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class="docMainContainer_2iGs"><div class="container padding-vert--lg docItemWrapper_1bxp"><div class="row"><div class="col docItemCol_U38p"><div class="docItemContainer_a7m4"><article><header><h1 class="docTitle_Oumm">README.zh-CN</h1></header><div class="markdown"><p><a href="/docs/adminDocs/yarn/workbench/README">English</a> | 简体中文</p><h1><a aria-hidden="true" tabindex="-1" class="anchor enhancedAnchor_prK2" id="submarine-workbench-introduction"></a>Submarine Workbench Introduction<a class="hash-link" href="#submarine-workbench-introduction" title="Direct link to heading">#</a></h1><p><code>Submarine Workbench</code> 是为数据科学家设计的 WEB 系统。数据科学家可以通过 <code>Submarine Workbench</code> 进行交互式的访问 <code>Notebook</code>，提交/管理 Job，管理模型，创建模型训练工作流，访问数据集等。</p><h2><a aria-hidden="true" tabindex="-1" class="anchor enhancedAnchor_prK2" id="register"></a>Register<a class="hash-link" href="#register" title="Direct link to heading">#</a></h2><p>每个需要使用 Submarine 进行机器学习算法开发的用户，都可以登录 <code>Submarine Workbench</code> 的 WEB 首页，在首页上，点击注册链接，填写用户名、注册邮箱和密码就可以完成注册，但此时用户状态为 <code>等待审核</code> 状态。</p><p>管理员在 <code>Submarine Workbench</code> 中接收到用户的注册请求后，设置用户的操作权限，所属机构部门和分配资源，设置用户状态为 <code>审核通过</code> 后，用户才可以登录 Submarine Workbench。</p><h2><a aria-hidden="true" tabindex="-1" class="anchor enhancedAnchor_prK2" id="login"></a>Login<a class="hash-link" href="#login" title="Direct link to heading">#</a></h2><p>每个 Submarine 的用户在 <code>Login</code> 页面中输入用户名和密码，登录到 <code>Submarine Workbench</code> 的首页 <code>Home</code>。</p><h2><a aria-hidden="true" tabindex="-1" class="anchor enhancedAnchor_prK2" id="home"></a>Home<a class="hash-link" href="#home" title="Direct link to heading">#</a></h2><p>在 <code>Submarine Workbench</code> 的 <code>Home</code> 首页中，顶层通过四个图表显示了用户的资源的使用情况和任务执行的情况。</p><p>在 <code>Quick Start</code> 列表中，显示了 Workbench 中最常使用的功能链接，方便用户可以快速的进行工作。</p><p>在 <code>Open Recent</code> 列表中，显示了用户最近使用过的九个项目，方便你快速的进行工作。</p><p>在 <code>What‘s New？</code> 列表中，显示了 Submarine 最新发布的一些功能特性和项目信息，方便你了解 Submarine 项目的最新进展。</p><h2><a aria-hidden="true" tabindex="-1" class="anchor enhancedAnchor_prK2" id="workspace"></a>Workspace<a class="hash-link" href="#workspace" title="Direct link to heading">#</a></h2><p>Workspace 主要有五个 Tab 页组成，每个 Tab 页的标题中显示了各自项目的总数。</p><h3><a aria-hidden="true" tabindex="-1" class="anchor enhancedAnchor_prK2" id="project"></a>Project<a class="hash-link" href="#project" title="Direct link to heading">#</a></h3><p>在 Project 页面中，以卡片的方式显示了用户自己创建的所有 Project。</p><p><img alt="image-20191007161424534" src="/assets/images/workspace-project-8d6fed3c330676f04875f8afe44b59d7.png"></p><p>每个 Project 卡片由以下部分内容组成：</p><ol><li><strong>Project 类型</strong>：目前 Submarine 支持 <code>Notebook</code>、<code>Python</code>、<code>R</code>、<code>Scala</code>、<code>Tensorflow</code> 和 <code>PyTorch</code> 这六种类型的机器学习算法框架和开发语言，在项目卡片中以对应的图标进行标识。</li><li><strong>Project Tags</strong>：用户可以为每个 Project 打上不同的 <code>Tag</code> 标签，方便查找和管理。</li><li><strong>Github/Gitlab 集成</strong>：Submarine Workbench 与 <code>Github</code>/<code>Gitlab</code> 进行了系统集成，每个 Project 都可以在 Workbench 中进行 <code>Watch</code>、<code>Star</code>、<code>Frok</code> 和 <code>Comment</code> 操作。<ul><li><strong>Watch</strong>：[TODO]</li><li><strong>Star</strong>：[TODO]</li><li><strong>Fork</strong>：[TODO]</li><li><strong>Comment</strong>：用户可以在项目中进行评论</li></ul></li><li><strong>Edit</strong>：用户通过双击项目或者点击 <code>Edit</code> 按钮，可以在 <code>Notebook</code> 中打开项目，进行算法开发等操作。</li><li><strong>Download</strong>：用户通过点击 <code>Download</code> 按钮，将项目打包下载到本地。</li><li><strong>Setting</strong>：编辑项目信息，例如项目的名字，简介，分享级别和权限。</li><li><strong>Delete</strong>：删除项目中所有包含的文件。 </li></ol><h4><a aria-hidden="true" tabindex="-1" class="anchor enhancedAnchor_prK2" id="add-new-project"></a>Add New Project<a class="hash-link" href="#add-new-project" title="Direct link to heading">#</a></h4><p>在项目页面中点击 <code>Add New Project</code> 按钮，将会显示出创建项目的引导页面，只需要三个步骤就可以创建一个新的项目。</p><p>第一步：在 <strong>Base Information</strong> 步骤中填写项目名称、项目简介。</p><p><img alt="image-20191007171638338" src="/assets/images/workspace-project-step1-24bdac8d1ecdfeb14efeab0ba5019716.png"></p><ul><li><p><strong>Visibility</strong>: 设置项目对外的可见级别</p><ul><li><strong>Private</strong>: （默认）设置为私有项目，不对外公开项目中包含的所有文件，但是可以在 <strong>Notebook</strong> 中将项目的执行结果单独设置公开，方便其他人查看项目的可视化报告。</li><li><strong>Team</strong>: 设置为团队项目，在团队选择框中选择团队的名称，团队的其他成员可以根据设置的权限访问这个项目。</li><li><strong>Public</strong>: 设置为公开项目，<strong>Workbench</strong> 中的所有用户都可以通过搜索查看到这个项目。</li></ul></li><li><p><strong>Permission</strong>: 设置项目对外的访问权限，只有将项目的 <strong>Visibility</strong> 设置为 <strong>Team</strong> 或 <strong>Public</strong> 的时候，才会出现权限设置界面。</p><ul><li><p><strong>Can View</strong></p><p>当项目的 <strong>Visibility</strong> 设置为 <strong>Team</strong> 时，团队中其他成员都只能<strong>查看</strong>这个项目的文件。</p><p>当项目的 Visibility 设置为 <strong>Public</strong> 时，<strong>Workbench</strong> 中其他成员都只能<strong>查看</strong>这个项目的文件。</p></li><li><p><strong>Can Edit</strong></p><p>当项目的 <strong>Visibility</strong> 设置为 <strong>Team</strong> 时，团队中其他成员都可以<strong>查看</strong>、<strong>编辑</strong>这个项目的文件。</p><p>当项目的 <strong>Visibility</strong> 设置为 <strong>Public</strong> 时，<strong>Workbench</strong> 中其他成员都可以<strong>查看</strong>、<strong>编辑</strong>这个项目的文件。</p></li><li><p><strong>Can Execute</strong></p><p>当项目的 <strong>Visibility</strong> 设置为 <strong>Team</strong> 时，团队中其他成员都可以<strong>查看</strong>、<strong>编辑</strong>、<strong>执行</strong>这个项目的文件。</p><p>当项目的 <strong>Visibility</strong> 设置为 <strong>Public</strong> 时，<strong>Workbench</strong> 中其他成员都可以<strong>查看</strong>、<strong>编辑</strong>、<strong>执行</strong>这个项目的文件。</p></li></ul></li></ul><p>第二步：在 <strong>Initial Project</strong> 步骤中，<strong>Workbench</strong> 提供了四种项目初始化的方式</p><ul><li><p><strong>Template</strong>: <strong>Workbench</strong> 内置了几种不同开发语言和算法框架的项目模版，你可以选择任何一种模版初始化你的项目，无需做任何修改就可以直接在 <strong>Notebook</strong> 中执行，特别适合新手进行快速的体验。</p><p><img alt="image-20191007184749193" src="/assets/images/workspace-project-step2-template-bec4a76922361fa150df6bffceffbb15.png"></p></li><li><p><strong>Blank</strong>：创建一个空白的项目，稍后，我们可以通过在 <strong>Notebook</strong> 中手工添加项目的文件</p><p><img alt="image-20191007184811389" src="/assets/images/workspace-project-step2-blank-8a6b9d97a33106329fbfe53920bc40c7.png"></p></li><li><p><strong>Upload</strong>: 通过上传 <strong>notebook</strong> 格式的文件来初始化你的项目，<strong>notebook</strong> 格式兼容 <strong>Jupyter Notebook</strong> 和 <strong>Zeppelin Notebook</strong> 文件格式。</p><p><img alt="image-20191007184825531" src="/assets/images/workspace-project-step2-upload-feb2db0271833adeb422990ca5aa43ba.png"></p></li><li><p><strong>Git Repo</strong>: 在你的 <strong>Github</strong>/<strong>Gitlab</strong> 账号中 <strong>Fork</strong> 一个仓库中的文件内容来初始化项目。</p><p><img alt="image-20191007184840989" src="/assets/images/workspace-project-step2-git-8431a483307851cd987d2a02264a8ee7.png"></p></li></ul><p>第三步：预览项目中的所包含的文件</p><p><img alt="image-20191007191205660" src="/assets/images/workspace-project-step3-34283e0a7051d38359a20311745f8aa6.png"></p><ul><li><strong>Save</strong>: 将项目保存到 Workspace 中。</li><li><strong>Open In Notebook</strong>: 将项目保存到 <strong>Workspace</strong> 中，并用 <strong>Notebook</strong> 打开项目。</li></ul><h3><a aria-hidden="true" tabindex="-1" class="anchor enhancedAnchor_prK2" id="release"></a>Release<a class="hash-link" href="#release" title="Direct link to heading">#</a></h3><p>[TODO]</p><h3><a aria-hidden="true" tabindex="-1" class="anchor enhancedAnchor_prK2" id="training"></a>Training<a class="hash-link" href="#training" title="Direct link to heading">#</a></h3><p>[TODO]</p><h3><a aria-hidden="true" tabindex="-1" class="anchor enhancedAnchor_prK2" id="team"></a>Team<a class="hash-link" href="#team" title="Direct link to heading">#</a></h3><p>[TODO]</p><h3><a aria-hidden="true" tabindex="-1" class="anchor enhancedAnchor_prK2" id="shared"></a>Shared<a class="hash-link" href="#shared" title="Direct link to heading">#</a></h3><p>[TODO]</p><h2><a aria-hidden="true" tabindex="-1" class="anchor enhancedAnchor_prK2" id="interpreters"></a>Interpreters<a class="hash-link" href="#interpreters" title="Direct link to heading">#</a></h2><p>[TODO]</p><h2><a aria-hidden="true" tabindex="-1" class="anchor enhancedAnchor_prK2" id="job"></a>Job<a class="hash-link" href="#job" title="Direct link to heading">#</a></h2><p>[TODO]</p><h2><a aria-hidden="true" tabindex="-1" class="anchor enhancedAnchor_prK2" id="data"></a>Data<a class="hash-link" href="#data" title="Direct link to heading">#</a></h2><p>[TODO]</p><h2><a aria-hidden="true" tabindex="-1" class="anchor enhancedAnchor_prK2" id="model"></a>Model<a class="hash-link" href="#model" title="Direct link to heading">#</a></h2><p>[TODO]</p><h2><a aria-hidden="true" tabindex="-1" class="anchor enhancedAnchor_prK2" id="manager"></a>Manager<a class="hash-link" href="#manager" title="Direct link to heading">#</a></h2><h3><a aria-hidden="true" tabindex="-1" class="anchor enhancedAnchor_prK2" id="user"></a>User<a class="hash-link" href="#user" title="Direct link to heading">#</a></h3><p>[TODO]</p><h3><a aria-hidden="true" tabindex="-1" class="anchor enhancedAnchor_prK2" id="team-1"></a>Team<a class="hash-link" href="#team-1" title="Direct link to heading">#</a></h3><p>[TODO]</p><h3><a aria-hidden="true" tabindex="-1" class="anchor enhancedAnchor_prK2" id="data-dict"></a>Data Dict<a class="hash-link" href="#data-dict" title="Direct link to heading">#</a></h3><p>[TODO]</p><h3><a aria-hidden="true" tabindex="-1" class="anchor enhancedAnchor_prK2" id="department"></a>Department<a class="hash-link" href="#department" title="Direct link to heading">#</a></h3><p>[TODO]</p><h2><a aria-hidden="true" tabindex="-1" class="anchor enhancedAnchor_prK2" id="how-to-run-workbench"></a>How to run workbench<a class="hash-link" href="#how-to-run-workbench" title="Direct link to heading">#</a></h2><p><a href="/docs/adminDocs/yarn/workbench/HowToRun">How To Run Submarine Workbench Guide</a></p></div></article><div class="margin-vert--xl"><div class="row"><div class="col"><a href="https://github.com/apache/submarine/edit/master/website/docs/adminDocs/yarn/workbench/README.zh-CN.md" target="_blank" rel="noreferrer noopener"><svg fill="currentColor" height="1.2em" width="1.2em" preserveAspectRatio="xMidYMid meet" role="img" viewBox="0 0 40 40" class="iconEdit_2LL7"><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></div><div class="margin-vert--lg"><nav class="pagination-nav" aria-label="Blog list page navigation"><div class="pagination-nav__item"></div><div class="pagination-nav__item pagination-nav__item--next"></div></nav></div></div></div><div class="col col--3"><div class="tableOfContents_2xL- thin-scrollbar"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#register" 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