Yuheng Chang created SPARK-53995:
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             Summary: Support to track `spark_conf` at the dataset level
                 Key: SPARK-53995
                 URL: https://issues.apache.org/jira/browse/SPARK-53995
             Project: Spark
          Issue Type: Sub-task
          Components: Declarative Pipelines
    Affects Versions: 4.1
            Reporter: Yuheng Chang


We need to add {{sql_confs}} to {{DefineOutput}} in SDP to support following 
use caseSQL Notebook #1
{code:java}
SET some_conf = some_value;
CREATE STREAMING TABLE st; {code}
SQL Notebook #2
APPLY CHANGES INTO st FROM ....
 
Since we don't store {{sql_confs}} at the Dataset level, the conf would be 
ignored. We should store it at dataset level and will merge the {{sql_conf}} 
stored at the dataset level to its corresponding flow when we construct the 
DataflowGraph.



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