hudi-agent commented on code in PR #19502:
URL: https://github.com/apache/hudi/pull/19502#discussion_r3719431857


##########
hudi-spark-datasource/hudi-spark-common/src/main/scala/org/apache/spark/sql/execution/datasources/parquet/HoodieFileGroupReaderBasedFileFormat.scala:
##########
@@ -314,21 +315,42 @@ class HoodieFileGroupReaderBasedFileFormat(tablePath: 
String,
               } else {
                 0
               }
-              val reader = HoodieFileGroupReader.builder()
-                .withReaderContext(readerContext)
-                .withHoodieTableMetaClient(metaClient)
-                .withLatestCommitTime(queryTimestamp)
-                .withBaseFileOption(fileSlice.getBaseFile)
-                .withLogFiles(fileSlice.getLogFiles)
-                .withPartitionPath(fileSlice.getPartitionPath)
-                .withDataSchema(dataSchema)
-                .withRequestedSchema(requestedSchema)
-                .withInternalSchemaOpt(internalSchemaOpt)
-                .withProps(props)
-                .withStart(file.start)
-                .withLength(baseFileLength)
-                .withShouldUseRecordPosition(shouldUseRecordPosition)
-                .build()
+              val reader: HoodieRecordReader[InternalRow] =
+                if (!metaClient.isMetadataTable && 
LsmReaderUtils.shouldUseLsmReader(
+                  metaClient.getTableConfig,
+                  fileSlice.getLogFiles,
+                  ConfigUtils.getStringWithAltKeys(props, 
HoodieReaderConfig.MERGE_TYPE, true))) {
+                  HoodieLsmFileGroupReader.builder[InternalRow]()
+                    .withReaderContext(readerContext)
+                    .withHoodieTableMetaClient(metaClient)
+                    .withLatestCommitTime(queryTimestamp)
+                    .withBaseFileOption(fileSlice.getBaseFile)
+                    .withLogFiles(fileSlice.getLogFiles)
+                    .withPartitionPath(fileSlice.getPartitionPath)
+                    .withDataSchema(dataSchema)
+                    .withRequestedSchema(requestedSchema)
+                    .withInternalSchemaOpt(internalSchemaOpt)
+                    .withProps(props)
+                    .withStart(file.start)
+                    .withLength(baseFileLength)
+                    .build()
+                } else {

Review Comment:
   🤖 nit: the two builder branches share ~12 identical `.withX()` calls and 
only differ in `.withShouldUseRecordPosition(...)`. Could you extract the 
shared setup into a local helper or a partially-constructed builder, so a 
future author adding a new `withX()` option doesn't have to remember to update 
both branches?
   
   <sub><i>⚠️ AI-generated; verify before applying. React 👍/👎 to flag 
quality.</i></sub>



##########
hudi-spark-datasource/hudi-spark-common/src/main/scala/org/apache/hudi/HoodieMergeOnReadRDDV2.scala:
##########
@@ -191,18 +192,35 @@ class HoodieMergeOnReadRDDV2(@transient sc: SparkContext,
         } else {
           val readerContext = new 
SparkFileFormatInternalRowReaderContext(fileGroupBaseFileReader.value, 
optionalFilters,
             Seq.empty, storageConf, metaClient.getTableConfig)
-          val fileGroupReader = HoodieFileGroupReader.builder()
-            .withReaderContext(readerContext)
-            .withHoodieTableMetaClient(metaClient)
-            .withLatestCommitTime(tableState.latestCommitTimestamp.orNull)
-            .withLogFiles(logFiles.stream())
-            .withBaseFileOption(baseFileOption)
-            .withPartitionPath(partitionPath)
-            .withProps(properties)
-            .withDataSchema(tableSchema.schema)
-            .withRequestedSchema(requiredSchema.schema)
-            
.withInternalSchemaOpt(HOption.ofNullable(tableSchema.internalSchema.orNull))
-            .build()
+          val fileGroupReader: HoodieRecordReader[InternalRow] =
+            if (!metaClient.isMetadataTable
+              && LsmReaderUtils.shouldUseLsmReader(metaClient.getTableConfig, 
logFiles.stream(), mergeType)) {
+              HoodieLsmFileGroupReader.builder[InternalRow]()
+                .withReaderContext(readerContext)
+                .withHoodieTableMetaClient(metaClient)
+                .withLatestCommitTime(tableState.latestCommitTimestamp.orNull)
+                .withLogFiles(logFiles.stream())
+                .withBaseFileOption(baseFileOption)
+                .withPartitionPath(partitionPath)
+                .withProps(properties)
+                .withDataSchema(tableSchema.schema)
+                .withRequestedSchema(requiredSchema.schema)
+                
.withInternalSchemaOpt(HOption.ofNullable(tableSchema.internalSchema.orNull))
+                .build()
+            } else {
+              HoodieFileGroupReader.builder[InternalRow]()

Review Comment:
   🤖 nit: same pattern as `HoodieFileGroupReaderBasedFileFormat` — both reader 
branches duplicate all builder options. It might be worth consolidating the 
shared lines to make the if/else diff obvious at a glance.
   
   <sub><i>⚠️ AI-generated; verify before applying. React 👍/👎 to flag 
quality.</i></sub>



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