tarun11Mavani commented on code in PR #18643:
URL: https://github.com/apache/pinot/pull/18643#discussion_r3353700196


##########
pinot-integration-tests/src/test/java/org/apache/pinot/integration/tests/custom/OpenStructIngestionCommitTestBase.java:
##########
@@ -0,0 +1,287 @@
+/**
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *   http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing,
+ * software distributed under the License is distributed on an
+ * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+ * KIND, either express or implied.  See the License for the
+ * specific language governing permissions and limitations
+ * under the License.
+ */
+package org.apache.pinot.integration.tests.custom;
+
+import com.fasterxml.jackson.databind.JsonNode;
+import com.fasterxml.jackson.databind.node.ObjectNode;
+import java.io.File;
+import java.util.Arrays;
+import java.util.HashMap;
+import java.util.List;
+import java.util.Map;
+import java.util.Set;
+import java.util.TreeMap;
+import org.apache.avro.file.DataFileWriter;
+import org.apache.avro.generic.GenericData;
+import org.apache.commons.configuration2.PropertiesConfiguration;
+import org.apache.pinot.segment.local.segment.store.SegmentLocalFSDirectory;
+import org.apache.pinot.segment.spi.ColumnMetadata;
+import org.apache.pinot.segment.spi.V1Constants;
+import org.apache.pinot.segment.spi.index.StandardIndexes;
+import org.apache.pinot.segment.spi.index.metadata.SegmentMetadataImpl;
+import org.apache.pinot.segment.spi.store.SegmentDirectory;
+import org.apache.pinot.segment.spi.store.SegmentDirectoryPaths;
+import org.apache.pinot.spi.config.table.FieldConfig;
+import org.apache.pinot.spi.config.table.OpenStructIndexConfig;
+import org.apache.pinot.spi.config.table.TableConfig;
+import org.apache.pinot.spi.config.table.TableType;
+import org.apache.pinot.spi.data.ComplexFieldSpec;
+import org.apache.pinot.spi.data.DimensionFieldSpec;
+import org.apache.pinot.spi.data.FieldSpec;
+import org.apache.pinot.spi.data.OpenStructNaming;
+import org.apache.pinot.spi.data.Schema;
+import org.apache.pinot.spi.env.CommonsConfigurationUtils;
+import org.apache.pinot.spi.utils.JsonUtils;
+import org.apache.pinot.spi.utils.ReadMode;
+import org.apache.pinot.spi.utils.builder.TableConfigBuilder;
+import org.apache.pinot.spi.utils.builder.TableNameBuilder;
+import org.testng.annotations.Test;
+
+import static org.testng.Assert.assertEquals;
+import static org.testng.Assert.assertFalse;
+import static org.testng.Assert.assertNotNull;
+import static org.testng.Assert.assertTrue;
+
+
+/// Shared base for the OPEN_STRUCT end-to-end ingestion + commit tests.
+///
+/// Builds a table with one OPEN_STRUCT column `metrics` carrying a per-key 
index matrix
+/// (inverted; dictionary-only; raw) plus two sparse keys, ingests ~1000 rows, 
and validates the
+/// committed segment's materialized child columns, their `index_map`, and the 
dense/sparse split.
+///
+/// This class is abstract and is not run on its own; the concrete table-type 
variant (currently
+/// {@link OpenStructIngestionCommitRealtimeTest}) supplies the table name and 
commit trigger and
+/// reuses the inherited validation. An OFFLINE variant is added in a 
follow-up change once the
+/// offline OPEN_STRUCT build path is fixed.
+public abstract class OpenStructIngestionCommitTestBase extends 
CustomDataQueryClusterIntegrationTest {

Review Comment:
   remove this test before merging. Will add final tests after the query side 
changes are complete. 



##########
pinot-segment-local/src/main/java/org/apache/pinot/segment/local/segment/index/openstruct/ImmutableOpenStructDataSource.java:
##########
@@ -0,0 +1,184 @@
+/**
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *   http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing,
+ * software distributed under the License is distributed on an
+ * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+ * KIND, either express or implied.  See the License for the
+ * specific language governing permissions and limitations
+ * under the License.
+ */
+package org.apache.pinot.segment.local.segment.index.openstruct;
+
+import java.util.Map;
+import javax.annotation.Nullable;
+import org.apache.pinot.segment.local.segment.index.datasource.BaseDataSource;
+import 
org.apache.pinot.segment.local.segment.index.datasource.ImmutableDataSource;
+import org.apache.pinot.segment.spi.Constants;
+import org.apache.pinot.segment.spi.datasource.DataSource;
+import org.apache.pinot.segment.spi.datasource.DataSourceMetadata;
+import org.apache.pinot.segment.spi.datasource.OpenStructDataSource;
+import org.apache.pinot.segment.spi.index.column.ColumnIndexContainer;
+import org.apache.pinot.segment.spi.partition.PartitionFunction;
+import org.apache.pinot.spi.data.ComplexFieldSpec;
+import org.apache.pinot.spi.data.FieldSpec;
+
+
+/**
+ * Per-key {@link DataSource} accessor for sealed (immutable) segments with an 
OPEN_STRUCT column.
+ *
+ * <p>Always columnar — there is no blob branch. Every key that was dense 
enough during segment
+ * creation gets its own materialized {@link DataSource} (forward index + 
optional inverted index /
+ * dictionary). Keys that did not meet the density threshold are stored in an 
optional sparse
+ * column; the sparse {@link DataSource} is returned for any unmaterialized 
key lookup.

Review Comment:
   use md style java doc for all files.



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