yuqi1129 commented on code in PR #9127:
URL: https://github.com/apache/gravitino/pull/9127#discussion_r2734556734


##########
lance/lance-common/src/main/java/org/apache/gravitino/lance/common/ops/gravitino/GravitinoLanceTableOperations.java:
##########
@@ -294,6 +308,72 @@ public DropTableResponse dropTable(String tableId, String 
delimiter) {
     return response;
   }
 
+  @Override
+  public AlterTableDropColumnsResponse alterTableDropColumns(
+      String tableId, String delimiter, AlterTableDropColumnsRequest request) {
+    ObjectIdentifier nsId = ObjectIdentifier.of(tableId, 
Pattern.quote(delimiter));
+    Preconditions.checkArgument(
+        nsId.levels() == 3, "Expected at 3-level namespace but got: %s", 
nsId.levels());
+
+    String catalogName = nsId.levelAtListPos(0);
+    Catalog catalog = 
namespaceWrapper.loadAndValidateLakehouseCatalog(catalogName);
+
+    NameIdentifier tableIdentifier =
+        NameIdentifier.of(nsId.levelAtListPos(1), nsId.levelAtListPos(2));
+
+    TableChange[] changes =
+        request.getColumns().stream()
+            .map(colName -> TableChange.deleteColumn(new String[] {colName}, 
false))
+            .toArray(TableChange[]::new);
+
+    Table table = catalog.asTableCatalog().alterTable(tableIdentifier, 
changes);
+    Long version =
+        
Optional.ofNullable(table.properties().get(LanceConstants.LANCE_TABLE_VERSION))
+            .map(Long::valueOf)
+            .orElse(null);
+    AlterTableDropColumnsResponse alterTableDropColumnsResponse =
+        new AlterTableDropColumnsResponse();
+    alterTableDropColumnsResponse.setVersion(version);
+    return alterTableDropColumnsResponse;
+  }
+
+  @Override
+  public AlterTableAlterColumnsResponse alterTableAlterColumns(
+      String tableId, String delimiter, AlterTableAlterColumnsRequest request) 
{
+    ObjectIdentifier nsId = ObjectIdentifier.of(tableId, 
Pattern.quote(delimiter));
+    Preconditions.checkArgument(
+        nsId.levels() == 3, "Expected at 3-level namespace but got: %s", 
nsId.levels());
+
+    String catalogName = nsId.levelAtListPos(0);
+    Catalog catalog = 
namespaceWrapper.loadAndValidateLakehouseCatalog(catalogName);
+
+    NameIdentifier tableIdentifier =
+        NameIdentifier.of(nsId.levelAtListPos(1), nsId.levelAtListPos(2));
+
+    List<TableChange> changes = buildAlterColumnChanges(request);
+    if (changes.isEmpty()) {
+      throw new IllegalArgumentException("No valid alterations found in the 
request.");
+    }
+    Table table =
+        catalog.asTableCatalog().alterTable(tableIdentifier, 
changes.toArray(new TableChange[0]));
+    Long version =
+        
Optional.ofNullable(table.properties().get(LanceConstants.LANCE_TABLE_VERSION))
+            .map(Long::valueOf)
+            .orElse(null);
+    AlterTableAlterColumnsResponse response = new 
AlterTableAlterColumnsResponse();
+    response.setVersion(version);
+    return response;
+  }
+
+  @Override
+  public AlterTableAddColumnsResponse alterTableAddColumns(
+      String tableId, String delimiter, AlterTableAddColumnsRequest request) {
+    // We need to parse NewColumnTransform to Column, however, 
NewColumnTransform only contains
+    // the name and a string expression.
+    // More please see: https://docs.lancedb.com/api-reference/data/add-columns
+    throw new UnsupportedOperationException("Adding columns is not supported 
yet.");
+  }
+

Review Comment:
   Do you mean we can define the following interface to replace them all?
   
   ```java
       @Override
     public AlterTableAlterColumnsResponse alterTableAlterColumns(
         String tableId, String delimiter, Object request) {
       if (request instanceof AlterTableAddColumnsRequest addColumnsRequest) {
         // add column
       } else if (request instanceof AlterTableAlterColumnsRequest 
alterColumnsRequest) {
         return alterTableAlterColumns(tableId, delimiter, alterColumnsRequest);
       } else if (request instanceof AlterTableDropColumnsRequest 
dropColumnsRequest) {
         // drop column
         return alterTableDropColumns(tableId, delimiter, dropColumnsRequest);
       }
     }
   ```



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