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<title data-rh="true">Using Docker Images During Development | DataHub</title><meta data-rh="true" name="viewport" content="width=device-width,initial-scale=1"><meta data-rh="true" name="twitter:card" content="summary_large_image"><meta data-rh="true" property="og:url" content="https://docs.datahub.com/docs/docker/development"><meta data-rh="true" name="docusaurus_locale" content="en"><meta data-rh="true" name="docsearch:language" content="en"><meta data-rh="true" name="docusaurus_version" content="current"><meta data-rh="true" name="docusaurus_tag" content="docs-default-current"><meta data-rh="true" name="docsearch:version" content="current"><meta data-rh="true" name="docsearch:docusaurus_tag" content="docs-default-current"><meta data-rh="true" property="og:title" content="Using Docker Images During Development | DataHub"><meta data-rh="true" name="description" content="We've created a special docker-compose.dev.yml override file that should configure docker images to be easier to use"><meta data-rh="true" property="og:description" content="We've created a special docker-compose.dev.yml override file that should configure docker images to be easier to use"><link data-rh="true" rel="icon" href="/img/favicon.ico"><link data-rh="true" rel="canonical" href="https://docs.datahub.com/docs/docker/development"><link data-rh="true" rel="alternate" href="https://docs.datahub.com/docs/docker/development" hreflang="en"><link data-rh="true" rel="alternate" href="https://docs.datahub.com/docs/docker/development" hreflang="x-default"><link data-rh="true" rel="preconnect" href="https://RK0UG797F3-dsn.algolia.net" crossorigin="anonymous"><link rel="alternate" type="application/rss+xml" href="/learn/rss.xml" title="DataHub RSS Feed">
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0%, 100% { background-position: 0% 50%; }
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during development.</p><p>Normally, you'd rebuild your images from scratch with a combination of gradle and docker compose commands. However,
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this takes way too long for development and requires reasoning about several layers of docker compose configuration
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yaml files which can depend on your hardware (Apple M1).</p><p>The <code>docker-compose.dev.yml</code> file bypasses the need to rebuild docker images by mounting binaries, startup scripts,
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and other data. These dev images, tagged with <code>debug</code> will use your <em>locally built code</em> with gradle.
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Building locally and bypassing the need to rebuild the Docker images should be much faster.</p><p>We highly recommend you just invoke <code>./gradlew quickstartDebug</code> task.</p><div class="language-shell codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-shell codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#bfc7d5"><span class="token plain">./gradlew quickstartDebug</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>This task is defined in <code>docker/build.gradle</code> and executes the following steps:</p><ol><li><p>Builds all required artifacts to run DataHub. This includes both application code such as the GMS war, the frontend
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distribution zip which contains javascript, as well as secondary support docker containers.</p></li><li><p>Locally builds Docker images with the expected <code>debug</code> tag required by the docker compose files.</p></li><li><p>Runs the special <code>docker-compose.dev.yml</code> and supporting docker-compose files to mount local files directly in the
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containers with remote debugging ports enabled.</p></li></ol><p>Once the <code>debug</code> docker images are constructed you'll see images similar to the following:</p><div class="language-shell codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-shell codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#bfc7d5"><span class="token plain">acryldata/datahub-frontend-react debug e52fef698025 </span><span class="token number" style="color:rgb(247, 140, 108)">28</span><span class="token plain"> minutes ago 763MB</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">acryldata/datahub-kafka-setup debug 3375aaa2b12d </span><span class="token number" style="color:rgb(247, 140, 108)">55</span><span class="token plain"> minutes ago 659MB</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">acryldata/datahub-gms debug ea2b0a8ea115 </span><span class="token number" style="color:rgb(247, 140, 108)">56</span><span class="token plain"> minutes ago 408MB</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">acryldata/datahub-upgrade debug 322377a7a21d </span><span class="token number" style="color:rgb(247, 140, 108)">56</span><span class="token plain"> minutes ago 463MB</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">acryldata/datahub-mysql-setup debug 17768edcc3e5 </span><span class="token number" style="color:rgb(247, 140, 108)">2</span><span class="token plain"> hours ago </span><span class="token number" style="color:rgb(247, 140, 108)">58</span><span class="token plain">.2MB</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">acryldata/datahub-elasticsearch-setup debug 4d935be7c62c </span><span class="token number" style="color:rgb(247, 140, 108)">2</span><span class="token plain"> hours ago </span><span class="token number" style="color:rgb(247, 140, 108)">26</span><span class="token plain">.1MB</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>At this point it is possible to view the DataHub UI at <code>http://localhost:9002</code> as you normally would with quickstart.</p><p>Like <code>quickStartDebug</code>, there are a few other tasks that bring up a different set of containers, for example
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<code>quickStartDebugConsumers</code> will also bring up mce-consumer and mae-consumer.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="reloading">Reloading<a href="#reloading" class="hash-link" aria-label="Direct link to Reloading" title="Direct link to Reloading"></a></h2><p>Next, perform the desired modifications</p><p>To see these changes in the deployment, a rebuilt of modified artifacts and a restart of the container(s) is required to run with the updated code.
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The restart can be performed using following gradle task.</p><div class="language-shell codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-shell codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#bfc7d5"><span class="token plain">./gradlew :docker:debugReload</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>This single task will build the artifacts that were modified and restart only those containers that were affected by the rebuilt artifacts.</p><p>For each of the <code>quickStartDebug</code> variants, there is a corresponding <code>debugReload</code> task.
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For <code>quickStartDebugConsumers</code>, the reload task is <code>debugConsumersReload</code></p><p><code>debugReload</code> is generally much faster than re-running <code>quickStartDebug</code> and is recommended after an initial bringup of all services via <code>quickStartDebug</code> followed
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by loading the incremental changes using <code>debugReload</code>.</p><p>If there are significant changes to the code, for example due to pulling the latest code, it is recommended to start with a <code>quickStartDebug</code> and then iterate using <code>debugReload</code></p><h1>Setting environment variables via env files</h1><p>You can define different sets of environment variables for all the containers in an env file. The env files must be located in the <code>docker/profiles</code> folder.
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To use the env file, run</p><div class="language-shell codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-shell codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#bfc7d5"><span class="token assign-left variable" style="color:rgb(191, 199, 213)">DATAHUB_LOCAL_COMMON_ENV</span><span class="token operator" style="color:rgb(137, 221, 255)">=</span><span class="token plain">my-settings.env ./gradlew quickStartDebug</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The <code>debugReload</code> process continues to work, but the restarted containers will use the same settings that were present at the time of running <code>./gradlew quickStartDebug</code>.</p><p>If you need to reload the containers with a different env file or changes made to the env file, a task <code>debugReloadEnv</code> builds the artifacts that have code changes
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and recreates all the containers that refer to these the env file via the DATAHUB_LOCAL_COMMON_ENV environment variable.</p><p><code>debugReloadEnv</code> also has variants for all the <code>quickStartDebug</code> variants. For example, <code>quickStartDebugConsumers</code> has <code>debugConsumersReloadEnv</code></p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="startstop">Start/Stop<a href="#startstop" class="hash-link" aria-label="Direct link to Start/Stop" title="Direct link to Start/Stop"></a></h2><p>The following commands can pause the debugging environment to release resources when not needed.</p><p>Pause containers and free resources.</p><div class="language-shell codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-shell codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#bfc7d5"><span class="token function" style="color:rgb(130, 170, 255)">docker</span><span class="token plain"> compose -p datahub stop</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Resume containers for further debugging.</p><div class="language-shell codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-shell codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#bfc7d5"><span class="token function" style="color:rgb(130, 170, 255)">docker</span><span class="token plain"> compose -p datahub start</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h2 class="anchor anchorWithStickyNavbar_LWe7" id="debugging">Debugging<a href="#debugging" class="hash-link" aria-label="Direct link to Debugging" title="Direct link to Debugging"></a></h2><p>The default debugging process uses your local code and enables debugging by default for both GMS and the frontend. Attach
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to the instance using your IDE by using its Remote Java Debugging features.</p><p>Environment variables control the debugging ports for GMS and the frontend.</p><ul><li><code>DATAHUB_MAPPED_GMS_DEBUG_PORT</code> - Default: 5001</li><li><code>DATAHUB_MAPPED_FRONTEND_DEBUG_PORT</code> - Default: 5002</li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="intellij-remote-debug-configuration">IntelliJ Remote Debug Configuration<a href="#intellij-remote-debug-configuration" class="hash-link" aria-label="Direct link to IntelliJ Remote Debug Configuration" title="Direct link to IntelliJ Remote Debug Configuration"></a></h3><p>The screenshot shows an example configuration for IntelliJ using the default GMS debugging port of 5001.</p><p align="center"><img loading="lazy" width="70%" src="https://raw.githubusercontent.com/datahub-project/static-assets/main/imgs/development/intellij-remote-debug.png" class="img_ev3q"></p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="tips-for-people-new-to-docker">Tips for People New To Docker<a href="#tips-for-people-new-to-docker" class="hash-link" aria-label="Direct link to Tips for People New To Docker" title="Direct link to Tips for People New To Docker"></a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="accessing-logs">Accessing Logs<a href="#accessing-logs" class="hash-link" aria-label="Direct link to Accessing Logs" title="Direct link to Accessing Logs"></a></h3><p>It is highly recommended you use <a href="https://www.docker.com/products/docker-desktop" target="_blank" rel="noopener noreferrer">Docker Desktop's dashboard</a> to access service logs. If you double click an image it will pull up the logs for you.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="quickstart-conflicts">Quickstart Conflicts<a href="#quickstart-conflicts" class="hash-link" aria-label="Direct link to Quickstart Conflicts" title="Direct link to Quickstart Conflicts"></a></h3><p>If you run quickstart, use <code>./gradlew quickstartDebug</code> to return to using the debugging containers.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="docker-prune">Docker Prune<a href="#docker-prune" class="hash-link" aria-label="Direct link to Docker Prune" title="Direct link to Docker Prune"></a></h3><p>If you run into disk space issues and prune the images & containers you will need to execute the <code>./gradlew quickstartDebug</code>
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again.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="system-update">System Update<a href="#system-update" class="hash-link" aria-label="Direct link to System Update" title="Direct link to System Update"></a></h3><p>The <code>datahub-upgrade</code> job will not block the startup of the other containers as it normally
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does in a quickstart or production environment. Normally this is process is required when making updates which
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require Elasticsearch reindexing. If reindexing is required, the UI will render but may temporarily return errors
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until this job finishes.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="running-a-specific-service">Running a specific service<a href="#running-a-specific-service" class="hash-link" aria-label="Direct link to Running a specific service" title="Direct link to Running a specific service"></a></h3><p><code>docker-compose up</code> will launch all services in the configuration, including dependencies, unless they're already
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running. If you, for some reason, wish to change this behavior, check out these example commands.</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#bfc7d5"><span class="token plain">docker-compose -p datahub -f docker-compose.yml -f docker-compose.override.yml -f docker-compose-without-neo4j.m1.yml -f docker-compose.dev.yml up datahub-gms</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Will only start <code>datahub-gms</code> and its dependencies.</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#bfc7d5"><span class="token plain">docker-compose -p datahub -f docker-compose.yml -f docker-compose.override.yml -f docker-compose-without-neo4j.m1.yml -f docker-compose.dev.yml up --no-deps datahub-gms</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Will only start <code>datahub-gms</code>, without dependencies.</p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="slackUtm_uoBr"><div class="slackUtm_uoBr"><hr>Need more help? Join the conversation in <a href="https://datahub.com/slack?utm_source=docs&utm_medium=footer&utm_campaign=docs_footer&utm_content=docs/docker/development">Slack!</a></div></div><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/datahub-project/datahub/blob/master/docs/docker/development.md" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_VsjB"></div></div></footer><div class="feedbackWrapper_mUHF"><div class="feedbackWidget_PX4d"><div class="feedbackButtons_wn3V"><strong>Is this page helpful?</strong><div><button class="feedbackButton_UgQs"><span role="img" aria-label="like" class="anticon anticon-like"><svg viewBox="64 64 896 896" focusable="false" data-icon="like" width="1em" height="1em" fill="currentColor" aria-hidden="true"><path d="M885.9 533.7c16.8-22.2 26.1-49.4 26.1-77.7 0-44.9-25.1-87.4-65.5-111.1a67.67 67.67 0 00-34.3-9.3H572.4l6-122.9c1.4-29.7-9.1-57.9-29.5-79.4A106.62 106.62 0 00471 99.9c-52 0-98 35-111.8 85.1l-85.9 311H144c-17.7 0-32 14.3-32 32v364c0 17.7 14.3 32 32 32h601.3c9.2 0 18.2-1.8 26.5-5.4 47.6-20.3 78.3-66.8 78.3-118.4 0-12.6-1.8-25-5.4-
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