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    <title>topic Re: Python running far slower than locally, even with large cluster and multiple workers in Machine Learning</title>
    <link>https://community.databricks.com/t5/machine-learning/python-running-far-slower-than-locally-even-with-large-cluster/m-p/99604#M3801</link>
    <description>&lt;P&gt;Just noticed it says Python, in title - it should say Spark.&lt;/P&gt;</description>
    <pubDate>Thu, 21 Nov 2024 12:23:54 GMT</pubDate>
    <dc:creator>JoeAckerman</dc:creator>
    <dc:date>2024-11-21T12:23:54Z</dc:date>
    <item>
      <title>Python running far slower than locally, even with large cluster and multiple workers</title>
      <link>https://community.databricks.com/t5/machine-learning/python-running-far-slower-than-locally-even-with-large-cluster/m-p/99603#M3800</link>
      <description>&lt;P&gt;I have a notebook that is running extremely slowly even when I try to do pretty basic python functions. It is running far slower than locally no matter what I try, this is in spite of using a 32gb 4 core cluster with 4-8 workers. For context, my data is around 7m rows with about 20 columns, so not huge! Any help would be much appreciated.&lt;/P&gt;</description>
      <pubDate>Thu, 21 Nov 2024 12:21:47 GMT</pubDate>
      <guid>https://community.databricks.com/t5/machine-learning/python-running-far-slower-than-locally-even-with-large-cluster/m-p/99603#M3800</guid>
      <dc:creator>JoeAckerman</dc:creator>
      <dc:date>2024-11-21T12:21:47Z</dc:date>
    </item>
    <item>
      <title>Re: Python running far slower than locally, even with large cluster and multiple workers</title>
      <link>https://community.databricks.com/t5/machine-learning/python-running-far-slower-than-locally-even-with-large-cluster/m-p/99604#M3801</link>
      <description>&lt;P&gt;Just noticed it says Python, in title - it should say Spark.&lt;/P&gt;</description>
      <pubDate>Thu, 21 Nov 2024 12:23:54 GMT</pubDate>
      <guid>https://community.databricks.com/t5/machine-learning/python-running-far-slower-than-locally-even-with-large-cluster/m-p/99604#M3801</guid>
      <dc:creator>JoeAckerman</dc:creator>
      <dc:date>2024-11-21T12:23:54Z</dc:date>
    </item>
    <item>
      <title>Re: Python running far slower than locally, even with large cluster and multiple workers</title>
      <link>https://community.databricks.com/t5/machine-learning/python-running-far-slower-than-locally-even-with-large-cluster/m-p/100155#M3806</link>
      <description>&lt;P&gt;Please share more information, for example:&lt;/P&gt;
&lt;UL&gt;
&lt;LI&gt;Type of data source&lt;/LI&gt;
&lt;LI&gt;Type of operations being executed (sharing code if possible)&lt;/LI&gt;
&lt;LI&gt;Timings of local runs and Databricks runs&lt;/LI&gt;
&lt;/UL&gt;</description>
      <pubDate>Tue, 26 Nov 2024 19:33:20 GMT</pubDate>
      <guid>https://community.databricks.com/t5/machine-learning/python-running-far-slower-than-locally-even-with-large-cluster/m-p/100155#M3806</guid>
      <dc:creator>cgrant</dc:creator>
      <dc:date>2024-11-26T19:33:20Z</dc:date>
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