dailidong
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Easyscheduler简介 |
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系统架构设计 |
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<!-- Title --> |
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<h1> |
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<i class="fa fa-circle-o-notch fa-spin"></i> |
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<a href="." >Easyscheduler简介</a> |
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<section class="normal markdown-section"> |
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<h3 id="easy-scheduler">Easy Scheduler</h3> |
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<p><a href="https://www.apache.org/licenses/LICENSE-2.0.html" target="_blank"><img src="https://img.shields.io/badge/license-Apache%202-4EB1BA.svg" alt="License"></a></p> |
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<blockquote> |
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<p>Easy Scheduler for Big Data</p> |
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</blockquote> |
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<p><strong>设计特点：</strong> 一个分布式易扩展的可视化DAG工作流任务调度系统。致力于解决数据处理流程中错综复杂的依赖关系，使调度系统在数据处理流程中<code>开箱即用</code>。 |
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其主要目标如下：</p> |
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<ul> |
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<li>以DAG图的方式将Task按照任务的依赖关系关联起来，可实时可视化监控任务的运行状态</li> |
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<li>支持丰富的任务类型：Shell、MR、Spark、SQL(mysql、postgresql、hive、sparksql),Python,Sub_Process、Procedure等</li> |
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<li>支持工作流定时调度、依赖调度、手动调度、手动暂停/停止/恢复，同时支持失败重试/告警、从指定节点恢复失败、Kill任务等操作</li> |
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<li>支持工作流优先级、任务优先级及任务的故障转移及任务超时告警/失败</li> |
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<li>支持工作流全局参数及节点自定义参数设置</li> |
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<li>支持资源文件的在线上传/下载，管理等，支持在线文件创建、编辑</li> |
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<li>支持任务日志在线查看及滚动、在线下载日志等</li> |
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<li>实现集群HA，通过Zookeeper实现Master集群和Worker集群去中心化</li> |
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<li>支持对<code>Master/Worker</code> cpu load，memory，cpu在线查看</li> |
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<li>支持工作流运行历史树形/甘特图展示、支持任务状态统计、流程状态统计</li> |
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<li>支持补数</li> |
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<li>支持多租户</li> |
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<li>支持国际化</li> |
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<li>还有更多等待伙伴们探索</li> |
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<h3 id="与同类调度系统的对比">与同类调度系统的对比</h3> |
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<th style="text-align:left"></th> |
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<th style="text-align:left">EasyScheduler</th> |
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<th style="text-align:left">Azkaban</th> |
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<th style="text-align:left">Airflow</th> |
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<td style="text-align:left"><h6 id="稳定性">稳定性</h6></td> |
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<td style="text-align:left"></td> |
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<td style="text-align:left"></td> |
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<td style="text-align:left">单点故障</td> |
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<td style="text-align:left">去中心化的多Master和多Worker</td> |
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<td style="text-align:left">是 <br> 单个Web和调度程序组合</td> |
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<td style="text-align:left">是<br> 单一调度程序</td> |
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<td style="text-align:left">HA额外要求</td> |
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<td style="text-align:left">不需要(本身就支持HA)</td> |
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<td style="text-align:left">DB</td> |
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<td style="text-align:left">Celery / Dask / Mesos + Load Balancer + DB</td> |
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<td style="text-align:left">过载处理</td> |
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<td style="text-align:left">任务队列机制，单个机器上可调度的任务数量可以灵活配置，当任务过多时会缓存在任务队列中，不会造成机器卡死</td> |
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<td style="text-align:left">任务太多时会卡死服务器</td> |
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<td style="text-align:left">任务太多时会卡死服务器</td> |
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</tr> |
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<tr> |
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<td style="text-align:left"><h6 id="易用性">易用性</h6></td> |
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<td style="text-align:left"></td> |
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<td style="text-align:left"></td> |
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<td style="text-align:left"></td> |
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</tr> |
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<td style="text-align:left">DAG监控界面</td> |
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<td style="text-align:left">任务状态、任务类型、重试次数、任务运行机器、可视化变量等关键信息一目了然</td> |
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<td style="text-align:left">只能看到任务状态</td> |
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<td style="text-align:left">不能直观区分任务类型</td> |
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</tr> |
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<td style="text-align:left">可视化流程定义</td> |
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<td style="text-align:left">是 <br> 所有流程定义操作都是可视化的，通过拖拽任务来绘制DAG,配置数据源及资源。同时对于第三方系统，提供api方式的操作。</td> |
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<td style="text-align:left">否 <br> 通过自定义DSL绘制DAG并打包上传</td> |
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<td style="text-align:left">否 <br> 通过python代码来绘制DAG，使用不便，特别是对不会写代码的业务人员基本无法使用。</td> |
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</tr> |
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<tr> |
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<td style="text-align:left">快速部署</td> |
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<td style="text-align:left">一键部署</td> |
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<td style="text-align:left">集群化部署复杂</td> |
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<td style="text-align:left">集群化部署复杂</td> |
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</tr> |
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<tr> |
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<td style="text-align:left"><h6 id="功能">功能</h6></td> |
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<td style="text-align:left"></td> |
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<td style="text-align:left"></td> |
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<td style="text-align:left"></td> |
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</tr> |
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<td style="text-align:left">是否能暂停和恢复</td> |
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<td style="text-align:left">支持暂停，恢复操作</td> |
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<td style="text-align:left">否 <br> 需将工作流杀死再运行</td> |
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<td style="text-align:left">否 <br> 需将工作流杀死再运行</td> |
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</tr> |
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<tr> |
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<td style="text-align:left">是否支持多租户</td> |
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<td style="text-align:left">支持 <br> easyscheduler上的用户可以通过租户和hadoop用户实现多对一或一对一的映射关系，这对大数据作业的调度是非常重要的。</td> |
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<td style="text-align:left">否</td> |
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<td style="text-align:left">否</td> |
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</tr> |
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<tr> |
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<td style="text-align:left">任务类型</td> |
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<td style="text-align:left">支持传统的shell任务，同时支持大数据平台任务调度： MR、Spark、SQL(mysql、postgresql、hive、sparksql)、Python、Procedure、Sub_Process</td> |
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<td style="text-align:left">shell、gobblin、hadoopJava、java、hive、pig、spark、hdfsToTeradata、teradataToHdfs</td> |
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<td style="text-align:left">BashOperator、DummyOperator、MySqlOperator、HiveOperator、EmailOperator、HTTPOperator、SqlOperator</td> |
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</tr> |
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<tr> |
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<td style="text-align:left">契合度</td> |
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<td style="text-align:left">支持大数据作业spark,hive,mr的调度，同时由于支持多租户，与大数据业务更加契合</td> |
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<td style="text-align:left">由于不支持多租户，在大数据平台业务使用不够灵活</td> |
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<td style="text-align:left">由于不支持多租户，在大数据平台业务使用不够灵活</td> |
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</tr> |
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<tr> |
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<td style="text-align:left"><h6 id="扩展性">扩展性</h6></td> |
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<td style="text-align:left"></td> |
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<td style="text-align:left"></td> |
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<td style="text-align:left"></td> |
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</tr> |
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<tr> |
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<td style="text-align:left"><center>是否支持自定义任务类型</center></td> |
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<td style="text-align:left">是</td> |
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<td style="text-align:left">是</td> |
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<td style="text-align:left">是</td> |
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</tr> |
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<tr> |
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<td style="text-align:left">是否支持集群扩展</td> |
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<td style="text-align:left">是 <br> 调度器使用分布式调度，整体的调度能力会随便集群的规模线性增长，Master和Worker支持动态上下线</td> |
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<td style="text-align:left">是，但是复杂 <br> Executor水平扩展</td> |
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<td style="text-align:left">是，但是复杂 <br> Executor水平扩展</td> |
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</tr> |
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</tbody> |
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<h3 id="系统部分截图">系统部分截图</h3> |
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<p><img src="http://geek.analysys.cn/static/upload/47/2019-03-06/76db3013-8e3b-4d17-b167-2aa1e6a6b0ad.jpeg" alt=""></p> |
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<p><img src="http://geek.analysys.cn/static/upload/47/2019-03-06/08b79a19-4aa0-4a73-a71b-81ad210513fb.jpeg" alt=""></p> |
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<p><img src="http://geek.analysys.cn/static/upload/47/2019-03-06/384dd8a3-4cf8-4e3e-944d-1185ba198f75.jpeg" alt=""></p> |
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<h3 id="文档">文档</h3> |
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<ul> |
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<li>部署文档 |
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<a href="https://analysys.github.io/EasyScheduler/pages/deploy-background.html" target="_blank">后端部署文档</a></li> |
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</ul> |
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<p><a href="https://analysys.github.io/EasyScheduler/pages/deploy-foreground.html" target="_blank">前端部署文档</a></p> |
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<p><a href="https://analysys.github.io/EasyScheduler/pages/guide-manual.html?_blank" title="使用手册" target="_blank"><strong>使用手册</strong></a> </p> |
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<p>更多文档请参考 XXX</p> |
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<h3 id="帮助">帮助</h3> |
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<p>The fastest way to get response from our developers is to submit issues, or add our wechat : 510570367</p> |
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</section> |
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<script> |
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