rahil-c commented on code in PR #18432:
URL: https://github.com/apache/hudi/pull/18432#discussion_r3037488208


##########
hudi-spark-datasource/hudi-spark-common/src/main/scala/org/apache/spark/sql/hudi/analysis/HoodieSparkBaseAnalysis.scala:
##########
@@ -310,6 +327,61 @@ case class ResolveReferences(spark: SparkSession) extends 
Rule[LogicalPlan]
       sparkAdapter.getCatalystPlanUtils.unapplyMergeIntoTable(plan)
   }
 
+  /**
+   * Resolves a table reference to a DataFrame. Accepts either a table 
identifier
+   * (including multi-part identifiers like catalog.db.table) or a file path.
+   */
+  private def resolveTableToDf(table: String): DataFrame = {
+    try {
+      if (table.contains(StoragePath.SEPARATOR)) {
+        spark.read.format("hudi").load(table)
+      } else {
+        spark.table(table)
+      }
+    } catch {
+      case e: Exception => throw new HoodieAnalysisException(
+        s"hudi_vector_search: unable to resolve table '$table': 
${e.getMessage}")
+    }
+  }
+
+  private def evaluateQueryVector(expr: Expression): Array[Double] = {
+    if (!expr.foldable) {
+      throw new HoodieAnalysisException(
+        s"Function '${HoodieVectorSearchTableValuedFunction.FUNC_NAME}': " +
+          "query vector must be a constant expression (e.g., ARRAY(1.0, 2.0, 
3.0))")
+    }
+    val value = expr.eval(null)
+    if (value == null) {
+      throw new HoodieAnalysisException(
+        s"Function '${HoodieVectorSearchTableValuedFunction.FUNC_NAME}': query 
vector cannot be null")
+    }
+
+    val arrayData = value.asInstanceOf[ArrayData]
+    val numElements = arrayData.numElements()
+    val elementType = expr.dataType.asInstanceOf[ArrayType].elementType

Review Comment:
   I still do not understand why the user would pass a single scaler value like 
   hudi_vector_search('t', 'emb', 1.0, 5) or hudi_vector_search('t', 'emb', 
'text', 5).
   
   I can address this but seems highly unlikely.



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