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    <title>topic Re: SAS Viya Parallel processing in ML in SAS Data Science</title>
    <link>https://communities.sas.com/t5/SAS-Data-Science/SAS-Viya-Parallel-processing-in-ML/m-p/858386#M10431</link>
    <description>Thank you for your detailed and explanatory answers! So far it is enough for me.</description>
    <pubDate>Sat, 11 Feb 2023 15:34:55 GMT</pubDate>
    <dc:creator>C_Golen</dc:creator>
    <dc:date>2023-02-11T15:34:55Z</dc:date>
    <item>
      <title>SAS Viya Parallel processing in ML</title>
      <link>https://communities.sas.com/t5/SAS-Data-Science/SAS-Viya-Parallel-processing-in-ML/m-p/858210#M10427</link>
      <description>&lt;P&gt;Greetings,&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;In SAS Viya I learned that there is parallel processing with the help of workers and that I can check its activation by opening a cas session. But my question is at this point: let's say I am running a time series model (Auto-Forecasting). If my workers are active, does this process automatically run in parallel (In model Studio). Or do I have to write CAS code to develop in parallel? How do I understand and manage whether it works in parallel or not?&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;Thank you in advance for your related resources and detailed explanations!&amp;nbsp;&lt;/P&gt;</description>
      <pubDate>Fri, 10 Feb 2023 07:42:06 GMT</pubDate>
      <guid>https://communities.sas.com/t5/SAS-Data-Science/SAS-Viya-Parallel-processing-in-ML/m-p/858210#M10427</guid>
      <dc:creator>C_Golen</dc:creator>
      <dc:date>2023-02-10T07:42:06Z</dc:date>
    </item>
    <item>
      <title>Re: SAS Viya Parallel processing in ML</title>
      <link>https://communities.sas.com/t5/SAS-Data-Science/SAS-Viya-Parallel-processing-in-ML/m-p/858358#M10430</link>
      <description>&lt;BLOCKQUOTE&gt;&lt;HR /&gt;&lt;a href="https://communities.sas.com/t5/user/viewprofilepage/user-id/345703"&gt;@C_Golen&lt;/a&gt;&amp;nbsp;wrote:
&lt;P&gt;But my question is at this point: let's say I am running a time series model (Auto-Forecasting). If my workers are active, does this process automatically run in parallel (In model Studio)?&lt;/P&gt;
&lt;HR /&gt;&lt;/BLOCKQUOTE&gt;
&lt;P&gt;Hello,&lt;/P&gt;
&lt;P&gt;If you use Model Studio for a Visual Forecasting (VF-) project , then this project runs automatically on all available threads of all available nodes (distributed computing on in-memory data residing in a CASLIB).&lt;/P&gt;
&lt;P&gt;To do parallel processing (for time series modelling) in SAS Studio , you need to use an action (from an action set) in PROC CAS. &lt;BR /&gt;Or use a CAS-enabled procedure :&lt;/P&gt;
&lt;UL&gt;
&lt;LI&gt;PROC ARIMA , PROC SSM , PROC PANEL and PROC MODEL run on SPRE.&lt;/LI&gt;
&lt;LI&gt;PROC &lt;U&gt;&lt;STRONG&gt;C&lt;/STRONG&gt;&lt;/U&gt;ARIMA , PROC &lt;STRONG&gt;&lt;U&gt;C&lt;/U&gt;&lt;/STRONG&gt;SSM , PROC &lt;STRONG&gt;&lt;U&gt;C&lt;/U&gt;&lt;/STRONG&gt;PANEL and PROC &lt;STRONG&gt;&lt;U&gt;TS&lt;/U&gt;&lt;/STRONG&gt;MODEL (SAS Econometrics) run on CAS engine.&lt;/LI&gt;
&lt;/UL&gt;
&lt;P&gt;In SAS Studio you can easily control the number of workers and the number of threads per worker.&lt;BR /&gt;In Model Studio I am not aware of a manner to&amp;nbsp;control the number of workers and the number of threads per worker.&lt;/P&gt;
&lt;P&gt;&amp;nbsp;&lt;/P&gt;
&lt;P&gt;In SAS Studio , you need to initiate a CAS session yourself.&lt;/P&gt;
&lt;P&gt;In Model Studio (and Visual Analytics) it is taken care of (you do NOT have to start a CAS session yourself).&lt;/P&gt;
&lt;P&gt;&amp;nbsp;&lt;/P&gt;
&lt;P&gt;Good luck,&lt;BR /&gt;Koen&lt;/P&gt;</description>
      <pubDate>Fri, 10 Feb 2023 23:32:09 GMT</pubDate>
      <guid>https://communities.sas.com/t5/SAS-Data-Science/SAS-Viya-Parallel-processing-in-ML/m-p/858358#M10430</guid>
      <dc:creator>sbxkoenk</dc:creator>
      <dc:date>2023-02-10T23:32:09Z</dc:date>
    </item>
    <item>
      <title>Re: SAS Viya Parallel processing in ML</title>
      <link>https://communities.sas.com/t5/SAS-Data-Science/SAS-Viya-Parallel-processing-in-ML/m-p/858386#M10431</link>
      <description>Thank you for your detailed and explanatory answers! So far it is enough for me.</description>
      <pubDate>Sat, 11 Feb 2023 15:34:55 GMT</pubDate>
      <guid>https://communities.sas.com/t5/SAS-Data-Science/SAS-Viya-Parallel-processing-in-ML/m-p/858386#M10431</guid>
      <dc:creator>C_Golen</dc:creator>
      <dc:date>2023-02-11T15:34:55Z</dc:date>
    </item>
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