidden" data-csrf="true" value="eQvtlshsTaPL7cyp7yzLChmeuZLLvcM7gPHTsIe7mC8ZRH2Qc1ay4RtzXkkYphI43ihSLHvF1qamPmk4wgzgeg==" /> </auto-check> </div> <div class="form-group"> <label for="custom_scope_query">Query</label> <input type="text" name="custom_scope_query" id="custom_scope_query" data-target="custom-scopes.customScopesQueryField" class="form-control" autocomplete="off" placeholder="(repo:mona/a OR repo:mona/b) AND lang:python" required maxlength="500"> </div> <p class="text-small color-fg-muted"> To see all available qualifiers, see our <a class="Link--inTextBlock" href="https://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax">documentation</a>. </p> </form> </div> <div data-target="custom-scopes.manageCustomScopesForm"> <div data-target="custom-scopes.list"></div> </div> </div> </scrollable-region> <div data-view-component="true" class="Overlay-footer Overlay-footer--alignEnd Overlay-footer--divided"> <button data-action="click:custom-scopes#customScopesCancel" type="button" data-view-component="true" class="btn"> Cancel </button> <button form="custom-scopes-dialog-form" data-action="click:custom-scopes#customScopesSubmit" data-target="custom-scopes.customScopesSubmitButton" type="submit" data-view-component="true" class="btn-primary btn"> Create saved search </button> </div> </dialog></dialog-helper> </custom-scopes> </div> </qbsearch-input> <div class="position-relative HeaderMenu-link-wrap d-lg-inline-block"> <a href="/login?return_to=https%3A%2F%2Fgithub.com%2Ftonsky%2Fdatascript" class="HeaderMenu-link HeaderMenu-link--sign-in HeaderMenu-button flex-shrink-0 no-underline d-none d-lg-inline-flex border border-lg-0 rounded rounded-lg-0 px-2 py-1" style="margin-left: 12px;" data-hydro-click="{&quot;event_type&quot;:&quot;authentication.click&quot;,&quot;payload&quot;:{&quot;location_in_page&quot;:&quot;site header menu&quot;,&quot;repository_id&quot;:null,&quot;auth_type&quot;:&quot;SIGN_UP&quot;,&quot;originating_url&quot;:&quot;https://github.com/tonsky/datascript&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b15ffcceb7ef8de198e01e58aa3317ae7dfe035a1ba1ce1c13405a749bd42650" data-analytics-event="{&quot;category&quot;:&quot;Marketing nav&quot;,&quot;action&quot;:&quot;click to go to homepage&quot;,&quot;label&quot;:&quot;ref_page:Marketing;ref_cta:Sign in;ref_loc:Header&quot;}" > Sign in </a> </div> <a href="/signup?ref_cta=Sign+up&amp;ref_loc=header+logged+out&amp;ref_page=%2F%3Cuser-name%3E%2F%3Crepo-name%3E&amp;source=header-repo&amp;source_repo=tonsky%2Fdatascript" class="HeaderMenu-link HeaderMenu-link--sign-up HeaderMenu-button flex-shrink-0 d-flex d-lg-inline-flex no-underline border color-border-default 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height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-alert"> <path d="M6.457 1.047c.659-1.234 2.427-1.234 3.086 0l6.082 11.378A1.75 1.75 0 0 1 14.082 15H1.918a1.75 1.75 0 0 1-1.543-2.575Zm1.763.707a.25.25 0 0 0-.44 0L1.698 13.132a.25.25 0 0 0 .22.368h12.164a.25.25 0 0 0 .22-.368Zm.53 3.996v2.5a.75.75 0 0 1-1.5 0v-2.5a.75.75 0 0 1 1.5 0ZM9 11a1 1 0 1 1-2 0 1 1 0 0 1 2 0Z"></path> </svg> <span class="js-stale-session-flash-signed-in" hidden>You signed in with another tab or window. <a class="Link--inTextBlock" href="">Reload</a> to refresh your session.</span> <span class="js-stale-session-flash-signed-out" hidden>You signed out in another tab or window. <a class="Link--inTextBlock" href="">Reload</a> to refresh your session.</span> <span class="js-stale-session-flash-switched" hidden>You switched accounts on another tab or window. <a class="Link--inTextBlock" href="">Reload</a> to refresh your session.</span> <button id="icon-button-8f8ea17e-37d2-4e8f-87b6-d4f177675962" aria-labelledby="tooltip-f59b637d-0b65-4eff-b349-7b022a7518c6" type="button" data-view-component="true" class="Button Button--iconOnly Button--invisible Button--medium flash-close js-flash-close"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x Button-visual"> <path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path> </svg> </button><tool-tip id="tooltip-f59b637d-0b65-4eff-b349-7b022a7518c6" for="icon-button-8f8ea17e-37d2-4e8f-87b6-d4f177675962" popover="manual" data-direction="s" data-type="label" data-view-component="true" class="sr-only position-absolute">Dismiss alert</tool-tip> </div> </div> <div id="start-of-content" class="show-on-focus"></div> <div id="js-flash-container" class="flash-container" data-turbo-replace> <template class="js-flash-template"> <div class="flash flash-full {{ className }}"> <div > <button autofocus class="flash-close js-flash-close" type="button" aria-label="Dismiss this message"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x"> <path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path> </svg> </button> <div aria-atomic="true" role="alert" class="js-flash-alert"> <div>{{ message }}</div> </div> </div> </div> </template> </div> <div class="application-main " data-commit-hovercards-enabled data-discussion-hovercards-enabled data-issue-and-pr-hovercards-enabled > <div itemscope itemtype="http://schema.org/SoftwareSourceCode" class=""> <main id="js-repo-pjax-container" > <div id="repository-container-header" class="pt-3 hide-full-screen" style="background-color: var(--page-header-bgColor, var(--color-page-header-bg));" data-turbo-replace> <div class="d-flex flex-nowrap flex-justify-end mb-3 px-3 px-lg-5" style="gap: 1rem;"> <div class="flex-auto min-width-0 width-fit"> <div class=" d-flex flex-wrap flex-items-center wb-break-word f3 text-normal"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 1v6.708A2.486 2.486 0 0 1 4.5 9h8ZM5 12.25a.25.25 0 0 1 .25-.25h3.5a.25.25 0 0 1 .25.25v3.25a.25.25 0 0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 1-.4-.2Z"></path> </svg> <span class="author flex-self-stretch" itemprop="author"> <a class="url fn" rel="author" data-hovercard-type="user" data-hovercard-url="/users/tonsky/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="/tonsky"> tonsky </a> </span> <span class="mx-1 flex-self-stretch color-fg-muted">/</span> <strong itemprop="name" class="mr-2 flex-self-stretch"> <a data-pjax="#repo-content-pjax-container" data-turbo-frame="repo-content-turbo-frame" href="/tonsky/datascript">datascript</a> </strong> <span></span><span class="Label Label--secondary v-align-middle mr-1">Public</span> </div> </div> <div id="repository-details-container" class="flex-shrink-0" data-turbo-replace style="max-width: 70%;"> <ul class="pagehead-actions flex-shrink-0 d-none d-md-inline" style="padding: 2px 0;"> <li> <include-fragment src="/tonsky/datascript/sponsor_button"></include-fragment> </li> <li> <a href="/login?return_to=%2Ftonsky%2Fdatascript" rel="nofollow" id="repository-details-watch-button" data-hydro-click="{&quot;event_type&quot;:&quot;authentication.click&quot;,&quot;payload&quot;:{&quot;location_in_page&quot;:&quot;notification subscription menu watch&quot;,&quot;repository_id&quot;:null,&quot;auth_type&quot;:&quot;LOG_IN&quot;,&quot;originating_url&quot;:&quot;https://github.com/tonsky/datascript&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="36e2a1ea4742444447d181dfb0e6e3e148e434c3f584adc7aa29c372cd8eed2a" aria-label="You must be signed in to change notification settings" data-view-component="true" class="btn-sm btn"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-bell mr-2"> <path d="M8 16a2 2 0 0 0 1.985-1.75c.017-.137-.097-.25-.235-.25h-3.5c-.138 0-.252.113-.235.25A2 2 0 0 0 8 16ZM3 5a5 5 0 0 1 10 0v2.947c0 .05.015.098.042.139l1.703 2.555A1.519 1.519 0 0 1 13.482 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7.94l4.72-4.72a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042Z"></path> </svg> </span> <span data-view-component="true" class="ActionListItem-label"> Insights </span> </a> </li> </ul> </div></action-list> </div> </div></anchored-position> </focus-group> </action-menu></div> </nav> </div> <turbo-frame id="repo-content-turbo-frame" target="_top" data-turbo-action="advance" class=""> <div id="repo-content-pjax-container" class="repository-content " > <h1 class='sr-only'>tonsky/datascript</h1> <div class="clearfix container-xl px-md-4 px-lg-5 px-3"> <div> <div style="max-width: 100%" data-view-component="true" class="Layout Layout--flowRow-until-md react-repos-overview-margin Layout--sidebarPosition-end Layout--sidebarPosition-flowRow-end"> <div data-view-component="true" class="Layout-main"> <script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/primer-react-765944243383.js"></script> <script crossorigin="anonymous" 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data-target="react-partial.embeddedData">{"props":{"initialPayload":{"allShortcutsEnabled":false,"path":"/","repo":{"id":18800032,"defaultBranch":"master","name":"datascript","ownerLogin":"tonsky","currentUserCanPush":false,"isFork":false,"isEmpty":false,"createdAt":"2014-04-15T12:58:22.000Z","ownerAvatar":"https://avatars.githubusercontent.com/u/285292?v=4","public":true,"private":false,"isOrgOwned":false},"currentUser":null,"refInfo":{"name":"master","listCacheKey":"v0:1721659092.0","canEdit":false,"refType":"branch","currentOid":"3c5d58d420a99914b834d7c53419b52ccf24a35a"},"tree":{"items":[{"name":".github","path":".github","contentType":"directory"},{"name":"bench/datascript/bench","path":"bench/datascript/bench","contentType":"directory","hasSimplifiedPath":true},{"name":"bench_datomic/datascript/bench","path":"bench_datomic/datascript/bench","contentType":"directory","hasSimplifiedPath":true},{"name":"dev","path":"dev","contentType":"directory"},{"name":"docs","path":"docs","contentType":"directory"},{"name":"extras","path":"extras","contentType":"directory"},{"name":"release-js","path":"release-js","contentType":"directory"},{"name":"script","path":"script","contentType":"directory"},{"name":"src","path":"src","contentType":"directory"},{"name":"test","path":"test","contentType":"directory"},{"name":"test_datomic","path":"test_datomic","contentType":"directory"},{"name":".gitignore","path":".gitignore","contentType":"file"},{"name":"CHANGELOG.md","path":"CHANGELOG.md","contentType":"file"},{"name":"LICENSE","path":"LICENSE","contentType":"file"},{"name":"README.md","path":"README.md","contentType":"file"},{"name":"deps.edn","path":"deps.edn","contentType":"file"},{"name":"project.clj","path":"project.clj","contentType":"file"}],"templateDirectorySuggestionUrl":null,"readme":null,"totalCount":17,"showBranchInfobar":false},"fileTree":null,"fileTreeProcessingTime":null,"foldersToFetch":[],"treeExpanded":false,"symbolsExpanded":false,"isOverview":true,"overview":{"banners":{"shouldRecommendReadme":false,"isPersonalRepo":false,"showUseActionBanner":false,"actionSlug":null,"actionId":null,"showProtectBranchBanner":false,"publishBannersInfo":{"dismissActionNoticePath":"/settings/dismiss-notice/publish_action_from_repo","releasePath":"/tonsky/datascript/releases/new?marketplace=true","showPublishActionBanner":false},"interactionLimitBanner":null,"showInvitationBanner":false,"inviterName":null,"actionsMigrationBannerInfo":{"releaseTags":[],"showImmutableActionsMigrationBanner":false,"initialMigrationStatus":null}},"codeButton":{"contactPath":"/contact","isEnterprise":false,"local":{"protocolInfo":{"httpAvailable":true,"sshAvailable":null,"httpUrl":"https://github.com/tonsky/datascript.git","showCloneWarning":null,"sshUrl":null,"sshCertificatesRequired":null,"sshCertificatesAvailable":null,"ghCliUrl":"gh 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href=\"/tonsky/datascript/blob/master/extras/logo.svg\"\u003e\u003cimg src=\"/tonsky/datascript/raw/master/extras/logo.svg\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\u003c/p\u003e\n\u003cblockquote\u003e\n\u003cp dir=\"auto\"\u003eWhat if creating a database would be as cheap as creating a Hashmap?\u003c/p\u003e\n\u003c/blockquote\u003e\n\u003cp dir=\"auto\"\u003eAn immutable in-memory database and Datalog query engine in Clojure and ClojureScript.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eDataScript is meant to run inside the browser. It is cheap to create, quick to query and ephemeral. You create a database on page load, put some data in it, track changes, do queries and forget about it when the user closes the page.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eDataScript databases are immutable and based on persistent data structures. In fact, they’re more like data structures than databases (think Hashmap). Unlike querying a real SQL DB, when you query DataScript, it all comes down to a Hashmap lookup. Or series of lookups. Or array iteration. There’s no particular overhead to it. You put a little data in it, it’s fast. You put in a lot of data, well, at least it has indexes. That should do better than you filtering an array by hand anyway. The thing is really lightweight.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eThe intention with DataScript is to be a basic building block in client-side applications that needs to track a lot of state during their lifetime. There’s a lot of benefits:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eCentral, uniform approach to manage all application state. Clients working with state become decoupled and independent: rendering, server sync, undo/redo do not interfere with each other.\u003c/li\u003e\n\u003cli\u003eImmutability simplifies things even in a single-threaded browser environment. Keep track of app state evolution, rewind to any point in time, always render consistent state, sync in background without locking anybody.\u003c/li\u003e\n\u003cli\u003eDatalog query engine to answer non-trivial questions about current app state.\u003c/li\u003e\n\u003cli\u003eStructured format to track data coming in and out of DB. Datalog queries can be run against it too.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eLatest version \u003ca href=\"https://travis-ci.org/tonsky/datascript\" rel=\"nofollow\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/44e36efdae04d21b879367c63153ef622f5fbbca105cbba77e0ca27abe1d7b86/68747470733a2f2f7472617669732d63692e6f72672f746f6e736b792f646174617363726970742e7376673f6272616e63683d6d6173746572\" alt=\"Build Status\" data-canonical-src=\"https://travis-ci.org/tonsky/datascript.svg?branch=master\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\u003c/h2\u003e\u003ca id=\"user-content-latest-version-\" class=\"anchor\" aria-label=\"Permalink: Latest version \" href=\"#latest-version-\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cdiv class=\"highlight highlight-source-clojure notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\";; lein\n[datascript \u0026quot;1.7.3\u0026quot;]\"\u003e\u003cpre\u003e\u003cspan class=\"pl-c\"\u003e\u003cspan class=\"pl-c\"\u003e;\u003c/span\u003e; lein\u003c/span\u003e\n[datascript \u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003e1.7.3\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003e\u003c/span\u003e]\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"highlight highlight-source-clojure notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\";; deps.edn\ndatascript/datascript {:mvn/version \u0026quot;1.7.3\u0026quot;}\"\u003e\u003cpre\u003e\u003cspan class=\"pl-c\"\u003e\u003cspan class=\"pl-c\"\u003e;\u003c/span\u003e; deps.edn\u003c/span\u003e\ndatascript/datascript {\u003cspan class=\"pl-c1\"\u003e:mvn/version\u003c/span\u003e \u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003e1.7.3\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003e\u003c/span\u003e}\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eImportant! If you are using shadow-cljs, add\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-clojure notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\":compiler-options {:externs [\u0026quot;datascript/externs.js\u0026quot;]}\"\u003e\u003cpre\u003e:compiler-options {\u003cspan class=\"pl-c1\"\u003e:externs\u003c/span\u003e [\u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003edatascript/externs.js\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003e\u003c/span\u003e]}\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eto your build (see \u003ca href=\"https://github.com/tonsky/datascript/issues/432\" data-hovercard-type=\"issue\" data-hovercard-url=\"/tonsky/datascript/issues/432/hovercard\"\u003e#432\u003c/a\u003e \u003ca href=\"https://github.com/tonsky/datascript/issues/298\" data-hovercard-type=\"issue\" data-hovercard-url=\"/tonsky/datascript/issues/298/hovercard\"\u003e#298\u003c/a\u003e \u003ca href=\"https://github.com/tonsky/datascript/pull/216\" data-hovercard-type=\"pull_request\" data-hovercard-url=\"/tonsky/datascript/pull/216/hovercard\"\u003e#216\u003c/a\u003e)\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eSupport us\u003c/h2\u003e\u003ca id=\"user-content-support-us\" class=\"anchor\" aria-label=\"Permalink: Support us\" href=\"#support-us\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003e\u003ca href=\"https://patreon.com/tonsky\" rel=\"nofollow\"\u003e\u003cimg src=\"/tonsky/datascript/raw/master/extras/datascript_patreon.png\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eResources\u003c/h2\u003e\u003ca id=\"user-content-resources\" class=\"anchor\" aria-label=\"Permalink: Resources\" href=\"#resources\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eSupport:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eJoin \u003ca href=\"https://clojurians.slack.com/messages/C07V8N22C/\" rel=\"nofollow\"\u003e#datascript on Clojurians Slack\u003c/a\u003e (grab invite \u003ca href=\"http://clojurians.net/\" rel=\"nofollow\"\u003ehere\u003c/a\u003e)\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003eBooks:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ca href=\"https://www.packtpub.com/web-development/learning-clojurescript\" rel=\"nofollow\"\u003eLearning ClojureScript\u003c/a\u003e has a chapter on DataScript\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003eDocs:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eAPI Docs \u003ca href=\"https://cljdoc.org/d/datascript/datascript/CURRENT\" rel=\"nofollow\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/6f470cb354f9f4e211e85c88f6feaf4d129903be512a870ac32f35456b06718c/68747470733a2f2f636c6a646f632e6f72672f62616467652f646174617363726970742f64617461736372697074\" alt=\"cljdoc badge\" data-canonical-src=\"https://cljdoc.org/badge/datascript/datascript\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"/tonsky/datascript/blob/master/docs/queries.md\"\u003edocs/queries.md\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"/tonsky/datascript/blob/master/docs/tuples.md\"\u003edocs/tuples.md\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"/tonsky/datascript/blob/master/docs/storage.md\"\u003edocs/storage.md\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://github.com/tonsky/datascript/wiki/Getting-started\"\u003eGetting started\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://github.com/kristianmandrup/datascript-tutorial\"\u003eTutorials\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://github.com/tonsky/datascript/wiki/Tips-\u0026amp;-tricks\"\u003eTips \u0026amp; tricks\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://github.com/threatgrid/asami/wiki/Introduction\"\u003eTriple Stores overview\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"http://www.learndatalogtoday.org/\" rel=\"nofollow\"\u003eQuick tutorial into Datalog\u003c/a\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003ePosts:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ca href=\"http://tonsky.me/blog/decomposing-web-app-development/\" rel=\"nofollow\"\u003eHow DataScript fits into the current webdev ecosystem\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"http://tonsky.me/blog/datascript-internals/\" rel=\"nofollow\"\u003eDataScript internals explained\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"http://tonsky.me/blog/the-web-after-tomorrow/\" rel=\"nofollow\"\u003eSketch of client/server reactive architecture\u003c/a\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003eTalks:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e“Frontend with Joy” talk (FPConf, August 2015): \u003ca href=\"https://www.youtube.com/watch?v=cRWrrHPrk9g\" rel=\"nofollow\"\u003evideo\u003c/a\u003e in Russian\u003c/li\u003e\n\u003cli\u003e“Programming Web UI with Database in a Browser” talk (PolyConf, July 2015): \u003ca href=\"http://s.tonsky.me/conferences/2015.07%20polyconf.pdf\" rel=\"nofollow\"\u003eslides\u003c/a\u003e, \u003ca href=\"https://www.youtube.com/watch?v=1dr-CzMMDD8\" rel=\"nofollow\"\u003evideo\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e“DataScript for Web Development” talk (Clojure eXchange, Dec 2014): \u003ca href=\"http://s.tonsky.me/conferences/2014.12%20clojure%20eXchange.pdf\" rel=\"nofollow\"\u003eslides\u003c/a\u003e, \u003ca href=\"https://skillsmatter.com/skillscasts/6038-datascript-for-web-development\" rel=\"nofollow\"\u003evideo\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e“Building ToDo list with DataScript” webinar (ClojureScript NYC, Dec 2014): \u003ca href=\"http://vimeo.com/114688970\" rel=\"nofollow\"\u003evideo\u003c/a\u003e, \u003ca href=\"https://github.com/tonsky/datascript-todo\"\u003eapp\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003eDataScript hangout (May 2014, in Russian): \u003ca href=\"http://www.youtube.com/watch?v=jhBC81pczZY\" rel=\"nofollow\"\u003evideo\u003c/a\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003eProjects using DataScript:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ca href=\"https://roamresearch.com/\" rel=\"nofollow\"\u003eRoam Research\u003c/a\u003e, a note-taking graph database\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"http://logseq.com\" rel=\"nofollow\"\u003eLogSeq\u003c/a\u003e, a local-first, non-linear, outliner notebook\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://github.com/athensresearch/athens\"\u003eAthens Research\u003c/a\u003e, a tool for networked thought\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://www.hulunote.com/\" rel=\"nofollow\"\u003eHulunote\u003c/a\u003e, a tool for networked thought\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://www.cognician.com/\" rel=\"nofollow\"\u003eCognician\u003c/a\u003e, coaching platform\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"http://lightmesh.com/\" rel=\"nofollow\"\u003eLightMesh\u003c/a\u003e, datacenter management\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://partsbox.io/\" rel=\"nofollow\"\u003ePartsBox\u003c/a\u003e, electronic parts management\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://www.iamfy.co/\" rel=\"nofollow\"\u003eI am Fy\u003c/a\u003e, accessories e-shop\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://myanmar.securityforcemonitor.org/\" rel=\"nofollow\"\u003eUnder Whose Command?\u003c/a\u003e, an interactive report by Security Force Monitor\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://gluino.io/\" rel=\"nofollow\"\u003egluino.io\u003c/a\u003e, an AI with swagger\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://kevinlynagh.com/pinfigurator/\" rel=\"nofollow\"\u003ePinfigurator\u003c/a\u003e, a microcontroller search tool\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"http://precursorapp.com/\" rel=\"nofollow\"\u003ePrecursor\u003c/a\u003e, collaborative prototyping tool\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"http://tonsky.me/blog/acha-acha/\" rel=\"nofollow\"\u003eAcha-acha\u003c/a\u003e, GitHub achievements\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"http://showkr.solovyov.net\" rel=\"nofollow\"\u003eShowkr\u003c/a\u003e, flickr gallery viewer (\u003ca href=\"https://github.com/piranha/showkr\"\u003esources\u003c/a\u003e)\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"http://www.zetawar.com\" rel=\"nofollow\"\u003eZetawar\u003c/a\u003e, turn-based tactical strategy game\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://www.lemmings.io\" rel=\"nofollow\"\u003eLemmings\u003c/a\u003e, incubator focused on art \u0026amp; artificial intelligence\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003eRelated projects:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ca href=\"https://github.com/tonsky/datascript-transit\"\u003eDataScript-Transit\u003c/a\u003e, transit serialization for database and datoms\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://github.com/tonsky/datascript-storage-sql\"\u003eDataScript SQL Storages\u003c/a\u003e, durable storage implementations for popular SQL databases\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://github.com/mpdairy/posh\"\u003ePosh\u003c/a\u003e, lib that lets you use a single DataScript db to store Reagent app state\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://github.com/denistakeda/re-posh\"\u003ere-posh\u003c/a\u003e, use re-frame with DataScript storage\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://github.com/typeetfunc/datascript-mori\"\u003eDataScript-mori\u003c/a\u003e, DataScript \u0026amp; Mori wrapper for use from JS\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://github.com/metasoarous/datsync\"\u003eDatSync\u003c/a\u003e, Datomic ↔︎ DataScript syncing/replication utilities\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://github.com/alandipert/intension\"\u003eIntension\u003c/a\u003e, lib to convert associative structures to in-memory databases for querying them\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://github.com/djjolicoeur/datamaps\"\u003eDatamaps\u003c/a\u003e, lib designed to leverage datalog queries to query arbitrary maps.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003eDemo applications:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ca href=\"http://simonb.com/blog/2016/01/24/om-next-datascript-localisation-demo/\" rel=\"nofollow\"\u003eLocalisation Demo with Om Next\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003eToDo, task manager demo app (persistence via localStorage and transit, filtering, undo/redo): \u003ca href=\"https://github.com/tonsky/datascript-todo\"\u003esources\u003c/a\u003e, \u003ca href=\"http://tonsky.me/datascript-todo/\" rel=\"nofollow\"\u003elive\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003eCatChat, chat demo app: \u003ca href=\"https://github.com/tonsky/datascript-chat\"\u003esources\u003c/a\u003e, \u003ca href=\"http://tonsky.me/blog/datascript-chat/\" rel=\"nofollow\"\u003ecode walkthrough\u003c/a\u003e, \u003ca href=\"http://tonsky.me/datascript-chat/\" rel=\"nofollow\"\u003elive\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003eclj-crud, demo CRUD app: \u003ca href=\"https://github.com/thegeez/clj-crud\"\u003esources\u003c/a\u003e, \u003ca href=\"http://thegeez.net/2014/04/30/datascript_clojure_web_app.html\" rel=\"nofollow\"\u003eblog post\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://github.com/madvas/todomvc-omnext-datomic-datascript\"\u003eOmNext TodoMVC\u003c/a\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eUsage examples\u003c/h2\u003e\u003ca id=\"user-content-usage-examples\" class=\"anchor\" aria-label=\"Permalink: Usage examples\" href=\"#usage-examples\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eFor more examples, see \u003ca href=\"/tonsky/datascript/blob/master/test/datascript/test\"\u003eour acceptance test suite\u003c/a\u003e.\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-clojure notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"(require '[datascript.core :as d])\n\n;; Implicit join, multi-valued attribute\n\n(let [schema {:aka {:db/cardinality :db.cardinality/many}}\n conn (d/create-conn schema)]\n (d/transact! conn [ { :db/id -1\n :name \u0026quot;Maksim\u0026quot;\n :age 45\n :aka [\u0026quot;Max Otto von Stierlitz\u0026quot;, \u0026quot;Jack Ryan\u0026quot;] } ])\n (d/q '[ :find ?n ?a\n :where [?e :aka \u0026quot;Max Otto von Stierlitz\u0026quot;]\n [?e :name ?n]\n [?e :age ?a] ]\n @conn))\n\n;; =\u0026gt; #{ [\u0026quot;Maksim\u0026quot; 45] }\n\n\n;; Destructuring, function call, predicate call, query over collection\n\n(d/q '[ :find ?k ?x\n :in [[?k [?min ?max]] ...] ?range\n :where [(?range ?min ?max) [?x ...]]\n [(even? ?x)] ]\n { :a [1 7], :b [2 4] }\n range)\n\n;; =\u0026gt; #{ [:a 2] [:a 4] [:a 6] [:b 2] }\n\n\n;; Recursive rule\n\n(d/q '[ :find ?u1 ?u2\n :in $ %\n :where (follows ?u1 ?u2) ]\n [ [1 :follows 2]\n [2 :follows 3]\n [3 :follows 4] ]\n '[ [(follows ?e1 ?e2)\n [?e1 :follows ?e2]]\n [(follows ?e1 ?e2)\n [?e1 :follows ?t]\n (follows ?t ?e2)] ])\n\n;; =\u0026gt; #{ [1 2] [1 3] [1 4]\n;; [2 3] [2 4]\n;; [3 4] }\n\n\n;; Aggregates\n\n(d/q '[ :find ?color (max ?amount ?x) (min ?amount ?x)\n :in [[?color ?x]] ?amount ]\n [[:red 10] [:red 20] [:red 30] [:red 40] [:red 50]\n [:blue 7] [:blue 8]]\n 3)\n\n;; =\u0026gt; [[:red [30 40 50] [10 20 30]]\n;; [:blue [7 8] [7 8]]]\"\u003e\u003cpre\u003e(\u003cspan class=\"pl-k\"\u003erequire\u003c/span\u003e '[datascript.core \u003cspan class=\"pl-c1\"\u003e:as\u003c/span\u003e d])\n\n\u003cspan class=\"pl-c\"\u003e\u003cspan class=\"pl-c\"\u003e;\u003c/span\u003e; Implicit join, multi-valued attribute\u003c/span\u003e\n\n(\u003cspan class=\"pl-k\"\u003elet\u003c/span\u003e [schema {\u003cspan class=\"pl-c1\"\u003e:aka\u003c/span\u003e {\u003cspan class=\"pl-c1\"\u003e:db/cardinality\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e:db.cardinality/many\u003c/span\u003e}}\n conn (\u003cspan class=\"pl-en\"\u003ed/create-conn\u003c/span\u003e schema)]\n (\u003cspan class=\"pl-en\"\u003ed/transact!\u003c/span\u003e conn [ { \u003cspan class=\"pl-c1\"\u003e:db/id\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e-1\u003c/span\u003e\n \u003cspan class=\"pl-c1\"\u003e:name\u003c/span\u003e \u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003eMaksim\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003e\u003c/span\u003e\n \u003cspan class=\"pl-c1\"\u003e:age\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e45\u003c/span\u003e\n \u003cspan class=\"pl-c1\"\u003e:aka\u003c/span\u003e [\u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003eMax Otto von Stierlitz\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003e\u003c/span\u003e, \u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003eJack Ryan\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003e\u003c/span\u003e] } ])\n (\u003cspan class=\"pl-en\"\u003ed/q\u003c/span\u003e '[ \u003cspan class=\"pl-c1\"\u003e:find\u003c/span\u003e ?n ?a\n \u003cspan class=\"pl-c1\"\u003e:where\u003c/span\u003e [?e \u003cspan class=\"pl-c1\"\u003e:aka\u003c/span\u003e \u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003eMax Otto von Stierlitz\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003e\u003c/span\u003e]\n [?e \u003cspan class=\"pl-c1\"\u003e:name\u003c/span\u003e ?n]\n [?e \u003cspan class=\"pl-c1\"\u003e:age\u003c/span\u003e ?a] ]\n @conn))\n\n\u003cspan class=\"pl-c\"\u003e\u003cspan class=\"pl-c\"\u003e;\u003c/span\u003e; =\u0026gt; #{ [\"Maksim\" 45] }\u003c/span\u003e\n\n\n\u003cspan class=\"pl-c\"\u003e\u003cspan class=\"pl-c\"\u003e;\u003c/span\u003e; Destructuring, function call, predicate call, query over collection\u003c/span\u003e\n\n(\u003cspan class=\"pl-en\"\u003ed/q\u003c/span\u003e '[ \u003cspan class=\"pl-c1\"\u003e:find\u003c/span\u003e ?k ?x\n \u003cspan class=\"pl-c1\"\u003e:in\u003c/span\u003e [[?k [?min ?max]] ...] ?range\n \u003cspan class=\"pl-c1\"\u003e:where\u003c/span\u003e [(\u003cspan class=\"pl-en\"\u003e?range\u003c/span\u003e ?min ?max) [?x ...]]\n [(\u003cspan class=\"pl-en\"\u003eeven?\u003c/span\u003e ?x)] ]\n { \u003cspan class=\"pl-c1\"\u003e:a\u003c/span\u003e [\u003cspan class=\"pl-c1\"\u003e1\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e7\u003c/span\u003e], \u003cspan class=\"pl-c1\"\u003e:b\u003c/span\u003e [\u003cspan class=\"pl-c1\"\u003e2\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e4\u003c/span\u003e] }\n range)\n\n\u003cspan class=\"pl-c\"\u003e\u003cspan class=\"pl-c\"\u003e;\u003c/span\u003e; =\u0026gt; #{ [:a 2] [:a 4] [:a 6] [:b 2] }\u003c/span\u003e\n\n\n\u003cspan class=\"pl-c\"\u003e\u003cspan class=\"pl-c\"\u003e;\u003c/span\u003e; Recursive rule\u003c/span\u003e\n\n(\u003cspan class=\"pl-en\"\u003ed/q\u003c/span\u003e '[ \u003cspan class=\"pl-c1\"\u003e:find\u003c/span\u003e ?u1 ?u2\n \u003cspan class=\"pl-c1\"\u003e:in\u003c/span\u003e $ %\n \u003cspan class=\"pl-c1\"\u003e:where\u003c/span\u003e (\u003cspan class=\"pl-en\"\u003efollows\u003c/span\u003e ?u1 ?u2) ]\n [ [\u003cspan class=\"pl-c1\"\u003e1\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e:follows\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e2\u003c/span\u003e]\n [\u003cspan class=\"pl-c1\"\u003e2\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e:follows\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e3\u003c/span\u003e]\n [\u003cspan class=\"pl-c1\"\u003e3\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e:follows\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e4\u003c/span\u003e] ]\n '[ [(\u003cspan class=\"pl-en\"\u003efollows\u003c/span\u003e ?e1 ?e2)\n [?e1 \u003cspan class=\"pl-c1\"\u003e:follows\u003c/span\u003e ?e2]]\n [(\u003cspan class=\"pl-en\"\u003efollows\u003c/span\u003e ?e1 ?e2)\n [?e1 \u003cspan class=\"pl-c1\"\u003e:follows\u003c/span\u003e ?t]\n (\u003cspan class=\"pl-en\"\u003efollows\u003c/span\u003e ?t ?e2)] ])\n\n\u003cspan class=\"pl-c\"\u003e\u003cspan class=\"pl-c\"\u003e;\u003c/span\u003e; =\u0026gt; #{ [1 2] [1 3] [1 4]\u003c/span\u003e\n\u003cspan class=\"pl-c\"\u003e\u003cspan class=\"pl-c\"\u003e;\u003c/span\u003e; [2 3] [2 4]\u003c/span\u003e\n\u003cspan class=\"pl-c\"\u003e\u003cspan class=\"pl-c\"\u003e;\u003c/span\u003e; [3 4] }\u003c/span\u003e\n\n\n\u003cspan class=\"pl-c\"\u003e\u003cspan class=\"pl-c\"\u003e;\u003c/span\u003e; Aggregates\u003c/span\u003e\n\n(\u003cspan class=\"pl-en\"\u003ed/q\u003c/span\u003e '[ \u003cspan class=\"pl-c1\"\u003e:find\u003c/span\u003e ?color (\u003cspan class=\"pl-en\"\u003emax\u003c/span\u003e ?amount ?x) (\u003cspan class=\"pl-en\"\u003emin\u003c/span\u003e ?amount ?x)\n \u003cspan class=\"pl-c1\"\u003e:in\u003c/span\u003e [[?color ?x]] ?amount ]\n [[\u003cspan class=\"pl-c1\"\u003e:red\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e10\u003c/span\u003e] [\u003cspan class=\"pl-c1\"\u003e:red\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e20\u003c/span\u003e] [\u003cspan class=\"pl-c1\"\u003e:red\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e30\u003c/span\u003e] [\u003cspan class=\"pl-c1\"\u003e:red\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e40\u003c/span\u003e] [\u003cspan class=\"pl-c1\"\u003e:red\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e50\u003c/span\u003e]\n [\u003cspan class=\"pl-c1\"\u003e:blue\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e7\u003c/span\u003e] [\u003cspan class=\"pl-c1\"\u003e:blue\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e8\u003c/span\u003e]]\n \u003cspan class=\"pl-c1\"\u003e3\u003c/span\u003e)\n\n\u003cspan class=\"pl-c\"\u003e\u003cspan class=\"pl-c\"\u003e;\u003c/span\u003e; =\u0026gt; [[:red [30 40 50] [10 20 30]]\u003c/span\u003e\n\u003cspan class=\"pl-c\"\u003e\u003cspan class=\"pl-c\"\u003e;\u003c/span\u003e; [:blue [7 8] [7 8]]]\u003c/span\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eUsing from vanilla JS\u003c/h2\u003e\u003ca id=\"user-content-using-from-vanilla-js\" class=\"anchor\" aria-label=\"Permalink: Using from vanilla JS\" href=\"#using-from-vanilla-js\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eDataScript can be used from any JS engine without additional dependencies:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-text-html-basic notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"\u0026lt;script src=\u0026quot;https://github.com/tonsky/datascript/releases/download/1.7.3/datascript-1.7.3.min.js\u0026quot;\u0026gt;\u0026lt;/script\u0026gt;\"\u003e\u003cpre\u003e\u003cspan class=\"pl-kos\"\u003e\u0026lt;\u003c/span\u003e\u003cspan class=\"pl-ent\"\u003escript\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003esrc\u003c/span\u003e=\"\u003cspan class=\"pl-s\"\u003ehttps://github.com/tonsky/datascript/releases/download/1.7.3/datascript-1.7.3.min.js\u003c/span\u003e\"\u003cspan class=\"pl-kos\"\u003e\u0026gt;\u003c/span\u003e\u003cspan class=\"pl-kos\"\u003e\u0026lt;/\u003c/span\u003e\u003cspan class=\"pl-ent\"\u003escript\u003c/span\u003e\u003cspan class=\"pl-kos\"\u003e\u0026gt;\u003c/span\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eor as a CommonJS module (\u003ca href=\"https://www.npmjs.org/package/datascript\" rel=\"nofollow\"\u003enpm page\u003c/a\u003e):\u003c/p\u003e\n\u003cdiv class=\"snippet-clipboard-content notranslate position-relative overflow-auto\" data-snippet-clipboard-copy-content=\"npm install datascript\"\u003e\u003cpre class=\"notranslate\"\u003e\u003ccode\u003enpm install datascript\n\u003c/code\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"highlight highlight-source-js notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"var ds = require('datascript');\"\u003e\u003cpre\u003e\u003cspan class=\"pl-k\"\u003evar\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003eds\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e \u003cspan class=\"pl-en\"\u003erequire\u003c/span\u003e\u003cspan class=\"pl-kos\"\u003e(\u003c/span\u003e\u003cspan class=\"pl-s\"\u003e'datascript'\u003c/span\u003e\u003cspan class=\"pl-kos\"\u003e)\u003c/span\u003e\u003cspan class=\"pl-kos\"\u003e;\u003c/span\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eor as a RequireJS module:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-js notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"require(['datascript'], function(ds) { ... });\"\u003e\u003cpre\u003e\u003cspan class=\"pl-en\"\u003erequire\u003c/span\u003e\u003cspan class=\"pl-kos\"\u003e(\u003c/span\u003e\u003cspan class=\"pl-kos\"\u003e[\u003c/span\u003e\u003cspan class=\"pl-s\"\u003e'datascript'\u003c/span\u003e\u003cspan class=\"pl-kos\"\u003e]\u003c/span\u003e\u003cspan class=\"pl-kos\"\u003e,\u003c/span\u003e \u003cspan class=\"pl-k\"\u003efunction\u003c/span\u003e\u003cspan class=\"pl-kos\"\u003e(\u003c/span\u003e\u003cspan class=\"pl-s1\"\u003eds\u003c/span\u003e\u003cspan class=\"pl-kos\"\u003e)\u003c/span\u003e \u003cspan class=\"pl-kos\"\u003e{\u003c/span\u003e ... \u003cspan class=\"pl-kos\"\u003e}\u003c/span\u003e\u003cspan class=\"pl-kos\"\u003e)\u003c/span\u003e\u003cspan class=\"pl-kos\"\u003e;\u003c/span\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eQueries:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eQuery and rules should be EDN passed as strings\u003c/li\u003e\n\u003cli\u003eResults of \u003ccode\u003eq\u003c/code\u003e are returned as regular JS arrays\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003eEntities:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eEntities returned by \u003ccode\u003eentity\u003c/code\u003e call are lazy as in Clojure\u003c/li\u003e\n\u003cli\u003eUse \u003ccode\u003ee.get(\"prop\")\u003c/code\u003e, \u003ccode\u003ee.get(\":db/id\")\u003c/code\u003e, \u003ccode\u003ee.db\u003c/code\u003e to access entity properties\u003c/li\u003e\n\u003cli\u003eEntities implement ECMAScript 6 Map interface (has/get/keys/...)\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003eTransactions:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eUse strings such as \u003ccode\u003e\":db/id\"\u003c/code\u003e, \u003ccode\u003e\":db/add\"\u003c/code\u003e, etc. instead of db-namespaced keywords\u003c/li\u003e\n\u003cli\u003eUse regular JS arrays and objects to pass data to \u003ccode\u003etransact\u003c/code\u003e and \u003ccode\u003edb_with\u003c/code\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003eTransaction reports:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ccode\u003ereport.tempids\u003c/code\u003e has string keys (\u003ccode\u003e\"-1\"\u003c/code\u003e for entity tempid \u003ccode\u003e-1\u003c/code\u003e), use \u003ccode\u003eresolve_tempid\u003c/code\u003e to set up a correspondence\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003eCheck out \u003ca href=\"/tonsky/datascript/blob/master/test/js/tests.js\"\u003etest/js/tests.js\u003c/a\u003e for usage examples.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eProject status\u003c/h2\u003e\u003ca id=\"user-content-project-status\" class=\"anchor\" aria-label=\"Permalink: Project status\" href=\"#project-status\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eStable. Most of the features done, expecting non-breaking API additions and performance optimizations. No docs at the moment, use examples \u0026amp; \u003ca href=\"https://docs.datomic.com/on-prem/index.html#sec-3\" rel=\"nofollow\"\u003eDatomic documentation\u003c/a\u003e.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eThe following features are supported:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eDatabase as a value: each DB is an immutable value. New DBs are created on top of old ones, but old ones stay perfectly valid too\u003c/li\u003e\n\u003cli\u003eTriple store model\u003c/li\u003e\n\u003cli\u003eEAVT, AEVT and AVET indexes\u003c/li\u003e\n\u003cli\u003eMulti-valued attributes via \u003ccode\u003e:db/cardinality :db.cardinality/many\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003eLazy entities and \u003ccode\u003e:db/valueType :db.type/ref\u003c/code\u003e auto-expansion\u003c/li\u003e\n\u003cli\u003eDatabase “mutations” via \u003ccode\u003etransact!\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003eCallback-based analogue to txReportQueue via \u003ccode\u003elisten!\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003eDirect index lookup and iteration via \u003ccode\u003edatoms\u003c/code\u003e and \u003ccode\u003eseek-datoms\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003eFiltered databases via \u003ccode\u003efilter\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003eLookup refs\u003c/li\u003e\n\u003cli\u003eUnique constraints, upsert\u003c/li\u003e\n\u003cli\u003ePull API (thx \u003ca href=\"https://github.com/dthume\"\u003eDavid Thomas Hume\u003c/a\u003e)\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003eQuery engine features:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eImplicit joins\u003c/li\u003e\n\u003cli\u003eQuery over DB or regular collections\u003c/li\u003e\n\u003cli\u003eParameterized queries via \u003ccode\u003e:in\u003c/code\u003e clause\u003c/li\u003e\n\u003cli\u003eTuple, collection, relation binding forms in \u003ccode\u003e:in\u003c/code\u003e clause\u003c/li\u003e\n\u003cli\u003eQuery over multiple DB/collections\u003c/li\u003e\n\u003cli\u003ePredicates and user functions in query\u003c/li\u003e\n\u003cli\u003eNegation and disjunction\u003c/li\u003e\n\u003cli\u003eRules, recursive rules\u003c/li\u003e\n\u003cli\u003eAggregates\u003c/li\u003e\n\u003cli\u003eFind specifications\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003eInterface differences:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eConn is just an atom storing last DB value, use \u003ccode\u003e@conn\u003c/code\u003e instead of \u003ccode\u003e(d/db conn)\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003eInstead of \u003ccode\u003e#db/id[:db.part/user -100]\u003c/code\u003e just use \u003ccode\u003e-100\u003c/code\u003e in place of \u003ccode\u003e:db/id\u003c/code\u003e or entity id\u003c/li\u003e\n\u003cli\u003eTransactor functions can be called as \u003ccode\u003e[:db.fn/call f args]\u003c/code\u003e where \u003ccode\u003ef\u003c/code\u003e is a function reference and will take db as first argument (thx \u003ca href=\"https://github.com/thegeez\"\u003e@thegeez\u003c/a\u003e)\u003c/li\u003e\n\u003cli\u003eIn ClojureScript, custom query functions and aggregates should be passed as source instead of being referenced by symbol (due to lack of \u003ccode\u003eresolve\u003c/code\u003e in CLJS)\u003c/li\u003e\n\u003cli\u003eCustom aggregate functions are called via aggregate keyword: \u003ccode\u003e:find (aggregate ?myfn ?e) :in $ ?myfn\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003eAdditional \u003ccode\u003e:db.fn/retractAttribute\u003c/code\u003e shortcut\u003c/li\u003e\n\u003cli\u003eTransactions are not annotated by default with \u003ccode\u003e:db/txInstant\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003eWhen “transaction function” is called, the db that this function receive is a “partial db” relative to it's position in transaction.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eDifferences from Datomic\u003c/h2\u003e\u003ca id=\"user-content-differences-from-datomic\" class=\"anchor\" aria-label=\"Permalink: Differences from Datomic\" href=\"#differences-from-datomic\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eDataScript is built totally from scratch and is not related by any means to the popular Clojure database Datomic\u003c/li\u003e\n\u003cli\u003eRuns in a browser and/or in a JVM\u003c/li\u003e\n\u003cli\u003eSimplified schema, not queryable\u003c/li\u003e\n\u003cli\u003eAttributes do not have to be declared in advance. Put them to schema only when you need special behaviour from them\u003c/li\u003e\n\u003cli\u003eAny type can be used for values\u003c/li\u003e\n\u003cli\u003eNo \u003ccode\u003e:db/ident\u003c/code\u003e for attributes, keywords are \u003cem\u003eliterally\u003c/em\u003e attribute values, no integer id behind them\u003c/li\u003e\n\u003cli\u003eNo schema migrations\u003c/li\u003e\n\u003cli\u003eNo full-text search, no partitions\u003c/li\u003e\n\u003cli\u003eNo external dependencies\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003eAimed at interactive, long-living browser applications, DataScript DBs operate in constant space. If you do not add new entities, just update existing ones, or clean up database from time to time, memory consumption will be limited. This is unlike Datomic which keeps history of all changes, thus grows monotonically. DataScript does not track history by default, but you can do it via your own code if needed.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eSome of the features are omitted intentionally. Different apps have different needs in storing/transfering/keeping track of DB state. DataScript is a foundation to build exactly the right storage solution for your needs without selling too much “vision”.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eContributing\u003c/h2\u003e\u003ca id=\"user-content-contributing\" class=\"anchor\" aria-label=\"Permalink: Contributing\" href=\"#contributing\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eTesting\u003c/h3\u003e\u003ca id=\"user-content-testing\" class=\"anchor\" aria-label=\"Permalink: Testing\" href=\"#testing\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eSetup\u003c/p\u003e\n\u003cdiv class=\"snippet-clipboard-content notranslate position-relative overflow-auto\" data-snippet-clipboard-copy-content=\"npm install ws\"\u003e\u003cpre class=\"notranslate\"\u003e\u003ccode\u003enpm install ws\n\u003c/code\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eRunning the tests\u003c/p\u003e\n\u003cdiv class=\"snippet-clipboard-content notranslate position-relative overflow-auto\" data-snippet-clipboard-copy-content=\"clj -M:test -m kaocha.runner\"\u003e\u003cpre class=\"notranslate\"\u003e\u003ccode\u003eclj -M:test -m kaocha.runner\n\u003c/code\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eWatching tests:\u003c/p\u003e\n\u003cdiv class=\"snippet-clipboard-content notranslate position-relative overflow-auto\" data-snippet-clipboard-copy-content=\"./script/watch.sh\"\u003e\u003cpre class=\"notranslate\"\u003e\u003ccode\u003e./script/watch.sh\n\u003c/code\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eBenchmarking and Datomic compatibility\u003c/h3\u003e\u003ca id=\"user-content-benchmarking-and-datomic-compatibility\" class=\"anchor\" aria-label=\"Permalink: Benchmarking and Datomic compatibility\" href=\"#benchmarking-and-datomic-compatibility\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003e\u003ccode\u003edatomic-free\u003c/code\u003e is a dependency not available on Clojars or Maven Central.\u003c/p\u003e\n\u003col dir=\"auto\"\u003e\n\u003cli\u003eDownload \u003ccode\u003edatomic-free\u003c/code\u003e from \u003ca href=\"https://my.datomic.com/downloads/free\" rel=\"nofollow\"\u003ehttps://my.datomic.com/downloads/free\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003eUnzip it\u003c/li\u003e\n\u003cli\u003eInside the unzipped folder run \u003ccode\u003e./bin/maven-install\u003c/code\u003e\u003c/li\u003e\n\u003c/ol\u003e\n\u003cp dir=\"auto\"\u003eRun compatibility checks:\u003c/p\u003e\n\u003cdiv class=\"snippet-clipboard-content notranslate position-relative overflow-auto\" data-snippet-clipboard-copy-content=\"clj -M:datomic\"\u003e\u003cpre class=\"notranslate\"\u003e\u003ccode\u003eclj -M:datomic\n\u003c/code\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eBenchmark:\u003c/p\u003e\n\u003cdiv class=\"snippet-clipboard-content notranslate position-relative overflow-auto\" data-snippet-clipboard-copy-content=\"cd bench\n./bench.clj\"\u003e\u003cpre class=\"notranslate\"\u003e\u003ccode\u003ecd bench\n./bench.clj\n\u003c/code\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eLicense\u003c/h2\u003e\u003ca id=\"user-content-license\" class=\"anchor\" aria-label=\"Permalink: License\" href=\"#license\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eCopyright © 2014–2024 Nikita Prokopov\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eLicensed under Eclipse Public License (see \u003ca href=\"/tonsky/datascript/blob/master/LICENSE\"\u003eLICENSE\u003c/a\u003e).\u003c/p\u003e\n\u003c/article\u003e","loaded":true,"timedOut":false,"errorMessage":null,"headerInfo":{"toc":[{"level":2,"text":"Latest version ","anchor":"latest-version-","htmlText":"Latest version "},{"level":2,"text":"Support us","anchor":"support-us","htmlText":"Support us"},{"level":2,"text":"Resources","anchor":"resources","htmlText":"Resources"},{"level":2,"text":"Usage examples","anchor":"usage-examples","htmlText":"Usage examples"},{"level":2,"text":"Using from vanilla JS","anchor":"using-from-vanilla-js","htmlText":"Using from vanilla JS"},{"level":2,"text":"Project status","anchor":"project-status","htmlText":"Project status"},{"level":2,"text":"Differences from Datomic","anchor":"differences-from-datomic","htmlText":"Differences from Datomic"},{"level":2,"text":"Contributing","anchor":"contributing","htmlText":"Contributing"},{"level":3,"text":"Testing","anchor":"testing","htmlText":"Testing"},{"level":3,"text":"Benchmarking and Datomic compatibility","anchor":"benchmarking-and-datomic-compatibility","htmlText":"Benchmarking and Datomic compatibility"},{"level":2,"text":"License","anchor":"license","htmlText":"License"}],"siteNavLoginPath":"/login?return_to=https%3A%2F%2Fgithub.com%2Ftonsky%2Fdatascript"}},{"displayName":"LICENSE","repoName":"datascript","refName":"master","path":"LICENSE","preferredFileType":"license","tabName":"EPL-1.0","richText":null,"loaded":false,"timedOut":false,"errorMessage":null,"headerInfo":{"toc":null,"siteNavLoginPath":"/login?return_to=https%3A%2F%2Fgithub.com%2Ftonsky%2Fdatascript"}}],"overviewFilesProcessingTime":0}},"appPayload":{"helpUrl":"https://docs.github.com","findFileWorkerPath":"/assets-cdn/worker/find-file-worker-1583894afd38.js","findInFileWorkerPath":"/assets-cdn/worker/find-in-file-worker-67668e8c2caa.js","githubDevUrl":null,"enabled_features":{"code_nav_ui_events":false,"overview_shared_code_dropdown_button":false,"react_blob_overlay":false,"copilot_conversational_ux_embedding_update":false,"copilot_smell_icebreaker_ux":true,"copilot_workspace":false,"accessible_code_button":true}}}}</script> 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style="display:inline-block;user-select:none;vertical-align:text-bottom;overflow:visible"><path d="M1.75 1A1.75 1.75 0 0 0 0 2.75v10.5C0 14.216.784 15 1.75 15h12.5A1.75 1.75 0 0 0 16 13.25v-8.5A1.75 1.75 0 0 0 14.25 3H7.5a.25.25 0 0 1-.2-.1l-.9-1.2C6.07 1.26 5.55 1 5 1H1.75Z"></path></svg><div class="overflow-hidden"><div class="react-directory-filename-cell"><div class="react-directory-truncate"><a title="docs" aria-label="docs, (Directory)" class="Link--primary" href="/tonsky/datascript/tree/master/docs">docs</a></div></div></div></div></td><td class="react-directory-row-commit-cell"><div class="Skeleton Skeleton--text"> </div></td><td><div class="Skeleton Skeleton--text"> </div></td></tr><tr class="react-directory-row undefined" id="folder-row-5"><td class="react-directory-row-name-cell-small-screen" colSpan="2"><div class="react-directory-filename-column"><svg aria-hidden="true" focusable="false" class="icon-directory" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" style="display:inline-block;user-select:none;vertical-align:text-bottom;overflow:visible"><path d="M1.75 1A1.75 1.75 0 0 0 0 2.75v10.5C0 14.216.784 15 1.75 15h12.5A1.75 1.75 0 0 0 16 13.25v-8.5A1.75 1.75 0 0 0 14.25 3H7.5a.25.25 0 0 1-.2-.1l-.9-1.2C6.07 1.26 5.55 1 5 1H1.75Z"></path></svg><div class="overflow-hidden"><div class="react-directory-filename-cell"><div class="react-directory-truncate"><a title="extras" aria-label="extras, (Directory)" class="Link--primary" href="/tonsky/datascript/tree/master/extras">extras</a></div></div></div></div></td><td class="react-directory-row-name-cell-large-screen" colSpan="1"><div class="react-directory-filename-column"><svg aria-hidden="true" focusable="false" class="icon-directory" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" style="display:inline-block;user-select:none;vertical-align:text-bottom;overflow:visible"><path d="M1.75 1A1.75 1.75 0 0 0 0 2.75v10.5C0 14.216.784 15 1.75 15h12.5A1.75 1.75 0 0 0 16 13.25v-8.5A1.75 1.75 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13.25v-8.5A1.75 1.75 0 0 0 14.25 3H7.5a.25.25 0 0 1-.2-.1l-.9-1.2C6.07 1.26 5.55 1 5 1H1.75Z"></path></svg><div class="overflow-hidden"><div class="react-directory-filename-cell"><div class="react-directory-truncate"><a title="release-js" aria-label="release-js, (Directory)" class="Link--primary" href="/tonsky/datascript/tree/master/release-js">release-js</a></div></div></div></div></td><td class="react-directory-row-name-cell-large-screen" colSpan="1"><div class="react-directory-filename-column"><svg aria-hidden="true" focusable="false" class="icon-directory" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" style="display:inline-block;user-select:none;vertical-align:text-bottom;overflow:visible"><path d="M1.75 1A1.75 1.75 0 0 0 0 2.75v10.5C0 14.216.784 15 1.75 15h12.5A1.75 1.75 0 0 0 16 13.25v-8.5A1.75 1.75 0 0 0 14.25 3H7.5a.25.25 0 0 1-.2-.1l-.9-1.2C6.07 1.26 5.55 1 5 1H1.75Z"></path></svg><div class="overflow-hidden"><div class="react-directory-filename-cell"><div class="react-directory-truncate"><a title="release-js" aria-label="release-js, (Directory)" class="Link--primary" href="/tonsky/datascript/tree/master/release-js">release-js</a></div></div></div></div></td><td class="react-directory-row-commit-cell"><div class="Skeleton Skeleton--text"> </div></td><td><div class="Skeleton Skeleton--text"> </div></td></tr><tr class="react-directory-row undefined" id="folder-row-7"><td class="react-directory-row-name-cell-small-screen" colSpan="2"><div class="react-directory-filename-column"><svg aria-hidden="true" focusable="false" class="icon-directory" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" style="display:inline-block;user-select:none;vertical-align:text-bottom;overflow:visible"><path d="M1.75 1A1.75 1.75 0 0 0 0 2.75v10.5C0 14.216.784 15 1.75 15h12.5A1.75 1.75 0 0 0 16 13.25v-8.5A1.75 1.75 0 0 0 14.25 3H7.5a.25.25 0 0 1-.2-.1l-.9-1.2C6.07 1.26 5.55 1 5 1H1.75Z"></path></svg><div class="overflow-hidden"><div class="react-directory-filename-cell"><div class="react-directory-truncate"><a title="script" aria-label="script, (Directory)" class="Link--primary" href="/tonsky/datascript/tree/master/script">script</a></div></div></div></div></td><td class="react-directory-row-name-cell-large-screen" colSpan="1"><div class="react-directory-filename-column"><svg aria-hidden="true" focusable="false" class="icon-directory" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" style="display:inline-block;user-select:none;vertical-align:text-bottom;overflow:visible"><path d="M1.75 1A1.75 1.75 0 0 0 0 2.75v10.5C0 14.216.784 15 1.75 15h12.5A1.75 1.75 0 0 0 16 13.25v-8.5A1.75 1.75 0 0 0 14.25 3H7.5a.25.25 0 0 1-.2-.1l-.9-1.2C6.07 1.26 5.55 1 5 1H1.75Z"></path></svg><div class="overflow-hidden"><div class="react-directory-filename-cell"><div class="react-directory-truncate"><a title="script" aria-label="script, (Directory)" class="Link--primary" href="/tonsky/datascript/tree/master/script">script</a></div></div></div></div></td><td class="react-directory-row-commit-cell"><div class="Skeleton Skeleton--text"> </div></td><td><div class="Skeleton Skeleton--text"> </div></td></tr><tr class="react-directory-row undefined" id="folder-row-8"><td class="react-directory-row-name-cell-small-screen" colSpan="2"><div class="react-directory-filename-column"><svg aria-hidden="true" focusable="false" class="icon-directory" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" style="display:inline-block;user-select:none;vertical-align:text-bottom;overflow:visible"><path d="M1.75 1A1.75 1.75 0 0 0 0 2.75v10.5C0 14.216.784 15 1.75 15h12.5A1.75 1.75 0 0 0 16 13.25v-8.5A1.75 1.75 0 0 0 14.25 3H7.5a.25.25 0 0 1-.2-.1l-.9-1.2C6.07 1.26 5.55 1 5 1H1.75Z"></path></svg><div class="overflow-hidden"><div class="react-directory-filename-cell"><div class="react-directory-truncate"><a title="src" aria-label="src, (Directory)" class="Link--primary" href="/tonsky/datascript/tree/master/src">src</a></div></div></div></div></td><td class="react-directory-row-name-cell-large-screen" colSpan="1"><div class="react-directory-filename-column"><svg aria-hidden="true" focusable="false" class="icon-directory" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" style="display:inline-block;user-select:none;vertical-align:text-bottom;overflow:visible"><path d="M1.75 1A1.75 1.75 0 0 0 0 2.75v10.5C0 14.216.784 15 1.75 15h12.5A1.75 1.75 0 0 0 16 13.25v-8.5A1.75 1.75 0 0 0 14.25 3H7.5a.25.25 0 0 1-.2-.1l-.9-1.2C6.07 1.26 5.55 1 5 1H1.75Z"></path></svg><div class="overflow-hidden"><div class="react-directory-filename-cell"><div class="react-directory-truncate"><a title="src" aria-label="src, (Directory)" class="Link--primary" href="/tonsky/datascript/tree/master/src">src</a></div></div></div></div></td><td class="react-directory-row-commit-cell"><div class="Skeleton Skeleton--text"> </div></td><td><div class="Skeleton Skeleton--text"> </div></td></tr><tr class="react-directory-row undefined" id="folder-row-9"><td class="react-directory-row-name-cell-small-screen" colSpan="2"><div class="react-directory-filename-column"><svg aria-hidden="true" focusable="false" class="icon-directory" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" style="display:inline-block;user-select:none;vertical-align:text-bottom;overflow:visible"><path d="M1.75 1A1.75 1.75 0 0 0 0 2.75v10.5C0 14.216.784 15 1.75 15h12.5A1.75 1.75 0 0 0 16 13.25v-8.5A1.75 1.75 0 0 0 14.25 3H7.5a.25.25 0 0 1-.2-.1l-.9-1.2C6.07 1.26 5.55 1 5 1H1.75Z"></path></svg><div class="overflow-hidden"><div class="react-directory-filename-cell"><div class="react-directory-truncate"><a title="test" aria-label="test, (Directory)" class="Link--primary" href="/tonsky/datascript/tree/master/test">test</a></div></div></div></div></td><td class="react-directory-row-name-cell-large-screen" colSpan="1"><div class="react-directory-filename-column"><svg aria-hidden="true" focusable="false" class="icon-directory" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" style="display:inline-block;user-select:none;vertical-align:text-bottom;overflow:visible"><path d="M1.75 1A1.75 1.75 0 0 0 0 2.75v10.5C0 14.216.784 15 1.75 15h12.5A1.75 1.75 0 0 0 16 13.25v-8.5A1.75 1.75 0 0 0 14.25 3H7.5a.25.25 0 0 1-.2-.1l-.9-1.2C6.07 1.26 5.55 1 5 1H1.75Z"></path></svg><div class="overflow-hidden"><div class="react-directory-filename-cell"><div class="react-directory-truncate"><a title="test" aria-label="test, (Directory)" class="Link--primary" href="/tonsky/datascript/tree/master/test">test</a></div></div></div></div></td><td class="react-directory-row-commit-cell"><div class="Skeleton Skeleton--text"> </div></td><td><div class="Skeleton Skeleton--text"> </div></td></tr><tr class="react-directory-row truncate-for-mobile" id="folder-row-10"><td class="react-directory-row-name-cell-small-screen" colSpan="2"><div class="react-directory-filename-column"><svg aria-hidden="true" focusable="false" class="icon-directory" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" style="display:inline-block;user-select:none;vertical-align:text-bottom;overflow:visible"><path d="M1.75 1A1.75 1.75 0 0 0 0 2.75v10.5C0 14.216.784 15 1.75 15h12.5A1.75 1.75 0 0 0 16 13.25v-8.5A1.75 1.75 0 0 0 14.25 3H7.5a.25.25 0 0 1-.2-.1l-.9-1.2C6.07 1.26 5.55 1 5 1H1.75Z"></path></svg><div class="overflow-hidden"><div class="react-directory-filename-cell"><div class="react-directory-truncate"><a title="test_datomic" aria-label="test_datomic, (Directory)" class="Link--primary" href="/tonsky/datascript/tree/master/test_datomic">test_datomic</a></div></div></div></div></td><td class="react-directory-row-name-cell-large-screen" colSpan="1"><div class="react-directory-filename-column"><svg aria-hidden="true" focusable="false" class="icon-directory" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" style="display:inline-block;user-select:none;vertical-align:text-bottom;overflow:visible"><path d="M1.75 1A1.75 1.75 0 0 0 0 2.75v10.5C0 14.216.784 15 1.75 15h12.5A1.75 1.75 0 0 0 16 13.25v-8.5A1.75 1.75 0 0 0 14.25 3H7.5a.25.25 0 0 1-.2-.1l-.9-1.2C6.07 1.26 5.55 1 5 1H1.75Z"></path></svg><div class="overflow-hidden"><div class="react-directory-filename-cell"><div class="react-directory-truncate"><a title="test_datomic" aria-label="test_datomic, (Directory)" class="Link--primary" href="/tonsky/datascript/tree/master/test_datomic">test_datomic</a></div></div></div></div></td><td class="react-directory-row-commit-cell"><div class="Skeleton Skeleton--text"> </div></td><td><div class="Skeleton Skeleton--text"> </div></td></tr><tr class="react-directory-row truncate-for-mobile" id="folder-row-11"><td class="react-directory-row-name-cell-small-screen" colSpan="2"><div class="react-directory-filename-column"><svg aria-hidden="true" focusable="false" class="color-fg-muted" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" style="display:inline-block;user-select:none;vertical-align:text-bottom;overflow:visible"><path d="M2 1.75C2 .784 2.784 0 3.75 0h6.586c.464 0 .909.184 1.237.513l2.914 2.914c.329.328.513.773.513 1.237v9.586A1.75 1.75 0 0 1 13.25 16h-9.5A1.75 1.75 0 0 1 2 14.25Zm1.75-.25a.25.25 0 0 0-.25.25v12.5c0 .138.112.25.25.25h9.5a.25.25 0 0 0 .25-.25V6h-2.75A1.75 1.75 0 0 1 9 4.25V1.5Zm6.75.062V4.25c0 .138.112.25.25.25h2.688l-.011-.013-2.914-2.914-.013-.011Z"></path></svg><div class="overflow-hidden"><div class="react-directory-filename-cell"><div class="react-directory-truncate"><a title=".gitignore" aria-label=".gitignore, (File)" class="Link--primary" href="/tonsky/datascript/blob/master/.gitignore">.gitignore</a></div></div></div></div></td><td class="react-directory-row-name-cell-large-screen" colSpan="1"><div class="react-directory-filename-column"><svg aria-hidden="true" focusable="false" class="color-fg-muted" viewBox="0 0 16 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id="folder-row-12"><td class="react-directory-row-name-cell-small-screen" colSpan="2"><div class="react-directory-filename-column"><svg aria-hidden="true" focusable="false" class="color-fg-muted" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" style="display:inline-block;user-select:none;vertical-align:text-bottom;overflow:visible"><path d="M2 1.75C2 .784 2.784 0 3.75 0h6.586c.464 0 .909.184 1.237.513l2.914 2.914c.329.328.513.773.513 1.237v9.586A1.75 1.75 0 0 1 13.25 16h-9.5A1.75 1.75 0 0 1 2 14.25Zm1.75-.25a.25.25 0 0 0-.25.25v12.5c0 .138.112.25.25.25h9.5a.25.25 0 0 0 .25-.25V6h-2.75A1.75 1.75 0 0 1 9 4.25V1.5Zm6.75.062V4.25c0 .138.112.25.25.25h2.688l-.011-.013-2.914-2.914-.013-.011Z"></path></svg><div class="overflow-hidden"><div class="react-directory-filename-cell"><div class="react-directory-truncate"><a title="CHANGELOG.md" aria-label="CHANGELOG.md, (File)" class="Link--primary" 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2.5h8.5a.75.75 0 0 1 0 1.5h-8.5a.75.75 0 0 1 0-1.5Zm0 5h8.5a.75.75 0 0 1 0 1.5h-8.5a.75.75 0 0 1 0-1.5Zm0 5h8.5a.75.75 0 0 1 0 1.5h-8.5a.75.75 0 0 1 0-1.5ZM2 14a1 1 0 1 1 0-2 1 1 0 0 1 0 2Zm1-6a1 1 0 1 1-2 0 1 1 0 0 1 2 0ZM2 4a1 1 0 1 1 0-2 1 1 0 0 1 0 2Z"></path></svg></button></div><div class="Box-sc-g0xbh4-0 QkQOb js-snippet-clipboard-copy-unpositioned" data-hpc="true"><article class="markdown-body entry-content container-lg" itemprop="text"><p dir="auto"><a target="_blank" rel="noopener noreferrer" href="/tonsky/datascript/blob/master/extras/logo.svg"><img src="/tonsky/datascript/raw/master/extras/logo.svg" style="max-width: 100%;"></a></p> <blockquote> <p dir="auto">What if creating a database would be as cheap as creating a Hashmap?</p> </blockquote> <p dir="auto">An immutable in-memory database and Datalog query engine in Clojure and ClojureScript.</p> <p dir="auto">DataScript is meant to run inside the browser. It is cheap to create, quick to query and ephemeral. You create a database on page load, put some data in it, track changes, do queries and forget about it when the user closes the page.</p> <p dir="auto">DataScript databases are immutable and based on persistent data structures. In fact, they’re more like data structures than databases (think Hashmap). Unlike querying a real SQL DB, when you query DataScript, it all comes down to a Hashmap lookup. Or series of lookups. Or array iteration. There’s no particular overhead to it. You put a little data in it, it’s fast. You put in a lot of data, well, at least it has indexes. That should do better than you filtering an array by hand anyway. The thing is really lightweight.</p> <p dir="auto">The intention with DataScript is to be a basic building block in client-side applications that needs to track a lot of state during their lifetime. There’s a lot of benefits:</p> <ul dir="auto"> <li>Central, uniform approach to manage all application state. Clients working with state become decoupled and independent: rendering, server sync, undo/redo do not interfere with each other.</li> <li>Immutability simplifies things even in a single-threaded browser environment. Keep track of app state evolution, rewind to any point in time, always render consistent state, sync in background without locking anybody.</li> <li>Datalog query engine to answer non-trivial questions about current app state.</li> <li>Structured format to track data coming in and out of DB. Datalog queries can be run against it too.</li> </ul> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Latest version <a href="https://travis-ci.org/tonsky/datascript" rel="nofollow"><img src="https://camo.githubusercontent.com/44e36efdae04d21b879367c63153ef622f5fbbca105cbba77e0ca27abe1d7b86/68747470733a2f2f7472617669732d63692e6f72672f746f6e736b792f646174617363726970742e7376673f6272616e63683d6d6173746572" alt="Build Status" data-canonical-src="https://travis-ci.org/tonsky/datascript.svg?branch=master" style="max-width: 100%;"></a></h2><a id="user-content-latest-version-" class="anchor" aria-label="Permalink: Latest version " href="#latest-version-"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <div class="highlight highlight-source-clojure notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content=";; lein [datascript &quot;1.7.3&quot;]"><pre><span class="pl-c"><span class="pl-c">;</span>; lein</span> [datascript <span class="pl-s"><span class="pl-pds">"</span>1.7.3<span class="pl-pds">"</span></span>]</pre></div> <div class="highlight highlight-source-clojure notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content=";; deps.edn datascript/datascript {:mvn/version &quot;1.7.3&quot;}"><pre><span class="pl-c"><span class="pl-c">;</span>; deps.edn</span> datascript/datascript {<span class="pl-c1">:mvn/version</span> <span class="pl-s"><span class="pl-pds">"</span>1.7.3<span class="pl-pds">"</span></span>}</pre></div> <p dir="auto">Important! If you are using shadow-cljs, add</p> <div class="highlight highlight-source-clojure notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content=":compiler-options {:externs [&quot;datascript/externs.js&quot;]}"><pre>:compiler-options {<span class="pl-c1">:externs</span> [<span class="pl-s"><span class="pl-pds">"</span>datascript/externs.js<span class="pl-pds">"</span></span>]}</pre></div> <p dir="auto">to your build (see <a href="https://github.com/tonsky/datascript/issues/432" data-hovercard-type="issue" data-hovercard-url="/tonsky/datascript/issues/432/hovercard">#432</a> <a href="https://github.com/tonsky/datascript/issues/298" data-hovercard-type="issue" data-hovercard-url="/tonsky/datascript/issues/298/hovercard">#298</a> <a href="https://github.com/tonsky/datascript/pull/216" data-hovercard-type="pull_request" data-hovercard-url="/tonsky/datascript/pull/216/hovercard">#216</a>)</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Support us</h2><a id="user-content-support-us" class="anchor" aria-label="Permalink: Support us" href="#support-us"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto"><a href="https://patreon.com/tonsky" rel="nofollow"><img src="/tonsky/datascript/raw/master/extras/datascript_patreon.png" style="max-width: 100%;"></a></p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Resources</h2><a id="user-content-resources" class="anchor" aria-label="Permalink: Resources" href="#resources"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">Support:</p> <ul dir="auto"> <li>Join <a href="https://clojurians.slack.com/messages/C07V8N22C/" rel="nofollow">#datascript on Clojurians Slack</a> (grab invite <a href="http://clojurians.net/" rel="nofollow">here</a>)</li> </ul> <p dir="auto">Books:</p> <ul dir="auto"> <li><a href="https://www.packtpub.com/web-development/learning-clojurescript" rel="nofollow">Learning ClojureScript</a> has a chapter on DataScript</li> </ul> <p dir="auto">Docs:</p> <ul dir="auto"> <li>API Docs <a href="https://cljdoc.org/d/datascript/datascript/CURRENT" rel="nofollow"><img src="https://camo.githubusercontent.com/6f470cb354f9f4e211e85c88f6feaf4d129903be512a870ac32f35456b06718c/68747470733a2f2f636c6a646f632e6f72672f62616467652f646174617363726970742f64617461736372697074" alt="cljdoc badge" data-canonical-src="https://cljdoc.org/badge/datascript/datascript" style="max-width: 100%;"></a></li> <li><a href="/tonsky/datascript/blob/master/docs/queries.md">docs/queries.md</a></li> <li><a href="/tonsky/datascript/blob/master/docs/tuples.md">docs/tuples.md</a></li> <li><a href="/tonsky/datascript/blob/master/docs/storage.md">docs/storage.md</a></li> <li><a href="https://github.com/tonsky/datascript/wiki/Getting-started">Getting started</a></li> <li><a href="https://github.com/kristianmandrup/datascript-tutorial">Tutorials</a></li> <li><a href="https://github.com/tonsky/datascript/wiki/Tips-&amp;-tricks">Tips &amp; tricks</a></li> <li><a href="https://github.com/threatgrid/asami/wiki/Introduction">Triple Stores overview</a></li> <li><a href="http://www.learndatalogtoday.org/" rel="nofollow">Quick tutorial into Datalog</a></li> </ul> <p dir="auto">Posts:</p> <ul dir="auto"> <li><a href="http://tonsky.me/blog/decomposing-web-app-development/" rel="nofollow">How DataScript fits into the current webdev ecosystem</a></li> <li><a href="http://tonsky.me/blog/datascript-internals/" rel="nofollow">DataScript internals explained</a></li> <li><a href="http://tonsky.me/blog/the-web-after-tomorrow/" rel="nofollow">Sketch of client/server reactive architecture</a></li> </ul> <p dir="auto">Talks:</p> <ul dir="auto"> <li>“Frontend with Joy” talk (FPConf, August 2015): <a href="https://www.youtube.com/watch?v=cRWrrHPrk9g" rel="nofollow">video</a> in Russian</li> <li>“Programming Web UI with Database in a Browser” talk (PolyConf, July 2015): <a href="http://s.tonsky.me/conferences/2015.07%20polyconf.pdf" rel="nofollow">slides</a>, <a href="https://www.youtube.com/watch?v=1dr-CzMMDD8" rel="nofollow">video</a></li> <li>“DataScript for Web Development” talk (Clojure eXchange, Dec 2014): <a href="http://s.tonsky.me/conferences/2014.12%20clojure%20eXchange.pdf" rel="nofollow">slides</a>, <a href="https://skillsmatter.com/skillscasts/6038-datascript-for-web-development" rel="nofollow">video</a></li> <li>“Building ToDo list with DataScript” webinar (ClojureScript NYC, Dec 2014): <a href="http://vimeo.com/114688970" rel="nofollow">video</a>, <a href="https://github.com/tonsky/datascript-todo">app</a></li> <li>DataScript hangout (May 2014, in Russian): <a href="http://www.youtube.com/watch?v=jhBC81pczZY" rel="nofollow">video</a></li> </ul> <p dir="auto">Projects using DataScript:</p> <ul dir="auto"> <li><a href="https://roamresearch.com/" rel="nofollow">Roam Research</a>, a note-taking graph database</li> <li><a href="http://logseq.com" rel="nofollow">LogSeq</a>, a local-first, non-linear, outliner notebook</li> <li><a href="https://github.com/athensresearch/athens">Athens Research</a>, a tool for networked thought</li> <li><a href="https://www.hulunote.com/" rel="nofollow">Hulunote</a>, a tool for networked thought</li> <li><a href="https://www.cognician.com/" rel="nofollow">Cognician</a>, coaching platform</li> <li><a href="http://lightmesh.com/" rel="nofollow">LightMesh</a>, datacenter management</li> <li><a href="https://partsbox.io/" rel="nofollow">PartsBox</a>, electronic parts management</li> <li><a href="https://www.iamfy.co/" rel="nofollow">I am Fy</a>, accessories e-shop</li> <li><a href="https://myanmar.securityforcemonitor.org/" rel="nofollow">Under Whose Command?</a>, an interactive report by Security Force Monitor</li> <li><a href="https://gluino.io/" rel="nofollow">gluino.io</a>, an AI with swagger</li> <li><a href="https://kevinlynagh.com/pinfigurator/" rel="nofollow">Pinfigurator</a>, a microcontroller search tool</li> <li><a href="http://precursorapp.com/" rel="nofollow">Precursor</a>, collaborative prototyping tool</li> <li><a href="http://tonsky.me/blog/acha-acha/" rel="nofollow">Acha-acha</a>, GitHub achievements</li> <li><a href="http://showkr.solovyov.net" rel="nofollow">Showkr</a>, flickr gallery viewer (<a href="https://github.com/piranha/showkr">sources</a>)</li> <li><a href="http://www.zetawar.com" rel="nofollow">Zetawar</a>, turn-based tactical strategy game</li> <li><a href="https://www.lemmings.io" rel="nofollow">Lemmings</a>, incubator focused on art &amp; artificial intelligence</li> </ul> <p dir="auto">Related projects:</p> <ul dir="auto"> <li><a href="https://github.com/tonsky/datascript-transit">DataScript-Transit</a>, transit serialization for database and datoms</li> <li><a href="https://github.com/tonsky/datascript-storage-sql">DataScript SQL Storages</a>, durable storage implementations for popular SQL databases</li> <li><a href="https://github.com/mpdairy/posh">Posh</a>, lib that lets you use a single DataScript db to store Reagent app state</li> <li><a href="https://github.com/denistakeda/re-posh">re-posh</a>, use re-frame with DataScript storage</li> <li><a href="https://github.com/typeetfunc/datascript-mori">DataScript-mori</a>, DataScript &amp; Mori wrapper for use from JS</li> <li><a href="https://github.com/metasoarous/datsync">DatSync</a>, Datomic ↔︎ DataScript syncing/replication utilities</li> <li><a href="https://github.com/alandipert/intension">Intension</a>, lib to convert associative structures to in-memory databases for querying them</li> <li><a href="https://github.com/djjolicoeur/datamaps">Datamaps</a>, lib designed to leverage datalog queries to query arbitrary maps.</li> </ul> <p dir="auto">Demo applications:</p> <ul dir="auto"> <li><a href="http://simonb.com/blog/2016/01/24/om-next-datascript-localisation-demo/" rel="nofollow">Localisation Demo with Om Next</a></li> <li>ToDo, task manager demo app (persistence via localStorage and transit, filtering, undo/redo): <a href="https://github.com/tonsky/datascript-todo">sources</a>, <a href="http://tonsky.me/datascript-todo/" rel="nofollow">live</a></li> <li>CatChat, chat demo app: <a href="https://github.com/tonsky/datascript-chat">sources</a>, <a href="http://tonsky.me/blog/datascript-chat/" rel="nofollow">code walkthrough</a>, <a href="http://tonsky.me/datascript-chat/" rel="nofollow">live</a></li> <li>clj-crud, demo CRUD app: <a href="https://github.com/thegeez/clj-crud">sources</a>, <a href="http://thegeez.net/2014/04/30/datascript_clojure_web_app.html" rel="nofollow">blog post</a></li> <li><a href="https://github.com/madvas/todomvc-omnext-datomic-datascript">OmNext TodoMVC</a></li> </ul> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Usage examples</h2><a id="user-content-usage-examples" class="anchor" aria-label="Permalink: Usage examples" href="#usage-examples"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">For more examples, see <a href="/tonsky/datascript/blob/master/test/datascript/test">our acceptance test suite</a>.</p> <div class="highlight highlight-source-clojure notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="(require '[datascript.core :as d]) ;; Implicit join, multi-valued attribute (let [schema {:aka {:db/cardinality :db.cardinality/many}} conn (d/create-conn schema)] (d/transact! conn [ { :db/id -1 :name &quot;Maksim&quot; :age 45 :aka [&quot;Max Otto von Stierlitz&quot;, &quot;Jack Ryan&quot;] } ]) (d/q '[ :find ?n ?a :where [?e :aka &quot;Max Otto von Stierlitz&quot;] [?e :name ?n] [?e :age ?a] ] @conn)) ;; =&gt; #{ [&quot;Maksim&quot; 45] } ;; Destructuring, function call, predicate call, query over collection (d/q '[ :find ?k ?x :in [[?k [?min ?max]] ...] ?range :where [(?range ?min ?max) [?x ...]] [(even? ?x)] ] { :a [1 7], :b [2 4] } range) ;; =&gt; #{ [:a 2] [:a 4] [:a 6] [:b 2] } ;; Recursive rule (d/q '[ :find ?u1 ?u2 :in $ % :where (follows ?u1 ?u2) ] [ [1 :follows 2] [2 :follows 3] [3 :follows 4] ] '[ [(follows ?e1 ?e2) [?e1 :follows ?e2]] [(follows ?e1 ?e2) [?e1 :follows ?t] (follows ?t ?e2)] ]) ;; =&gt; #{ [1 2] [1 3] [1 4] ;; [2 3] [2 4] ;; [3 4] } ;; Aggregates (d/q '[ :find ?color (max ?amount ?x) (min ?amount ?x) :in [[?color ?x]] ?amount ] [[:red 10] [:red 20] [:red 30] [:red 40] [:red 50] [:blue 7] [:blue 8]] 3) ;; =&gt; [[:red [30 40 50] [10 20 30]] ;; [:blue [7 8] [7 8]]]"><pre>(<span class="pl-k">require</span> '[datascript.core <span class="pl-c1">:as</span> d]) <span class="pl-c"><span class="pl-c">;</span>; Implicit join, multi-valued attribute</span> (<span class="pl-k">let</span> [schema {<span class="pl-c1">:aka</span> {<span class="pl-c1">:db/cardinality</span> <span class="pl-c1">:db.cardinality/many</span>}} conn (<span class="pl-en">d/create-conn</span> schema)] (<span class="pl-en">d/transact!</span> conn [ { <span class="pl-c1">:db/id</span> <span class="pl-c1">-1</span> <span class="pl-c1">:name</span> <span class="pl-s"><span class="pl-pds">"</span>Maksim<span class="pl-pds">"</span></span> <span class="pl-c1">:age</span> <span class="pl-c1">45</span> <span class="pl-c1">:aka</span> [<span class="pl-s"><span class="pl-pds">"</span>Max Otto von Stierlitz<span class="pl-pds">"</span></span>, <span class="pl-s"><span class="pl-pds">"</span>Jack Ryan<span class="pl-pds">"</span></span>] } ]) (<span class="pl-en">d/q</span> '[ <span class="pl-c1">:find</span> ?n ?a <span class="pl-c1">:where</span> [?e <span class="pl-c1">:aka</span> <span class="pl-s"><span class="pl-pds">"</span>Max Otto von Stierlitz<span class="pl-pds">"</span></span>] [?e <span class="pl-c1">:name</span> ?n] [?e <span class="pl-c1">:age</span> ?a] ] @conn)) <span class="pl-c"><span class="pl-c">;</span>; =&gt; #{ ["Maksim" 45] }</span> <span class="pl-c"><span class="pl-c">;</span>; Destructuring, function call, predicate call, query over collection</span> (<span class="pl-en">d/q</span> '[ <span class="pl-c1">:find</span> ?k ?x <span class="pl-c1">:in</span> [[?k [?min ?max]] ...] ?range <span class="pl-c1">:where</span> [(<span class="pl-en">?range</span> ?min ?max) [?x ...]] [(<span class="pl-en">even?</span> ?x)] ] { <span class="pl-c1">:a</span> [<span class="pl-c1">1</span> <span class="pl-c1">7</span>], <span class="pl-c1">:b</span> [<span class="pl-c1">2</span> <span class="pl-c1">4</span>] } range) <span class="pl-c"><span class="pl-c">;</span>; =&gt; #{ [:a 2] [:a 4] [:a 6] [:b 2] }</span> <span class="pl-c"><span class="pl-c">;</span>; Recursive rule</span> (<span class="pl-en">d/q</span> '[ <span class="pl-c1">:find</span> ?u1 ?u2 <span class="pl-c1">:in</span> $ % <span class="pl-c1">:where</span> (<span class="pl-en">follows</span> ?u1 ?u2) ] [ [<span class="pl-c1">1</span> <span class="pl-c1">:follows</span> <span class="pl-c1">2</span>] [<span class="pl-c1">2</span> <span class="pl-c1">:follows</span> <span class="pl-c1">3</span>] [<span class="pl-c1">3</span> <span class="pl-c1">:follows</span> <span class="pl-c1">4</span>] ] '[ [(<span class="pl-en">follows</span> ?e1 ?e2) [?e1 <span class="pl-c1">:follows</span> ?e2]] [(<span class="pl-en">follows</span> ?e1 ?e2) [?e1 <span class="pl-c1">:follows</span> ?t] (<span class="pl-en">follows</span> ?t ?e2)] ]) <span class="pl-c"><span class="pl-c">;</span>; =&gt; #{ [1 2] [1 3] [1 4]</span> <span class="pl-c"><span class="pl-c">;</span>; [2 3] [2 4]</span> <span class="pl-c"><span class="pl-c">;</span>; [3 4] }</span> <span class="pl-c"><span class="pl-c">;</span>; Aggregates</span> (<span class="pl-en">d/q</span> '[ <span class="pl-c1">:find</span> ?color (<span class="pl-en">max</span> ?amount ?x) (<span class="pl-en">min</span> ?amount ?x) <span class="pl-c1">:in</span> [[?color ?x]] ?amount ] [[<span class="pl-c1">:red</span> <span class="pl-c1">10</span>] [<span class="pl-c1">:red</span> <span class="pl-c1">20</span>] [<span class="pl-c1">:red</span> <span class="pl-c1">30</span>] [<span class="pl-c1">:red</span> <span class="pl-c1">40</span>] [<span class="pl-c1">:red</span> <span class="pl-c1">50</span>] [<span class="pl-c1">:blue</span> <span class="pl-c1">7</span>] [<span class="pl-c1">:blue</span> <span class="pl-c1">8</span>]] <span class="pl-c1">3</span>) <span class="pl-c"><span class="pl-c">;</span>; =&gt; [[:red [30 40 50] [10 20 30]]</span> <span class="pl-c"><span class="pl-c">;</span>; [:blue [7 8] [7 8]]]</span></pre></div> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Using from vanilla JS</h2><a id="user-content-using-from-vanilla-js" class="anchor" aria-label="Permalink: Using from vanilla JS" href="#using-from-vanilla-js"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">DataScript can be used from any JS engine without additional dependencies:</p> <div class="highlight highlight-text-html-basic notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="&lt;script src=&quot;https://github.com/tonsky/datascript/releases/download/1.7.3/datascript-1.7.3.min.js&quot;&gt;&lt;/script&gt;"><pre><span class="pl-kos">&lt;</span><span class="pl-ent">script</span> <span class="pl-c1">src</span>="<span class="pl-s">https://github.com/tonsky/datascript/releases/download/1.7.3/datascript-1.7.3.min.js</span>"<span class="pl-kos">&gt;</span><span class="pl-kos">&lt;/</span><span class="pl-ent">script</span><span class="pl-kos">&gt;</span></pre></div> <p dir="auto">or as a CommonJS module (<a href="https://www.npmjs.org/package/datascript" rel="nofollow">npm page</a>):</p> <div class="snippet-clipboard-content notranslate position-relative overflow-auto" data-snippet-clipboard-copy-content="npm install datascript"><pre class="notranslate"><code>npm install datascript </code></pre></div> <div class="highlight highlight-source-js notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="var ds = require('datascript');"><pre><span class="pl-k">var</span> <span class="pl-s1">ds</span> <span class="pl-c1">=</span> <span class="pl-en">require</span><span class="pl-kos">(</span><span class="pl-s">'datascript'</span><span class="pl-kos">)</span><span class="pl-kos">;</span></pre></div> <p dir="auto">or as a RequireJS module:</p> <div class="highlight highlight-source-js notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="require(['datascript'], function(ds) { ... });"><pre><span class="pl-en">require</span><span class="pl-kos">(</span><span class="pl-kos">[</span><span class="pl-s">'datascript'</span><span class="pl-kos">]</span><span class="pl-kos">,</span> <span class="pl-k">function</span><span class="pl-kos">(</span><span class="pl-s1">ds</span><span class="pl-kos">)</span> <span class="pl-kos">{</span> ... <span class="pl-kos">}</span><span class="pl-kos">)</span><span class="pl-kos">;</span></pre></div> <p dir="auto">Queries:</p> <ul dir="auto"> <li>Query and rules should be EDN passed as strings</li> <li>Results of <code>q</code> are returned as regular JS arrays</li> </ul> <p dir="auto">Entities:</p> <ul dir="auto"> <li>Entities returned by <code>entity</code> call are lazy as in Clojure</li> <li>Use <code>e.get("prop")</code>, <code>e.get(":db/id")</code>, <code>e.db</code> to access entity properties</li> <li>Entities implement ECMAScript 6 Map interface (has/get/keys/...)</li> </ul> <p dir="auto">Transactions:</p> <ul dir="auto"> <li>Use strings such as <code>":db/id"</code>, <code>":db/add"</code>, etc. instead of db-namespaced keywords</li> <li>Use regular JS arrays and objects to pass data to <code>transact</code> and <code>db_with</code></li> </ul> <p dir="auto">Transaction reports:</p> <ul dir="auto"> <li><code>report.tempids</code> has string keys (<code>"-1"</code> for entity tempid <code>-1</code>), use <code>resolve_tempid</code> to set up a correspondence</li> </ul> <p dir="auto">Check out <a href="/tonsky/datascript/blob/master/test/js/tests.js">test/js/tests.js</a> for usage examples.</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Project status</h2><a id="user-content-project-status" class="anchor" aria-label="Permalink: Project status" href="#project-status"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">Stable. Most of the features done, expecting non-breaking API additions and performance optimizations. No docs at the moment, use examples &amp; <a href="https://docs.datomic.com/on-prem/index.html#sec-3" rel="nofollow">Datomic documentation</a>.</p> <p dir="auto">The following features are supported:</p> <ul dir="auto"> <li>Database as a value: each DB is an immutable value. New DBs are created on top of old ones, but old ones stay perfectly valid too</li> <li>Triple store model</li> <li>EAVT, AEVT and AVET indexes</li> <li>Multi-valued attributes via <code>:db/cardinality :db.cardinality/many</code></li> <li>Lazy entities and <code>:db/valueType :db.type/ref</code> auto-expansion</li> <li>Database “mutations” via <code>transact!</code></li> <li>Callback-based analogue to txReportQueue via <code>listen!</code></li> <li>Direct index lookup and iteration via <code>datoms</code> and <code>seek-datoms</code></li> <li>Filtered databases via <code>filter</code></li> <li>Lookup refs</li> <li>Unique constraints, upsert</li> <li>Pull API (thx <a href="https://github.com/dthume">David Thomas Hume</a>)</li> </ul> <p dir="auto">Query engine features:</p> <ul dir="auto"> <li>Implicit joins</li> <li>Query over DB or regular collections</li> <li>Parameterized queries via <code>:in</code> clause</li> <li>Tuple, collection, relation binding forms in <code>:in</code> clause</li> <li>Query over multiple DB/collections</li> <li>Predicates and user functions in query</li> <li>Negation and disjunction</li> <li>Rules, recursive rules</li> <li>Aggregates</li> <li>Find specifications</li> </ul> <p dir="auto">Interface differences:</p> <ul dir="auto"> <li>Conn is just an atom storing last DB value, use <code>@conn</code> instead of <code>(d/db conn)</code></li> <li>Instead of <code>#db/id[:db.part/user -100]</code> just use <code>-100</code> in place of <code>:db/id</code> or entity id</li> <li>Transactor functions can be called as <code>[:db.fn/call f args]</code> where <code>f</code> is a function reference and will take db as first argument (thx <a href="https://github.com/thegeez">@thegeez</a>)</li> <li>In ClojureScript, custom query functions and aggregates should be passed as source instead of being referenced by symbol (due to lack of <code>resolve</code> in CLJS)</li> <li>Custom aggregate functions are called via aggregate keyword: <code>:find (aggregate ?myfn ?e) :in $ ?myfn</code></li> <li>Additional <code>:db.fn/retractAttribute</code> shortcut</li> <li>Transactions are not annotated by default with <code>:db/txInstant</code></li> <li>When “transaction function” is called, the db that this function receive is a “partial db” relative to it's position in transaction.</li> </ul> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Differences from Datomic</h2><a id="user-content-differences-from-datomic" class="anchor" aria-label="Permalink: Differences from Datomic" href="#differences-from-datomic"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <ul dir="auto"> <li>DataScript is built totally from scratch and is not related by any means to the popular Clojure database Datomic</li> <li>Runs in a browser and/or in a JVM</li> <li>Simplified schema, not queryable</li> <li>Attributes do not have to be declared in advance. Put them to schema only when you need special behaviour from them</li> <li>Any type can be used for values</li> <li>No <code>:db/ident</code> for attributes, keywords are <em>literally</em> attribute values, no integer id behind them</li> <li>No schema migrations</li> <li>No full-text search, no partitions</li> <li>No external dependencies</li> </ul> <p dir="auto">Aimed at interactive, long-living browser applications, DataScript DBs operate in constant space. If you do not add new entities, just update existing ones, or clean up database from time to time, memory consumption will be limited. This is unlike Datomic which keeps history of all changes, thus grows monotonically. DataScript does not track history by default, but you can do it via your own code if needed.</p> <p dir="auto">Some of the features are omitted intentionally. Different apps have different needs in storing/transfering/keeping track of DB state. DataScript is a foundation to build exactly the right storage solution for your needs without selling too much “vision”.</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Contributing</h2><a id="user-content-contributing" class="anchor" aria-label="Permalink: Contributing" href="#contributing"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Testing</h3><a id="user-content-testing" class="anchor" aria-label="Permalink: Testing" href="#testing"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">Setup</p> <div class="snippet-clipboard-content notranslate position-relative overflow-auto" data-snippet-clipboard-copy-content="npm install ws"><pre class="notranslate"><code>npm install ws </code></pre></div> <p dir="auto">Running the tests</p> <div class="snippet-clipboard-content notranslate position-relative overflow-auto" data-snippet-clipboard-copy-content="clj -M:test -m kaocha.runner"><pre class="notranslate"><code>clj -M:test -m kaocha.runner </code></pre></div> <p dir="auto">Watching tests:</p> <div class="snippet-clipboard-content notranslate position-relative overflow-auto" data-snippet-clipboard-copy-content="./script/watch.sh"><pre class="notranslate"><code>./script/watch.sh </code></pre></div> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Benchmarking and Datomic compatibility</h3><a id="user-content-benchmarking-and-datomic-compatibility" class="anchor" aria-label="Permalink: Benchmarking and Datomic compatibility" href="#benchmarking-and-datomic-compatibility"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto"><code>datomic-free</code> is a dependency not available on Clojars or Maven Central.</p> <ol dir="auto"> <li>Download <code>datomic-free</code> from <a href="https://my.datomic.com/downloads/free" rel="nofollow">https://my.datomic.com/downloads/free</a></li> <li>Unzip it</li> <li>Inside the unzipped folder run <code>./bin/maven-install</code></li> </ol> <p dir="auto">Run compatibility checks:</p> <div class="snippet-clipboard-content notranslate position-relative overflow-auto" data-snippet-clipboard-copy-content="clj -M:datomic"><pre class="notranslate"><code>clj -M:datomic </code></pre></div> <p dir="auto">Benchmark:</p> <div class="snippet-clipboard-content notranslate position-relative overflow-auto" data-snippet-clipboard-copy-content="cd bench ./bench.clj"><pre class="notranslate"><code>cd bench ./bench.clj </code></pre></div> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">License</h2><a id="user-content-license" class="anchor" aria-label="Permalink: License" href="#license"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">Copyright © 2014–2024 Nikita Prokopov</p> <p dir="auto">Licensed under Eclipse Public License (see <a href="/tonsky/datascript/blob/master/LICENSE">LICENSE</a>).</p> </article></div></div></div></div></div> <!-- --> <!-- --> <script type="application/json" id="__PRIMER_DATA_:R0:__">{"resolvedServerColorMode":"day"}</script></div> </react-partial> <input type="hidden" data-csrf="true" value="nmGYvXGUzqNLaPnFFDwkczc3S/CCYJzXJl9wLwbzV0IRjuneEaWkSp3qf+R3/8EcBHtCTV+nQ4UAuPmKk16ELA==" /> </div> <div data-view-component="true" class="Layout-sidebar"> <div class="BorderGrid about-margin" data-pjax> <div 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data-view-component="true" class="octicon octicon-star mr-2"> <path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25Zm0 2.445L6.615 5.5a.75.75 0 0 1-.564.41l-3.097.45 2.24 2.184a.75.75 0 0 1 .216.664l-.528 3.084 2.769-1.456a.75.75 0 0 1 .698 0l2.77 1.456-.53-3.084a.75.75 0 0 1 .216-.664l2.24-2.183-3.096-.45a.75.75 0 0 1-.564-.41L8 2.694Z"></path> </svg> <strong>5.5k</strong> stars </a> </div> <h3 class="sr-only">Watchers</h3> <div class="mt-2"> <a href="/tonsky/datascript/watchers" data-view-component="true" class="Link Link--muted"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-eye mr-2"> <path d="M8 2c1.981 0 3.671.992 4.933 2.078 1.27 1.091 2.187 2.345 2.637 3.023a1.62 1.62 0 0 1 0 1.798c-.45.678-1.367 1.932-2.637 3.023C11.67 13.008 9.981 14 8 14c-1.981 0-3.671-.992-4.933-2.078C1.797 10.83.88 9.576.43 8.898a1.62 1.62 0 0 1 0-1.798c.45-.677 1.367-1.931 2.637-3.022C4.33 2.992 6.019 2 8 2ZM1.679 7.932a.12.12 0 0 0 0 .136c.411.622 1.241 1.75 2.366 2.717C5.176 11.758 6.527 12.5 8 12.5c1.473 0 2.825-.742 3.955-1.715 1.124-.967 1.954-2.096 2.366-2.717a.12.12 0 0 0 0-.136c-.412-.621-1.242-1.75-2.366-2.717C10.824 4.242 9.473 3.5 8 3.5c-1.473 0-2.825.742-3.955 1.715-1.124.967-1.954 2.096-2.366 2.717ZM8 10a2 2 0 1 1-.001-3.999A2 2 0 0 1 8 10Z"></path> </svg> <strong>150</strong> watching </a> </div> <h3 class="sr-only">Forks</h3> <div class="mt-2"> <a href="/tonsky/datascript/forks" data-view-component="true" class="Link Link--muted"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo-forked mr-2"> <path d="M5 5.372v.878c0 .414.336.75.75.75h4.5a.75.75 0 0 0 .75-.75v-.878a2.25 2.25 0 1 1 1.5 0v.878a2.25 2.25 0 0 1-2.25 2.25h-1.5v2.128a2.251 2.251 0 1 1-1.5 0V8.5h-1.5A2.25 2.25 0 0 1 3.5 6.25v-.878a2.25 2.25 0 1 1 1.5 0ZM5 3.25a.75.75 0 1 0-1.5 0 .75.75 0 0 0 1.5 0Zm6.75.75a.75.75 0 1 0 0-1.5.75.75 0 0 0 0 1.5Zm-3 8.75a.75.75 0 1 0-1.5 0 .75.75 0 0 0 1.5 0Z"></path> </svg> <strong>308</strong> forks </a> </div> <div class="mt-2"> <a class="Link--muted" href="/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Ftonsky%2Fdatascript&amp;report=tonsky+%28user%29"> Report repository </a> </div> </div> </div> </div> <div class="BorderGrid-row"> <div class="BorderGrid-cell"> <h2 class="h4 mb-3" data-pjax="#repo-content-pjax-container" data-turbo-frame="repo-content-turbo-frame"> <a href="/tonsky/datascript/releases" data-view-component="true" class="Link--primary no-underline Link"> Releases <span title="122" data-view-component="true" class="Counter">122</span> </a></h2> <a class="Link--primary d-flex no-underline" data-pjax="#repo-content-pjax-container" data-turbo-frame="repo-content-turbo-frame" href="/tonsky/datascript/releases/tag/1.7.3"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-tag flex-shrink-0 mt-1 color-fg-success"> <path d="M1 7.775V2.75C1 1.784 1.784 1 2.75 1h5.025c.464 0 .91.184 1.238.513l6.25 6.25a1.75 1.75 0 0 1 0 2.474l-5.026 5.026a1.75 1.75 0 0 1-2.474 0l-6.25-6.25A1.752 1.752 0 0 1 1 7.775Zm1.5 0c0 .066.026.13.073.177l6.25 6.25a.25.25 0 0 0 .354 0l5.025-5.025a.25.25 0 0 0 0-.354l-6.25-6.25a.25.25 0 0 0-.177-.073H2.75a.25.25 0 0 0-.25.25ZM6 5a1 1 0 1 1 0 2 1 1 0 0 1 0-2Z"></path> </svg> <div class="ml-2 min-width-0"> <div class="d-flex"> <span class="css-truncate css-truncate-target text-bold mr-2" style="max-width: none;">1.7.3</span> <span title="Label: Latest" data-view-component="true" class="Label Label--success flex-shrink-0"> Latest </span> </div> <div class="text-small color-fg-muted"><relative-time datetime="2024-07-22T14:38:12Z" class="no-wrap">Jul 22, 2024</relative-time></div> </div> </a> <div data-view-component="true" class="mt-3"> <a text="small" data-pjax="#repo-content-pjax-container" data-turbo-frame="repo-content-turbo-frame" href="/tonsky/datascript/releases" data-view-component="true" class="Link"> + 121 releases </a></div> </div> </div> <div class="BorderGrid-row"> <div class="BorderGrid-cell"> <h2 class="h4 mb-3">Sponsor this project</h2> <include-fragment src="/tonsky/datascript/sponsors_list?block_button=false&amp;current_repository=datascript" aria-busy="true" aria-label="Loading sponsorable links"> <ul class="list-style-none"> <li class="mb-2 d-flex"> <div class="Skeleton avatar avatar-user mr-2" style="width:32px;height:32px;"></div> <div class="Skeleton Skeleton--text flex-1 flex-self-center f4">&nbsp;</div> </li> </ul> </include-fragment> <ul class="list-style-none"> <li class="mb-2 d-flex"> <span class="mr-2 d-flex flex-items-center flex-justify-center" style="min-width:32px;height:32px;"> <img width="32" height="32" class="octicon rounded-2 d-block" alt="patreon" src="https://github.githubassets.com/assets/patreon-96b15b9db4b9.svg" /> </span> <span class="flex-self-center flex-auto min-width-0 css-truncate css-truncate-target width-fit"> <a target="_blank" data-ga-click="Dashboard, click, Nav menu - item:org-profile context:organization" data-hydro-click="{&quot;event_type&quot;:&quot;sponsors.repo_funding_links_link_click&quot;,&quot;payload&quot;:{&quot;platform&quot;:{&quot;platform_type&quot;:&quot;PATREON&quot;,&quot;platform_url&quot;:&quot;https://patreon.com/tonsky&quot;},&quot;platforms&quot;:[{&quot;platform_type&quot;:&quot;GITHUB&quot;,&quot;platform_url&quot;:&quot;https://github.com/tonsky&quot;},{&quot;platform_type&quot;:&quot;PATREON&quot;,&quot;platform_url&quot;:&quot;https://patreon.com/tonsky&quot;}],&quot;repo_id&quot;:18800032,&quot;owner_id&quot;:285292,&quot;user_id&quot;:null,&quot;originating_url&quot;:&quot;https://github.com/tonsky/datascript&quot;}}" data-hydro-click-hmac="cb1792186aff46d3fd49421f3ea36903e96892d77d0610063044551912f4e6be" href="https://patreon.com/tonsky"><span>patreon.com/<strong>tonsky</strong></span></a> </span> </li> </ul> <div class="text-small mt-3"> <a href="/sponsors">Learn more about GitHub Sponsors</a> </div> </div> </div> <div class="BorderGrid-row"> <div class="BorderGrid-cell"> <h2 class="h4 mb-3"> <a href="/users/tonsky/packages?repo_name=datascript" data-view-component="true" class="Link--primary no-underline Link d-flex flex-items-center"> Packages <span title="0" hidden="hidden" data-view-component="true" class="Counter ml-1">0</span> </a></h2> <div class="text-small color-fg-muted" > No packages published <br> </div> </div> </div> <div class="BorderGrid-row" hidden> <div class="BorderGrid-cell"> <include-fragment src="/tonsky/datascript/used_by_list" accept="text/fragment+html"> </include-fragment> </div> </div> <div class="BorderGrid-row"> <div class="BorderGrid-cell"> <h2 class="h4 mb-3"> <a href="/tonsky/datascript/graphs/contributors" data-view-component="true" class="Link--primary no-underline Link d-flex flex-items-center"> Contributors <span title="72" data-view-component="true" class="Counter ml-1">72</span> </a></h2> <ul class="list-style-none d-flex flex-wrap mb-n2"> <li class="mb-2 mr-2" > <a href="https://github.com/tonsky" class="" data-hovercard-type="user" data-hovercard-url="/users/tonsky/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" > <img src="https://avatars.githubusercontent.com/u/285292?s=64&amp;v=4" alt="@tonsky" size="32" height="32" width="32" data-view-component="true" class="avatar circle" /> </a> </li> <li class="mb-2 mr-2" > <a href="https://github.com/benfleis" class="" data-hovercard-type="user" data-hovercard-url="/users/benfleis/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" > <img src="https://avatars.githubusercontent.com/u/2185001?s=64&amp;v=4" alt="@benfleis" size="32" height="32" width="32" data-view-component="true" class="avatar circle" /> </a> </li> <li class="mb-2 mr-2" > <a href="https://github.com/bsless" class="" data-hovercard-type="user" data-hovercard-url="/users/bsless/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" > <img src="https://avatars.githubusercontent.com/u/21342111?s=64&amp;v=4" alt="@bsless" size="32" height="32" width="32" data-view-component="true" class="avatar circle" /> </a> </li> <li class="mb-2 mr-2" > <a href="https://github.com/timothypratley" class="" data-hovercard-type="user" data-hovercard-url="/users/timothypratley/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" > <img src="https://avatars.githubusercontent.com/u/49298?s=64&amp;v=4" alt="@timothypratley" size="32" height="32" width="32" data-view-component="true" class="avatar circle" /> </a> </li> <li class="mb-2 mr-2" > <a href="https://github.com/dthume" class="" data-hovercard-type="user" data-hovercard-url="/users/dthume/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" > <img src="https://avatars.githubusercontent.com/u/101118?s=64&amp;v=4" alt="@dthume" size="32" height="32" width="32" data-view-component="true" class="avatar circle" /> </a> </li> <li class="mb-2 mr-2" > <a href="https://github.com/darkleaf" class="" data-hovercard-type="user" data-hovercard-url="/users/darkleaf/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" > <img src="https://avatars.githubusercontent.com/u/1124593?s=64&amp;v=4" alt="@darkleaf" size="32" height="32" width="32" data-view-component="true" class="avatar circle" /> </a> </li> <li class="mb-2 mr-2" > <a href="https://github.com/montyxcantsin" class="" data-hovercard-type="user" data-hovercard-url="/users/montyxcantsin/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" > <img src="https://avatars.githubusercontent.com/u/8326640?s=64&amp;v=4" alt="@montyxcantsin" size="32" height="32" width="32" data-view-component="true" class="avatar circle" /> </a> </li> <li class="mb-2 mr-2" > <a href="https://github.com/zoren" class="" data-hovercard-type="user" data-hovercard-url="/users/zoren/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" > <img src="https://avatars.githubusercontent.com/u/84688?s=64&amp;v=4" alt="@zoren" size="32" height="32" width="32" data-view-component="true" class="avatar circle" /> </a> </li> <li class="mb-2 mr-2" > <a href="https://github.com/lynaghk" class="" data-hovercard-type="user" data-hovercard-url="/users/lynaghk/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" > <img src="https://avatars.githubusercontent.com/u/147919?s=64&amp;v=4" alt="@lynaghk" size="32" height="32" width="32" data-view-component="true" class="avatar circle" /> </a> </li> <li class="mb-2 mr-2" > <a href="https://github.com/fversnel" class="" data-hovercard-type="user" data-hovercard-url="/users/fversnel/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" > <img src="https://avatars.githubusercontent.com/u/698827?s=64&amp;v=4" alt="@fversnel" size="32" height="32" width="32" data-view-component="true" class="avatar circle" /> </a> </li> <li class="mb-2 mr-2" > <a href="https://github.com/IamDrowsy" class="" data-hovercard-type="user" data-hovercard-url="/users/IamDrowsy/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" > <img src="https://avatars.githubusercontent.com/u/2170563?s=64&amp;v=4" alt="@IamDrowsy" size="32" height="32" width="32" data-view-component="true" class="avatar circle" /> </a> </li> <li class="mb-2 mr-2" > <a href="https://github.com/joodie" class="" data-hovercard-type="user" data-hovercard-url="/users/joodie/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" > <img src="https://avatars.githubusercontent.com/u/24154?s=64&amp;v=4" alt="@joodie" size="32" height="32" width="32" data-view-component="true" class="avatar circle" /> </a> </li> <li class="mb-2 mr-2" > <a href="https://github.com/mattsenior" class="" data-hovercard-type="user" data-hovercard-url="/users/mattsenior/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" > <img src="https://avatars.githubusercontent.com/u/84593?s=64&amp;v=4" alt="@mattsenior" size="32" height="32" width="32" data-view-component="true" class="avatar circle" /> </a> </li> <li class="mb-2 mr-2" > <a href="https://github.com/refset" class="" data-hovercard-type="user" data-hovercard-url="/users/refset/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" > <img src="https://avatars.githubusercontent.com/u/456658?s=64&amp;v=4" alt="@refset" size="32" height="32" width="32" data-view-component="true" class="avatar circle" /> </a> </li> </ul> <div data-view-component="true" class="mt-3"> <a text="small" href="/tonsky/datascript/graphs/contributors" data-view-component="true" class="Link--inTextBlock Link"> + 58 contributors </a></div> </div> </div> <div class="BorderGrid-row"> <div class="BorderGrid-cell"> <h2 class="h4 mb-3">Languages</h2> <div class="mb-2"> <span data-view-component="true" class="Progress"> <span style="background-color:#db5855 !important;;width: 95.2%;" itemprop="keywords" aria-label="Clojure 95.2" data-view-component="true" class="Progress-item color-bg-success-emphasis"></span> <span style="background-color:#f1e05a !important;;width: 4.2%;" itemprop="keywords" aria-label="JavaScript 4.2" data-view-component="true" class="Progress-item color-bg-success-emphasis"></span> <span style="background-color:#ededed !important;;width: 0.6%;" itemprop="keywords" aria-label="Other 0.6" data-view-component="true" class="Progress-item color-bg-success-emphasis"></span> </span></div> <ul class="list-style-none"> <li class="d-inline"> <a class="d-inline-flex flex-items-center flex-nowrap Link--secondary no-underline text-small mr-3" href="/tonsky/datascript/search?l=clojure" data-ga-click="Repository, language stats search click, location:repo overview"> <svg style="color:#db5855;" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-dot-fill mr-2"> <path d="M8 4a4 4 0 1 1 0 8 4 4 0 0 1 0-8Z"></path> </svg> <span class="color-fg-default text-bold mr-1">Clojure</span> <span>95.2%</span> </a> </li> <li class="d-inline"> <a class="d-inline-flex flex-items-center flex-nowrap Link--secondary no-underline text-small mr-3" href="/tonsky/datascript/search?l=javascript" data-ga-click="Repository, language stats search click, location:repo overview"> <svg style="color:#f1e05a;" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-dot-fill mr-2"> <path d="M8 4a4 4 0 1 1 0 8 4 4 0 0 1 0-8Z"></path> </svg> <span class="color-fg-default text-bold mr-1">JavaScript</span> <span>4.2%</span> </a> </li> <li class="d-inline"> <span class="d-inline-flex flex-items-center flex-nowrap text-small mr-3"> <svg style="color:#ededed;" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-dot-fill mr-2"> <path d="M8 4a4 4 0 1 1 0 8 4 4 0 0 1 0-8Z"></path> </svg> <span class="color-fg-default text-bold mr-1">Other</span> <span>0.6%</span> </span> </li> </ul> </div> </div> </div> </div> </div></div> </div> </div> </turbo-frame> </main> </div> </div> <footer class="footer pt-8 pb-6 f6 color-fg-muted p-responsive" role="contentinfo" > <h2 class='sr-only'>Footer</h2> <div class="d-flex flex-justify-center flex-items-center flex-column-reverse flex-lg-row flex-wrap flex-lg-nowrap"> <div class="d-flex flex-items-center flex-shrink-0 mx-2"> <a aria-label="Homepage" title="GitHub" class="footer-octicon mr-2" href="https://github.com"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-mark-github"> <path d="M12.5.75C6.146.75 1 5.896 1 12.25c0 5.089 3.292 9.387 7.863 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data-action="click:cookie-consent-link#showConsentManagement" data-analytics-event="{&quot;location&quot;:&quot;footer&quot;,&quot;action&quot;:&quot;cookies&quot;,&quot;context&quot;:&quot;subfooter&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;cookies_link_subfooter_footer&quot;}" > Manage cookies </button> </cookie-consent-link> </li> <li class="mx-2"> <cookie-consent-link> <button type="button" class="Link--secondary underline-on-hover border-0 p-0 color-bg-transparent" data-action="click:cookie-consent-link#showConsentManagement" data-analytics-event="{&quot;location&quot;:&quot;footer&quot;,&quot;action&quot;:&quot;dont_share_info&quot;,&quot;context&quot;:&quot;subfooter&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;dont_share_info_link_subfooter_footer&quot;}" > Do not share my personal information </button> </cookie-consent-link> </li> </ul> </nav> </div> </footer> <ghcc-consent id="ghcc" class="position-fixed bottom-0 left-0" style="z-index: 999999" data-initial-cookie-consent-allowed="" data-cookie-consent-required="false"></ghcc-consent> <div id="ajax-error-message" class="ajax-error-message flash flash-error" hidden> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-alert"> <path d="M6.457 1.047c.659-1.234 2.427-1.234 3.086 0l6.082 11.378A1.75 1.75 0 0 1 14.082 15H1.918a1.75 1.75 0 0 1-1.543-2.575Zm1.763.707a.25.25 0 0 0-.44 0L1.698 13.132a.25.25 0 0 0 .22.368h12.164a.25.25 0 0 0 .22-.368Zm.53 3.996v2.5a.75.75 0 0 1-1.5 0v-2.5a.75.75 0 0 1 1.5 0ZM9 11a1 1 0 1 1-2 0 1 1 0 0 1 2 0Z"></path> </svg> <button type="button" class="flash-close js-ajax-error-dismiss" aria-label="Dismiss error"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x"> <path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path> </svg> </button> You can’t perform that action at this time. </div> <template id="site-details-dialog"> <details class="details-reset details-overlay details-overlay-dark lh-default color-fg-default hx_rsm" open> <summary role="button" aria-label="Close dialog"></summary> <details-dialog class="Box Box--overlay d-flex flex-column anim-fade-in fast hx_rsm-dialog hx_rsm-modal"> <button class="Box-btn-octicon m-0 btn-octicon position-absolute right-0 top-0" type="button" aria-label="Close dialog" data-close-dialog> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x"> <path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path> </svg> </button> <div class="octocat-spinner my-6 js-details-dialog-spinner"></div> </details-dialog> </details> </template> <div class="Popover js-hovercard-content position-absolute" style="display: none; outline: none;"> <div class="Popover-message Popover-message--bottom-left Popover-message--large Box color-shadow-large" style="width:360px;"> </div> </div> <template id="snippet-clipboard-copy-button"> <div class="zeroclipboard-container position-absolute right-0 top-0"> <clipboard-copy aria-label="Copy" class="ClipboardButton btn js-clipboard-copy m-2 p-0" data-copy-feedback="Copied!" data-tooltip-direction="w"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-copy js-clipboard-copy-icon m-2"> <path d="M0 6.75C0 5.784.784 5 1.75 5h1.5a.75.75 0 0 1 0 1.5h-1.5a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 0 0 .25-.25v-1.5a.75.75 0 0 1 1.5 0v1.5A1.75 1.75 0 0 1 9.25 16h-7.5A1.75 1.75 0 0 1 0 14.25Z"></path><path d="M5 1.75C5 .784 5.784 0 6.75 0h7.5C15.216 0 16 .784 16 1.75v7.5A1.75 1.75 0 0 1 14.25 11h-7.5A1.75 1.75 0 0 1 5 9.25Zm1.75-.25a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 0 0 .25-.25v-7.5a.25.25 0 0 0-.25-.25Z"></path> </svg> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check js-clipboard-check-icon color-fg-success d-none m-2"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> </clipboard-copy> </div> </template> <template id="snippet-clipboard-copy-button-unpositioned"> <div class="zeroclipboard-container"> <clipboard-copy aria-label="Copy" class="ClipboardButton btn btn-invisible js-clipboard-copy m-2 p-0 d-flex flex-justify-center flex-items-center" data-copy-feedback="Copied!" data-tooltip-direction="w"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-copy js-clipboard-copy-icon"> <path d="M0 6.75C0 5.784.784 5 1.75 5h1.5a.75.75 0 0 1 0 1.5h-1.5a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 0 0 .25-.25v-1.5a.75.75 0 0 1 1.5 0v1.5A1.75 1.75 0 0 1 9.25 16h-7.5A1.75 1.75 0 0 1 0 14.25Z"></path><path d="M5 1.75C5 .784 5.784 0 6.75 0h7.5C15.216 0 16 .784 16 1.75v7.5A1.75 1.75 0 0 1 14.25 11h-7.5A1.75 1.75 0 0 1 5 9.25Zm1.75-.25a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 0 0 .25-.25v-7.5a.25.25 0 0 0-.25-.25Z"></path> </svg> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check js-clipboard-check-icon color-fg-success d-none"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> </clipboard-copy> </div> </template> </div> <div id="js-global-screen-reader-notice" class="sr-only mt-n1" aria-live="polite" aria-atomic="true" ></div> <div id="js-global-screen-reader-notice-assertive" class="sr-only mt-n1" aria-live="assertive" aria-atomic="true"></div> </body> </html>

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