[SPARK-46693][SQL] Inject LocalLimitExec when matching OffsetAndLimit…

… or LimitAndOffset

### What changes were proposed in this pull request?

- Add LocalLimitExec to SparkStrategies in Limit + Offset cases
- Add UT

### Why are the changes needed?

Originally, `OffsetAndLimit` and `LimitAndOffset` match cases were matching then dropping a LocalLimit node. Adds this LocalLimitExec node to the physical plan to improve efficiency. Note that this was not a correctness bug since not applying LocalLimit only leads to larger intermediate shuffles / nodes.

### Does this PR introduce _any_ user-facing change?

No.

### How was this patch tested?

UT

### Was this patch authored or co-authored using generative AI tooling?

No

Closes #44699 from n-young-db/limit-offset-drops-local-limit.

Authored-by: Nick Young <nick.young@databricks.com>
Signed-off-by: Dongjoon Hyun <dhyun@apple.com>

sql/core/src/main/scala/org/apache/spark/sql/execution/SparkStrategies.scala

@@ -895,10 +895,12 @@ abstract class SparkStrategies extends QueryPlanner[SparkPlan] {
       // We should match the combination of limit and offset first, to get the optimal physical
       // plan, instead of planning limit and offset separately.
       case LimitAndOffset(limit, offset, child) =>
-        GlobalLimitExec(limit, planLater(child), offset) :: Nil
+        GlobalLimitExec(limit,
+          LocalLimitExec(limit, planLater(child)), offset) :: Nil
       case OffsetAndLimit(offset, limit, child) =>
         // 'Offset a' then 'Limit b' is the same as 'Limit a + b' then 'Offset a'.
-        GlobalLimitExec(limit = offset + limit, child = planLater(child), offset = offset) :: Nil
+        GlobalLimitExec(offset + limit,
+          LocalLimitExec(offset + limit, planLater(child)), offset) :: Nil
       case logical.LocalLimit(IntegerLiteral(limit), child) =>
         execution.LocalLimitExec(limit, planLater(child)) :: Nil
       case logical.GlobalLimit(IntegerLiteral(limit), child) =>

sql/core/src/test/scala/org/apache/spark/sql/execution/PlannerSuite.scala

@@ -1446,6 +1446,21 @@ class PlannerSuite extends SharedSparkSession with AdaptiveSparkPlanHelper {
       }
     }
   }
+
+  test("Limit and offset should not drop LocalLimitExec operator") {
+    val df = sql("SELECT * FROM (SELECT * FROM RANGE(100) LIMIT 25 OFFSET 3) WHERE id > 10")
+    val planned = df.queryExecution.sparkPlan
+    assert(planned.exists(_.isInstanceOf[GlobalLimitExec]))
+    assert(planned.exists(_.isInstanceOf[LocalLimitExec]))
+  }
+
+  test("Offset and limit should not drop LocalLimitExec operator") {
+    val df = sql("""SELECT * FROM (SELECT * FROM
+      (SELECT * FROM RANGE(100) LIMIT 25) OFFSET 3) WHERE id > 10""".stripMargin)
+    val planned = df.queryExecution.sparkPlan
+    assert(planned.exists(_.isInstanceOf[GlobalLimitExec]))
+    assert(planned.exists(_.isInstanceOf[LocalLimitExec]))
+  }
 }
 
 // Used for unit-testing EnsureRequirements