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    <title>Snakemake on Living Systems_</title>
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      <title>Wanted: Dynamic workflow scheduling</title>
      <link>https://livesys.se/posts/dynamic-workflow-scheduling/</link>
      <pubDate>Mon, 26 Oct 2015 21:23:00 +0100</pubDate>
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      <description>&lt;p&gt;&lt;p class=&#34;image&#34;&gt;&#xA;    &lt;img src=&#34;scheduling_unsplash-1.jpg&#34; alt=&#34;&#34;  /&gt;&#xA;&lt;/p&gt;&#xA;&lt;/p&gt;&#xA;&lt;p&gt;&lt;em&gt;Photo credits: &lt;a href=&#34;https://unsplash.com/whale&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;Matthew Smith&lt;/a&gt;&#xA; /&#xA;&lt;a href=&#34;https://unsplash.com/photos/OiiThC8Wf68&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;Unsplash&lt;/a&gt;&#xA;&lt;/em&gt;&lt;/p&gt;&#xA;&lt;p&gt;In &lt;a href=&#34;https://jcheminf.springeropen.com/articles/10.1186/s13321-016-0179-6&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;our work on automating machine learning computations in&#xA;cheminformatics with scientific workflow&#xA;tools&lt;/a&gt;&#xA;,&#xA;we have came to realize something; &lt;em&gt;Dynamic scheduling in scientific&#xA;workflow tools is very important and sometimes badly needed.&lt;/em&gt;&lt;/p&gt;&#xA;&lt;p&gt;What I mean is that &lt;em&gt;new tasks should be able to be scheduled during the&#xA;execution of a workflow, not just in its scheduling phase.&lt;/em&gt;&lt;/p&gt;&#xA;&lt;p&gt;What is striking is that far from all workflow tools allow this. Many&#xA;tools completely separate the execution into two stages:&lt;/p&gt;</description>
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