CodiumAI-Agent commented on PR #9029:
URL: 
https://github.com/apache/incubator-gluten/pull/9029#issuecomment-2729314615

   ## PR Code Suggestions ✨
   
   <!-- 38c9c76 -->
   
   <table><thead><tr><td><strong>Category</strong></td><td 
align=left><strong>Suggestion&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; 
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&nbsp; &nbsp; &nbsp; &nbsp; </strong></td><td 
align=center><strong>Impact</strong></td></tr><tbody><tr><td rowspan=1>Possible 
issue</td>
   <td>
   
   
   
   <details><summary>Handle JSON parse error</summary>
   
   ___
   
   
   **Replace the assertion with proper error handling for JSON parse failures.**
   
   [cpp-ch/local-engine/Storages/SubstraitSource/Delta/DeltaReader.cpp 
[54-56]](https://github.com/apache/incubator-gluten/pull/9029/files#diff-36f06b08ace618c32827d19432436597006f12fadf5db2e7cdc689903f405e71R54-R56)
   
   ```diff
    rapidjson::Document doc;
    doc.Parse(row_index_ids_encoded.c_str());
   -assert(!doc.HasParseError());
   +if (doc.HasParseError())
   +    throw DB::Exception(DB::ErrorCodes::BAD_ARGUMENTS, "Invalid JSON in 
row_index_ids_encoded");
   ```
   <details><summary>Suggestion importance[1-10]: 8</summary>
   
   __
   
   Why: Replacing the assertion with proper error handling improves robustness 
by providing a clear exception on JSON parse failures, though error handling 
suggestions are capped at 8.
   
   
   </details></details></td><td align=center>Medium
   
   </td></tr><tr><td rowspan=1>General</td>
   <td>
   
   
   
   <details><summary>Remove duplicate drop table</summary>
   
   ___
   
   
   **Remove the duplicate DROP TABLE statement to avoid redundant operations.**
   
   
[backends-clickhouse/src-delta-32/test/scala/org/apache/spark/gluten/delta/GlutenDeltaParquetDeletionVectorSuite.scala
 
[233-238]](https://github.com/apache/incubator-gluten/pull/9029/files#diff-e4849973756cd63c7ef50ccba8d828a6c16e24d448a381fd3299212979647c71R233-R238)
   
   ```diff
   -spark.sql(s"""
   -             |DROP TABLE IF EXISTS lineitem_delta_parquet_upsert_dv;
   -             |""".stripMargin)
    spark.sql(s"""
                 |DROP TABLE IF EXISTS lineitem_delta_parquet_upsert_dv;
                 |""".stripMargin)
   ```
   <details><summary>Suggestion importance[1-10]: 5</summary>
   
   __
   
   Why: Removing the duplicate DROP TABLE statement cleans up redundant 
operations without impacting functionality, offering a moderate improvement.
   
   
   </details></details></td><td align=center>Low
   
   </td></tr></tr></tbody></table>
   
   


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