mayankshriv commented on a change in pull request #5514:
URL: https://github.com/apache/incubator-pinot/pull/5514#discussion_r436750863



##########
File path: 
pinot-integration-tests/src/test/java/org/apache/pinot/integration/tests/ThetaSketchIntegrationTest.java
##########
@@ -0,0 +1,263 @@
+/**
+ * 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;
+
+import com.fasterxml.jackson.databind.JsonNode;
+import com.google.common.collect.ImmutableList;
+import java.io.File;
+import java.io.IOException;
+import java.nio.ByteBuffer;
+import java.util.ArrayList;
+import java.util.HashMap;
+import java.util.List;
+import java.util.Map;
+import org.apache.avro.Schema.Field;
+import org.apache.avro.Schema.Type;
+import org.apache.avro.file.DataFileWriter;
+import org.apache.avro.generic.GenericData;
+import org.apache.avro.generic.GenericDatumWriter;
+import org.apache.commons.io.FileUtils;
+import org.apache.commons.lang3.tuple.ImmutablePair;
+import org.apache.commons.lang3.tuple.Pair;
+import org.apache.datasketches.theta.UpdateSketch;
+import org.apache.datasketches.theta.UpdateSketchBuilder;
+import org.apache.pinot.spi.config.table.TableConfig;
+import org.apache.pinot.spi.config.table.TableType;
+import org.apache.pinot.spi.data.FieldSpec;
+import org.apache.pinot.spi.data.Schema;
+import org.apache.pinot.spi.utils.builder.TableConfigBuilder;
+import org.apache.pinot.util.TestUtils;
+import org.testng.annotations.AfterClass;
+import org.testng.annotations.BeforeClass;
+import org.testng.annotations.Test;
+
+import static org.testng.Assert.assertEquals;
+
+
+public class ThetaSketchIntegrationTest extends BaseClusterIntegrationTest {
+
+  private static final String DIM_NAME = "dimName";
+  private static final String DIM_VALUE = "dimValue";
+  private static final String SHARD_ID = "shardId";
+  private static final String THETA_SKETCH = "thetaSketchCol";
+
+  @BeforeClass
+  public void setup()
+      throws Exception {
+    TestUtils.ensureDirectoriesExistAndEmpty(_tempDir, _segmentDir, _tarDir);
+
+    // Start the Pinot cluster
+    startZk();
+    startController();
+    startBroker();
+    startServer();
+
+    // create & upload schema AND table config
+    Schema schema = new 
Schema.SchemaBuilder().setSchemaName(DEFAULT_SCHEMA_NAME)
+        .addSingleValueDimension(DIM_NAME, FieldSpec.DataType.STRING)
+        .addSingleValueDimension(DIM_VALUE, FieldSpec.DataType.STRING)
+        .addSingleValueDimension(SHARD_ID, FieldSpec.DataType.INT)
+        .addSingleValueDimension(THETA_SKETCH, 
FieldSpec.DataType.BYTES).build();
+    addSchema(schema);
+    TableConfig tableConfig = new 
TableConfigBuilder(TableType.OFFLINE).setTableName(DEFAULT_TABLE_NAME).build();
+    addTableConfig(tableConfig);
+
+    // create & upload segments
+    File avroFile = createAvroFile();
+    ClusterIntegrationTestUtils.buildSegmentFromAvro(avroFile, tableConfig, 
schema, 0, _segmentDir, _tarDir);
+    uploadSegments(DEFAULT_TABLE_NAME, _tarDir);
+
+    waitForAllDocsLoaded(60_000);
+  }
+
+  @Override
+  protected long getCountStarResult() {
+    /*
+    Uploaded table content:
+
+    row#  dimName  dimValue  shardId  thetaSketchCol
+    ----  =======  ========  =======  ==============
+    1     country  US        1        ...
+    2     country  CA        1        ...
+    3     country  MX        1        ...
+    4     title    Engineer  1        ...
+    5     title    Manager   1        ...
+    6     country  US        2        ...
+    7     country  CA        2        ...
+    8     country  MX        2        ...
+    9     title    Engineer  2        ...
+    10    title    Manager   2        ...
+     */
+    return 10;
+  }
+
+  @Test
+  public void testThetaSketchQuery()
+      throws Exception {
+    /*
+    Original data:
+
+    Title     Country  Shard#1  Shard#2
+    --------  -------  -------  -------
+    Engineer  US       50       110
+    Engineer  CA       60       120
+    Engineer  MX       70       130
+    Manager   US       80       140
+    Manager   CA       90       150
+    Manager   MX       100      160
+     */
+
+    // title = engineer
+    String query = "select distinctCountThetaSketch(thetaSketchCol, '', "

Review comment:
       Would be good to create a utility method that generates the query based 
on parameters. Also, would be good to cover SQL/PQL, selection and group by.

##########
File path: 
pinot-integration-tests/src/test/java/org/apache/pinot/integration/tests/ThetaSketchIntegrationTest.java
##########
@@ -0,0 +1,263 @@
+/**
+ * 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;
+
+import com.fasterxml.jackson.databind.JsonNode;
+import com.google.common.collect.ImmutableList;
+import java.io.File;
+import java.io.IOException;
+import java.nio.ByteBuffer;
+import java.util.ArrayList;
+import java.util.HashMap;
+import java.util.List;
+import java.util.Map;
+import org.apache.avro.Schema.Field;
+import org.apache.avro.Schema.Type;
+import org.apache.avro.file.DataFileWriter;
+import org.apache.avro.generic.GenericData;
+import org.apache.avro.generic.GenericDatumWriter;
+import org.apache.commons.io.FileUtils;
+import org.apache.commons.lang3.tuple.ImmutablePair;
+import org.apache.commons.lang3.tuple.Pair;
+import org.apache.datasketches.theta.UpdateSketch;
+import org.apache.datasketches.theta.UpdateSketchBuilder;
+import org.apache.pinot.spi.config.table.TableConfig;
+import org.apache.pinot.spi.config.table.TableType;
+import org.apache.pinot.spi.data.FieldSpec;
+import org.apache.pinot.spi.data.Schema;
+import org.apache.pinot.spi.utils.builder.TableConfigBuilder;
+import org.apache.pinot.util.TestUtils;
+import org.testng.annotations.AfterClass;
+import org.testng.annotations.BeforeClass;
+import org.testng.annotations.Test;
+
+import static org.testng.Assert.assertEquals;
+
+
+public class ThetaSketchIntegrationTest extends BaseClusterIntegrationTest {

Review comment:
       Can this be merged inside of OfflineClusterIntegrationTest, by creating 
a new table (once the original test is completed)? This way we avoid setting up 
the cluster for every new feature new add. Not sure, if there's a time limit on 
travis per test though (would need to check that first).

##########
File path: 
pinot-integration-tests/src/test/java/org/apache/pinot/integration/tests/ThetaSketchIntegrationTest.java
##########
@@ -0,0 +1,263 @@
+/**
+ * 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;
+
+import com.fasterxml.jackson.databind.JsonNode;
+import com.google.common.collect.ImmutableList;
+import java.io.File;
+import java.io.IOException;
+import java.nio.ByteBuffer;
+import java.util.ArrayList;
+import java.util.HashMap;
+import java.util.List;
+import java.util.Map;
+import org.apache.avro.Schema.Field;
+import org.apache.avro.Schema.Type;
+import org.apache.avro.file.DataFileWriter;
+import org.apache.avro.generic.GenericData;
+import org.apache.avro.generic.GenericDatumWriter;
+import org.apache.commons.io.FileUtils;
+import org.apache.commons.lang3.tuple.ImmutablePair;
+import org.apache.commons.lang3.tuple.Pair;
+import org.apache.datasketches.theta.UpdateSketch;
+import org.apache.datasketches.theta.UpdateSketchBuilder;
+import org.apache.pinot.spi.config.table.TableConfig;
+import org.apache.pinot.spi.config.table.TableType;
+import org.apache.pinot.spi.data.FieldSpec;
+import org.apache.pinot.spi.data.Schema;
+import org.apache.pinot.spi.utils.builder.TableConfigBuilder;
+import org.apache.pinot.util.TestUtils;
+import org.testng.annotations.AfterClass;
+import org.testng.annotations.BeforeClass;
+import org.testng.annotations.Test;
+
+import static org.testng.Assert.assertEquals;
+
+
+public class ThetaSketchIntegrationTest extends BaseClusterIntegrationTest {

Review comment:
       On second thought, perhaps we should have a (single) separate 
integration test for specialized data structures such as TDigest, HLL, 
ThetaSketch, etc.




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