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GitHub - clearml/clearml-session: ClearML Remote - CLI for launching JupyterLab / VSCode on a remote machine
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data-view-component="true" class="octicon octicon-copilot color-fg-subtle mr-3"> <path d="M23.922 16.992c-.861 1.495-5.859 5.023-11.922 5.023-6.063 0-11.061-3.528-11.922-5.023A.641.641 0 0 1 0 16.736v-2.869a.841.841 0 0 1 .053-.22c.372-.935 1.347-2.292 2.605-2.656.167-.429.414-1.055.644-1.517a10.195 10.195 0 0 1-.052-1.086c0-1.331.282-2.499 1.132-3.368.397-.406.89-.717 1.474-.952 1.399-1.136 3.392-2.093 6.122-2.093 2.731 0 4.767.957 6.166 2.093.584.235 1.077.546 1.474.952.85.869 1.132 2.037 1.132 3.368 0 .368-.014.733-.052 1.086.23.462.477 1.088.644 1.517 1.258.364 2.233 1.721 2.605 2.656a.832.832 0 0 1 .053.22v2.869a.641.641 0 0 1-.078.256ZM12.172 11h-.344a4.323 4.323 0 0 1-.355.508C10.703 12.455 9.555 13 7.965 13c-1.725 0-2.989-.359-3.782-1.259a2.005 2.005 0 0 1-.085-.104L4 11.741v6.585c1.435.779 4.514 2.179 8 2.179 3.486 0 6.565-1.4 8-2.179v-6.585l-.098-.104s-.033.045-.085.104c-.793.9-2.057 1.259-3.782 1.259-1.59 0-2.738-.545-3.508-1.492a4.323 4.323 0 0 1-.355-.508h-.016.016Zm.641-2.935c.136 1.057.403 1.913.878 2.497.442.544 1.134.938 2.344.938 1.573 0 2.292-.337 2.657-.751.384-.435.558-1.15.558-2.361 0-1.14-.243-1.847-.705-2.319-.477-.488-1.319-.862-2.824-1.025-1.487-.161-2.192.138-2.533.529-.269.307-.437.808-.438 1.578v.021c0 .265.021.562.063.893Zm-1.626 0c.042-.331.063-.628.063-.894v-.02c-.001-.77-.169-1.271-.438-1.578-.341-.391-1.046-.69-2.533-.529-1.505.163-2.347.537-2.824 1.025-.462.472-.705 1.179-.705 2.319 0 1.211.175 1.926.558 2.361.365.414 1.084.751 2.657.751 1.21 0 1.902-.394 2.344-.938.475-.584.742-1.44.878-2.497Z"></path><path d="M14.5 14.25a1 1 0 0 1 1 1v2a1 1 0 0 1-2 0v-2a1 1 0 0 1 1-1Zm-5 0a1 1 0 0 1 1 1v2a1 1 0 0 1-2 0v-2a1 1 0 0 1 1-1Z"></path> </svg> <div> <div class="color-fg-default h4">GitHub Copilot</div> Write better code with AI </div> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description pb-lg-3" 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1.75h-9.69l-3.573 3.573A1.458 1.458 0 0 1 5 21.043V18.5H3.25a1.75 1.75 0 0 1-1.75-1.75ZM3.25 4a.25.25 0 0 0-.25.25v12.5c0 .138.112.25.25.25h2.5a.75.75 0 0 1 .75.75v3.19l3.72-3.72a.749.749 0 0 1 .53-.22h10a.25.25 0 0 0 .25-.25V4.25a.25.25 0 0 0-.25-.25Z"></path> </svg> <div> <div class="color-fg-default h4">Code Review</div> Manage code changes </div> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description pb-lg-3" data-analytics-event="{"location":"navbar","action":"discussions","context":"product","tag":"link","label":"discussions_link_product_navbar"}" href="https://github.com/features/discussions"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-comment-discussion color-fg-subtle mr-3"> <path d="M1.75 1h12.5c.966 0 1.75.784 1.75 1.75v9.5A1.75 1.75 0 0 1 14.25 14H8.061l-2.574 2.573A1.458 1.458 0 0 1 3 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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 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Link--secondary" data-analytics-event="{"location":"navbar","action":"view_all_industries","context":"solutions","tag":"link","label":"view_all_industries_link_solutions_navbar"}" href="/solutions/industry"> View all industries </a></li> </ul> </div> </div> <div class="HeaderMenu-trailing-link rounded-bottom-2 flex-shrink-0 mt-lg-4 px-lg-4 py-4 py-lg-3 f5 text-semibold"> <a href="/solutions"> View all solutions <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-right HeaderMenu-trailing-link-icon"> <path d="M6.22 3.22a.75.75 0 0 1 1.06 0l4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L9.94 8 6.22 4.28a.75.75 0 0 1 0-1.06Z"></path> </svg> </a> </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"> Resources <svg opacity="0.5" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-down HeaderMenu-icon ml-1"> <path d="M12.78 5.22a.749.749 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.06 0L3.22 6.28a.749.749 0 1 1 1.06-1.06L8 8.939l3.72-3.719a.749.749 0 0 1 1.06 0Z"></path> </svg> </button> <div class="HeaderMenu-dropdown dropdown-menu rounded m-0 p-0 pt-2 pt-lg-4 position-relative position-lg-absolute left-0 left-lg-n3 pb-2 pb-lg-4 d-lg-flex flex-wrap dropdown-menu-wide"> <div class="HeaderMenu-column px-lg-4 border-lg-right mb-4 mb-lg-0 pr-lg-7"> <div class="border-bottom pb-3 pb-lg-0 border-lg-bottom-0"> <span class="d-block h4 color-fg-default my-1" id="resources-topics-heading">Topics</span> <ul 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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" data-analytics-event="{"location":"navbar","action":"trending","context":"open_source","tag":"link","label":"trending_link_open_source_navbar"}" href="https://github.com/trending"> Trending </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" 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</div> </modal-dialog></div> </div> <div data-action="click:qbsearch-input#retract" class="dark-backdrop position-fixed" hidden data-target="qbsearch-input.darkBackdrop"></div> <div class="color-fg-default"> <dialog-helper> <dialog data-target="qbsearch-input.feedbackDialog" data-action="close:qbsearch-input#handleDialogClose cancel:qbsearch-input#handleDialogClose" id="feedback-dialog" aria-modal="true" aria-labelledby="feedback-dialog-title" aria-describedby="feedback-dialog-description" data-view-component="true" class="Overlay Overlay-whenNarrow Overlay--size-medium Overlay--motion-scaleFade Overlay--disableScroll"> <div data-view-component="true" class="Overlay-header"> <div class="Overlay-headerContentWrap"> <div class="Overlay-titleWrap"> <h1 class="Overlay-title " id="feedback-dialog-title"> Provide feedback </h1> </div> <div class="Overlay-actionWrap"> <button data-close-dialog-id="feedback-dialog" aria-label="Close" type="button" data-view-component="true" class="close-button 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seriously.</p> <textarea name="feedback" class="form-control width-full mb-2" style="height: 120px" id="feedback"></textarea> <input name="include_email" id="include_email" aria-label="Include my email address so I can be contacted" class="form-control mr-2" type="checkbox"> <label for="include_email" style="font-weight: normal">Include my email address so I can be contacted</label> </form></div> </scrollable-region> <div data-view-component="true" class="Overlay-footer Overlay-footer--alignEnd"> <button data-close-dialog-id="feedback-dialog" type="button" data-view-component="true" class="btn"> Cancel </button> <button form="code-search-feedback-form" data-action="click:qbsearch-input#submitFeedback" type="submit" data-view-component="true" class="btn-primary btn"> Submit feedback </button> </div> </dialog></dialog-helper> <custom-scopes data-target="qbsearch-input.customScopesManager"> <dialog-helper> <dialog data-target="custom-scopes.customScopesModalDialog" data-action="close:qbsearch-input#handleDialogClose cancel:qbsearch-input#handleDialogClose" id="custom-scopes-dialog" aria-modal="true" aria-labelledby="custom-scopes-dialog-title" aria-describedby="custom-scopes-dialog-description" data-view-component="true" class="Overlay Overlay-whenNarrow Overlay--size-medium Overlay--motion-scaleFade Overlay--disableScroll"> <div data-view-component="true" class="Overlay-header Overlay-header--divided"> <div class="Overlay-headerContentWrap"> <div class="Overlay-titleWrap"> <h1 class="Overlay-title " id="custom-scopes-dialog-title"> Saved searches </h1> <h2 id="custom-scopes-dialog-description" class="Overlay-description">Use saved searches to filter your results more quickly</h2> </div> <div class="Overlay-actionWrap"> <button data-close-dialog-id="custom-scopes-dialog" aria-label="Close" type="button" data-view-component="true" class="close-button Overlay-closeButton"><svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x"> <path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path> </svg></button> </div> </div> </div> <scrollable-region data-labelled-by="custom-scopes-dialog-title"> <div data-view-component="true" class="Overlay-body"> <div data-target="custom-scopes.customScopesModalDialogFlash"></div> <div hidden class="create-custom-scope-form" data-target="custom-scopes.createCustomScopeForm"> <!-- '"` --><!-- </textarea></xmp> --></option></form><form id="custom-scopes-dialog-form" data-turbo="false" action="/search/custom_scopes" accept-charset="UTF-8" method="post"><input type="hidden" data-csrf="true" name="authenticity_token" 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rel=\"nofollow\"\u003e\u003cimg src=\"https://github.com/clearml/clearml/raw/master/docs/clearml-logo.svg?raw=true\" width=\"250px\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e\u003cstrong\u003e\u003ccode\u003eclearml-session\u003c/code\u003e \u003cbr\u003e CLI for launching JupyterLab / VSCode / SSH on a remote machine\u003c/strong\u003e\u003c/h2\u003e\u003ca id=\"user-content-clearml-session--cli-for-launching-jupyterlab--vscode--ssh-on-a-remote-machine\" class=\"anchor\" aria-label=\"Permalink: clearml-session CLI for launching JupyterLab / VSCode / SSH on a remote machine\" href=\"#clearml-session--cli-for-launching-jupyterlab--vscode--ssh-on-a-remote-machine\"\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\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e🔥 NEW in version \u003ccode\u003e0.13\u003c/code\u003e \u003ca href=\"#-store-and-synchronize-interactive-session-workspace\"\u003eWorkspace Syncing\u003c/a\u003e 🚀\u003c/h2\u003e\u003ca id=\"user-content--new-in-version-013-workspace-syncing-\" class=\"anchor\" aria-label=\"Permalink: 🔥 NEW in version 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src=\"https://camo.githubusercontent.com/403ccabdcae37e425ca52a7a688694131177b8d24b394634091138661aa6ae2c/68747470733a2f2f696d672e736869656c64732e696f2f707970692f762f636c6561726d6c2d73657373696f6e2e737667\" alt=\"PyPI version shields.io\" data-canonical-src=\"https://img.shields.io/pypi/v/clearml-session.svg\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\n\u003ca href=\"https://pypi.python.org/pypi/clearml-session/\" rel=\"nofollow\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/2ecb33a7625d1e983329cd4b2a57e3b4fba119386e027e78bb2258f3cd1a212b/68747470733a2f2f696d672e736869656c64732e696f2f707970692f7374617475732f636c6561726d6c2d73657373696f6e2e737667\" alt=\"PyPI status\" data-canonical-src=\"https://img.shields.io/pypi/status/clearml-session.svg\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\n\u003ca href=\"https://joinslack.clear.ml\" rel=\"nofollow\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/149694a522fd5252ddaed69c90faaccf268858700492e6d8fc7010f6eb199bd9/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f736c61636b2d253233636c6561726d6c2d2d636f6d6d756e6974792d626c756576696f6c65743f6c6f676f3d736c61636b\" alt=\"Slack Channel\" data-canonical-src=\"https://img.shields.io/badge/slack-%23clearml--community-blueviolet?logo=slack\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e\u003ccode\u003e🌟 ClearML is open-source - Leave a star to support the project! 🌟\u003c/code\u003e\u003c/p\u003e\n\u003c/div\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003e\u003ccode\u003eclearml-session\u003c/code\u003e\u003c/strong\u003e is a utility for launching detachable remote interactive sessions (MacOS, Windows, Linux)\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003etl;dr\u003c/h3\u003e\u003ca id=\"user-content-tldr\" class=\"anchor\" aria-label=\"Permalink: tl;dr\" href=\"#tldr\"\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\u003eCLI to launch a remote session of Jupyter-Lab / VSCode / SSH,\ninside any docker container on any deployment, Cloud / Kubernetes / Bare-Metal\u003c/strong\u003e\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e🔰 What does it do?\u003c/h3\u003e\u003ca id=\"user-content--what-does-it-do\" class=\"anchor\" aria-label=\"Permalink: 🔰 What does it do?\" href=\"#-what-does-it-do\"\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\"\u003eStarting a clearml (ob)session from your local machine triggers the following:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eClearML allocates a remote instance (GPU) from your dedicated pool\u003c/li\u003e\n\u003cli\u003eOn the allocated instance it will spin \u003cstrong\u003ejupyter-lab\u003c/strong\u003e + \u003cstrong\u003evscode server\u003c/strong\u003e + \u003cstrong\u003eSSH\u003c/strong\u003e access for\ninteractive usage (i.e., development)\u003c/li\u003e\n\u003cli\u003eClearML will start monitoring machine performance, allowing DevOps to detect stale instances and spin them down\u003c/li\u003e\n\u003cli\u003eNEW 🔥 Kubernetes support, develop directly inside your pods! No kubectl required!\nRead more about \u003ccode\u003eclearml-agent\u003c/code\u003e and interactive sessions \u003ca href=\"https://clear.ml/docs/latest/docs/clearml_agent/#kubernetes\" rel=\"nofollow\"\u003ehere\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003eNEW 🎉 Automatically store \u0026amp; sync your \u003ca href=\"#-store-and-synchronize-interactive-session-workspace\"\u003einteractive session workspace\u003c/a\u003e.\n\u003ccode\u003eclearml-session\u003c/code\u003e will automatically create a snapshot of your entire workspace when shutting it down,\nand later restore into a new session on a different remote machine\u003c/li\u003e\n\u003c/ul\u003e\n\u003cblockquote\u003e\n\u003cp dir=\"auto\"\u003eℹ️ \u003cstrong\u003eRemote PyCharm:\u003c/strong\u003e You can also work with PyCharm in a remote session over SSH. Use the \u003ca href=\"https://github.com/clearml/clearml-pycharm-plugin\"\u003ePyCharm Plugin\u003c/a\u003e to automatically sync local configurations with a remote session.\u003c/p\u003e\n\u003c/blockquote\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eUse-cases for remote interactive sessions:\u003c/h3\u003e\u003ca id=\"user-content-use-cases-for-remote-interactive-sessions\" class=\"anchor\" aria-label=\"Permalink: Use-cases for remote interactive sessions:\" href=\"#use-cases-for-remote-interactive-sessions\"\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\u003col dir=\"auto\"\u003e\n\u003cli\u003eDevelopment requires resources not available on the current developer's machines\u003c/li\u003e\n\u003cli\u003eTeam resource sharing (e.g. how to dynamically assign GPUs to developers)\u003c/li\u003e\n\u003cli\u003eSpin a copy of a previously executed experiment for remote debugging purposes (:open_mouth:!)\u003c/li\u003e\n\u003cli\u003eScale-out development to multiple clouds, assign development machines on AWS/GCP/Azure in a seamless way\u003c/li\u003e\n\u003c/ol\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003ePrerequisites:\u003c/h2\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\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003eAn SSH client installed on your machine\u003c/strong\u003e - To verify, open your terminal and execute \u003ccode\u003essh\u003c/code\u003e. If you did not receive an error, we are good to go.\u003c/li\u003e\n\u003cli\u003eAt least one \u003ccode\u003eclearml-agent\u003c/code\u003e running on a remote host. See installation \u003ca href=\"https://github.com/clearml/clearml-agent\"\u003edetails\u003c/a\u003e.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003eSupported OS: MacOS, Windows, Linux\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e🔒 Secure \u0026amp; Stable\u003c/h2\u003e\u003ca id=\"user-content--secure--stable\" class=\"anchor\" aria-label=\"Permalink: 🔒 Secure \u0026amp; Stable\" href=\"#-secure--stable\"\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-session\u003c/strong\u003e creates a single, secure, and encrypted connection to the remote machine over SSH.\nSSH credentials are automatically generated by the CLI and contain fully random 32 bytes password.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eAll http connections are tunneled over the SSH connection,\nallowing users to add additional services on the remote machine (!)\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eFurthermore, all tunneled connections have a special stable network layer allowing you to refresh the underlying SSH\nconnection without breaking any network sockets!\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eThis means that if the network connection is unstable, you can refresh\nthe base SSH network tunnel, without breaking JupyterLab/VSCode-server or your own SSH connection\n(e.g. debugging over SSH with PyCharm)\u003c/p\u003e\n\u003chr\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e⚡ How to use: Interactive Session\u003c/h2\u003e\u003ca id=\"user-content--how-to-use-interactive-session\" class=\"anchor\" aria-label=\"Permalink: ⚡ How to use: Interactive Session\" href=\"#-how-to-use-interactive-session\"\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\u003col dir=\"auto\"\u003e\n\u003cli\u003eRun \u003ccode\u003eclearml-session\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003eSelect the requested queue (resource)\u003c/li\u003e\n\u003cli\u003eWait until a machine is up and ready\u003c/li\u003e\n\u003cli\u003eClick on the link to the remote JupyterLab/VSCode OR connect with the provided SSH details\u003c/li\u003e\n\u003c/ol\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eNotice! You can also\u003c/strong\u003e: Select a \u003cstrong\u003edocker image\u003c/strong\u003e to execute in, install required \u003cstrong\u003epython packages\u003c/strong\u003e, run \u003cstrong\u003ebash script\u003c/strong\u003e,\npass \u003cstrong\u003egit credentials\u003c/strong\u003e, etc.\nSee below for full CLI options.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e📖 Tutorials\u003c/h2\u003e\u003ca id=\"user-content--tutorials\" class=\"anchor\" aria-label=\"Permalink: 📖 Tutorials\" href=\"#-tutorials\"\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\"\u003e👉 Getting started\u003c/h3\u003e\u003ca id=\"user-content--getting-started\" class=\"anchor\" aria-label=\"Permalink: 👉 Getting started\" href=\"#-getting-started\"\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\"\u003eRequirements \u003ccode\u003eclearml\u003c/code\u003e python package installed and configured (see detailed \u003ca href=\"https://clear.ml/docs/latest/docs/getting_started/ds/ds_first_steps\" rel=\"nofollow\"\u003einstructions\u003c/a\u003e)\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"pip install clearml-session\nclearml-session --docker nvcr.io/nvidia/pytorch:20.11-py3 --git-credentials\"\u003e\u003cpre\u003epip install clearml-session\nclearml-session --docker nvcr.io/nvidia/pytorch:20.11-py3 --git-credentials\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eWait for the machine to spin up.\nExpected CLI output would look something like:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-text-shell-session notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"Creating new session\nNew session created [id=3d38e738c5ff458a9ec465e77e19da23]\nWaiting for remote machine allocation [id=3d38e738c5ff458a9ec465e77e19da23]\n.Status [queued]\n....Status [in_progress]\nRemote machine allocated\nSetting remote environment [Task id=3d38e738c5ff458a9ec465e77e19da23]\nSetup process details: https://app.community.clear.ml/projects/64ae77968db24b27abf86a501667c330/experiments/3d38e738c5ff458a9ec465e77e19da23/output/log\nWaiting for environment setup to complete [usually about 20-30 seconds]\n..............\nRemote machine is ready\nSetting up connection to remote session\nStarting SSH tunnel\nWarning: Permanently added '[192.168.0.17]:10022' (ECDSA) to the list of known hosts.\nroot@192.168.0.17's password: f7bae03235ff2a62b6bfbc6ab9479f9e28640a068b1208b63f60cb097b3a1784\n\n\nInteractive session is running:\nSSH: ssh root@localhost -p 8022 [password: f7bae03235ff2a62b6bfbc6ab9479f9e28640a068b1208b63f60cb097b3a1784]\nJupyter Lab URL: http://localhost:8878/?token=df52806d36ad30738117937507b213ac14ed638b8c336a7e\nVSCode server available at http://localhost:8898/\n\nConnection is up and running\nEnter \u0026quot;r\u0026quot; (or \u0026quot;reconnect\u0026quot;) to reconnect the session (for example after suspend)\n`s` (or \u0026quot;shell\u0026quot;) to connect to the SSH session\n`Ctrl-C` (or \u0026quot;quit\u0026quot;) to abort (remote session remains active)\nor \u0026quot;Shutdown\u0026quot; to shut down remote interactive session\"\u003e\u003cpre\u003e\u003cspan class=\"pl-c1\"\u003eCreating new session\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003eNew session created [id=3d38e738c5ff458a9ec465e77e19da23]\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003eWaiting for remote machine allocation [id=3d38e738c5ff458a9ec465e77e19da23]\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e.Status [queued]\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e....Status [in_progress]\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003eRemote machine allocated\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003eSetting remote environment [Task id=3d38e738c5ff458a9ec465e77e19da23]\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003eSetup process details: https://app.community.clear.ml/projects/64ae77968db24b27abf86a501667c330/experiments/3d38e738c5ff458a9ec465e77e19da23/output/log\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003eWaiting for environment setup to complete [usually about 20-30 seconds]\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e..............\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003eRemote machine is ready\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003eSetting up connection to remote session\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003eStarting SSH tunnel\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003eWarning: Permanently added '[192.168.0.17]:10022' (ECDSA) to the list of known hosts.\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003eroot@192.168.0.17's password: f7bae03235ff2a62b6bfbc6ab9479f9e28640a068b1208b63f60cb097b3a1784\u003c/span\u003e\n\n\n\u003cspan class=\"pl-c1\"\u003eInteractive session is running:\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003eSSH: ssh root@localhost -p 8022 [password: f7bae03235ff2a62b6bfbc6ab9479f9e28640a068b1208b63f60cb097b3a1784]\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003eJupyter Lab URL: http://localhost:8878/?token=df52806d36ad30738117937507b213ac14ed638b8c336a7e\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003eVSCode server available at http://localhost:8898/\u003c/span\u003e\n\n\u003cspan class=\"pl-c1\"\u003eConnection is up and running\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003eEnter \"r\" (or \"reconnect\") to reconnect the session (for example after suspend)\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e`s` (or \"shell\") to connect to the SSH session\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e`Ctrl-C` (or \"quit\") to abort (remote session remains active)\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003eor \"Shutdown\" to shut down remote interactive session\u003c/span\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eClick on the \u003cstrong\u003eJupyter Lab\u003c/strong\u003e link (\u003ca href=\"http://localhost:8878/?token=xyz\" rel=\"nofollow\"\u003ehttp://localhost:8878/?token=xyz\u003c/a\u003e),\nor \u003cstrong\u003eVScode\u003c/strong\u003e (running inside your remote container) (\u003ca href=\"http://localhost:8898/\" rel=\"nofollow\"\u003ehttp://localhost:8898/\u003c/a\u003e),\nor drop into \u003cstrong\u003eSSH\u003c/strong\u003e shell by typing \u003ccode\u003eshell\u003c/code\u003e.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eOpen your terminal, clone your code \u0026amp; start working :)\u003c/p\u003e\n\u003cblockquote\u003e\n\u003cp dir=\"auto\"\u003eℹ️ \u003cstrong\u003eTIP\u003c/strong\u003e: You can additional python package to your remote session setup by adding \u003ccode\u003e--packages\u003c/code\u003e to the command line,\nfor example to add \u003ccode\u003eboto3\u003c/code\u003e add \u003ccode\u003e--packages \"boto3\u0026gt;1\"\u003c/code\u003e\u003c/p\u003e\n\u003c/blockquote\u003e\n\u003cblockquote\u003e\n\u003cp dir=\"auto\"\u003eℹ️ \u003cstrong\u003eTIP\u003c/strong\u003e: If you need direct SSH into the remote container from your terminal,\nyou can directly drop into a shell by adding \u003ccode\u003e--shell\u003c/code\u003e to the command line\u003c/p\u003e\n\u003c/blockquote\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e📞 Leaving a session and reconnecting to it\u003c/h3\u003e\u003ca id=\"user-content--leaving-a-session-and-reconnecting-to-it\" class=\"anchor\" aria-label=\"Permalink: 📞 Leaving a session and reconnecting to it\" href=\"#-leaving-a-session-and-reconnecting-to-it\"\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\"\u003eOn the \u003ccode\u003eclearml-session\u003c/code\u003e CLI terminal, enter 'quit' or press \u003ccode\u003eCtrl-C\u003c/code\u003e\nIt will close the CLI but preserve the remote session (i.e. remote session will remain running)\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eWhen you want to reconnect to it, execute:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"clearml-session\"\u003e\u003cpre\u003eclearml-session\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThen press \"Y\" (or enter) to reconnect to the already running session:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-text-shell-session notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"clearml-session - launch interactive session\nChecking previous session\nConnect to active session id=3d38e738c5ff458a9ec465e77e19da23 [Y]/n?\"\u003e\u003cpre\u003e\u003cspan class=\"pl-c1\"\u003eclearml-session - launch interactive session\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003eChecking previous session\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003eConnect to active session id=3d38e738c5ff458a9ec465e77e19da23 [Y]/n?\u003c/span\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eShutting down a remote session\u003c/h3\u003e\u003ca id=\"user-content-shutting-down-a-remote-session\" class=\"anchor\" aria-label=\"Permalink: Shutting down a remote session\" href=\"#shutting-down-a-remote-session\"\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\"\u003eOn the \u003ccode\u003eclearml-session\u003c/code\u003e CLI terminal, enter 'shutdown' (case-insensitive).\nIt will shut down the remote session, free the resource and close the CLI:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-text-shell-session notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"Enter \u0026quot;r\u0026quot; (or \u0026quot;reconnect\u0026quot;) to reconnect the session (for example after suspend)\n`s` (or \u0026quot;shell\u0026quot;) to connect to the SSH session\n`Ctrl-C` (or \u0026quot;quit\u0026quot;) to abort (remote session remains active)\nor \u0026quot;Shutdown\u0026quot; to shut down remote interactive session\n\nshutdown\n\nShutting down interactive session\nRemote session shutdown\nGoodbye\"\u003e\u003cpre\u003e\u003cspan class=\"pl-c1\"\u003eEnter \"r\" (or \"reconnect\") to reconnect the session (for example after suspend)\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e`s` (or \"shell\") to connect to the SSH session\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e`Ctrl-C` (or \"quit\") to abort (remote session remains active)\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003eor \"Shutdown\" to shut down remote interactive session\u003c/span\u003e\n\n\u003cspan class=\"pl-c1\"\u003eshutdown\u003c/span\u003e\n\n\u003cspan class=\"pl-c1\"\u003eShutting down interactive session\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003eRemote session shutdown\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003eGoodbye\u003c/span\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eYou can also use the CLI to shut down a specific clearml interactive session:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"clearml-session shutdown --id \u0026lt;session_id\u0026gt;\"\u003e\u003cpre\u003eclearml-session shutdown --id \u003cspan class=\"pl-k\"\u003e\u0026lt;\u003c/span\u003esession_id\u003cspan class=\"pl-k\"\u003e\u0026gt;\u003c/span\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e🔗 Connecting to a running interactive session from a different machine\u003c/h3\u003e\u003ca id=\"user-content--connecting-to-a-running-interactive-session-from-a-different-machine\" class=\"anchor\" aria-label=\"Permalink: 🔗 Connecting to a running interactive session from a different machine\" href=\"#-connecting-to-a-running-interactive-session-from-a-different-machine\"\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\"\u003eContinue working on an interactive session from \u003cstrong\u003eany\u003c/strong\u003e machine.\nIn the \u003ccode\u003eclearml\u003c/code\u003e web UI, go to the DevOps project, and find your interactive session.\nClick on the ID button next to the Task name, and copy the unique ID.\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"clearml-session --attach \u0026lt;session_id\u0026gt;\"\u003e\u003cpre\u003eclearml-session --attach \u003cspan class=\"pl-k\"\u003e\u0026lt;\u003c/span\u003esession_id\u003cspan class=\"pl-k\"\u003e\u0026gt;\u003c/span\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eClick on the JupyterLab/VSCode link, or connect directly to the SSH session.\u003c/p\u003e\n\u003cblockquote\u003e\n\u003cp dir=\"auto\"\u003e✨ \u003cstrong\u003eTIP\u003c/strong\u003e: You can work \u0026amp; debug your colleagues code and workspace by sharing the \u003ccode\u003esession id\u003c/code\u003e\nand connect to the same remote container together with \u003ccode\u003e--attach\u003c/code\u003e\u003c/p\u003e\n\u003c/blockquote\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e📂 Store and synchronize interactive session workspace\u003c/h3\u003e\u003ca id=\"user-content--store-and-synchronize-interactive-session-workspace\" class=\"anchor\" aria-label=\"Permalink: 📂 Store and synchronize interactive session workspace\" href=\"#-store-and-synchronize-interactive-session-workspace\"\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\"\u003eSpecify the remote workspace root-folder by adding \u003ccode\u003e--store-workspace ~/workspace\u003c/code\u003e to the command line.\nIn the remote session container, put all your code / data under the \u003ccode\u003e~/workspace\u003c/code\u003e directory.\nWhen your session is shut down, the workspace folder will be automatically packaged and stored on the clearml file server.\nIn your next \u003ccode\u003eclearml-session\u003c/code\u003e execution, specify again \u003ccode\u003e--store-workspace ~/workspace\u003c/code\u003e and clearml-session\nwill grab the previous workspace snapshot and restore it into the new remote container in \u003ccode\u003e~/workspace\u003c/code\u003e.\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"clearml-session --store-workspace ~/workspace --docker python:3.10-bullseye\"\u003e\u003cpre\u003eclearml-session --store-workspace \u003cspan class=\"pl-k\"\u003e~\u003c/span\u003e/workspace --docker python:3.10-bullseye\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eTo continue the last aborted session and restore the workspace:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"clearml-session --store-workspace ~/workspace --docker python:3.10-bullseye\"\u003e\u003cpre\u003eclearml-session --store-workspace \u003cspan class=\"pl-k\"\u003e~\u003c/span\u003e/workspace --docker python:3.10-bullseye\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"highlight highlight-text-shell-session notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"clearml-session - CLI for launching JupyterLab / VSCode / SSH on a remote machine\nVerifying credentials\nUse previous queue (resource) '1xGPU' [Y]/n? \n\nInteractive session config:\n...\nRestore workspace from session id=01bf86f038314434878b2413343ba746 'interactive_session' @ 2024-03-02 20:34:03 [Y]/n? \nRestoring workspace from previous session id=01bf86f038314434878b2413343ba746\"\u003e\u003cpre\u003e\u003cspan class=\"pl-c1\"\u003eclearml-session - CLI for launching JupyterLab / VSCode / SSH on a remote machine\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003eVerifying credentials\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003eUse previous queue (resource) '1xGPU' [Y]/n? \u003c/span\u003e\n\n\u003cspan class=\"pl-c1\"\u003eInteractive session config:\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e...\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003eRestore workspace from session id=01bf86f038314434878b2413343ba746 'interactive_session' @ 2024-03-02 20:34:03 [Y]/n? \u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003eRestoring workspace from previous session id=01bf86f038314434878b2413343ba746\u003c/span\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eTo continue a \u003cstrong\u003especific\u003c/strong\u003e session ID and restore its workspace:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"clearml-session --continue-session \u0026lt;session_id\u0026gt; --store-workspace ~/workspace --docker python:3.10-bullseye\"\u003e\u003cpre\u003eclearml-session --continue-session \u003cspan class=\"pl-k\"\u003e\u0026lt;\u003c/span\u003esession_id\u003cspan class=\"pl-k\"\u003e\u0026gt;\u003c/span\u003e --store-workspace \u003cspan class=\"pl-k\"\u003e~\u003c/span\u003e/workspace --docker python:3.10-bullseye\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e📤 Upload local files to remote session\u003c/h3\u003e\u003ca id=\"user-content--upload-local-files-to-remote-session\" class=\"anchor\" aria-label=\"Permalink: 📤 Upload local files to remote session\" href=\"#-upload-local-files-to-remote-session\"\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 need to upload files from your local machine into the remote session,\nspecify the file or directory with \u003ccode\u003e--upload-files /mnt/data/stuff\u003c/code\u003e.\nThe entire content of the directory / file will be copied into your remote \u003ccode\u003eclearml-session\u003c/code\u003e\ncontainer under the \u003ccode\u003e~/session-files/\u003c/code\u003e directory.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eCan be used in conjunction with \u003ccode\u003e--store-workspace\u003c/code\u003e to easily move workloads between local development machines\nand remote machines with 100% persistent workspace synchronization.\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"clearml-session --upload-files /mnt/data/stuff\"\u003e\u003cpre\u003eclearml-session --upload-files /mnt/data/stuff\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e🔧 Debug a previously executed experiment\u003c/h3\u003e\u003ca id=\"user-content--debug-a-previously-executed-experiment\" class=\"anchor\" aria-label=\"Permalink: 🔧 Debug a previously executed experiment\" href=\"#-debug-a-previously-executed-experiment\"\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 a previously executed experiment (Task) on the clearml platform,\nyou can create an exact copy of the experiment (Task) and debug it on the remote interactive session.\n\u003ccode\u003eclearml-session\u003c/code\u003e will replicate the exact remote environment, add JupyterLab/VSCode/SSH and allow you interactively\nexecute and debug the experiment, on the interactive remote container.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eIn the \u003ccode\u003eclearml\u003c/code\u003e web UI, find the experiment (Task) you wish to debug.\nClick on the ID button next to the Task name, and copy the unique ID, then execute:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"clearml-session --debugging-session \u0026lt;experiment_id_here\u0026gt;\"\u003e\u003cpre\u003eclearml-session --debugging-session \u003cspan class=\"pl-k\"\u003e\u0026lt;\u003c/span\u003eexperiment_id_here\u003cspan class=\"pl-k\"\u003e\u0026gt;\u003c/span\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eClick on the JupyterLab/VSCode link, or drop directly into an SSH shell by typing \u003ccode\u003eshell\u003c/code\u003e.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e❓ Frequently Asked Questions\u003c/h2\u003e\u003ca id=\"user-content--frequently-asked-questions\" class=\"anchor\" aria-label=\"Permalink: ❓ Frequently Asked Questions\" href=\"#-frequently-asked-questions\"\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\"\u003eHow does it work?\u003c/h4\u003e\u003ca id=\"user-content-how-does-it-work\" class=\"anchor\" aria-label=\"Permalink: How does it work?\" href=\"#how-does-it-work\"\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 \u003ccode\u003eclearml-session\u003c/code\u003e creates a new interactive \u003ccode\u003eTask\u003c/code\u003e in the system (default project: DevOps).\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eThis \u003ccode\u003eTask\u003c/code\u003e is responsible for setting the SSH and JupyterLab/VSCode on the host machine.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eThe local \u003ccode\u003eclearml-session\u003c/code\u003e awaits for the interactive Task to finish with the initial setup, then\nit connects via SSH to the host machine (see \"safe and stable\" above), and tunnels\nboth SSH and JupyterLab over the SSH connection.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eThe end result is a local link which you can use to access the JupyterLab/VSCode on the remote machine, over a \u003cstrong\u003esecure and encrypted\u003c/strong\u003e connection!\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch4 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eDoes \u003ccode\u003eclearml-session\u003c/code\u003e support Kubernetes clusters?\u003c/h4\u003e\u003ca id=\"user-content-does-clearml-session-support-kubernetes-clusters\" class=\"anchor\" aria-label=\"Permalink: Does clearml-session support Kubernetes clusters?\" href=\"#does-clearml-session-support-kubernetes-clusters\"\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\"\u003eYes! \u003ccode\u003eclearml-session\u003c/code\u003e utilizes the \u003ccode\u003eclearml-agent\u003c/code\u003e kubernetes glue together with routing capabilities in order to allow\nany clearml-session to spin a container (pod) on the kubernetes cluster and securely connect \u003cstrong\u003edirectly\u003c/strong\u003e into the pod.\nThis feature does not require any kubernetes access from the users, and simplifies code\ndevelopment on kubernetes clusters as well as job scheduling \u0026amp; launching.\nRead more on how to deploy clearml on kubernetes \u003ca href=\"https://clear.ml/docs/latest/docs/clearml_agent/#kubernetes\" rel=\"nofollow\"\u003ehere\u003c/a\u003e.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch4 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eHow can I use \u003ccode\u003eclearml-session\u003c/code\u003e to scale up / out development resources?\u003c/h4\u003e\u003ca id=\"user-content-how-can-i-use-clearml-session-to-scale-up--out-development-resources\" class=\"anchor\" aria-label=\"Permalink: How can I use clearml-session to scale up / out development resources?\" href=\"#how-can-i-use-clearml-session-to-scale-up--out-development-resources\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eClearml\u003c/strong\u003e has a \u003ca href=\"https://clear.ml/docs/latest/docs/cloud_autoscaling/autoscaling_overview\" rel=\"nofollow\"\u003ecloud autoscaler\u003c/a\u003e, so you can easily and automatically spin machines for development!\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eThere is also a default docker image to use when initiating a task.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eThis means that using \u003cstrong\u003eclearml-session\u003c/strong\u003es\nwith the autoscaler enabled, allows for turn-key secure development environment inside a docker of your choosing.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eLearn more about it \u003ca href=\"https://clear.ml/docs/latest/docs/guides/services/aws_autoscaler\" rel=\"nofollow\"\u003ehere\u003c/a\u003e \u0026amp; \u003ca href=\"https://clear.ml/docs/latest/docs/webapp/applications/apps_gpu_compute\" rel=\"nofollow\"\u003ehere\u003c/a\u003e.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch4 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eDoes \u003ccode\u003eclearml-session\u003c/code\u003e fit Work-From-Home setup?\u003c/h4\u003e\u003ca id=\"user-content-does-clearml-session-fit-work-from-home-setup\" class=\"anchor\" aria-label=\"Permalink: Does clearml-session fit Work-From-Home setup?\" href=\"#does-clearml-session-fit-work-from-home-setup\"\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\u003eYES\u003c/strong\u003e. Install \u003ccode\u003eclearml-agent\u003c/code\u003e on target machines inside the organization, connect over your company VPN\nand use \u003ccode\u003eclearml-session\u003c/code\u003e to gain access to a dedicated on-prem machine with the docker of your choosing\n(with out-of-the-box support for any internal docker artifactory).\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eLearn more about how to utilize your office workstations and on-prem machines \u003ca href=\"https://clear.ml/docs/latest/docs/clearml_agent\" rel=\"nofollow\"\u003ehere\u003c/a\u003e.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e⌨️ CLI options\u003c/h2\u003e\u003ca id=\"user-content-️-cli-options\" class=\"anchor\" aria-label=\"Permalink: ⌨️ CLI options\" href=\"#️-cli-options\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"clearml-session --help\"\u003e\u003cpre\u003eclearml-session --help\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"highlight highlight-text-shell-session notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"clearml-session - CLI for launching JupyterLab / VSCode / SSH on a remote machine\nusage: clearml-session [-h] [--version] [--attach [ATTACH]] [--shutdown [SHUTDOWN]] [--shell]\n [--debugging-session DEBUGGING_SESSION] [--queue QUEUE] [--router-enabled] [--docker DOCKER]\n [--docker-args DOCKER_ARGS] [--public-ip [true/false]] [--remote-ssh-port REMOTE_SSH_PORT]\n [--vscode-server [true/false]] [--vscode-version VSCODE_VERSION] [--vscode-extensions VSCODE_EXTENSIONS]\n [--jupyter-lab [true/false]] [--upload-files UPLOAD_FILES] [--continue-session CONTINUE_SESSION]\n [--store-workspace STORE_WORKSPACE] [--git-credentials [true/false]] [--user-folder USER_FOLDER]\n [--packages [PACKAGES [PACKAGES ...]]] [--requirements REQUIREMENTS] [--init-script [INIT_SCRIPT]]\n [--config-file CONFIG_FILE] [--remote-gateway [REMOTE_GATEWAY]] [--base-task-id BASE_TASK_ID]\n [--project PROJECT] [--session-name SESSION_NAME] [--session-tags [SESSION_TAGS [SESSION_TAGS ...]]]\n [--disable-session-cleanup [true/false]] [--keepalive [true/false]]\n [--queue-excluded-tag [QUEUE_EXCLUDED_TAG [QUEUE_EXCLUDED_TAG ...]]]\n [--queue-include-tag [QUEUE_INCLUDE_TAG [QUEUE_INCLUDE_TAG ...]]] [--skip-docker-network [true/false]]\n [--password PASSWORD] [--randomize [RANDOMIZE [RANDOMIZE ...]]] [--username USERNAME]\n [--force-dropbear [true/false]] [--disable-store-defaults] [--disable-fingerprint-check] [--verbose]\n [--yes]\n {list,info,shutdown} ...\n\nclearml-session - CLI for launching JupyterLab / VSCode / SSH on a remote machine\n\npositional arguments:\n {list,info,shutdown} ClearML session control commands\n list List running Sessions\n info Detailed information on specific session\n shutdown Shutdown specific session\n\noptional arguments:\n -h, --help show this help message and exit\n --version Display the clearml-session utility version\n --attach [ATTACH] Attach to running interactive session (default: previous session)\n --shutdown [SHUTDOWN], -S [SHUTDOWN]\n Shut down an active session (default: previous session)\n --shell Open the SSH shell session directly, notice quiting the SSH session will Not shutdown the remote session\n --debugging-session DEBUGGING_SESSION\n Pass existing Task id (experiment), create a copy of the experiment on a remote machine, and launch\n jupyter/ssh for interactive access. Example --debugging-session \u0026lt;task_id\u0026gt;\n --queue QUEUE Select the queue to launch the interactive session on (default: previously used queue)\n --router-enabled If we have a clearml Router set, make sure we request direct TCP routing to our container.\n --docker DOCKER Select the docker image to use in the interactive session on (default: previously used docker image or\n `nvidia/cuda:11.6.2-runtime-ubuntu20.04`)\n --docker-args DOCKER_ARGS\n Add additional arguments for the docker image to use in the interactive session on (default: previously\n used docker-args)\n --public-ip [true/false]\n If True register the public IP of the remote machine. Set if running on the cloud. Default: false (use\n for local / on-premises)\n --remote-ssh-port REMOTE_SSH_PORT\n Set the remote ssh server port, running on the agent`s machine. (default: 10022)\n --vscode-server [true/false]\n Install vscode server (code-server) on interactive session (default: true)\n --vscode-version VSCODE_VERSION\n Set vscode server (code-server) version, as well as vscode python extension version \u0026lt;vscode:python-ext\u0026gt;\n (example: \u0026quot;3.7.4:2020.10.332292344\u0026quot;)\n --vscode-extensions VSCODE_EXTENSIONS\n Install additional vscode extensions, as well as vscode python extension (example: \u0026quot;ms-python.python,ms-\n python.black-formatter,ms-python.pylint,ms-python.flake8\u0026quot;)\n --jupyter-lab [true/false]\n Install Jupyter-Lab on interactive session (default: true)\n --upload-files UPLOAD_FILES\n Advanced: Upload local files/folders to the remote session. Example: `/my/local/data/` will upload the\n local folder and extract it into the container in ~/session-files/\n --continue-session CONTINUE_SESSION\n Continue previous session (ID provided) restoring your workspace (see --store-workspace)\n --store-workspace STORE_WORKSPACE\n Upload/Restore remote workspace folder. Example: `~/workspace/` will automatically restore/store the\n *containers* folder and extract it into next the session. Use with --continue-session to continue your\n previous work from your exact container state\n --git-credentials [true/false]\n If true, local .git-credentials file is sent to the interactive session. (default: false)\n --user-folder USER_FOLDER\n Advanced: Set the remote base folder (default: ~/)\n --packages [PACKAGES [PACKAGES ...]]\n Additional packages to add, supports version numbers (default: previously added packages). examples:\n --packages torch==1.7 tqdm\n --requirements REQUIREMENTS\n Specify requirements.txt file to install when setting the interactive session. Requirements file is read\n and stored in `packages` section as default for the next sessions. Can be overridden by calling\n `--packages`\n --init-script [INIT_SCRIPT]\n Specify BASH init script file to be executed when setting the interactive session. Script content is\n read and stored as default script for the next sessions. To clear the init-script do not pass a file\n --config-file CONFIG_FILE\n Advanced: Change the configuration file used to store the previous state (default:\n ~/.clearml_session.json)\n --remote-gateway [REMOTE_GATEWAY]\n Advanced: Specify gateway ip/address:port to be passed to interactive session (for use with k8s\n ingestion / ELB)\n --base-task-id BASE_TASK_ID\n Advanced: Set the base task ID for the interactive session. (default: previously used Task). Use `none`\n for the default interactive session\n --project PROJECT Advanced: Set the project name for the interactive session Task\n --session-name SESSION_NAME\n Advanced: Set the name of the interactive session Task\n --session-tags [SESSION_TAGS [SESSION_TAGS ...]]\n Advanced: Add tags to the interactive session for increased visibility\n --disable-session-cleanup [true/false]\n Advanced: If set, previous interactive sessions are not deleted\n --keepalive [true/false]\n Advanced: If set, enables the transparent proxy always keeping the sockets alive. Default: False, do not\n use transparent socket for mitigating connection drops.\n --queue-excluded-tag [QUEUE_EXCLUDED_TAG [QUEUE_EXCLUDED_TAG ...]]\n Advanced: Excluded queues with this specific tag from the selection\n --queue-include-tag [QUEUE_INCLUDE_TAG [QUEUE_INCLUDE_TAG ...]]\n Advanced: Only include queues with this specific tag from the selection\n --skip-docker-network [true/false]\n Advanced: If set, `--network host` is **not** passed to docker (assumes k8s network ingestion) (default:\n false)\n --password PASSWORD Advanced: Select ssh password for the interactive session (default: `randomly-generated` or previously\n used one)\n --randomize [RANDOMIZE [RANDOMIZE ...]]\n Advanced: Recreate a new random ssh password for the interactive session options: `--randomize` one time\n recreate random password, --randomize `always` create a new random password for every session\n --username USERNAME Advanced: Select ssh username for the interactive session (default: `root` or previously used one)\n --force-dropbear [true/false]\n Force using `dropbear` instead of SSHd\n --disable-store-defaults\n If set, do not store current setup as new default configuration\n --disable-fingerprint-check\n Advanced: If set, ignore the remote SSH server fingerprint check\n --verbose Advanced: If set, print verbose progress information, e.g. the remote machine setup process log\n --yes, -y Automatic yes to prompts; assume \u0026quot;yes\u0026quot; as answer to all prompts and run non-interactively\n\nNotice! all arguments are stored as new defaults for the next execution\n\"\u003e\u003cpre\u003e\u003cspan class=\"pl-c1\"\u003eclearml-session - CLI for launching JupyterLab / VSCode / SSH on a remote machine\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003eusage: clearml-session [-h] [--version] [--attach [ATTACH]] [--shutdown [SHUTDOWN]] [--shell]\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e [--debugging-session DEBUGGING_SESSION] [--queue QUEUE] [--router-enabled] [--docker DOCKER]\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e [--docker-args DOCKER_ARGS] [--public-ip [true/false]] [--remote-ssh-port REMOTE_SSH_PORT]\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e [--vscode-server [true/false]] [--vscode-version VSCODE_VERSION] [--vscode-extensions VSCODE_EXTENSIONS]\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e [--jupyter-lab [true/false]] [--upload-files UPLOAD_FILES] [--continue-session CONTINUE_SESSION]\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e [--store-workspace STORE_WORKSPACE] [--git-credentials [true/false]] [--user-folder USER_FOLDER]\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e [--packages [PACKAGES [PACKAGES ...]]] [--requirements REQUIREMENTS] [--init-script [INIT_SCRIPT]]\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e [--config-file CONFIG_FILE] [--remote-gateway [REMOTE_GATEWAY]] [--base-task-id BASE_TASK_ID]\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e [--project PROJECT] [--session-name SESSION_NAME] [--session-tags [SESSION_TAGS [SESSION_TAGS ...]]]\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e [--disable-session-cleanup [true/false]] [--keepalive [true/false]]\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e [--queue-excluded-tag [QUEUE_EXCLUDED_TAG [QUEUE_EXCLUDED_TAG ...]]]\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e [--queue-include-tag [QUEUE_INCLUDE_TAG [QUEUE_INCLUDE_TAG ...]]] [--skip-docker-network [true/false]]\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e [--password PASSWORD] [--randomize [RANDOMIZE [RANDOMIZE ...]]] [--username USERNAME]\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e [--force-dropbear [true/false]] [--disable-store-defaults] [--disable-fingerprint-check] [--verbose]\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e [--yes]\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e {list,info,shutdown} ...\u003c/span\u003e\n\n\u003cspan class=\"pl-c1\"\u003eclearml-session - CLI for launching JupyterLab / VSCode / SSH on a remote machine\u003c/span\u003e\n\n\u003cspan class=\"pl-c1\"\u003epositional arguments:\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e {list,info,shutdown} ClearML session control commands\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e list List running Sessions\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e info Detailed information on specific session\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e shutdown Shutdown specific session\u003c/span\u003e\n\n\u003cspan class=\"pl-c1\"\u003eoptional arguments:\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e -h, --help show this help message and exit\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e --version Display the clearml-session utility version\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e --attach [ATTACH] Attach to running interactive session (default: previous session)\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e --shutdown [SHUTDOWN], -S [SHUTDOWN]\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e Shut down an active session (default: previous session)\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e --shell Open the SSH shell session directly, notice quiting the SSH session will Not shutdown the remote session\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e --debugging-session DEBUGGING_SESSION\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e Pass existing Task id (experiment), create a copy of the experiment on a remote machine, and launch\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e jupyter/ssh for interactive access. Example --debugging-session \u0026lt;task_id\u0026gt;\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e --queue QUEUE Select the queue to launch the interactive session on (default: previously used queue)\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e --router-enabled If we have a clearml Router set, make sure we request direct TCP routing to our container.\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e --docker DOCKER Select the docker image to use in the interactive session on (default: previously used docker image or\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e `nvidia/cuda:11.6.2-runtime-ubuntu20.04`)\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e --docker-args DOCKER_ARGS\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e Add additional arguments for the docker image to use in the interactive session on (default: previously\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e used docker-args)\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e --public-ip [true/false]\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e If True register the public IP of the remote machine. Set if running on the cloud. Default: false (use\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e for local / on-premises)\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e --remote-ssh-port REMOTE_SSH_PORT\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e Set the remote ssh server port, running on the agent`s machine. (default: 10022)\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e --vscode-server [true/false]\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e Install vscode server (code-server) on interactive session (default: true)\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e --vscode-version VSCODE_VERSION\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e Set vscode server (code-server) version, as well as vscode python extension version \u0026lt;vscode:python-ext\u0026gt;\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e (example: \"3.7.4:2020.10.332292344\")\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e --vscode-extensions VSCODE_EXTENSIONS\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e Install additional vscode extensions, as well as vscode python extension (example: \"ms-python.python,ms-\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e python.black-formatter,ms-python.pylint,ms-python.flake8\")\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e --jupyter-lab [true/false]\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e Install Jupyter-Lab on interactive session (default: true)\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e --upload-files UPLOAD_FILES\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e Advanced: Upload local files/folders to the remote session. Example: `/my/local/data/` will upload the\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e local folder and extract it into the container in ~/session-files/\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e --continue-session CONTINUE_SESSION\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e Continue previous session (ID provided) restoring your workspace (see --store-workspace)\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e --store-workspace STORE_WORKSPACE\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e Upload/Restore remote workspace folder. Example: `~/workspace/` will automatically restore/store the\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e *containers* folder and extract it into next the session. Use with --continue-session to continue your\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e previous work from your exact container state\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e --git-credentials [true/false]\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e If true, local .git-credentials file is sent to the interactive session. (default: false)\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e --user-folder USER_FOLDER\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e Advanced: Set the remote base folder (default: ~/)\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e --packages [PACKAGES [PACKAGES ...]]\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e Additional packages to add, supports version numbers (default: previously added packages). examples:\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e --packages torch==1.7 tqdm\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e --requirements REQUIREMENTS\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e Specify requirements.txt file to install when setting the interactive session. Requirements file is read\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e and stored in `packages` section as default for the next sessions. Can be overridden by calling\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e `--packages`\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e --init-script [INIT_SCRIPT]\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e Specify BASH init script file to be executed when setting the interactive session. Script content is\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e read and stored as default script for the next sessions. To clear the init-script do not pass a file\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e --config-file CONFIG_FILE\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e Advanced: Change the configuration file used to store the previous state (default:\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e ~/.clearml_session.json)\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e --remote-gateway [REMOTE_GATEWAY]\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e Advanced: Specify gateway ip/address:port to be passed to interactive session (for use with k8s\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e ingestion / ELB)\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e --base-task-id BASE_TASK_ID\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e Advanced: Set the base task ID for the interactive session. (default: previously used Task). Use `none`\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e for the default interactive session\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e --project PROJECT Advanced: Set the project name for the interactive session Task\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e --session-name SESSION_NAME\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e Advanced: Set the name of the interactive session Task\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e --session-tags [SESSION_TAGS [SESSION_TAGS ...]]\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e Advanced: Add tags to the interactive session for increased visibility\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e --disable-session-cleanup [true/false]\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e Advanced: If set, previous interactive sessions are not deleted\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e --keepalive [true/false]\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e Advanced: If set, enables the transparent proxy always keeping the sockets alive. Default: False, do not\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e use transparent socket for mitigating connection drops.\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e --queue-excluded-tag [QUEUE_EXCLUDED_TAG [QUEUE_EXCLUDED_TAG ...]]\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e Advanced: Excluded queues with this specific tag from the selection\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e --queue-include-tag [QUEUE_INCLUDE_TAG [QUEUE_INCLUDE_TAG ...]]\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e Advanced: Only include queues with this specific tag from the selection\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e --skip-docker-network [true/false]\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e Advanced: If set, `--network host` is **not** passed to docker (assumes k8s network ingestion) (default:\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e false)\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e --password PASSWORD Advanced: Select ssh password for the interactive session (default: `randomly-generated` or previously\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e used one)\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e --randomize [RANDOMIZE [RANDOMIZE ...]]\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e Advanced: Recreate a new random ssh password for the interactive session options: `--randomize` one time\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e recreate random password, --randomize `always` create a new random password for every session\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e --username USERNAME Advanced: Select ssh username for the interactive session (default: `root` or previously used one)\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e --force-dropbear [true/false]\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e Force using `dropbear` instead of SSHd\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e --disable-store-defaults\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e If set, do not store current setup as new default configuration\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e --disable-fingerprint-check\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e Advanced: If set, ignore the remote SSH server fingerprint check\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e --verbose Advanced: If set, print verbose progress information, e.g. the remote machine setup process log\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e --yes, -y Automatic yes to prompts; assume \"yes\" as answer to all prompts and run non-interactively\u003c/span\u003e\n\n\u003cspan class=\"pl-c1\"\u003eNotice! all arguments are stored as new defaults for the next execution\u003c/span\u003e\n\u003c/pre\u003e\u003c/div\u003e\n\u003c/article\u003e","loaded":true,"timedOut":false,"errorMessage":null,"headerInfo":{"toc":[{"level":2,"text":"clearml-session CLI for launching JupyterLab / VSCode / SSH on a remote machine","anchor":"clearml-session--cli-for-launching-jupyterlab--vscode--ssh-on-a-remote-machine","htmlText":"clearml-session CLI for launching JupyterLab / VSCode / SSH on a remote machine"},{"level":2,"text":"🔥 NEW in version 0.13Workspace Syncing 🚀","anchor":"-new-in-version-013-workspace-syncing-","htmlText":"🔥 NEW in version 0.13Workspace Syncing 🚀"},{"level":3,"text":"tl;dr","anchor":"tldr","htmlText":"tl;dr"},{"level":3,"text":"🔰 What does it do?","anchor":"-what-does-it-do","htmlText":"🔰 What does it do?"},{"level":3,"text":"Use-cases for remote interactive sessions:","anchor":"use-cases-for-remote-interactive-sessions","htmlText":"Use-cases for remote interactive sessions:"},{"level":2,"text":"Prerequisites:","anchor":"prerequisites","htmlText":"Prerequisites:"},{"level":2,"text":"🔒 Secure \u0026 Stable","anchor":"-secure--stable","htmlText":"🔒 Secure \u0026amp; Stable"},{"level":2,"text":"⚡ How to use: Interactive Session","anchor":"-how-to-use-interactive-session","htmlText":"⚡ How to use: Interactive Session"},{"level":2,"text":"📖 Tutorials","anchor":"-tutorials","htmlText":"📖 Tutorials"},{"level":3,"text":"👉 Getting started","anchor":"-getting-started","htmlText":"👉 Getting started"},{"level":3,"text":"📞 Leaving a session and reconnecting to it","anchor":"-leaving-a-session-and-reconnecting-to-it","htmlText":"📞 Leaving a session and reconnecting to it"},{"level":3,"text":"Shutting down a remote session","anchor":"shutting-down-a-remote-session","htmlText":"Shutting down a remote session"},{"level":3,"text":"🔗 Connecting to a running interactive session from a different machine","anchor":"-connecting-to-a-running-interactive-session-from-a-different-machine","htmlText":"🔗 Connecting to a running interactive session from a different machine"},{"level":3,"text":"📂 Store and synchronize interactive session workspace","anchor":"-store-and-synchronize-interactive-session-workspace","htmlText":"📂 Store and synchronize interactive session workspace"},{"level":3,"text":"📤 Upload local files to remote session","anchor":"-upload-local-files-to-remote-session","htmlText":"📤 Upload local files to remote session"},{"level":3,"text":"🔧 Debug a previously executed experiment","anchor":"-debug-a-previously-executed-experiment","htmlText":"🔧 Debug a previously executed experiment"},{"level":2,"text":"❓ Frequently Asked Questions","anchor":"-frequently-asked-questions","htmlText":"❓ Frequently Asked Questions"},{"level":4,"text":"How does it work?","anchor":"how-does-it-work","htmlText":"How does it work?"},{"level":4,"text":"Does clearml-session support Kubernetes clusters?","anchor":"does-clearml-session-support-kubernetes-clusters","htmlText":"Does clearml-session support Kubernetes clusters?"},{"level":4,"text":"How can I use clearml-session to scale up / out development resources?","anchor":"how-can-i-use-clearml-session-to-scale-up--out-development-resources","htmlText":"How can I use clearml-session to scale up / out development resources?"},{"level":4,"text":"Does clearml-session fit Work-From-Home setup?","anchor":"does-clearml-session-fit-work-from-home-setup","htmlText":"Does clearml-session fit Work-From-Home setup?"},{"level":2,"text":"⌨️ CLI options","anchor":"️-cli-options","htmlText":"⌨️ CLI options"}],"siteNavLoginPath":"/login?return_to=https%3A%2F%2Fgithub.com%2Fclearml%2Fclearml-session"}},{"displayName":"LICENSE","repoName":"clearml-session","refName":"main","path":"LICENSE","preferredFileType":"license","tabName":"Apache-2.0","richText":null,"loaded":false,"timedOut":false,"errorMessage":null,"headerInfo":{"toc":null,"siteNavLoginPath":"/login?return_to=https%3A%2F%2Fgithub.com%2Fclearml%2Fclearml-session"}}],"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 data-target="react-partial.reactRoot"><style data-styled="true" 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style="vertical-align:text-bottom"><path d="M5.75 2.5h8.5a.75.75 0 0 1 0 1.5h-8.5a.75.75 0 0 1 0-1.5Zm0 5h8.5a.75.75 0 0 1 0 1.5h-8.5a.75.75 0 0 1 0-1.5Zm0 5h8.5a.75.75 0 0 1 0 1.5h-8.5a.75.75 0 0 1 0-1.5ZM2 14a1 1 0 1 1 0-2 1 1 0 0 1 0 2Zm1-6a1 1 0 1 1-2 0 1 1 0 0 1 2 0ZM2 4a1 1 0 1 1 0-2 1 1 0 0 1 0 2Z"></path></svg></button></div><div class="Box-sc-g0xbh4-0 QkQOb js-snippet-clipboard-copy-unpositioned undefined" data-hpc="true"><article class="markdown-body entry-content container-lg" itemprop="text"><div align="center" dir="auto"> <p dir="auto"><a href="https://app.clear.ml" rel="nofollow"><img src="https://github.com/clearml/clearml/raw/master/docs/clearml-logo.svg?raw=true" width="250px" style="max-width: 100%;"></a></p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto"><strong><code>clearml-session</code> <br> CLI for launching JupyterLab / VSCode / SSH on a remote machine</strong></h2><a 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dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">🔥 NEW in version <code>0.13</code> <a href="#-store-and-synchronize-interactive-session-workspace">Workspace Syncing</a> 🚀</h2><a id="user-content--new-in-version-013-workspace-syncing-" class="anchor" aria-label="Permalink: 🔥 NEW in version 0.13Workspace Syncing 🚀" href="#-new-in-version-013-workspace-syncing-"><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://img.shields.io/github/license/clearml/clearml-session.svg" rel="nofollow"><img src="https://camo.githubusercontent.com/cc2c1fe9bb3942566021048a8c93d7cf13fc00320f920f9da9affc870fd1d509/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f6c6963656e73652f636c6561726d6c2f636c6561726d6c2d73657373696f6e2e737667" alt="GitHub license" data-canonical-src="https://img.shields.io/github/license/clearml/clearml-session.svg" style="max-width: 100%;"></a> <a href="https://img.shields.io/pypi/pyversions/clearml-session.svg" rel="nofollow"><img src="https://camo.githubusercontent.com/df3a9469300835cce0ac548f2393242e166e74e5f0e46e54b7a5777d35e06f90/68747470733a2f2f696d672e736869656c64732e696f2f707970692f707976657273696f6e732f636c6561726d6c2d73657373696f6e2e737667" alt="PyPI pyversions" data-canonical-src="https://img.shields.io/pypi/pyversions/clearml-session.svg" style="max-width: 100%;"></a> <a href="https://img.shields.io/pypi/v/clearml-session.svg" rel="nofollow"><img src="https://camo.githubusercontent.com/403ccabdcae37e425ca52a7a688694131177b8d24b394634091138661aa6ae2c/68747470733a2f2f696d672e736869656c64732e696f2f707970692f762f636c6561726d6c2d73657373696f6e2e737667" alt="PyPI version shields.io" data-canonical-src="https://img.shields.io/pypi/v/clearml-session.svg" style="max-width: 100%;"></a> <a href="https://pypi.python.org/pypi/clearml-session/" rel="nofollow"><img src="https://camo.githubusercontent.com/2ecb33a7625d1e983329cd4b2a57e3b4fba119386e027e78bb2258f3cd1a212b/68747470733a2f2f696d672e736869656c64732e696f2f707970692f7374617475732f636c6561726d6c2d73657373696f6e2e737667" alt="PyPI status" data-canonical-src="https://img.shields.io/pypi/status/clearml-session.svg" style="max-width: 100%;"></a> <a href="https://joinslack.clear.ml" rel="nofollow"><img src="https://camo.githubusercontent.com/149694a522fd5252ddaed69c90faaccf268858700492e6d8fc7010f6eb199bd9/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f736c61636b2d253233636c6561726d6c2d2d636f6d6d756e6974792d626c756576696f6c65743f6c6f676f3d736c61636b" alt="Slack Channel" data-canonical-src="https://img.shields.io/badge/slack-%23clearml--community-blueviolet?logo=slack" style="max-width: 100%;"></a></p> <p dir="auto"><code>🌟 ClearML is open-source - Leave a star to support the project! 🌟</code></p> </div> <p dir="auto"><strong><code>clearml-session</code></strong> is a utility for launching detachable remote interactive sessions (MacOS, Windows, Linux)</p> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">tl;dr</h3><a id="user-content-tldr" class="anchor" aria-label="Permalink: tl;dr" href="#tldr"><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>CLI to launch a remote session of Jupyter-Lab / VSCode / SSH, inside any docker container on any deployment, Cloud / Kubernetes / Bare-Metal</strong></p> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">🔰 What does it do?</h3><a id="user-content--what-does-it-do" class="anchor" aria-label="Permalink: 🔰 What does it do?" href="#-what-does-it-do"><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">Starting a clearml (ob)session from your local machine triggers the following:</p> <ul dir="auto"> <li>ClearML allocates a remote instance (GPU) from your dedicated pool</li> <li>On the allocated instance it will spin <strong>jupyter-lab</strong> + <strong>vscode server</strong> + <strong>SSH</strong> access for interactive usage (i.e., development)</li> <li>ClearML will start monitoring machine performance, allowing DevOps to detect stale instances and spin them down</li> <li>NEW 🔥 Kubernetes support, develop directly inside your pods! No kubectl required! Read more about <code>clearml-agent</code> and interactive sessions <a href="https://clear.ml/docs/latest/docs/clearml_agent/#kubernetes" rel="nofollow">here</a></li> <li>NEW 🎉 Automatically store & sync your <a href="#-store-and-synchronize-interactive-session-workspace">interactive session workspace</a>. <code>clearml-session</code> will automatically create a snapshot of your entire workspace when shutting it down, and later restore into a new session on a different remote machine</li> </ul> <blockquote> <p dir="auto">ℹ️ <strong>Remote PyCharm:</strong> You can also work with PyCharm in a remote session over SSH. Use the <a href="https://github.com/clearml/clearml-pycharm-plugin">PyCharm Plugin</a> to automatically sync local configurations with a remote session.</p> </blockquote> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Use-cases for remote interactive sessions:</h3><a id="user-content-use-cases-for-remote-interactive-sessions" class="anchor" aria-label="Permalink: Use-cases for remote interactive sessions:" href="#use-cases-for-remote-interactive-sessions"><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> <ol dir="auto"> <li>Development requires resources not available on the current developer's machines</li> <li>Team resource sharing (e.g. how to dynamically assign GPUs to developers)</li> <li>Spin a copy of a previously executed experiment for remote debugging purposes (:open_mouth:!)</li> <li>Scale-out development to multiple clouds, assign development machines on AWS/GCP/Azure in a seamless way</li> </ol> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Prerequisites:</h2><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> <ul dir="auto"> <li><strong>An SSH client installed on your machine</strong> - To verify, open your terminal and execute <code>ssh</code>. If you did not receive an error, we are good to go.</li> <li>At least one <code>clearml-agent</code> running on a remote host. See installation <a href="https://github.com/clearml/clearml-agent">details</a>.</li> </ul> <p dir="auto">Supported OS: MacOS, Windows, Linux</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">🔒 Secure & Stable</h2><a id="user-content--secure--stable" class="anchor" aria-label="Permalink: 🔒 Secure & Stable" href="#-secure--stable"><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-session</strong> creates a single, secure, and encrypted connection to the remote machine over SSH. SSH credentials are automatically generated by the CLI and contain fully random 32 bytes password.</p> <p dir="auto">All http connections are tunneled over the SSH connection, allowing users to add additional services on the remote machine (!)</p> <p dir="auto">Furthermore, all tunneled connections have a special stable network layer allowing you to refresh the underlying SSH connection without breaking any network sockets!</p> <p dir="auto">This means that if the network connection is unstable, you can refresh the base SSH network tunnel, without breaking JupyterLab/VSCode-server or your own SSH connection (e.g. debugging over SSH with PyCharm)</p> <hr> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">⚡ How to use: Interactive Session</h2><a id="user-content--how-to-use-interactive-session" class="anchor" aria-label="Permalink: ⚡ How to use: Interactive Session" href="#-how-to-use-interactive-session"><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> <ol dir="auto"> <li>Run <code>clearml-session</code></li> <li>Select the requested queue (resource)</li> <li>Wait until a machine is up and ready</li> <li>Click on the link to the remote JupyterLab/VSCode OR connect with the provided SSH details</li> </ol> <p dir="auto"><strong>Notice! You can also</strong>: Select a <strong>docker image</strong> to execute in, install required <strong>python packages</strong>, run <strong>bash script</strong>, pass <strong>git credentials</strong>, etc. See below for full CLI options.</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">📖 Tutorials</h2><a id="user-content--tutorials" class="anchor" aria-label="Permalink: 📖 Tutorials" href="#-tutorials"><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">👉 Getting started</h3><a id="user-content--getting-started" class="anchor" aria-label="Permalink: 👉 Getting started" href="#-getting-started"><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">Requirements <code>clearml</code> python package installed and configured (see detailed <a href="https://clear.ml/docs/latest/docs/getting_started/ds/ds_first_steps" rel="nofollow">instructions</a>)</p> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="pip install clearml-session clearml-session --docker nvcr.io/nvidia/pytorch:20.11-py3 --git-credentials"><pre>pip install clearml-session clearml-session --docker nvcr.io/nvidia/pytorch:20.11-py3 --git-credentials</pre></div> <p dir="auto">Wait for the machine to spin up. Expected CLI output would look something like:</p> <div class="highlight highlight-text-shell-session notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="Creating new session New session created [id=3d38e738c5ff458a9ec465e77e19da23] Waiting for remote machine allocation [id=3d38e738c5ff458a9ec465e77e19da23] .Status [queued] ....Status [in_progress] Remote machine allocated Setting remote environment [Task id=3d38e738c5ff458a9ec465e77e19da23] Setup process details: https://app.community.clear.ml/projects/64ae77968db24b27abf86a501667c330/experiments/3d38e738c5ff458a9ec465e77e19da23/output/log Waiting for environment setup to complete [usually about 20-30 seconds] .............. Remote machine is ready Setting up connection to remote session Starting SSH tunnel Warning: Permanently added '[192.168.0.17]:10022' (ECDSA) to the list of known hosts. root@192.168.0.17's password: f7bae03235ff2a62b6bfbc6ab9479f9e28640a068b1208b63f60cb097b3a1784 Interactive session is running: SSH: ssh root@localhost -p 8022 [password: f7bae03235ff2a62b6bfbc6ab9479f9e28640a068b1208b63f60cb097b3a1784] Jupyter Lab URL: http://localhost:8878/?token=df52806d36ad30738117937507b213ac14ed638b8c336a7e VSCode server available at http://localhost:8898/ Connection is up and running Enter "r" (or "reconnect") to reconnect the session (for example after suspend) `s` (or "shell") to connect to the SSH session `Ctrl-C` (or "quit") to abort (remote session remains active) or "Shutdown" to shut down remote interactive session"><pre><span class="pl-c1">Creating new session</span> <span class="pl-c1">New session created [id=3d38e738c5ff458a9ec465e77e19da23]</span> <span class="pl-c1">Waiting for remote machine allocation [id=3d38e738c5ff458a9ec465e77e19da23]</span> <span class="pl-c1">.Status [queued]</span> <span class="pl-c1">....Status [in_progress]</span> <span class="pl-c1">Remote machine allocated</span> <span class="pl-c1">Setting remote environment [Task id=3d38e738c5ff458a9ec465e77e19da23]</span> <span class="pl-c1">Setup process details: https://app.community.clear.ml/projects/64ae77968db24b27abf86a501667c330/experiments/3d38e738c5ff458a9ec465e77e19da23/output/log</span> <span class="pl-c1">Waiting for environment setup to complete [usually about 20-30 seconds]</span> <span class="pl-c1">..............</span> <span class="pl-c1">Remote machine is ready</span> <span class="pl-c1">Setting up connection to remote session</span> <span class="pl-c1">Starting SSH tunnel</span> <span class="pl-c1">Warning: Permanently added '[192.168.0.17]:10022' (ECDSA) to the list of known hosts.</span> <span class="pl-c1">root@192.168.0.17's password: f7bae03235ff2a62b6bfbc6ab9479f9e28640a068b1208b63f60cb097b3a1784</span> <span class="pl-c1">Interactive session is running:</span> <span class="pl-c1">SSH: ssh root@localhost -p 8022 [password: f7bae03235ff2a62b6bfbc6ab9479f9e28640a068b1208b63f60cb097b3a1784]</span> <span class="pl-c1">Jupyter Lab URL: http://localhost:8878/?token=df52806d36ad30738117937507b213ac14ed638b8c336a7e</span> <span class="pl-c1">VSCode server available at http://localhost:8898/</span> <span class="pl-c1">Connection is up and running</span> <span class="pl-c1">Enter "r" (or "reconnect") to reconnect the session (for example after suspend)</span> <span class="pl-c1">`s` (or "shell") to connect to the SSH session</span> <span class="pl-c1">`Ctrl-C` (or "quit") to abort (remote session remains active)</span> <span class="pl-c1">or "Shutdown" to shut down remote interactive session</span></pre></div> <p dir="auto">Click on the <strong>Jupyter Lab</strong> link (<a href="http://localhost:8878/?token=xyz" rel="nofollow">http://localhost:8878/?token=xyz</a>), or <strong>VScode</strong> (running inside your remote container) (<a href="http://localhost:8898/" rel="nofollow">http://localhost:8898/</a>), or drop into <strong>SSH</strong> shell by typing <code>shell</code>.</p> <p dir="auto">Open your terminal, clone your code & start working :)</p> <blockquote> <p dir="auto">ℹ️ <strong>TIP</strong>: You can additional python package to your remote session setup by adding <code>--packages</code> to the command line, for example to add <code>boto3</code> add <code>--packages "boto3>1"</code></p> </blockquote> <blockquote> <p dir="auto">ℹ️ <strong>TIP</strong>: If you need direct SSH into the remote container from your terminal, you can directly drop into a shell by adding <code>--shell</code> to the command line</p> </blockquote> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">📞 Leaving a session and reconnecting to it</h3><a id="user-content--leaving-a-session-and-reconnecting-to-it" class="anchor" aria-label="Permalink: 📞 Leaving a session and reconnecting to it" href="#-leaving-a-session-and-reconnecting-to-it"><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">On the <code>clearml-session</code> CLI terminal, enter 'quit' or press <code>Ctrl-C</code> It will close the CLI but preserve the remote session (i.e. remote session will remain running)</p> <p dir="auto">When you want to reconnect to it, execute:</p> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="clearml-session"><pre>clearml-session</pre></div> <p dir="auto">Then press "Y" (or enter) to reconnect to the already running session:</p> <div class="highlight highlight-text-shell-session notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="clearml-session - launch interactive session Checking previous session Connect to active session id=3d38e738c5ff458a9ec465e77e19da23 [Y]/n?"><pre><span class="pl-c1">clearml-session - launch interactive session</span> <span class="pl-c1">Checking previous session</span> <span class="pl-c1">Connect to active session id=3d38e738c5ff458a9ec465e77e19da23 [Y]/n?</span></pre></div> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Shutting down a remote session</h3><a id="user-content-shutting-down-a-remote-session" class="anchor" aria-label="Permalink: Shutting down a remote session" href="#shutting-down-a-remote-session"><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">On the <code>clearml-session</code> CLI terminal, enter 'shutdown' (case-insensitive). It will shut down the remote session, free the resource and close the CLI:</p> <div class="highlight highlight-text-shell-session notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="Enter "r" (or "reconnect") to reconnect the session (for example after suspend) `s` (or "shell") to connect to the SSH session `Ctrl-C` (or "quit") to abort (remote session remains active) or "Shutdown" to shut down remote interactive session shutdown Shutting down interactive session Remote session shutdown Goodbye"><pre><span class="pl-c1">Enter "r" (or "reconnect") to reconnect the session (for example after suspend)</span> <span class="pl-c1">`s` (or "shell") to connect to the SSH session</span> <span class="pl-c1">`Ctrl-C` (or "quit") to abort (remote session remains active)</span> <span class="pl-c1">or "Shutdown" to shut down remote interactive session</span> <span class="pl-c1">shutdown</span> <span class="pl-c1">Shutting down interactive session</span> <span class="pl-c1">Remote session shutdown</span> <span class="pl-c1">Goodbye</span></pre></div> <p dir="auto">You can also use the CLI to shut down a specific clearml interactive session:</p> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="clearml-session shutdown --id <session_id>"><pre>clearml-session shutdown --id <span class="pl-k"><</span>session_id<span class="pl-k">></span></pre></div> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">🔗 Connecting to a running interactive session from a different machine</h3><a id="user-content--connecting-to-a-running-interactive-session-from-a-different-machine" class="anchor" aria-label="Permalink: 🔗 Connecting to a running interactive session from a different machine" href="#-connecting-to-a-running-interactive-session-from-a-different-machine"><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">Continue working on an interactive session from <strong>any</strong> machine. In the <code>clearml</code> web UI, go to the DevOps project, and find your interactive session. Click on the ID button next to the Task name, and copy the unique ID.</p> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="clearml-session --attach <session_id>"><pre>clearml-session --attach <span class="pl-k"><</span>session_id<span class="pl-k">></span></pre></div> <p dir="auto">Click on the JupyterLab/VSCode link, or connect directly to the SSH session.</p> <blockquote> <p dir="auto">✨ <strong>TIP</strong>: You can work & debug your colleagues code and workspace by sharing the <code>session id</code> and connect to the same remote container together with <code>--attach</code></p> </blockquote> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">📂 Store and synchronize interactive session workspace</h3><a id="user-content--store-and-synchronize-interactive-session-workspace" class="anchor" aria-label="Permalink: 📂 Store and synchronize interactive session workspace" href="#-store-and-synchronize-interactive-session-workspace"><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">Specify the remote workspace root-folder by adding <code>--store-workspace ~/workspace</code> to the command line. In the remote session container, put all your code / data under the <code>~/workspace</code> directory. When your session is shut down, the workspace folder will be automatically packaged and stored on the clearml file server. In your next <code>clearml-session</code> execution, specify again <code>--store-workspace ~/workspace</code> and clearml-session will grab the previous workspace snapshot and restore it into the new remote container in <code>~/workspace</code>.</p> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="clearml-session --store-workspace ~/workspace --docker python:3.10-bullseye"><pre>clearml-session --store-workspace <span class="pl-k">~</span>/workspace --docker python:3.10-bullseye</pre></div> <p dir="auto">To continue the last aborted session and restore the workspace:</p> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="clearml-session --store-workspace ~/workspace --docker python:3.10-bullseye"><pre>clearml-session --store-workspace <span class="pl-k">~</span>/workspace --docker python:3.10-bullseye</pre></div> <div class="highlight highlight-text-shell-session notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="clearml-session - CLI for launching JupyterLab / VSCode / SSH on a remote machine Verifying credentials Use previous queue (resource) '1xGPU' [Y]/n? Interactive session config: ... Restore workspace from session id=01bf86f038314434878b2413343ba746 'interactive_session' @ 2024-03-02 20:34:03 [Y]/n? Restoring workspace from previous session id=01bf86f038314434878b2413343ba746"><pre><span class="pl-c1">clearml-session - CLI for launching JupyterLab / VSCode / SSH on a remote machine</span> <span class="pl-c1">Verifying credentials</span> <span class="pl-c1">Use previous queue (resource) '1xGPU' [Y]/n? </span> <span class="pl-c1">Interactive session config:</span> <span class="pl-c1">...</span> <span class="pl-c1">Restore workspace from session id=01bf86f038314434878b2413343ba746 'interactive_session' @ 2024-03-02 20:34:03 [Y]/n? </span> <span class="pl-c1">Restoring workspace from previous session id=01bf86f038314434878b2413343ba746</span></pre></div> <p dir="auto">To continue a <strong>specific</strong> session ID and restore its workspace:</p> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="clearml-session --continue-session <session_id> --store-workspace ~/workspace --docker python:3.10-bullseye"><pre>clearml-session --continue-session <span class="pl-k"><</span>session_id<span class="pl-k">></span> --store-workspace <span class="pl-k">~</span>/workspace --docker python:3.10-bullseye</pre></div> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">📤 Upload local files to remote session</h3><a id="user-content--upload-local-files-to-remote-session" class="anchor" aria-label="Permalink: 📤 Upload local files to remote session" href="#-upload-local-files-to-remote-session"><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 need to upload files from your local machine into the remote session, specify the file or directory with <code>--upload-files /mnt/data/stuff</code>. The entire content of the directory / file will be copied into your remote <code>clearml-session</code> container under the <code>~/session-files/</code> directory.</p> <p dir="auto">Can be used in conjunction with <code>--store-workspace</code> to easily move workloads between local development machines and remote machines with 100% persistent workspace synchronization.</p> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="clearml-session --upload-files /mnt/data/stuff"><pre>clearml-session --upload-files /mnt/data/stuff</pre></div> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">🔧 Debug a previously executed experiment</h3><a id="user-content--debug-a-previously-executed-experiment" class="anchor" aria-label="Permalink: 🔧 Debug a previously executed experiment" href="#-debug-a-previously-executed-experiment"><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 a previously executed experiment (Task) on the clearml platform, you can create an exact copy of the experiment (Task) and debug it on the remote interactive session. <code>clearml-session</code> will replicate the exact remote environment, add JupyterLab/VSCode/SSH and allow you interactively execute and debug the experiment, on the interactive remote container.</p> <p dir="auto">In the <code>clearml</code> web UI, find the experiment (Task) you wish to debug. Click on the ID button next to the Task name, and copy the unique ID, then execute:</p> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="clearml-session --debugging-session <experiment_id_here>"><pre>clearml-session --debugging-session <span class="pl-k"><</span>experiment_id_here<span class="pl-k">></span></pre></div> <p dir="auto">Click on the JupyterLab/VSCode link, or drop directly into an SSH shell by typing <code>shell</code>.</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">❓ Frequently Asked Questions</h2><a id="user-content--frequently-asked-questions" class="anchor" aria-label="Permalink: ❓ Frequently Asked Questions" href="#-frequently-asked-questions"><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">How does it work?</h4><a id="user-content-how-does-it-work" class="anchor" aria-label="Permalink: How does it work?" href="#how-does-it-work"><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 <code>clearml-session</code> creates a new interactive <code>Task</code> in the system (default project: DevOps).</p> <p dir="auto">This <code>Task</code> is responsible for setting the SSH and JupyterLab/VSCode on the host machine.</p> <p dir="auto">The local <code>clearml-session</code> awaits for the interactive Task to finish with the initial setup, then it connects via SSH to the host machine (see "safe and stable" above), and tunnels both SSH and JupyterLab over the SSH connection.</p> <p dir="auto">The end result is a local link which you can use to access the JupyterLab/VSCode on the remote machine, over a <strong>secure and encrypted</strong> connection!</p> <div class="markdown-heading" dir="auto"><h4 tabindex="-1" class="heading-element" dir="auto">Does <code>clearml-session</code> support Kubernetes clusters?</h4><a id="user-content-does-clearml-session-support-kubernetes-clusters" class="anchor" aria-label="Permalink: Does clearml-session support Kubernetes clusters?" href="#does-clearml-session-support-kubernetes-clusters"><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">Yes! <code>clearml-session</code> utilizes the <code>clearml-agent</code> kubernetes glue together with routing capabilities in order to allow any clearml-session to spin a container (pod) on the kubernetes cluster and securely connect <strong>directly</strong> into the pod. This feature does not require any kubernetes access from the users, and simplifies code development on kubernetes clusters as well as job scheduling & launching. Read more on how to deploy clearml on kubernetes <a href="https://clear.ml/docs/latest/docs/clearml_agent/#kubernetes" rel="nofollow">here</a>.</p> <div class="markdown-heading" dir="auto"><h4 tabindex="-1" class="heading-element" dir="auto">How can I use <code>clearml-session</code> to scale up / out development resources?</h4><a id="user-content-how-can-i-use-clearml-session-to-scale-up--out-development-resources" class="anchor" aria-label="Permalink: How can I use clearml-session to scale up / out development resources?" href="#how-can-i-use-clearml-session-to-scale-up--out-development-resources"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto"><strong>Clearml</strong> has a <a href="https://clear.ml/docs/latest/docs/cloud_autoscaling/autoscaling_overview" rel="nofollow">cloud autoscaler</a>, so you can easily and automatically spin machines for development!</p> <p dir="auto">There is also a default docker image to use when initiating a task.</p> <p dir="auto">This means that using <strong>clearml-session</strong>s with the autoscaler enabled, allows for turn-key secure development environment inside a docker of your choosing.</p> <p dir="auto">Learn more about it <a href="https://clear.ml/docs/latest/docs/guides/services/aws_autoscaler" rel="nofollow">here</a> & <a href="https://clear.ml/docs/latest/docs/webapp/applications/apps_gpu_compute" rel="nofollow">here</a>.</p> <div class="markdown-heading" dir="auto"><h4 tabindex="-1" class="heading-element" dir="auto">Does <code>clearml-session</code> fit Work-From-Home setup?</h4><a id="user-content-does-clearml-session-fit-work-from-home-setup" class="anchor" aria-label="Permalink: Does clearml-session fit Work-From-Home setup?" href="#does-clearml-session-fit-work-from-home-setup"><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>YES</strong>. Install <code>clearml-agent</code> on target machines inside the organization, connect over your company VPN and use <code>clearml-session</code> to gain access to a dedicated on-prem machine with the docker of your choosing (with out-of-the-box support for any internal docker artifactory).</p> <p dir="auto">Learn more about how to utilize your office workstations and on-prem machines <a href="https://clear.ml/docs/latest/docs/clearml_agent" rel="nofollow">here</a>.</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">⌨️ CLI options</h2><a id="user-content-️-cli-options" class="anchor" aria-label="Permalink: ⌨️ CLI options" href="#️-cli-options"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="clearml-session --help"><pre>clearml-session --help</pre></div> <div class="highlight highlight-text-shell-session notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="clearml-session - CLI for launching JupyterLab / VSCode / SSH on a remote machine usage: clearml-session [-h] [--version] [--attach [ATTACH]] [--shutdown [SHUTDOWN]] [--shell] [--debugging-session DEBUGGING_SESSION] [--queue QUEUE] [--router-enabled] [--docker DOCKER] [--docker-args DOCKER_ARGS] [--public-ip [true/false]] [--remote-ssh-port REMOTE_SSH_PORT] [--vscode-server [true/false]] [--vscode-version VSCODE_VERSION] [--vscode-extensions VSCODE_EXTENSIONS] [--jupyter-lab [true/false]] [--upload-files UPLOAD_FILES] [--continue-session CONTINUE_SESSION] [--store-workspace STORE_WORKSPACE] [--git-credentials [true/false]] [--user-folder USER_FOLDER] [--packages [PACKAGES [PACKAGES ...]]] [--requirements REQUIREMENTS] [--init-script [INIT_SCRIPT]] [--config-file CONFIG_FILE] [--remote-gateway [REMOTE_GATEWAY]] [--base-task-id BASE_TASK_ID] [--project PROJECT] [--session-name SESSION_NAME] [--session-tags [SESSION_TAGS [SESSION_TAGS ...]]] [--disable-session-cleanup [true/false]] [--keepalive [true/false]] [--queue-excluded-tag [QUEUE_EXCLUDED_TAG [QUEUE_EXCLUDED_TAG ...]]] [--queue-include-tag [QUEUE_INCLUDE_TAG [QUEUE_INCLUDE_TAG ...]]] [--skip-docker-network [true/false]] [--password PASSWORD] [--randomize [RANDOMIZE [RANDOMIZE ...]]] [--username USERNAME] [--force-dropbear [true/false]] [--disable-store-defaults] [--disable-fingerprint-check] [--verbose] [--yes] {list,info,shutdown} ... clearml-session - CLI for launching JupyterLab / VSCode / SSH on a remote machine positional arguments: {list,info,shutdown} ClearML session control commands list List running Sessions info Detailed information on specific session shutdown Shutdown specific session optional arguments: -h, --help show this help message and exit --version Display the clearml-session utility version --attach [ATTACH] Attach to running interactive session (default: previous session) --shutdown [SHUTDOWN], -S [SHUTDOWN] Shut down an active session (default: previous session) --shell Open the SSH shell session directly, notice quiting the SSH session will Not shutdown the remote session --debugging-session DEBUGGING_SESSION Pass existing Task id (experiment), create a copy of the experiment on a remote machine, and launch jupyter/ssh for interactive access. Example --debugging-session <task_id> --queue QUEUE Select the queue to launch the interactive session on (default: previously used queue) --router-enabled If we have a clearml Router set, make sure we request direct TCP routing to our container. --docker DOCKER Select the docker image to use in the interactive session on (default: previously used docker image or `nvidia/cuda:11.6.2-runtime-ubuntu20.04`) --docker-args DOCKER_ARGS Add additional arguments for the docker image to use in the interactive session on (default: previously used docker-args) --public-ip [true/false] If True register the public IP of the remote machine. Set if running on the cloud. Default: false (use for local / on-premises) --remote-ssh-port REMOTE_SSH_PORT Set the remote ssh server port, running on the agent`s machine. (default: 10022) --vscode-server [true/false] Install vscode server (code-server) on interactive session (default: true) --vscode-version VSCODE_VERSION Set vscode server (code-server) version, as well as vscode python extension version <vscode:python-ext> (example: "3.7.4:2020.10.332292344") --vscode-extensions VSCODE_EXTENSIONS Install additional vscode extensions, as well as vscode python extension (example: "ms-python.python,ms- python.black-formatter,ms-python.pylint,ms-python.flake8") --jupyter-lab [true/false] Install Jupyter-Lab on interactive session (default: true) --upload-files UPLOAD_FILES Advanced: Upload local files/folders to the remote session. Example: `/my/local/data/` will upload the local folder and extract it into the container in ~/session-files/ --continue-session CONTINUE_SESSION Continue previous session (ID provided) restoring your workspace (see --store-workspace) --store-workspace STORE_WORKSPACE Upload/Restore remote workspace folder. Example: `~/workspace/` will automatically restore/store the *containers* folder and extract it into next the session. Use with --continue-session to continue your previous work from your exact container state --git-credentials [true/false] If true, local .git-credentials file is sent to the interactive session. (default: false) --user-folder USER_FOLDER Advanced: Set the remote base folder (default: ~/) --packages [PACKAGES [PACKAGES ...]] Additional packages to add, supports version numbers (default: previously added packages). examples: --packages torch==1.7 tqdm --requirements REQUIREMENTS Specify requirements.txt file to install when setting the interactive session. Requirements file is read and stored in `packages` section as default for the next sessions. Can be overridden by calling `--packages` --init-script [INIT_SCRIPT] Specify BASH init script file to be executed when setting the interactive session. Script content is read and stored as default script for the next sessions. To clear the init-script do not pass a file --config-file CONFIG_FILE Advanced: Change the configuration file used to store the previous state (default: ~/.clearml_session.json) --remote-gateway [REMOTE_GATEWAY] Advanced: Specify gateway ip/address:port to be passed to interactive session (for use with k8s ingestion / ELB) --base-task-id BASE_TASK_ID Advanced: Set the base task ID for the interactive session. (default: previously used Task). Use `none` for the default interactive session --project PROJECT Advanced: Set the project name for the interactive session Task --session-name SESSION_NAME Advanced: Set the name of the interactive session Task --session-tags [SESSION_TAGS [SESSION_TAGS ...]] Advanced: Add tags to the interactive session for increased visibility --disable-session-cleanup [true/false] Advanced: If set, previous interactive sessions are not deleted --keepalive [true/false] Advanced: If set, enables the transparent proxy always keeping the sockets alive. Default: False, do not use transparent socket for mitigating connection drops. --queue-excluded-tag [QUEUE_EXCLUDED_TAG [QUEUE_EXCLUDED_TAG ...]] Advanced: Excluded queues with this specific tag from the selection --queue-include-tag [QUEUE_INCLUDE_TAG [QUEUE_INCLUDE_TAG ...]] Advanced: Only include queues with this specific tag from the selection --skip-docker-network [true/false] Advanced: If set, `--network host` is **not** passed to docker (assumes k8s network ingestion) (default: false) --password PASSWORD Advanced: Select ssh password for the interactive session (default: `randomly-generated` or previously used one) --randomize [RANDOMIZE [RANDOMIZE ...]] Advanced: Recreate a new random ssh password for the interactive session options: `--randomize` one time recreate random password, --randomize `always` create a new random password for every session --username USERNAME Advanced: Select ssh username for the interactive session (default: `root` or previously used one) --force-dropbear [true/false] Force using `dropbear` instead of SSHd --disable-store-defaults If set, do not store current setup as new default configuration --disable-fingerprint-check Advanced: If set, ignore the remote SSH server fingerprint check --verbose Advanced: If set, print verbose progress information, e.g. the remote machine setup process log --yes, -y Automatic yes to prompts; assume "yes" as answer to all prompts and run non-interactively Notice! all arguments are stored as new defaults for the next execution "><pre><span class="pl-c1">clearml-session - CLI for launching JupyterLab / VSCode / SSH on a remote machine</span> <span class="pl-c1">usage: clearml-session [-h] [--version] [--attach [ATTACH]] [--shutdown [SHUTDOWN]] [--shell]</span> <span class="pl-c1"> [--debugging-session DEBUGGING_SESSION] [--queue QUEUE] [--router-enabled] [--docker DOCKER]</span> <span class="pl-c1"> [--docker-args DOCKER_ARGS] [--public-ip [true/false]] [--remote-ssh-port REMOTE_SSH_PORT]</span> <span class="pl-c1"> [--vscode-server [true/false]] [--vscode-version VSCODE_VERSION] [--vscode-extensions VSCODE_EXTENSIONS]</span> <span class="pl-c1"> [--jupyter-lab [true/false]] [--upload-files UPLOAD_FILES] [--continue-session CONTINUE_SESSION]</span> <span class="pl-c1"> [--store-workspace STORE_WORKSPACE] [--git-credentials [true/false]] [--user-folder USER_FOLDER]</span> <span class="pl-c1"> [--packages [PACKAGES [PACKAGES ...]]] [--requirements REQUIREMENTS] [--init-script [INIT_SCRIPT]]</span> <span class="pl-c1"> [--config-file CONFIG_FILE] [--remote-gateway [REMOTE_GATEWAY]] [--base-task-id BASE_TASK_ID]</span> <span class="pl-c1"> [--project PROJECT] [--session-name SESSION_NAME] [--session-tags [SESSION_TAGS [SESSION_TAGS ...]]]</span> <span class="pl-c1"> [--disable-session-cleanup [true/false]] [--keepalive [true/false]]</span> <span class="pl-c1"> [--queue-excluded-tag [QUEUE_EXCLUDED_TAG [QUEUE_EXCLUDED_TAG ...]]]</span> <span class="pl-c1"> [--queue-include-tag [QUEUE_INCLUDE_TAG [QUEUE_INCLUDE_TAG ...]]] [--skip-docker-network [true/false]]</span> <span class="pl-c1"> [--password PASSWORD] [--randomize [RANDOMIZE [RANDOMIZE ...]]] [--username USERNAME]</span> <span class="pl-c1"> [--force-dropbear [true/false]] [--disable-store-defaults] [--disable-fingerprint-check] [--verbose]</span> <span class="pl-c1"> [--yes]</span> <span class="pl-c1"> {list,info,shutdown} ...</span> <span class="pl-c1">clearml-session - CLI for launching JupyterLab / VSCode / SSH on a remote machine</span> <span class="pl-c1">positional arguments:</span> <span class="pl-c1"> {list,info,shutdown} ClearML session control commands</span> <span class="pl-c1"> list List running Sessions</span> <span class="pl-c1"> info Detailed information on specific session</span> <span class="pl-c1"> shutdown Shutdown specific session</span> <span class="pl-c1">optional arguments:</span> <span class="pl-c1"> -h, --help show this help message and exit</span> <span class="pl-c1"> --version Display the clearml-session utility version</span> <span class="pl-c1"> --attach [ATTACH] Attach to running interactive session (default: previous session)</span> <span class="pl-c1"> --shutdown [SHUTDOWN], -S [SHUTDOWN]</span> <span class="pl-c1"> Shut down an active session (default: previous session)</span> <span class="pl-c1"> --shell Open the SSH shell session directly, notice quiting the SSH session will Not shutdown the remote session</span> <span class="pl-c1"> --debugging-session DEBUGGING_SESSION</span> <span class="pl-c1"> Pass existing Task id (experiment), create a copy of the experiment on a remote machine, and launch</span> <span class="pl-c1"> jupyter/ssh for interactive access. Example --debugging-session <task_id></span> <span class="pl-c1"> --queue QUEUE Select the queue to launch the interactive session on (default: previously used queue)</span> <span class="pl-c1"> --router-enabled If we have a clearml Router set, make sure we request direct TCP routing to our container.</span> <span class="pl-c1"> --docker DOCKER Select the docker image to use in the interactive session on (default: previously used docker image or</span> <span class="pl-c1"> `nvidia/cuda:11.6.2-runtime-ubuntu20.04`)</span> <span class="pl-c1"> --docker-args DOCKER_ARGS</span> <span class="pl-c1"> Add additional arguments for the docker image to use in the interactive session on (default: previously</span> <span class="pl-c1"> used docker-args)</span> <span class="pl-c1"> --public-ip [true/false]</span> <span class="pl-c1"> If True register the public IP of the remote machine. Set if running on the cloud. Default: false (use</span> <span class="pl-c1"> for local / on-premises)</span> <span class="pl-c1"> --remote-ssh-port REMOTE_SSH_PORT</span> <span class="pl-c1"> Set the remote ssh server port, running on the agent`s machine. (default: 10022)</span> <span class="pl-c1"> --vscode-server [true/false]</span> <span class="pl-c1"> Install vscode server (code-server) on interactive session (default: true)</span> <span class="pl-c1"> --vscode-version VSCODE_VERSION</span> <span class="pl-c1"> Set vscode server (code-server) version, as well as vscode python extension version <vscode:python-ext></span> <span class="pl-c1"> (example: "3.7.4:2020.10.332292344")</span> <span class="pl-c1"> --vscode-extensions VSCODE_EXTENSIONS</span> <span class="pl-c1"> Install additional vscode extensions, as well as vscode python extension (example: "ms-python.python,ms-</span> <span class="pl-c1"> python.black-formatter,ms-python.pylint,ms-python.flake8")</span> <span class="pl-c1"> --jupyter-lab [true/false]</span> <span class="pl-c1"> Install Jupyter-Lab on interactive session (default: true)</span> <span class="pl-c1"> --upload-files UPLOAD_FILES</span> <span class="pl-c1"> Advanced: Upload local files/folders to the remote session. Example: `/my/local/data/` will upload the</span> <span class="pl-c1"> local folder and extract it into the container in ~/session-files/</span> <span class="pl-c1"> --continue-session CONTINUE_SESSION</span> <span class="pl-c1"> Continue previous session (ID provided) restoring your workspace (see --store-workspace)</span> <span class="pl-c1"> --store-workspace STORE_WORKSPACE</span> <span class="pl-c1"> Upload/Restore remote workspace folder. Example: `~/workspace/` will automatically restore/store the</span> <span class="pl-c1"> *containers* folder and extract it into next the session. Use with --continue-session to continue your</span> <span class="pl-c1"> previous work from your exact container state</span> <span class="pl-c1"> --git-credentials [true/false]</span> <span class="pl-c1"> If true, local .git-credentials file is sent to the interactive session. (default: false)</span> <span class="pl-c1"> --user-folder USER_FOLDER</span> <span class="pl-c1"> Advanced: Set the remote base folder (default: ~/)</span> <span class="pl-c1"> --packages [PACKAGES [PACKAGES ...]]</span> <span class="pl-c1"> Additional packages to add, supports version numbers (default: previously added packages). examples:</span> <span class="pl-c1"> --packages torch==1.7 tqdm</span> <span class="pl-c1"> --requirements REQUIREMENTS</span> <span class="pl-c1"> Specify requirements.txt file to install when setting the interactive session. Requirements file is read</span> <span class="pl-c1"> and stored in `packages` section as default for the next sessions. Can be overridden by calling</span> <span class="pl-c1"> `--packages`</span> <span class="pl-c1"> --init-script [INIT_SCRIPT]</span> <span class="pl-c1"> Specify BASH init script file to be executed when setting the interactive session. Script content is</span> <span class="pl-c1"> read and stored as default script for the next sessions. To clear the init-script do not pass a file</span> <span class="pl-c1"> --config-file CONFIG_FILE</span> <span class="pl-c1"> Advanced: Change the configuration file used to store the previous state (default:</span> <span class="pl-c1"> ~/.clearml_session.json)</span> <span class="pl-c1"> --remote-gateway [REMOTE_GATEWAY]</span> <span class="pl-c1"> Advanced: Specify gateway ip/address:port to be passed to interactive session (for use with k8s</span> <span class="pl-c1"> ingestion / ELB)</span> <span class="pl-c1"> --base-task-id BASE_TASK_ID</span> <span class="pl-c1"> Advanced: Set the base task ID for the interactive session. (default: previously used Task). Use `none`</span> <span class="pl-c1"> for the default interactive session</span> <span class="pl-c1"> --project PROJECT Advanced: Set the project name for the interactive session Task</span> <span class="pl-c1"> --session-name SESSION_NAME</span> <span class="pl-c1"> Advanced: Set the name of the interactive session Task</span> <span class="pl-c1"> --session-tags [SESSION_TAGS [SESSION_TAGS ...]]</span> <span class="pl-c1"> Advanced: Add tags to the interactive session for increased visibility</span> <span class="pl-c1"> --disable-session-cleanup [true/false]</span> <span class="pl-c1"> Advanced: If set, previous interactive sessions are not deleted</span> <span class="pl-c1"> --keepalive [true/false]</span> <span class="pl-c1"> Advanced: If set, enables the transparent proxy always keeping the sockets alive. Default: False, do not</span> <span class="pl-c1"> use transparent socket for mitigating connection drops.</span> <span class="pl-c1"> --queue-excluded-tag [QUEUE_EXCLUDED_TAG [QUEUE_EXCLUDED_TAG ...]]</span> <span class="pl-c1"> Advanced: Excluded queues with this specific tag from the selection</span> <span class="pl-c1"> --queue-include-tag [QUEUE_INCLUDE_TAG [QUEUE_INCLUDE_TAG ...]]</span> <span class="pl-c1"> Advanced: Only include queues with this specific tag from the selection</span> <span class="pl-c1"> --skip-docker-network [true/false]</span> <span class="pl-c1"> Advanced: If set, `--network host` is **not** passed to docker (assumes k8s network ingestion) (default:</span> <span class="pl-c1"> false)</span> <span class="pl-c1"> --password PASSWORD Advanced: Select ssh password for the interactive session (default: `randomly-generated` or previously</span> <span class="pl-c1"> used one)</span> <span class="pl-c1"> --randomize [RANDOMIZE [RANDOMIZE ...]]</span> <span class="pl-c1"> Advanced: Recreate a new random ssh password for the interactive session options: `--randomize` one time</span> <span class="pl-c1"> recreate random password, --randomize `always` create a new random password for every session</span> <span class="pl-c1"> --username USERNAME Advanced: Select ssh username for the interactive session (default: `root` or previously used one)</span> <span class="pl-c1"> --force-dropbear [true/false]</span> <span class="pl-c1"> Force using `dropbear` instead of SSHd</span> <span class="pl-c1"> --disable-store-defaults</span> <span class="pl-c1"> If set, do not store current setup as new default configuration</span> <span class="pl-c1"> --disable-fingerprint-check</span> <span class="pl-c1"> Advanced: If set, ignore the remote SSH server fingerprint check</span> <span class="pl-c1"> --verbose Advanced: If set, print verbose progress information, e.g. the remote machine setup process log</span> <span class="pl-c1"> --yes, -y Automatic yes to prompts; assume "yes" as answer to all prompts and run non-interactively</span> <span class="pl-c1">Notice! all arguments are stored as new defaults for the next execution</span> </pre></div> </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="mlB+Wmt/dP8Emipx8oo72EN3ZwK4GzzOsVyll0O1+x60TD1fB0n6EBwdOJxqO6PNCa2FnBw4u+55UNFgmTJwKQ==" /> </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 Remote - CLI for launching JupyterLab / VSCode on a remote machine </p> <div class="my-3 d-flex flex-items-center"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" 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