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2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path> </svg> </a></li> </ul> </div> </div> </div> </li> <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"> Solutions <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 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 pb-lg-3 mb-3 mb-lg-0"> <span class="d-block h4 color-fg-default my-1" id="solutions-by-company-size-heading">By company size</span> <ul class="list-style-none f5" aria-labelledby="solutions-by-company-size-heading"> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"enterprises","context":"solutions","tag":"link","label":"enterprises_link_solutions_navbar"}" href="https://github.com/enterprise"> Enterprises </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"small_and_medium_teams","context":"solutions","tag":"link","label":"small_and_medium_teams_link_solutions_navbar"}" href="https://github.com/team"> Small and medium teams </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"startups","context":"solutions","tag":"link","label":"startups_link_solutions_navbar"}" href="https://github.com/enterprise/startups"> Startups </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"nonprofits","context":"solutions","tag":"link","label":"nonprofits_link_solutions_navbar"}" href="/solutions/industry/nonprofits"> Nonprofits 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data-analytics-event="{"location":"navbar","action":"ci_cd","context":"solutions","tag":"link","label":"ci_cd_link_solutions_navbar"}" href="/solutions/use-case/ci-cd"> CI/CD </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"view_all_use_cases","context":"solutions","tag":"link","label":"view_all_use_cases_link_solutions_navbar"}" href="/solutions/use-case"> View all use cases </a></li> </ul> </div> </div> <div class="HeaderMenu-column px-lg-4"> <div class="border-bottom pb-3 pb-lg-0 border-lg-bottom-0"> <span class="d-block h4 color-fg-default my-1" id="solutions-by-industry-heading">By industry</span> <ul class="list-style-none f5" aria-labelledby="solutions-by-industry-heading"> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" 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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"> <span class="d-block h4 color-fg-default my-1" id="resources-topics-heading">Topics</span> <ul class="list-style-none f5" aria-labelledby="resources-topics-heading"> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"ai","context":"resources","tag":"link","label":"ai_link_resources_navbar"}" href="/resources/articles/ai"> AI </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"devops","context":"resources","tag":"link","label":"devops_link_resources_navbar"}" href="/resources/articles/devops"> DevOps </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 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1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path> </svg> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary Link--external" target="_blank" data-analytics-event="{"location":"navbar","action":"events_amp_webinars","context":"resources","tag":"link","label":"events_amp_webinars_link_resources_navbar"}" href="https://resources.github.com"> Events & Webinars <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-link-external HeaderMenu-external-icon color-fg-subtle"> <path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path> </svg> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"ebooks_amp_whitepapers","context":"resources","tag":"link","label":"ebooks_amp_whitepapers_link_resources_navbar"}" href="https://github.com/resources/whitepapers"> Ebooks & Whitepapers </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"customer_stories","context":"resources","tag":"link","label":"customer_stories_link_resources_navbar"}" href="https://github.com/customer-stories"> Customer Stories </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary Link--external" target="_blank" data-analytics-event="{"location":"navbar","action":"partners","context":"resources","tag":"link","label":"partners_link_resources_navbar"}" href="https://partner.github.com"> Partners <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-link-external HeaderMenu-external-icon color-fg-subtle"> <path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path> </svg> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"executive_insights","context":"resources","tag":"link","label":"executive_insights_link_resources_navbar"}" href="https://github.com/solutions/executive-insights"> Executive Insights </a></li> </ul> </div> </div> </div> </li> <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"> Open Source <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 px-lg-4"> <div class="HeaderMenu-column"> <div class="border-bottom pb-3 pb-lg-0 pb-lg-3 mb-3 mb-lg-0 mb-lg-3"> <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" data-analytics-event="{"location":"navbar","action":"github_sponsors","context":"open_source","tag":"link","label":"github_sponsors_link_open_source_navbar"}" href="/sponsors"> <div> <div class="color-fg-default h4">GitHub Sponsors</div> Fund open source developers </div> </a></li> </ul> </div> <div class="border-bottom pb-3 pb-lg-0 pb-lg-3 mb-3 mb-lg-0 mb-lg-3"> <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" data-analytics-event="{"location":"navbar","action":"the_readme_project","context":"open_source","tag":"link","label":"the_readme_project_link_open_source_navbar"}" href="https://github.com/readme"> <div> <div class="color-fg-default h4">The ReadME Project</div> GitHub community articles </div> </a></li> </ul> </div> <div class="border-bottom pb-3 pb-lg-0 border-bottom-0"> <span class="d-block h4 color-fg-default my-1" id="open-source-repositories-heading">Repositories</span> <ul class="list-style-none f5" aria-labelledby="open-source-repositories-heading"> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"topics","context":"open_source","tag":"link","label":"topics_link_open_source_navbar"}" href="https://github.com/topics"> Topics </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" 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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 px-lg-4"> <div class="HeaderMenu-column"> <div class="border-bottom pb-3 pb-lg-0 pb-lg-3 mb-3 mb-lg-0 mb-lg-3"> <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" data-analytics-event="{"location":"navbar","action":"enterprise_platform","context":"enterprise","tag":"link","label":"enterprise_platform_link_enterprise_navbar"}" href="/enterprise"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" 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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 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rel=\"nofollow\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/645061ebaedfd693060cde1ce67d8f97c71b2fc58004c815e96fb158d634ad00/68747470733a2f2f696d672e736869656c64732e696f2f656e64706f696e743f75726c3d68747470733a2f2f61727469666163746875622e696f2f62616467652f7265706f7369746f72792f636c6561726d6c\" alt=\"Artifact Hub\" data-canonical-src=\"https://img.shields.io/endpoint?url=https://artifacthub.io/badge/repository/clearml\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\u003c/p\u003e\n\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eClearML Server\u003c/h2\u003e\u003ca id=\"user-content-clearml-server\" class=\"anchor\" aria-label=\"Permalink: ClearML Server\" href=\"#clearml-server\"\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\u003ch4 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e\u003cem\u003eFormerly known as Trains Server\u003c/em\u003e\u003c/h4\u003e\u003ca id=\"user-content-formerly-known-as-trains-server\" class=\"anchor\" aria-label=\"Permalink: Formerly known as Trains Server\" href=\"#formerly-known-as-trains-server\"\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\"\u003eThe \u003cstrong\u003eClearML Server\u003c/strong\u003e is the backend service infrastructure for \u003ca href=\"https://github.com/clearml/clearml\"\u003eClearML\u003c/a\u003e.\nIt allows multiple users to collaborate and manage their experiments.\n\u003cstrong\u003eClearML\u003c/strong\u003e offers a \u003ca href=\"https://app.clear.ml/\" rel=\"nofollow\"\u003efree hosted service\u003c/a\u003e, which is maintained by \u003cstrong\u003eClearML\u003c/strong\u003e and open to anyone.\nIn order to host your own server, you will need to launch the \u003cstrong\u003eClearML Server\u003c/strong\u003e and point \u003cstrong\u003eClearML\u003c/strong\u003e to it.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eThe \u003cstrong\u003eClearML Server\u003c/strong\u003e contains the following components:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eThe \u003cstrong\u003eClearML\u003c/strong\u003e Web-App, a single-page UI for experiment management and browsing\u003c/li\u003e\n\u003cli\u003eRESTful API for:\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eDocumenting and logging experiment information, statistics and results\u003c/li\u003e\n\u003cli\u003eQuerying experiments history, logs and results\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003eLocally-hosted file server for storing images and models making them easily accessible using the Web-App\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003eYou can quickly \u003ca href=\"#launching-the-clearml-server\"\u003edeploy\u003c/a\u003e your \u003cstrong\u003eClearML Server\u003c/strong\u003e using Docker, AWS EC2 AMI, or Kubernetes.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eSystem design\u003c/h2\u003e\u003ca id=\"user-content-system-design\" class=\"anchor\" aria-label=\"Permalink: System design\" href=\"#system-design\"\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 target=\"_blank\" rel=\"noopener noreferrer\" href=\"/clearml/clearml-server/blob/master/docs/ClearML_Server_Diagram.png\"\u003e\u003cimg src=\"/clearml/clearml-server/raw/master/docs/ClearML_Server_Diagram.png\" alt=\"Alt Text\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eThe \u003cstrong\u003eClearML Server\u003c/strong\u003e has two supported configurations:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eSingle IP (domain) with the following open ports\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eWeb application on port 8080\u003c/li\u003e\n\u003cli\u003eAPI service on port 8008\u003c/li\u003e\n\u003cli\u003eFile storage service on port 8081\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eSub-Domain configuration with default http/s ports (80 or 443)\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eWeb application on sub-domain: app.*.*\u003c/li\u003e\n\u003cli\u003eAPI service on sub-domain: api.*.*\u003c/li\u003e\n\u003cli\u003eFile storage service on sub-domain: files.*.*\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eLaunching The ClearML Server\u003c/h2\u003e\u003ca id=\"user-content-launching-the-clearml-server\" class=\"anchor\" aria-label=\"Permalink: Launching The ClearML Server\" href=\"#launching-the-clearml-server\"\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\"\u003ePrerequisites\u003c/h3\u003e\u003ca id=\"user-content-prerequisites\" class=\"anchor\" aria-label=\"Permalink: Prerequisites\" href=\"#prerequisites\"\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\"\u003eThe ports 8080/8081/8008 must be available for the \u003cstrong\u003eClearML Server\u003c/strong\u003e services.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eFor example, to see if port \u003ccode\u003e8080\u003c/code\u003e is in use:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eLinux or macOS:\u003c/p\u003e\n\u003cdiv class=\"snippet-clipboard-content notranslate position-relative overflow-auto\" data-snippet-clipboard-copy-content=\" sudo lsof -Pn -i4 | grep :8080 | grep LISTEN\"\u003e\u003cpre class=\"notranslate\"\u003e\u003ccode\u003e sudo lsof -Pn -i4 | grep :8080 | grep LISTEN\n\u003c/code\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eWindows:\u003c/p\u003e\n\u003cdiv class=\"snippet-clipboard-content notranslate position-relative overflow-auto\" data-snippet-clipboard-copy-content=\" netstat -an |find /i \u0026quot;8080\u0026quot;\"\u003e\u003cpre class=\"notranslate\"\u003e\u003ccode\u003e netstat -an |find /i \"8080\"\n\u003c/code\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eLaunching\u003c/h3\u003e\u003ca id=\"user-content-launching\" class=\"anchor\" aria-label=\"Permalink: Launching\" href=\"#launching\"\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\"\u003eLaunch The \u003cstrong\u003eClearML Server\u003c/strong\u003e in any of the following formats:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003ePre-built \u003ca href=\"https://clear.ml/docs/latest/docs/deploying_clearml/clearml_server_aws_ec2_ami\" rel=\"nofollow\"\u003eAWS EC2 AMI\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003ePre-built \u003ca href=\"https://clear.ml/docs/latest/docs/deploying_clearml/clearml_server_gcp\" rel=\"nofollow\"\u003eGCP Custom Image\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003ePre-built Docker Image\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ca href=\"https://clear.ml/docs/latest/docs/deploying_clearml/clearml_server_linux_mac\" rel=\"nofollow\"\u003eLinux\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://clear.ml/docs/latest/docs/deploying_clearml/clearml_server_linux_mac\" rel=\"nofollow\"\u003emacOS\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://clear.ml/docs/latest/docs/deploying_clearml/clearml_server_win\" rel=\"nofollow\"\u003eWindows 10\u003c/a\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003eKubernetes\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ca href=\"https://clear.ml/docs/latest/docs/deploying_clearml/clearml_server_kubernetes_helm\" rel=\"nofollow\"\u003eKubernetes Helm\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003eManual \u003ca href=\"https://clear.ml/docs/latest/docs/deploying_clearml/clearml_server_kubernetes\" rel=\"nofollow\"\u003eKubernetes installation\u003c/a\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eConnecting ClearML to your ClearML Server\u003c/h2\u003e\u003ca id=\"user-content-connecting-clearml-to-your-clearml-server\" class=\"anchor\" aria-label=\"Permalink: Connecting ClearML to your ClearML Server\" href=\"#connecting-clearml-to-your-clearml-server\"\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\"\u003eIn order to set up the \u003cstrong\u003eClearML\u003c/strong\u003e client to work with your \u003cstrong\u003eClearML Server\u003c/strong\u003e:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eRun the \u003ccode\u003eclearml-init\u003c/code\u003e command for an interactive setup.\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eOr manually edit \u003ccode\u003e~/clearml.conf\u003c/code\u003e file, making sure the server settings (\u003ccode\u003eapi_server\u003c/code\u003e, \u003ccode\u003eweb_server\u003c/code\u003e, \u003ccode\u003efile_server\u003c/code\u003e) are configured correctly, for example:\u003c/p\u003e\n\u003cdiv class=\"snippet-clipboard-content notranslate position-relative overflow-auto\" data-snippet-clipboard-copy-content=\" api {\n # API server on port 8008\n api_server: \u0026quot;http://localhost:8008\u0026quot;\n\n # web_server on port 8080\n web_server: \u0026quot;http://localhost:8080\u0026quot;\n\n # file server on port 8081\n files_server: \u0026quot;http://localhost:8081\u0026quot;\n }\"\u003e\u003cpre class=\"notranslate\"\u003e\u003ccode\u003e api {\n # API server on port 8008\n api_server: \"http://localhost:8008\"\n\n # web_server on port 8080\n web_server: \"http://localhost:8080\"\n\n # file server on port 8081\n files_server: \"http://localhost:8081\"\n }\n\u003c/code\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eNote\u003c/strong\u003e: If you have set up your \u003cstrong\u003eClearML Server\u003c/strong\u003e in a sub-domain configuration, then there is no need to specify a port number,\nit will be inferred from the http/s scheme.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eAfter launching the \u003cstrong\u003eClearML Server\u003c/strong\u003e and configuring the \u003cstrong\u003eClearML\u003c/strong\u003e client to use the \u003cstrong\u003eClearML Server\u003c/strong\u003e,\nyou can \u003ca href=\"https://github.com/clearml/clearml\"\u003euse\u003c/a\u003e \u003cstrong\u003eClearML\u003c/strong\u003e in your experiments and view them in your \u003cstrong\u003eClearML Server\u003c/strong\u003e web server,\nfor example \u003ca href=\"http://localhost:8080\" rel=\"nofollow\"\u003ehttp://localhost:8080\u003c/a\u003e.\u003cbr\u003e\nFor more information about the ClearML client, see \u003ca href=\"https://github.com/clearml/clearml\"\u003e\u003cstrong\u003eClearML\u003c/strong\u003e\u003c/a\u003e.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eClearML-Agent Services \u003ca name=\"user-content-services\"\u003e\u003c/a\u003e\u003c/h2\u003e\u003ca id=\"user-content-clearml-agent-services--\" class=\"anchor\" aria-label=\"Permalink: ClearML-Agent Services \" href=\"#clearml-agent-services--\"\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\"\u003eAs of version 0.15 of \u003cstrong\u003eClearML Server\u003c/strong\u003e, dockerized deployment includes a \u003cstrong\u003eClearML-Agent Services\u003c/strong\u003e container running as\npart of the docker container collection.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eClearML-Agent Services is an extension of ClearML-Agent that provides the ability to launch long-lasting jobs\nthat previously had to be executed on local / dedicated machines. It allows a single agent to\nlaunch multiple dockers (Tasks) for different use cases. To name a few use cases, auto-scaler service (spinning instances\nwhen the need arises and the budget allows), Controllers (Implementing pipelines and more sophisticated DevOps logic),\nOptimizer (such as Hyper-parameter Optimization or sweeping), and Application (such as interactive Bokeh apps for\nincreased data transparency)\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eClearML-Agent Services container will spin \u003cstrong\u003eany\u003c/strong\u003e task enqueued into the dedicated \u003ccode\u003eservices\u003c/code\u003e queue.\nEvery task launched by ClearML-Agent Services will be registered as a new node in the system,\nproviding tracking and transparency capabilities.\u003cbr\u003e\nYou can also run the ClearML-Agent Services manually, see details in \u003ca href=\"https://github.com/clearml/clearml-agent#clearml-agent-services-mode-\"\u003eClearML-agent services mode\u003c/a\u003e\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eNote\u003c/strong\u003e: It is the user's responsibility to make sure the proper tasks are pushed into the \u003ccode\u003eservices\u003c/code\u003e queue.\nDo not enqueue training / inference tasks into the \u003ccode\u003eservices\u003c/code\u003e queue, as it will put unnecessary load on the server.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eAdvanced Functionality\u003c/h2\u003e\u003ca id=\"user-content-advanced-functionality\" class=\"anchor\" aria-label=\"Permalink: Advanced Functionality\" href=\"#advanced-functionality\"\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\"\u003eThe \u003cstrong\u003eClearML Server\u003c/strong\u003e provides a few additional useful features, which can be manually enabled:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ca href=\"https://clear.ml/docs/latest/docs/deploying_clearml/clearml_server_config#web-login-authentication\" rel=\"nofollow\"\u003eWeb login authentication\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://clear.ml/docs/latest/docs/deploying_clearml/clearml_server_config#non-responsive-task-watchdog\" rel=\"nofollow\"\u003eNon-responsive experiments watchdog\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\"\u003eRestarting ClearML Server\u003c/h2\u003e\u003ca id=\"user-content-restarting-clearml-server\" class=\"anchor\" aria-label=\"Permalink: Restarting ClearML Server\" href=\"#restarting-clearml-server\"\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\"\u003eTo restart the \u003cstrong\u003eClearML Server\u003c/strong\u003e, you must first stop the containers, and then restart them.\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"docker-compose down\ndocker-compose -f docker-compose.yml up\"\u003e\u003cpre\u003edocker-compose down\ndocker-compose -f docker-compose.yml up\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eUpgrading \u003ca name=\"user-content-upgrade\"\u003e\u003c/a\u003e\u003c/h2\u003e\u003ca id=\"user-content-upgrading-\" class=\"anchor\" aria-label=\"Permalink: Upgrading \" href=\"#upgrading-\"\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\u003cstrong\u003eClearML Server\u003c/strong\u003e releases are also reflected in the \u003ca href=\"https://github.com/clearml/clearml-server/blob/master/docker/docker-compose.yml\"\u003edocker compose configuration file\u003c/a\u003e.\u003cbr\u003e\nWe strongly encourage you to keep your \u003cstrong\u003eClearML Server\u003c/strong\u003e up to date, by keeping up with the current release.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eNote\u003c/strong\u003e: The following upgrade instructions use the Linux OS as an example.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eTo upgrade your existing \u003cstrong\u003eClearML Server\u003c/strong\u003e deployment:\u003c/p\u003e\n\u003col dir=\"auto\"\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eShut down the docker containers\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"docker-compose down\"\u003e\u003cpre\u003edocker-compose down\u003c/pre\u003e\u003c/div\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eWe highly recommend backing up your data directory before upgrading.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eAssuming your data directory is \u003ccode\u003e/opt/clearml\u003c/code\u003e, to archive all data into \u003ccode\u003e~/clearml_backup.tgz\u003c/code\u003e execute:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"sudo tar czvf ~/clearml_backup.tgz /opt/clearml/data\"\u003e\u003cpre\u003esudo tar czvf \u003cspan class=\"pl-k\"\u003e~\u003c/span\u003e/clearml_backup.tgz /opt/clearml/data\u003c/pre\u003e\u003c/div\u003e\n\u003cdetails\u003e\n\u003csummary\u003eRestore instructions:\u003c/summary\u003e\n\u003cp dir=\"auto\"\u003eTo restore this example backup, execute:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"sudo rm -R /opt/clearml/data\nsudo tar -xzf ~/clearml_backup.tgz -C /opt/clearml/data\"\u003e\u003cpre\u003esudo rm -R /opt/clearml/data\nsudo tar -xzf \u003cspan class=\"pl-k\"\u003e~\u003c/span\u003e/clearml_backup.tgz -C /opt/clearml/data\u003c/pre\u003e\u003c/div\u003e\n\u003c/details\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eDownload the latest \u003ccode\u003edocker-compose.yml\u003c/code\u003e file.\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"curl https://raw.githubusercontent.com/clearml/clearml-server/master/docker/docker-compose.yml -o docker-compose.yml \"\u003e\u003cpre\u003ecurl https://raw.githubusercontent.com/clearml/clearml-server/master/docker/docker-compose.yml -o docker-compose.yml \u003c/pre\u003e\u003c/div\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eConfigure the ClearML-Agent Services (not supported on Windows installation).\nIf \u003ccode\u003eCLEARML_HOST_IP\u003c/code\u003e is not provided, ClearML-Agent Services will use the external\npublic address of the \u003cstrong\u003eClearML Server\u003c/strong\u003e. If \u003ccode\u003eCLEARML_AGENT_GIT_USER\u003c/code\u003e / \u003ccode\u003eCLEARML_AGENT_GIT_PASS\u003c/code\u003e are not provided,\nthe ClearML-Agent Services will not be able to access any private repositories for running service tasks.\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"export CLEARML_HOST_IP=server_host_ip_here\nexport CLEARML_AGENT_GIT_USER=git_username_here\nexport CLEARML_AGENT_GIT_PASS=git_password_here\"\u003e\u003cpre\u003e\u003cspan class=\"pl-k\"\u003eexport\u003c/span\u003e CLEARML_HOST_IP=server_host_ip_here\n\u003cspan class=\"pl-k\"\u003eexport\u003c/span\u003e CLEARML_AGENT_GIT_USER=git_username_here\n\u003cspan class=\"pl-k\"\u003eexport\u003c/span\u003e CLEARML_AGENT_GIT_PASS=git_password_here\u003c/pre\u003e\u003c/div\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eSpin up the docker containers, it will automatically pull the latest \u003cstrong\u003eClearML Server\u003c/strong\u003e build\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"docker-compose -f docker-compose.yml pull\ndocker-compose -f docker-compose.yml up\"\u003e\u003cpre\u003edocker-compose -f docker-compose.yml pull\ndocker-compose -f docker-compose.yml up\u003c/pre\u003e\u003c/div\u003e\n\u003c/li\u003e\n\u003c/ol\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003e* If something went wrong along the way, check our FAQ: \u003ca href=\"https://clear.ml/docs/latest/docs/faq/\" rel=\"nofollow\"\u003eCommon Docker Upgrade Errors\u003c/a\u003e.\u003c/strong\u003e\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eCommunity \u0026amp; Support\u003c/h2\u003e\u003ca id=\"user-content-community--support\" class=\"anchor\" aria-label=\"Permalink: Community \u0026amp; Support\" href=\"#community--support\"\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\"\u003eIf you have any questions, look to the ClearML \u003ca href=\"https://clear.ml/docs/latest/docs/faq\" rel=\"nofollow\"\u003eFAQ\u003c/a\u003e, or\ntag your questions on \u003ca href=\"https://stackoverflow.com/questions/tagged/clearml\" rel=\"nofollow\"\u003estackoverflow\u003c/a\u003e with '\u003cstrong\u003eclearml\u003c/strong\u003e' tag.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eFor feature requests or bug reports, please use \u003ca href=\"https://github.com/clearml/clearml-server/issues\"\u003eGitHub issues\u003c/a\u003e.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eAdditionally, you can always find us at \u003cem\u003e\u003ca href=\"mailto:clearml@allegro.ai\"\u003eclearml@allegro.ai\u003c/a\u003e\u003c/em\u003e\u003c/p\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\"\u003e\u003ca href=\"https://github.com/mongodb/mongo/blob/master/LICENSE-Community.txt\"\u003eServer Side Public License v1.0\u003c/a\u003e\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eThe \u003cstrong\u003eClearML Server\u003c/strong\u003e relies on both \u003ca href=\"https://github.com/mongodb/mongo\"\u003eMongoDB\u003c/a\u003e and \u003ca href=\"https://github.com/elastic/elasticsearch\"\u003eElasticSearch\u003c/a\u003e.\nWith the recent changes in both MongoDB's and ElasticSearch's OSS license, we feel it is our responsibility as a\nmember of the community to support the projects we love and cherish.\nWe believe the cause for the license change in both cases is more than just,\nand chose \u003ca href=\"https://www.mongodb.com/licensing/server-side-public-license\" rel=\"nofollow\"\u003eSSPL\u003c/a\u003e because it is the more general and flexible of the two licenses.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eThis is our way to say - we support you guys!\u003c/p\u003e\n\u003c/article\u003e","loaded":true,"timedOut":false,"errorMessage":null,"headerInfo":{"toc":[{"level":2,"text":"ClearML Server","anchor":"clearml-server","htmlText":"ClearML Server"},{"level":4,"text":"Formerly known as Trains Server","anchor":"formerly-known-as-trains-server","htmlText":"Formerly known as Trains Server"},{"level":2,"text":"System design","anchor":"system-design","htmlText":"System design"},{"level":2,"text":"Launching The ClearML Server","anchor":"launching-the-clearml-server","htmlText":"Launching The ClearML Server"},{"level":3,"text":"Prerequisites","anchor":"prerequisites","htmlText":"Prerequisites"},{"level":3,"text":"Launching","anchor":"launching","htmlText":"Launching"},{"level":2,"text":"Connecting ClearML to your ClearML Server","anchor":"connecting-clearml-to-your-clearml-server","htmlText":"Connecting ClearML to your ClearML Server"},{"level":2,"text":"ClearML-Agent Services ","anchor":"clearml-agent-services--","htmlText":"ClearML-Agent Services "},{"level":2,"text":"Advanced Functionality","anchor":"advanced-functionality","htmlText":"Advanced Functionality"},{"level":2,"text":"Restarting ClearML Server","anchor":"restarting-clearml-server","htmlText":"Restarting ClearML Server"},{"level":2,"text":"Upgrading ","anchor":"upgrading-","htmlText":"Upgrading "},{"level":2,"text":"Community \u0026 Support","anchor":"community--support","htmlText":"Community \u0026amp; Support"},{"level":2,"text":"License","anchor":"license","htmlText":"License"}],"siteNavLoginPath":"/login?return_to=https%3A%2F%2Fgithub.com%2Fclearml%2Fclearml-server"}},{"displayName":"LICENSE","repoName":"clearml-server","refName":"master","path":"LICENSE","preferredFileType":"license","tabName":"License","richText":null,"loaded":false,"timedOut":false,"errorMessage":null,"headerInfo":{"toc":null,"siteNavLoginPath":"/login?return_to=https%3A%2F%2Fgithub.com%2Fclearml%2Fclearml-server"}}],"overviewFilesProcessingTime":0}},"appPayload":{"helpUrl":"https://docs.github.com","findFileWorkerPath":"/assets-cdn/worker/find-file-worker-7d7eb7c71814.js","findInFileWorkerPath":"/assets-cdn/worker/find-in-file-worker-96e76d5fdb2c.js","githubDevUrl":null,"enabled_features":{"copilot_workspace":null,"code_nav_ui_events":false,"overview_shared_code_dropdown_button":false,"react_blob_overlay":false,"accessible_code_button":true,"github_models_repo_integration":false}}}}</script> <div 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href="/clearml/clearml-server/blob/master/docs/clearml_server_logo.png"><img src="/clearml/clearml-server/raw/master/docs/clearml_server_logo.png" width="250px" style="max-width: 100%;"></a> <p dir="auto"><strong>ClearML - Auto-Magical Suite of tools to streamline your ML workflow <br>Experiment Manager, ML-Ops and Data-Management</strong></p> <p dir="auto"><a href="https://img.shields.io/badge/license-SSPL-green.svg" rel="nofollow"><img src="https://camo.githubusercontent.com/03f8ed05e3fd9ad00c13aec9e1c0d4415f6742c88287a4d0c953afbe0a8c1dd4/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f6c6963656e73652d5353504c2d677265656e2e737667" alt="GitHub license" data-canonical-src="https://img.shields.io/badge/license-SSPL-green.svg" style="max-width: 100%;"></a> <a href="https://img.shields.io/badge/python-3.9-blue.svg" rel="nofollow"><img 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src="https://camo.githubusercontent.com/645061ebaedfd693060cde1ce67d8f97c71b2fc58004c815e96fb158d634ad00/68747470733a2f2f696d672e736869656c64732e696f2f656e64706f696e743f75726c3d68747470733a2f2f61727469666163746875622e696f2f62616467652f7265706f7369746f72792f636c6561726d6c" alt="Artifact Hub" data-canonical-src="https://img.shields.io/endpoint?url=https://artifacthub.io/badge/repository/clearml" style="max-width: 100%;"></a></p> </div> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">ClearML Server</h2><a id="user-content-clearml-server" class="anchor" aria-label="Permalink: ClearML Server" href="#clearml-server"><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"><h4 tabindex="-1" class="heading-element" dir="auto"><em>Formerly known as Trains Server</em></h4><a id="user-content-formerly-known-as-trains-server" class="anchor" aria-label="Permalink: Formerly known as Trains Server" href="#formerly-known-as-trains-server"><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">The <strong>ClearML Server</strong> is the backend service infrastructure for <a href="https://github.com/clearml/clearml">ClearML</a>. It allows multiple users to collaborate and manage their experiments. <strong>ClearML</strong> offers a <a href="https://app.clear.ml/" rel="nofollow">free hosted service</a>, which is maintained by <strong>ClearML</strong> and open to anyone. In order to host your own server, you will need to launch the <strong>ClearML Server</strong> and point <strong>ClearML</strong> to it.</p> <p dir="auto">The <strong>ClearML Server</strong> contains the following components:</p> <ul dir="auto"> <li>The <strong>ClearML</strong> Web-App, a single-page UI for experiment management and browsing</li> <li>RESTful API for: <ul dir="auto"> <li>Documenting and logging experiment information, statistics and results</li> <li>Querying experiments history, logs and results</li> </ul> </li> <li>Locally-hosted file server for storing images and models making them easily accessible using the Web-App</li> </ul> <p dir="auto">You can quickly <a href="#launching-the-clearml-server">deploy</a> your <strong>ClearML Server</strong> using Docker, AWS EC2 AMI, or Kubernetes.</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">System design</h2><a id="user-content-system-design" class="anchor" aria-label="Permalink: System design" href="#system-design"><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 target="_blank" rel="noopener noreferrer" href="/clearml/clearml-server/blob/master/docs/ClearML_Server_Diagram.png"><img src="/clearml/clearml-server/raw/master/docs/ClearML_Server_Diagram.png" alt="Alt Text" style="max-width: 100%;"></a></p> <p dir="auto">The <strong>ClearML Server</strong> has two supported configurations:</p> <ul dir="auto"> <li> <p dir="auto">Single IP (domain) with the following open ports</p> <ul dir="auto"> <li>Web application on port 8080</li> <li>API service on port 8008</li> <li>File storage service on port 8081</li> </ul> </li> <li> <p dir="auto">Sub-Domain configuration with default http/s ports (80 or 443)</p> <ul dir="auto"> <li>Web application on sub-domain: app.*.*</li> <li>API service on sub-domain: api.*.*</li> <li>File storage service on sub-domain: files.*.*</li> </ul> </li> </ul> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Launching The ClearML Server</h2><a id="user-content-launching-the-clearml-server" class="anchor" aria-label="Permalink: Launching The ClearML Server" href="#launching-the-clearml-server"><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">Prerequisites</h3><a id="user-content-prerequisites" class="anchor" aria-label="Permalink: Prerequisites" href="#prerequisites"><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">The ports 8080/8081/8008 must be available for the <strong>ClearML Server</strong> services.</p> <p dir="auto">For example, to see if port <code>8080</code> is in use:</p> <ul dir="auto"> <li> <p dir="auto">Linux or macOS:</p> <div class="snippet-clipboard-content notranslate position-relative overflow-auto" data-snippet-clipboard-copy-content=" sudo lsof -Pn -i4 | grep :8080 | grep LISTEN"><pre class="notranslate"><code> sudo lsof -Pn -i4 | grep :8080 | grep LISTEN </code></pre></div> </li> <li> <p dir="auto">Windows:</p> <div class="snippet-clipboard-content notranslate position-relative overflow-auto" data-snippet-clipboard-copy-content=" netstat -an |find /i "8080""><pre class="notranslate"><code> netstat -an |find /i "8080" </code></pre></div> </li> </ul> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Launching</h3><a id="user-content-launching" class="anchor" aria-label="Permalink: Launching" href="#launching"><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">Launch The <strong>ClearML Server</strong> in any of the following formats:</p> <ul dir="auto"> <li>Pre-built <a href="https://clear.ml/docs/latest/docs/deploying_clearml/clearml_server_aws_ec2_ami" rel="nofollow">AWS EC2 AMI</a></li> <li>Pre-built <a href="https://clear.ml/docs/latest/docs/deploying_clearml/clearml_server_gcp" rel="nofollow">GCP Custom Image</a></li> <li>Pre-built Docker Image <ul dir="auto"> <li><a href="https://clear.ml/docs/latest/docs/deploying_clearml/clearml_server_linux_mac" rel="nofollow">Linux</a></li> <li><a href="https://clear.ml/docs/latest/docs/deploying_clearml/clearml_server_linux_mac" rel="nofollow">macOS</a></li> <li><a href="https://clear.ml/docs/latest/docs/deploying_clearml/clearml_server_win" rel="nofollow">Windows 10</a></li> </ul> </li> <li>Kubernetes <ul dir="auto"> <li><a href="https://clear.ml/docs/latest/docs/deploying_clearml/clearml_server_kubernetes_helm" rel="nofollow">Kubernetes Helm</a></li> <li>Manual <a href="https://clear.ml/docs/latest/docs/deploying_clearml/clearml_server_kubernetes" rel="nofollow">Kubernetes installation</a></li> </ul> </li> </ul> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Connecting ClearML to your ClearML Server</h2><a id="user-content-connecting-clearml-to-your-clearml-server" class="anchor" aria-label="Permalink: Connecting ClearML to your ClearML Server" href="#connecting-clearml-to-your-clearml-server"><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">In order to set up the <strong>ClearML</strong> client to work with your <strong>ClearML Server</strong>:</p> <ul dir="auto"> <li> <p dir="auto">Run the <code>clearml-init</code> command for an interactive setup.</p> </li> <li> <p dir="auto">Or manually edit <code>~/clearml.conf</code> file, making sure the server settings (<code>api_server</code>, <code>web_server</code>, <code>file_server</code>) are configured correctly, for example:</p> <div class="snippet-clipboard-content notranslate position-relative overflow-auto" data-snippet-clipboard-copy-content=" api { # API server on port 8008 api_server: "http://localhost:8008" # web_server on port 8080 web_server: "http://localhost:8080" # file server on port 8081 files_server: "http://localhost:8081" }"><pre class="notranslate"><code> api { # API server on port 8008 api_server: "http://localhost:8008" # web_server on port 8080 web_server: "http://localhost:8080" # file server on port 8081 files_server: "http://localhost:8081" } </code></pre></div> </li> </ul> <p dir="auto"><strong>Note</strong>: If you have set up your <strong>ClearML Server</strong> in a sub-domain configuration, then there is no need to specify a port number, it will be inferred from the http/s scheme.</p> <p dir="auto">After launching the <strong>ClearML Server</strong> and configuring the <strong>ClearML</strong> client to use the <strong>ClearML Server</strong>, you can <a href="https://github.com/clearml/clearml">use</a> <strong>ClearML</strong> in your experiments and view them in your <strong>ClearML Server</strong> web server, for example <a href="http://localhost:8080" rel="nofollow">http://localhost:8080</a>.<br> For more information about the ClearML client, see <a href="https://github.com/clearml/clearml"><strong>ClearML</strong></a>.</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">ClearML-Agent Services <a name="user-content-services"></a></h2><a id="user-content-clearml-agent-services--" class="anchor" aria-label="Permalink: ClearML-Agent Services " href="#clearml-agent-services--"><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">As of version 0.15 of <strong>ClearML Server</strong>, dockerized deployment includes a <strong>ClearML-Agent Services</strong> container running as part of the docker container collection.</p> <p dir="auto">ClearML-Agent Services is an extension of ClearML-Agent that provides the ability to launch long-lasting jobs that previously had to be executed on local / dedicated machines. It allows a single agent to launch multiple dockers (Tasks) for different use cases. To name a few use cases, auto-scaler service (spinning instances when the need arises and the budget allows), Controllers (Implementing pipelines and more sophisticated DevOps logic), Optimizer (such as Hyper-parameter Optimization or sweeping), and Application (such as interactive Bokeh apps for increased data transparency)</p> <p dir="auto">ClearML-Agent Services container will spin <strong>any</strong> task enqueued into the dedicated <code>services</code> queue. Every task launched by ClearML-Agent Services will be registered as a new node in the system, providing tracking and transparency capabilities.<br> You can also run the ClearML-Agent Services manually, see details in <a href="https://github.com/clearml/clearml-agent#clearml-agent-services-mode-">ClearML-agent services mode</a></p> <p dir="auto"><strong>Note</strong>: It is the user's responsibility to make sure the proper tasks are pushed into the <code>services</code> queue. Do not enqueue training / inference tasks into the <code>services</code> queue, as it will put unnecessary load on the server.</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Advanced Functionality</h2><a id="user-content-advanced-functionality" class="anchor" aria-label="Permalink: Advanced Functionality" href="#advanced-functionality"><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">The <strong>ClearML Server</strong> provides a few additional useful features, which can be manually enabled:</p> <ul dir="auto"> <li><a href="https://clear.ml/docs/latest/docs/deploying_clearml/clearml_server_config#web-login-authentication" rel="nofollow">Web login authentication</a></li> <li><a href="https://clear.ml/docs/latest/docs/deploying_clearml/clearml_server_config#non-responsive-task-watchdog" rel="nofollow">Non-responsive experiments watchdog</a></li> </ul> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Restarting ClearML Server</h2><a id="user-content-restarting-clearml-server" class="anchor" aria-label="Permalink: Restarting ClearML Server" href="#restarting-clearml-server"><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">To restart the <strong>ClearML Server</strong>, you must first stop the containers, and then restart them.</p> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="docker-compose down docker-compose -f docker-compose.yml up"><pre>docker-compose down docker-compose -f docker-compose.yml up</pre></div> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Upgrading <a name="user-content-upgrade"></a></h2><a id="user-content-upgrading-" class="anchor" aria-label="Permalink: Upgrading " href="#upgrading-"><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"><strong>ClearML Server</strong> releases are also reflected in the <a href="https://github.com/clearml/clearml-server/blob/master/docker/docker-compose.yml">docker compose configuration file</a>.<br> We strongly encourage you to keep your <strong>ClearML Server</strong> up to date, by keeping up with the current release.</p> <p dir="auto"><strong>Note</strong>: The following upgrade instructions use the Linux OS as an example.</p> <p dir="auto">To upgrade your existing <strong>ClearML Server</strong> deployment:</p> <ol dir="auto"> <li> <p dir="auto">Shut down the docker containers</p> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="docker-compose down"><pre>docker-compose down</pre></div> </li> <li> <p dir="auto">We highly recommend backing up your data directory before upgrading.</p> <p dir="auto">Assuming your data directory is <code>/opt/clearml</code>, to archive all data into <code>~/clearml_backup.tgz</code> execute:</p> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="sudo tar czvf ~/clearml_backup.tgz /opt/clearml/data"><pre>sudo tar czvf <span class="pl-k">~</span>/clearml_backup.tgz /opt/clearml/data</pre></div> <details> <summary>Restore instructions:</summary> <p dir="auto">To restore this example backup, execute:</p> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="sudo rm -R /opt/clearml/data sudo tar -xzf ~/clearml_backup.tgz -C /opt/clearml/data"><pre>sudo rm -R /opt/clearml/data sudo tar -xzf <span class="pl-k">~</span>/clearml_backup.tgz -C /opt/clearml/data</pre></div> </details> </li> <li> <p dir="auto">Download the latest <code>docker-compose.yml</code> file.</p> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="curl https://raw.githubusercontent.com/clearml/clearml-server/master/docker/docker-compose.yml -o docker-compose.yml "><pre>curl https://raw.githubusercontent.com/clearml/clearml-server/master/docker/docker-compose.yml -o docker-compose.yml </pre></div> </li> <li> <p dir="auto">Configure the ClearML-Agent Services (not supported on Windows installation). If <code>CLEARML_HOST_IP</code> is not provided, ClearML-Agent Services will use the external public address of the <strong>ClearML Server</strong>. If <code>CLEARML_AGENT_GIT_USER</code> / <code>CLEARML_AGENT_GIT_PASS</code> are not provided, the ClearML-Agent Services will not be able to access any private repositories for running service tasks.</p> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="export CLEARML_HOST_IP=server_host_ip_here export CLEARML_AGENT_GIT_USER=git_username_here export CLEARML_AGENT_GIT_PASS=git_password_here"><pre><span class="pl-k">export</span> CLEARML_HOST_IP=server_host_ip_here <span class="pl-k">export</span> CLEARML_AGENT_GIT_USER=git_username_here <span class="pl-k">export</span> CLEARML_AGENT_GIT_PASS=git_password_here</pre></div> </li> <li> <p dir="auto">Spin up the docker containers, it will automatically pull the latest <strong>ClearML Server</strong> build</p> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="docker-compose -f docker-compose.yml pull docker-compose -f docker-compose.yml up"><pre>docker-compose -f docker-compose.yml pull docker-compose -f docker-compose.yml up</pre></div> </li> </ol> <p dir="auto"><strong>* If something went wrong along the way, check our FAQ: <a href="https://clear.ml/docs/latest/docs/faq/" rel="nofollow">Common Docker Upgrade Errors</a>.</strong></p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Community & Support</h2><a id="user-content-community--support" class="anchor" aria-label="Permalink: Community & Support" href="#community--support"><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">If you have any questions, look to the ClearML <a href="https://clear.ml/docs/latest/docs/faq" rel="nofollow">FAQ</a>, or tag your questions on <a href="https://stackoverflow.com/questions/tagged/clearml" rel="nofollow">stackoverflow</a> with '<strong>clearml</strong>' tag.</p> <p dir="auto">For feature requests or bug reports, please use <a href="https://github.com/clearml/clearml-server/issues">GitHub issues</a>.</p> <p dir="auto">Additionally, you can always find us at <em><a href="mailto:clearml@allegro.ai">clearml@allegro.ai</a></em></p> <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"><a href="https://github.com/mongodb/mongo/blob/master/LICENSE-Community.txt">Server Side Public License v1.0</a></p> <p dir="auto">The <strong>ClearML Server</strong> relies on both <a href="https://github.com/mongodb/mongo">MongoDB</a> and <a href="https://github.com/elastic/elasticsearch">ElasticSearch</a>. With the recent changes in both MongoDB's and ElasticSearch's OSS license, we feel it is our responsibility as a member of the community to support the projects we love and cherish. We believe the cause for the license change in both cases is more than just, and chose <a href="https://www.mongodb.com/licensing/server-side-public-license" rel="nofollow">SSPL</a> because it is the more general and flexible of the two licenses.</p> <p dir="auto">This is our way to say - we support you guys!</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="hXUHo5OMMi959J1oanjAr90Z+rRQGElSD+mWtikeVLsk+0PcOj20JLED7NbaQ/ft2hLAJitMoCADmTxJ7Uju8w==" /> </div> <div data-view-component="true" class="Layout-sidebar"> <div class="BorderGrid about-margin" data-pjax> <div class="BorderGrid-row"> <div class="BorderGrid-cell"> <div class="hide-sm hide-md"> <h2 class="mb-3 h4">About</h2> <p class="f4 my-3"> ClearML - Auto-Magical CI/CD to streamline your AI workload. 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class="Link--primary no-underline Link">Releases <span title="46" data-view-component="true" class="Counter">46</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="/clearml/clearml-server/releases/tag/v2.0.0"> <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: 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