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aria-label="breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a class="breadcrumbs__link" href="/zh-cn/">🏠</a></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item"><span class="breadcrumbs__link" itemprop="item name">Design Docs</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="item name">Notebook Implementation</span><meta itemprop="position" content="2"></li></ul></nav><span class="theme-doc-version-badge badge badge--secondary">Version: master 🏃</span><div class="tocCollapsible_jdIR theme-doc-toc-mobile tocMobile_TmEX"><button type="button" class="clean-btn tocCollapsibleButton_Fzxq">On this page</button></div><div class="theme-doc-markdown markdown"><header><h1>Notebook Implementation</h1></header><h2 class="anchor anchorWithStickyNavbar_mojV" id="overview">Overview<a class="hash-link" href="#overview" title="Direct link to heading">​</a></h2><h3 class="anchor anchorWithStickyNavbar_mojV" id="users-interaction">User&#x27;s interaction<a class="hash-link" href="#users-interaction" title="Direct link to heading">​</a></h3><p>Users can start N (N &gt;= 0) number of Notebook sessions, a notebook session is a running notebook instance.</p><ul><li>Notebook session can be launched by Submarine UI (P0), and Submarine CLI (P2). </li><li>When launch notebook session, users can choose T-shirt size of notebook session (how much mem/cpu/gpu resources, or resource profile such as small, medium, large, etc.). (P0)</li><li>And user can choose an environment for notebook. More details please refer to <a href="/zh-cn/docs/next/designDocs/environments-implementation">environment implementation</a> (P0)</li><li>When start a notebook, user can choose what code to be initialized, similar to experiment. (P1)</li><li>Optionally, users can choose to attach a persistent volume to a notebook session. (P2)</li></ul><p>Users can get a list of notebook sessions belongs to themselves, and connect to notebook session. </p><p>User can choose to terminate a running notebook session.</p><h3 class="anchor anchorWithStickyNavbar_mojV" id="admins-interaction">Admin&#x27;s interaction<a class="hash-link" href="#admins-interaction" title="Direct link to heading">​</a></h3><ul><li>How many concurrent notebook sessions can be launched by each user is determined by resource quota limits of each user, and maximum concurrent notebook sessions can be launched by each user. (P2)</li></ul><h2 class="anchor anchorWithStickyNavbar_mojV" id="relationship-with-other-components">Relationship with other components<a class="hash-link" href="#relationship-with-other-components" title="Direct link to heading">​</a></h2><h3 class="anchor anchorWithStickyNavbar_mojV" id="metadata-store">Metadata store<a class="hash-link" href="#metadata-store" title="Direct link to heading">​</a></h3><p>Running notebook sessions&#x27; metadata need persistented in Submarine&#x27;s metadata store (Database).</p><h3 class="anchor anchorWithStickyNavbar_mojV" id="submarine-server">Submarine Server<a class="hash-link" href="#submarine-server" title="Direct link to heading">​</a></h3><div class="codeBlockContainer_I0IT theme-code-block"><div class="codeBlockContent_wNvx" style="color:#bfc7d5;background-color:#292d3e"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#bfc7d5"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">  +--------------+  +--------Submarine Server--------------------+</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">  |Submarine UI  |  | +-------------------+                      |</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">  |              |+---&gt;  Submarine        |                      |</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">  |  Notebook    |  | |  Notebook REST API|                      |</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">  +--------------+  | |                   |                      |</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">                    | +--------+----------+     +--------------+ |</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">                    |          |             +-&gt;|Metastore     | |</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">                    | +--------v----------+  |  |DB            | |</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">                    | | Submarine         +--+  +--------------+ |</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">                    | | Notebook Mgr      |                      |</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">                    | |                   |                      |</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">                    | |                   |                      |</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">                    | +--------+----------+                      |</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">                    |          |                                 |</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">                    +----------|---------------------------------+</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">                               |</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">                +--------------+</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">       +--------v---------+</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">       | Notebook Session |</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">       |                  |</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">       |   instance       |</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">       |                  |</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">       +------------------+</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" title="Copy" class="copyButton_eDfN clean-btn"><span class="copyButtonIcons_W9eQ" aria-hidden="true"><svg class="copyButtonIcon_XEyF" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_i9w9" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div><p>Once user use Submarine UI to launch a notebook session, Submarine notebook manager inside Submarine Server will persistent notebook session&#x27;s metadata, and launch a new notebook session instance. </p><h3 class="anchor anchorWithStickyNavbar_mojV" id="resource-manager">Resource manager<a class="hash-link" href="#resource-manager" title="Direct link to heading">​</a></h3><p>When using K8s as resource manager, Submarine notebook session will run as a new POD.</p><h3 class="anchor anchorWithStickyNavbar_mojV" id="storage">Storage<a class="hash-link" href="#storage" title="Direct link to heading">​</a></h3><p>There&#x27;re several different types of storage requirements for Submarine notebook. </p><p>For code, environment, etc, storage, please refer to <a href="/zh-cn/docs/next/designDocs/storage-implementation">storage implementation</a>, check &quot;Localization of experiment/notebook/model-serving code&quot;.</p><p>When there&#x27;re needs to attach volume (such as user&#x27;s home folder) to Submarine notebook session, please check <a href="/zh-cn/docs/next/designDocs/storage-implementation">storage implementation</a>, check &quot;Attachable volume&quot;.</p><h3 class="anchor anchorWithStickyNavbar_mojV" id="environment">Environment<a class="hash-link" href="#environment" title="Direct link to heading">​</a></h3><p>Submarine notebook&#x27;s environment should be used to run experiment, model serving, etc. Please check <a href="/zh-cn/docs/next/designDocs/environments-implementation">environment implementation</a>. (More specific to notebook, please check &quot;How to implement to make user can easily use Submarine environments&quot;)</p><p>Please note that notebook&#x27;s Environment should include right version of notebook libraries, and admin should follow the guidance to build correct Docker image, Conda libraries to correctly run Notebook.</p><h3 class="anchor anchorWithStickyNavbar_mojV" id="submarine-sdk-for-experiment-etc">Submarine SDK (For Experiment, etc.)<a class="hash-link" href="#submarine-sdk-for-experiment-etc" title="Direct link to heading">​</a></h3><p>Users can run new experiment, access metrics information, or do model operations using Submarine SDK. </p><p>Submarine SDK is a Python library which can talk to Submarine Server which need Submarine Server&#x27;s endpoint as well as user credentials.</p><p>To ensure better experience, we recommend always install proper version of Submarine SDK from environment which users can use Submarine SDK directly from commandline. (We as Submarine community can provide sample Dockerfile or Conda environment which have correct base libraries installed for Submarine SDK).</p><p>Submarine Server IP will be configured automatically by Submarine Server, and added as an envar when Submarine notebook session got launched.</p><h3 class="anchor anchorWithStickyNavbar_mojV" id="security">Security<a class="hash-link" href="#security" title="Direct link to heading">​</a></h3><p>Please refer to <a href="/zh-cn/docs/next/designDocs/wip-designs/security-implementation">Security Implementation</a></p><p>Once user accessed to a running notebook session, the user can also access resources of the notebook, capability of submit new experiment, and access data. This is also very dangerous so we have to protect it. </p><p>A simple solution is to use token-based authentication <a href="https://jupyter-notebook.readthedocs.io/en/stable/security.html" target="_blank" rel="noopener noreferrer">https://jupyter-notebook.readthedocs.io/en/stable/security.html</a>. A more common way is to use solutions like KNOX to support SSO. </p><p>We need expand this section to more details. (TODO).</p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/submarine/edit/master/website/docs/designDocs/notebook-implementation.md" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_dcUD" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_foO9"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><div class="pagination-nav__item"><a class="pagination-nav__link" href="/zh-cn/docs/next/designDocs/experiment-implementation"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Experiment 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