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    <title>topic Re: Any known issue with interactive Shared Cluster Driver Memory Cleanup in Data Engineering</title>
    <link>https://community.databricks.com/t5/data-engineering/any-known-issue-with-interactive-shared-cluster-driver-memory/m-p/113280#M44496</link>
    <description>&lt;P&gt;Similar problem. Guess when we switched to 15.4 from 14.3 &lt;span class="lia-unicode-emoji" title=":disappointed_face:"&gt;😞&lt;/span&gt;&lt;/P&gt;&lt;P&gt;&lt;span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="jdrum_0-1742557090738.png" style="width: 400px;"&gt;&lt;img src="https://community.databricks.com/t5/image/serverpage/image-id/15557i04B00907558551CB/image-size/medium?v=v2&amp;amp;px=400" role="button" title="jdrum_0-1742557090738.png" alt="jdrum_0-1742557090738.png" /&gt;&lt;/span&gt;&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;</description>
    <pubDate>Fri, 21 Mar 2025 11:38:54 GMT</pubDate>
    <dc:creator>jdrum</dc:creator>
    <dc:date>2025-03-21T11:38:54Z</dc:date>
    <item>
      <title>Any known issue with interactive Shared Cluster Driver Memory Cleanup</title>
      <link>https://community.databricks.com/t5/data-engineering/any-known-issue-with-interactive-shared-cluster-driver-memory/m-p/112280#M44162</link>
      <description>&lt;P&gt;I am experiencing memory leaks on a Standard (formerly shared) interactive cluster:&lt;/P&gt;
&lt;P&gt;1. We run jobs regularly on the cluster&lt;BR /&gt;2. After each job completes, driver memory usage continues to increase, suggesting resources aren't fully released&lt;BR /&gt;3. Eventually, the cluster crashes with "Out of Memory" errors after ~1/2 day of executions&lt;/P&gt;
&lt;P&gt;Details:&lt;BR /&gt;- Using DBR 15.4&lt;BR /&gt;- The same jobs ran for weeks without issues on a "No isolation shared" cluster&lt;BR /&gt;- We are using ThreadPoolExecutor to parallelize notebook/function runs&lt;BR /&gt;- The memory usage grows consistently after each job execution&amp;nbsp;&lt;BR /&gt;- We can see occasional drops in memory usage (indicating garbage collection is happening), but the overall trend is still increasing memory consumption over time&lt;/P&gt;
&lt;P&gt;Questions:&lt;BR /&gt;1. Is this a known issue with DBR 15.4 on Standard (formerly shared) interactive clusters?&lt;BR /&gt;2. Are there specific settings or configurations that might help prevent this memory leak?&lt;BR /&gt;3. Are there recommended methods to monitor and diagnose driver memory usage when direct JVM access is restricted?&lt;/P&gt;
&lt;P&gt;Any guidance would be appreciated!&lt;BR /&gt;&lt;BR /&gt;I noticed similar posts&lt;BR /&gt;&lt;A href="https://community.databricks.com/t5/data-engineering/restarting-the-cluster-always-running-doesn-t-free-the-memory/td-p/111710" target="_blank"&gt;https://community.databricks.com/t5/data-engineering/restarting-the-cluster-always-running-doesn-t-free-the-memory/td-p/111710&lt;/A&gt;&lt;BR /&gt;&lt;A href="https://community.databricks.com/t5/data-engineering/drive-memory-utilization-cleanup/td-p/106519" target="_blank"&gt;https://community.databricks.com/t5/data-engineering/drive-memory-utilization-cleanup/td-p/106519&lt;/A&gt;:&lt;BR /&gt;&lt;BR /&gt;&lt;/P&gt;</description>
      <pubDate>Tue, 11 Mar 2025 13:56:40 GMT</pubDate>
      <guid>https://community.databricks.com/t5/data-engineering/any-known-issue-with-interactive-shared-cluster-driver-memory/m-p/112280#M44162</guid>
      <dc:creator>filipniziol</dc:creator>
      <dc:date>2025-03-11T13:56:40Z</dc:date>
    </item>
    <item>
      <title>Re: Any known issue with interactive Shared Cluster Driver Memory Cleanup</title>
      <link>https://community.databricks.com/t5/data-engineering/any-known-issue-with-interactive-shared-cluster-driver-memory/m-p/113280#M44496</link>
      <description>&lt;P&gt;Similar problem. Guess when we switched to 15.4 from 14.3 &lt;span class="lia-unicode-emoji" title=":disappointed_face:"&gt;😞&lt;/span&gt;&lt;/P&gt;&lt;P&gt;&lt;span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="jdrum_0-1742557090738.png" style="width: 400px;"&gt;&lt;img src="https://community.databricks.com/t5/image/serverpage/image-id/15557i04B00907558551CB/image-size/medium?v=v2&amp;amp;px=400" role="button" title="jdrum_0-1742557090738.png" alt="jdrum_0-1742557090738.png" /&gt;&lt;/span&gt;&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;</description>
      <pubDate>Fri, 21 Mar 2025 11:38:54 GMT</pubDate>
      <guid>https://community.databricks.com/t5/data-engineering/any-known-issue-with-interactive-shared-cluster-driver-memory/m-p/113280#M44496</guid>
      <dc:creator>jdrum</dc:creator>
      <dc:date>2025-03-21T11:38:54Z</dc:date>
    </item>
    <item>
      <title>Re: Any known issue with interactive Shared Cluster Driver Memory Cleanup</title>
      <link>https://community.databricks.com/t5/data-engineering/any-known-issue-with-interactive-shared-cluster-driver-memory/m-p/113285#M44497</link>
      <description>&lt;P&gt;but maybe fixed today?&lt;/P&gt;&lt;P&gt;&lt;span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="jdrum_1-1742557929156.png" style="width: 400px;"&gt;&lt;img src="https://community.databricks.com/t5/image/serverpage/image-id/15560i5BD7B491350DBC9A/image-size/medium?v=v2&amp;amp;px=400" role="button" title="jdrum_1-1742557929156.png" alt="jdrum_1-1742557929156.png" /&gt;&lt;/span&gt;&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;</description>
      <pubDate>Fri, 21 Mar 2025 11:52:15 GMT</pubDate>
      <guid>https://community.databricks.com/t5/data-engineering/any-known-issue-with-interactive-shared-cluster-driver-memory/m-p/113285#M44497</guid>
      <dc:creator>jdrum</dc:creator>
      <dc:date>2025-03-21T11:52:15Z</dc:date>
    </item>
    <item>
      <title>Re: Any known issue with interactive Shared Cluster Driver Memory Cleanup</title>
      <link>https://community.databricks.com/t5/data-engineering/any-known-issue-with-interactive-shared-cluster-driver-memory/m-p/113286#M44498</link>
      <description>&lt;P&gt;Hello Team,&lt;/P&gt;
&lt;P&gt;I'll check internally if any known issue reported.&lt;/P&gt;</description>
      <pubDate>Fri, 21 Mar 2025 12:22:10 GMT</pubDate>
      <guid>https://community.databricks.com/t5/data-engineering/any-known-issue-with-interactive-shared-cluster-driver-memory/m-p/113286#M44498</guid>
      <dc:creator>Alberto_Umana</dc:creator>
      <dc:date>2025-03-21T12:22:10Z</dc:date>
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