collectMap = collectors.get(buf);
+ Collector collector = collectMap != null ? collectMap.get(position) : null;
+ if (collector != null) {
+ return collector;
+ }
+ return createNewCollector(buf, position);
+ }
+}
diff --git a/extensions-contrib/accurate-cardinality/src/main/java/org/apache/druid/query/aggregation/cardinality/accurate/bitmap64/BitmapFactory.java b/extensions-contrib/accurate-cardinality/src/main/java/org/apache/druid/query/aggregation/cardinality/accurate/bitmap64/BitmapFactory.java
new file mode 100644
index 000000000000..3782686265e3
--- /dev/null
+++ b/extensions-contrib/accurate-cardinality/src/main/java/org/apache/druid/query/aggregation/cardinality/accurate/bitmap64/BitmapFactory.java
@@ -0,0 +1,33 @@
+/*
+ * 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.druid.query.aggregation.cardinality.accurate.bitmap64;
+
+import java.nio.ByteBuffer;
+
+public interface BitmapFactory
+{
+ MutableBitmap makeEmptyMutableBitmap();
+
+ ImmutableBitmap makeEmptyImmutableBitmap();
+
+ ImmutableBitmap makeImmutableBitmap(MutableBitmap mutableBitmap);
+
+ MutableBitmap mapMutableBitmap(ByteBuffer b);
+}
diff --git a/extensions-contrib/accurate-cardinality/src/main/java/org/apache/druid/query/aggregation/cardinality/accurate/bitmap64/ImmutableBitmap.java b/extensions-contrib/accurate-cardinality/src/main/java/org/apache/druid/query/aggregation/cardinality/accurate/bitmap64/ImmutableBitmap.java
new file mode 100644
index 000000000000..73786d80fe76
--- /dev/null
+++ b/extensions-contrib/accurate-cardinality/src/main/java/org/apache/druid/query/aggregation/cardinality/accurate/bitmap64/ImmutableBitmap.java
@@ -0,0 +1,55 @@
+/*
+ * 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.druid.query.aggregation.cardinality.accurate.bitmap64;
+
+import org.roaringbitmap.longlong.LongIterator;
+
+/**
+ * This class is meant to represent a simple wrapper around an immutable bitmap
+ * class.
+ */
+public interface ImmutableBitmap
+{
+ /**
+ * @return an iterator over the set bits of this bitmap
+ */
+ LongIterator iterator();
+
+ /**
+ * @return The number of bits set to true in this bitmap
+ */
+ long size();
+
+ byte[] toBytes();
+
+ /**
+ * @return True if this bitmap is empty (contains no set bit)
+ */
+ boolean isEmpty();
+
+ /**
+ * Returns true if the bit at position value is set
+ *
+ * @param value the position to check
+ *
+ * @return true if bit is set
+ */
+ boolean get(long value);
+}
diff --git a/extensions-contrib/accurate-cardinality/src/main/java/org/apache/druid/query/aggregation/cardinality/accurate/bitmap64/ImmutableRoaringBitmap.java b/extensions-contrib/accurate-cardinality/src/main/java/org/apache/druid/query/aggregation/cardinality/accurate/bitmap64/ImmutableRoaringBitmap.java
new file mode 100644
index 000000000000..ec529d4ebc6a
--- /dev/null
+++ b/extensions-contrib/accurate-cardinality/src/main/java/org/apache/druid/query/aggregation/cardinality/accurate/bitmap64/ImmutableRoaringBitmap.java
@@ -0,0 +1,105 @@
+/*
+ * 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.druid.query.aggregation.cardinality.accurate.bitmap64;
+
+import com.google.common.base.Throwables;
+import org.roaringbitmap.BitmapDataProviderSupplier;
+import org.roaringbitmap.RoaringBitmapSupplier;
+import org.roaringbitmap.longlong.LongIterator;
+import org.roaringbitmap.longlong.Roaring64NavigableMap;
+
+import java.io.ByteArrayOutputStream;
+import java.io.DataOutputStream;
+
+public class ImmutableRoaringBitmap implements ImmutableBitmap
+{
+ protected InnerRoaringBitmap64 underlyingBitmap;
+
+ public ImmutableRoaringBitmap()
+ {
+ this(new InnerRoaringBitmap64());
+ }
+
+ public ImmutableRoaringBitmap(InnerRoaringBitmap64 underlyingBitmap)
+ {
+ this.underlyingBitmap = underlyingBitmap;
+ }
+
+ @Override
+ public LongIterator iterator()
+ {
+ return underlyingBitmap.getLongIterator();
+ }
+
+ @Override
+ public long size()
+ {
+ return underlyingBitmap.getLongCardinality();
+ }
+
+ @Override
+ public byte[] toBytes()
+ {
+ try {
+ final ByteArrayOutputStream out = new ByteArrayOutputStream();
+ underlyingBitmap.serialize(new DataOutputStream(out));
+ return out.toByteArray();
+ }
+ catch (Exception e) {
+ throw Throwables.propagate(e);
+ }
+ }
+
+ @Override
+ public boolean isEmpty()
+ {
+ return underlyingBitmap.isEmpty();
+ }
+
+ @Override
+ public boolean get(long value)
+ {
+ return underlyingBitmap.contains(value);
+ }
+
+ static class InnerRoaringBitmap64 extends Roaring64NavigableMap
+ {
+ // onheap
+ private static BitmapDataProviderSupplier supplier = new RoaringBitmapSupplier();
+ // offheap
+ // private static BitmapDataProviderSupplier supplier = new MutableRoaringBitmapSupplier();
+
+ public InnerRoaringBitmap64()
+ {
+ super(supplier);
+ }
+
+ public InnerRoaringBitmap64 copy()
+ {
+ InnerRoaringBitmap64 copy = new InnerRoaringBitmap64();
+ LongIterator iter = getLongIterator();
+ while (iter.hasNext()) {
+ copy.addLong(iter.next());
+ }
+ return copy;
+ }
+ }
+}
+
diff --git a/extensions-contrib/accurate-cardinality/src/main/java/org/apache/druid/query/aggregation/cardinality/accurate/bitmap64/MutableBitmap.java b/extensions-contrib/accurate-cardinality/src/main/java/org/apache/druid/query/aggregation/cardinality/accurate/bitmap64/MutableBitmap.java
new file mode 100644
index 000000000000..959c67b62e83
--- /dev/null
+++ b/extensions-contrib/accurate-cardinality/src/main/java/org/apache/druid/query/aggregation/cardinality/accurate/bitmap64/MutableBitmap.java
@@ -0,0 +1,97 @@
+/*
+ * 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.druid.query.aggregation.cardinality.accurate.bitmap64;
+
+/**
+ * This class is meant to represent a simple wrapper around a bitmap class.
+ */
+public interface MutableBitmap extends ImmutableBitmap
+{
+ /**
+ * Empties the content of this bitmap.
+ */
+ void clear();
+
+ /**
+ * Compute the bitwise-or of this bitmap with another bitmap. The current
+ * bitmap is modified whereas the other bitmap is left intact.
+ *
+ * Note that the other bitmap should be of the same class instance.
+ *
+ * @param mutableBitmap other bitmap
+ */
+ void or(MutableBitmap mutableBitmap);
+
+ /**
+ * Compute the bitwise-and of this bitmap with another bitmap. The current
+ * bitmap is modified whereas the other bitmap is left intact.
+ *
+ * Note that the other bitmap should be of the same class instance.
+ *
+ * @param mutableBitmap other bitmap
+ */
+ void and(MutableBitmap mutableBitmap);
+
+
+ /**
+ * Compute the bitwise-xor of this bitmap with another bitmap. The current
+ * bitmap is modified whereas the other bitmap is left intact.
+ *
+ * Note that the other bitmap should be of the same class instance.
+ *
+ * @param mutableBitmap other bitmap
+ */
+ void xor(MutableBitmap mutableBitmap);
+
+ /**
+ * Compute the bitwise-andNot of this bitmap with another bitmap. The current
+ * bitmap is modified whereas the other bitmap is left intact.
+ *
+ * Note that the other bitmap should be of the same class instance.
+ *
+ * @param mutableBitmap other bitmap
+ */
+ void andNot(MutableBitmap mutableBitmap);
+
+ /**
+ * Return the size in bytes for the purpose of serialization to a ByteBuffer.
+ * Note that this is distinct from the memory usage.
+ *
+ * @return the total set in bytes
+ */
+ long getSizeInBytes();
+
+ /**
+ * Add the specified integer to the bitmap. This is equivalent to setting the
+ * ith bit to the value 1.
+ *
+ * @param entry integer to be added
+ */
+ void add(long entry);
+
+ /**
+ * Remove the specified integer to the bitmap. This is equivalent to setting the
+ * ith bit to the value 1.
+ *
+ * @param entry integer to be remove
+ */
+ void remove(long entry);
+
+}
diff --git a/extensions-contrib/accurate-cardinality/src/main/java/org/apache/druid/query/aggregation/cardinality/accurate/bitmap64/RoaringBitmap.java b/extensions-contrib/accurate-cardinality/src/main/java/org/apache/druid/query/aggregation/cardinality/accurate/bitmap64/RoaringBitmap.java
new file mode 100644
index 000000000000..f8f143c5b0b7
--- /dev/null
+++ b/extensions-contrib/accurate-cardinality/src/main/java/org/apache/druid/query/aggregation/cardinality/accurate/bitmap64/RoaringBitmap.java
@@ -0,0 +1,115 @@
+/*
+ * 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.druid.query.aggregation.cardinality.accurate.bitmap64;
+
+import com.google.common.base.Throwables;
+import org.roaringbitmap.longlong.Roaring64NavigableMap;
+
+import java.io.ByteArrayInputStream;
+import java.io.DataInputStream;
+import java.io.IOException;
+
+public class RoaringBitmap extends ImmutableRoaringBitmap implements MutableBitmap
+{
+ public RoaringBitmap()
+ {
+ super();
+ }
+
+ public RoaringBitmap(InnerRoaringBitmap64 underlyingBitmap)
+ {
+ super(underlyingBitmap);
+ }
+
+ @Override
+ public void clear()
+ {
+ this.underlyingBitmap.clear();
+ }
+
+ @Override
+ public void or(MutableBitmap mutableBitmap)
+ {
+ RoaringBitmap other = (RoaringBitmap) mutableBitmap;
+ Roaring64NavigableMap unwrappedOtherBitmap = other.underlyingBitmap;
+ this.underlyingBitmap.or(unwrappedOtherBitmap);
+ }
+
+ @Override
+ public void and(MutableBitmap mutableBitmap)
+ {
+ RoaringBitmap other = (RoaringBitmap) mutableBitmap;
+ Roaring64NavigableMap unwrappedOtherBitmap = other.underlyingBitmap;
+ this.underlyingBitmap.and(unwrappedOtherBitmap);
+ }
+
+ @Override
+ public void xor(MutableBitmap mutableBitmap)
+ {
+ RoaringBitmap other = (RoaringBitmap) mutableBitmap;
+ Roaring64NavigableMap unwrappedOtherBitmap = other.underlyingBitmap;
+ this.underlyingBitmap.xor(unwrappedOtherBitmap);
+ }
+
+ @Override
+ public void andNot(MutableBitmap mutableBitmap)
+ {
+ RoaringBitmap other = (RoaringBitmap) mutableBitmap;
+ Roaring64NavigableMap unwrappedOtherBitmap = other.underlyingBitmap;
+ this.underlyingBitmap.andNot(unwrappedOtherBitmap);
+ }
+
+ @Override
+ public long getSizeInBytes()
+ {
+ return this.underlyingBitmap.getLongSizeInBytes();
+ }
+
+ @Override
+ public void add(long entry)
+ {
+ this.underlyingBitmap.add(entry);
+ }
+
+ @Override
+ public void remove(long entry)
+ {
+ this.underlyingBitmap.removeLong(entry);
+ }
+
+ public ImmutableRoaringBitmap toImmutableBitmap()
+ {
+ InnerRoaringBitmap64 mrb = this.underlyingBitmap.copy();
+ return new ImmutableRoaringBitmap(mrb);
+ }
+
+ public static RoaringBitmap deserializeFromByteArray(byte[] bytes)
+ {
+ InnerRoaringBitmap64 innerRoaringBitmap64 = new InnerRoaringBitmap64();
+ try {
+ innerRoaringBitmap64.deserialize(new DataInputStream(new ByteArrayInputStream(bytes)));
+ }
+ catch (IOException e) {
+ throw Throwables.propagate(e);
+ }
+ return new RoaringBitmap(innerRoaringBitmap64);
+ }
+
+}
diff --git a/extensions-contrib/accurate-cardinality/src/main/java/org/apache/druid/query/aggregation/cardinality/accurate/bitmap64/RoaringBitmapFactory.java b/extensions-contrib/accurate-cardinality/src/main/java/org/apache/druid/query/aggregation/cardinality/accurate/bitmap64/RoaringBitmapFactory.java
new file mode 100644
index 000000000000..c364a097fcc7
--- /dev/null
+++ b/extensions-contrib/accurate-cardinality/src/main/java/org/apache/druid/query/aggregation/cardinality/accurate/bitmap64/RoaringBitmapFactory.java
@@ -0,0 +1,63 @@
+/*
+ * 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.druid.query.aggregation.cardinality.accurate.bitmap64;
+
+
+import com.google.common.base.Throwables;
+import org.apache.druid.java.util.common.StringUtils;
+
+import java.nio.ByteBuffer;
+
+public class RoaringBitmapFactory implements BitmapFactory
+{
+ private static final ImmutableRoaringBitmap EMPTY_IMMUTABLE_BITMAP = new ImmutableRoaringBitmap();
+
+ @Override
+ public MutableBitmap makeEmptyMutableBitmap()
+ {
+ return new RoaringBitmap();
+ }
+
+ @Override
+ public ImmutableBitmap makeEmptyImmutableBitmap()
+ {
+ return EMPTY_IMMUTABLE_BITMAP;
+ }
+
+ @Override
+ public ImmutableBitmap makeImmutableBitmap(MutableBitmap mutableBitmap)
+ {
+ if (!(mutableBitmap instanceof RoaringBitmap)) {
+ throw new IllegalStateException(StringUtils.format("Cannot convert [%s]", mutableBitmap.getClass()));
+ }
+ try {
+ return ((RoaringBitmap) mutableBitmap).toImmutableBitmap();
+ }
+ catch (Exception e) {
+ throw Throwables.propagate(e);
+ }
+ }
+
+ @Override
+ public MutableBitmap mapMutableBitmap(ByteBuffer b)
+ {
+ return RoaringBitmap.deserializeFromByteArray(b.array());
+ }
+}
diff --git a/extensions-contrib/accurate-cardinality/src/main/java/org/apache/druid/query/aggregation/cardinality/accurate/collector/Collector.java b/extensions-contrib/accurate-cardinality/src/main/java/org/apache/druid/query/aggregation/cardinality/accurate/collector/Collector.java
new file mode 100644
index 000000000000..913506ac1c14
--- /dev/null
+++ b/extensions-contrib/accurate-cardinality/src/main/java/org/apache/druid/query/aggregation/cardinality/accurate/collector/Collector.java
@@ -0,0 +1,33 @@
+/*
+ * 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.druid.query.aggregation.cardinality.accurate.collector;
+
+import java.nio.ByteBuffer;
+
+public interface Collector extends Comparable
+{
+ void add(long value);
+
+ long getCardinality();
+
+ Collector fold(Collector rhs);
+
+ ByteBuffer toByteBuffer();
+}
diff --git a/extensions-contrib/accurate-cardinality/src/main/java/org/apache/druid/query/aggregation/cardinality/accurate/collector/CollectorFactory.java b/extensions-contrib/accurate-cardinality/src/main/java/org/apache/druid/query/aggregation/cardinality/accurate/collector/CollectorFactory.java
new file mode 100644
index 000000000000..cd9452f8c370
--- /dev/null
+++ b/extensions-contrib/accurate-cardinality/src/main/java/org/apache/druid/query/aggregation/cardinality/accurate/collector/CollectorFactory.java
@@ -0,0 +1,36 @@
+/*
+ * 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.druid.query.aggregation.cardinality.accurate.collector;
+
+import com.fasterxml.jackson.annotation.JsonSubTypes;
+import com.fasterxml.jackson.annotation.JsonTypeInfo;
+
+import java.nio.ByteBuffer;
+
+@JsonTypeInfo(use = JsonTypeInfo.Id.NAME, property = "type", defaultImpl = RoaringBitmapCollectorFactory.class)
+@JsonSubTypes(value = {
+ @JsonSubTypes.Type(name = "roaring", value = RoaringBitmapCollectorFactory.class)
+})
+public interface CollectorFactory
+{
+ Collector makeEmptyCollector();
+
+ Collector makeCollector(ByteBuffer buffer);
+}
diff --git a/extensions-contrib/accurate-cardinality/src/main/java/org/apache/druid/query/aggregation/cardinality/accurate/collector/RoaringBitmapCollector.java b/extensions-contrib/accurate-cardinality/src/main/java/org/apache/druid/query/aggregation/cardinality/accurate/collector/RoaringBitmapCollector.java
new file mode 100644
index 000000000000..0a14984daf99
--- /dev/null
+++ b/extensions-contrib/accurate-cardinality/src/main/java/org/apache/druid/query/aggregation/cardinality/accurate/collector/RoaringBitmapCollector.java
@@ -0,0 +1,99 @@
+/*
+ * 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.druid.query.aggregation.cardinality.accurate.collector;
+
+import org.apache.commons.codec.binary.Base64;
+import org.apache.druid.java.util.common.StringUtils;
+import org.apache.druid.query.aggregation.cardinality.accurate.bitmap64.MutableBitmap;
+import org.apache.druid.query.aggregation.cardinality.accurate.bitmap64.RoaringBitmap;
+
+import java.nio.ByteBuffer;
+
+public class RoaringBitmapCollector implements Collector
+{
+ public final MutableBitmap bitmap;
+
+ public RoaringBitmapCollector(MutableBitmap mutableBitmap)
+ {
+ this.bitmap = mutableBitmap;
+ }
+
+ @Override
+ public void add(long value)
+ {
+ this.bitmap.add(value);
+ }
+
+ @Override
+ public long getCardinality()
+ {
+ return this.bitmap.size();
+ }
+
+ @Override
+ public Collector fold(Collector other)
+ {
+ if (other == null) {
+ return this;
+ }
+ bitmap.or(((RoaringBitmapCollector) other).bitmap);
+ return this;
+ }
+
+ @Override
+ public int compareTo(Collector other)
+ {
+ return Long.compare(this.getCardinality(), other.getCardinality());
+ }
+
+ public static RoaringBitmapCollector of(Object obj)
+ {
+ return new RoaringBitmapCollector((MutableBitmap) obj);
+ }
+
+ public static RoaringBitmapCollector deserialize(Object serializedCollector)
+ {
+ if (serializedCollector instanceof String) {
+ return RoaringBitmapCollector.of(deserializeFromBase64EncodedString((String) serializedCollector));
+ } else if (serializedCollector instanceof byte[]) {
+ return RoaringBitmapCollector.of(deserializeFromByteArray((byte[]) serializedCollector));
+ } else if (serializedCollector instanceof RoaringBitmapCollector) {
+ return (RoaringBitmapCollector) serializedCollector;
+ } else {
+ return null;
+ }
+ }
+
+ private static MutableBitmap deserializeFromBase64EncodedString(String str)
+ {
+ return deserializeFromByteArray(Base64.decodeBase64(StringUtils.toUtf8(str)));
+ }
+
+ private static MutableBitmap deserializeFromByteArray(byte[] bytes)
+ {
+ return RoaringBitmap.deserializeFromByteArray(bytes);
+ }
+
+ @Override
+ public ByteBuffer toByteBuffer()
+ {
+ return ByteBuffer.wrap(bitmap.toBytes());
+ }
+}
diff --git a/extensions-contrib/accurate-cardinality/src/main/java/org/apache/druid/query/aggregation/cardinality/accurate/collector/RoaringBitmapCollectorComplexMetricSerde.java b/extensions-contrib/accurate-cardinality/src/main/java/org/apache/druid/query/aggregation/cardinality/accurate/collector/RoaringBitmapCollectorComplexMetricSerde.java
new file mode 100644
index 000000000000..4f253a05500b
--- /dev/null
+++ b/extensions-contrib/accurate-cardinality/src/main/java/org/apache/druid/query/aggregation/cardinality/accurate/collector/RoaringBitmapCollectorComplexMetricSerde.java
@@ -0,0 +1,140 @@
+/*
+ * 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.druid.query.aggregation.cardinality.accurate.collector;
+
+import com.google.common.collect.Ordering;
+import org.apache.druid.data.input.InputRow;
+import org.apache.druid.query.aggregation.cardinality.accurate.AccurateCardinalityModule;
+import org.apache.druid.segment.column.ColumnBuilder;
+import org.apache.druid.segment.data.GenericIndexed;
+import org.apache.druid.segment.data.ObjectStrategy;
+import org.apache.druid.segment.serde.ComplexColumnPartSupplier;
+import org.apache.druid.segment.serde.ComplexMetricExtractor;
+import org.apache.druid.segment.serde.ComplexMetricSerde;
+
+import java.nio.ByteBuffer;
+
+public class RoaringBitmapCollectorComplexMetricSerde extends ComplexMetricSerde
+{
+
+ private CollectorFactory collectorFactory;
+
+ public RoaringBitmapCollectorComplexMetricSerde(CollectorFactory collectorFactory)
+ {
+ this.collectorFactory = collectorFactory;
+ }
+
+ private static Ordering comparator = new Ordering()
+ {
+ @Override
+ public int compare(
+ Collector arg1,
+ Collector arg2
+ )
+ {
+ return arg1.toByteBuffer().compareTo(arg2.toByteBuffer());
+ }
+ }.nullsFirst();
+
+ @Override
+ public String getTypeName()
+ {
+ return AccurateCardinalityModule.BITMAP_COLLECTOR;
+ }
+
+ @Override
+ public ComplexMetricExtractor getExtractor()
+ {
+ return new ComplexMetricExtractor()
+ {
+ @Override
+ public Class extractedClass()
+ {
+ return RoaringBitmapCollector.class;
+ }
+
+ @Override
+ public RoaringBitmapCollector extractValue(InputRow inputRow, String metricName)
+ {
+ final Object object = inputRow.getRaw(metricName);
+ if (object instanceof RoaringBitmapCollector) {
+ return (RoaringBitmapCollector) object;
+ }
+ RoaringBitmapCollector collector = (RoaringBitmapCollector) collectorFactory.makeEmptyCollector();
+ collector.add(Long.valueOf(object.toString()));
+ return collector;
+ }
+ };
+ }
+
+ @Override
+ public void deserializeColumn(ByteBuffer buffer, ColumnBuilder builder)
+ {
+ final GenericIndexed column = GenericIndexed.read(buffer, getObjectStrategy(), builder.getFileMapper());
+ builder.setComplexColumnSupplier(new ComplexColumnPartSupplier(getTypeName(), column));
+ }
+
+ @Override
+ public ObjectStrategy getObjectStrategy()
+ {
+ return new ObjectStrategy()
+ {
+
+ @Override
+ public int compare(
+ RoaringBitmapCollector o1,
+ RoaringBitmapCollector o2
+ )
+ {
+ return comparator.compare(o1, o2);
+ }
+
+ @Override
+ public Class getClazz()
+ {
+ return RoaringBitmapCollector.class;
+ }
+
+ @Override
+ public RoaringBitmapCollector fromByteBuffer(ByteBuffer buffer, int numBytes)
+ {
+ final ByteBuffer readOnlyBuffer = buffer.asReadOnlyBuffer();
+
+ readOnlyBuffer.limit(readOnlyBuffer.position() + numBytes);
+ byte[] bytes = new byte[readOnlyBuffer.remaining()];
+ readOnlyBuffer.get(bytes, 0, numBytes);
+
+ return RoaringBitmapCollector.deserialize(bytes);
+ }
+
+ @Override
+ public byte[] toBytes(RoaringBitmapCollector collector)
+ {
+ if (collector == null) {
+ return new byte[]{};
+ }
+ ByteBuffer val = collector.toByteBuffer();
+ byte[] retVal = new byte[val.remaining()];
+ val.asReadOnlyBuffer().get(retVal);
+ return retVal;
+ }
+ };
+ }
+}
diff --git a/extensions-contrib/accurate-cardinality/src/main/java/org/apache/druid/query/aggregation/cardinality/accurate/collector/RoaringBitmapCollectorFactory.java b/extensions-contrib/accurate-cardinality/src/main/java/org/apache/druid/query/aggregation/cardinality/accurate/collector/RoaringBitmapCollectorFactory.java
new file mode 100644
index 000000000000..db75559b0174
--- /dev/null
+++ b/extensions-contrib/accurate-cardinality/src/main/java/org/apache/druid/query/aggregation/cardinality/accurate/collector/RoaringBitmapCollectorFactory.java
@@ -0,0 +1,63 @@
+/*
+ * 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.druid.query.aggregation.cardinality.accurate.collector;
+
+
+import org.apache.druid.query.aggregation.cardinality.accurate.bitmap64.BitmapFactory;
+import org.apache.druid.query.aggregation.cardinality.accurate.bitmap64.RoaringBitmapFactory;
+
+import java.nio.ByteBuffer;
+
+public class RoaringBitmapCollectorFactory implements CollectorFactory
+{
+ private static final BitmapFactory bitmapFactory = new RoaringBitmapFactory();
+
+ public RoaringBitmapCollectorFactory() {}
+
+ @Override
+ public Collector makeEmptyCollector()
+ {
+ return new RoaringBitmapCollector(bitmapFactory.makeEmptyMutableBitmap());
+ }
+
+ @Override
+ public Collector makeCollector(ByteBuffer buffer)
+ {
+ return new RoaringBitmapCollector(bitmapFactory.mapMutableBitmap(buffer));
+ }
+
+ @Override
+ public String toString()
+ {
+ return "RoaringBitmapCollectorFactory";
+ }
+
+ @Override
+ public boolean equals(Object o)
+ {
+ return this == o || o instanceof RoaringBitmapCollectorFactory;
+ }
+
+ @Override
+ public int hashCode()
+ {
+ return 0;
+ }
+}
diff --git a/extensions-contrib/accurate-cardinality/src/main/java/org/apache/druid/query/aggregation/cardinality/accurate/collector/RoaringBitmapCollectorJsonSerializer.java b/extensions-contrib/accurate-cardinality/src/main/java/org/apache/druid/query/aggregation/cardinality/accurate/collector/RoaringBitmapCollectorJsonSerializer.java
new file mode 100644
index 000000000000..3f6241dd83e8
--- /dev/null
+++ b/extensions-contrib/accurate-cardinality/src/main/java/org/apache/druid/query/aggregation/cardinality/accurate/collector/RoaringBitmapCollectorJsonSerializer.java
@@ -0,0 +1,36 @@
+/*
+ * 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.druid.query.aggregation.cardinality.accurate.collector;
+
+import com.fasterxml.jackson.core.JsonGenerator;
+import com.fasterxml.jackson.databind.JsonSerializer;
+import com.fasterxml.jackson.databind.SerializerProvider;
+
+import java.io.IOException;
+
+public class RoaringBitmapCollectorJsonSerializer extends JsonSerializer
+{
+ @Override
+ public void serialize(RoaringBitmapCollector collector, JsonGenerator jgen, SerializerProvider provider)
+ throws IOException
+ {
+ jgen.writeBinary(collector.toByteBuffer().array());
+ }
+}
diff --git a/extensions-contrib/accurate-cardinality/src/main/java/org/apache/druid/query/aggregation/cardinality/accurate/sql/AccurateCardinalitySqlAggregator.java b/extensions-contrib/accurate-cardinality/src/main/java/org/apache/druid/query/aggregation/cardinality/accurate/sql/AccurateCardinalitySqlAggregator.java
new file mode 100644
index 000000000000..36b8cc32a5ea
--- /dev/null
+++ b/extensions-contrib/accurate-cardinality/src/main/java/org/apache/druid/query/aggregation/cardinality/accurate/sql/AccurateCardinalitySqlAggregator.java
@@ -0,0 +1,140 @@
+/*
+ * 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.druid.query.aggregation.cardinality.accurate.sql;
+
+import com.google.common.collect.Iterables;
+import org.apache.calcite.rel.core.AggregateCall;
+import org.apache.calcite.rel.core.Project;
+import org.apache.calcite.rex.RexBuilder;
+import org.apache.calcite.rex.RexNode;
+import org.apache.calcite.sql.SqlAggFunction;
+import org.apache.calcite.sql.SqlFunctionCategory;
+import org.apache.calcite.sql.SqlKind;
+import org.apache.calcite.sql.type.InferTypes;
+import org.apache.calcite.sql.type.OperandTypes;
+import org.apache.calcite.sql.type.ReturnTypes;
+import org.apache.calcite.sql.type.SqlTypeName;
+import org.apache.druid.java.util.common.ISE;
+import org.apache.druid.java.util.common.StringUtils;
+import org.apache.druid.query.aggregation.AggregatorFactory;
+import org.apache.druid.query.aggregation.cardinality.accurate.AccurateCardinalityAggregatorFactory;
+import org.apache.druid.query.dimension.DefaultDimensionSpec;
+import org.apache.druid.query.dimension.DimensionSpec;
+import org.apache.druid.segment.VirtualColumn;
+import org.apache.druid.segment.column.ValueType;
+import org.apache.druid.segment.virtual.ExpressionVirtualColumn;
+import org.apache.druid.sql.calcite.aggregation.Aggregation;
+import org.apache.druid.sql.calcite.aggregation.SqlAggregator;
+import org.apache.druid.sql.calcite.expression.DruidExpression;
+import org.apache.druid.sql.calcite.expression.Expressions;
+import org.apache.druid.sql.calcite.planner.Calcites;
+import org.apache.druid.sql.calcite.planner.PlannerContext;
+import org.apache.druid.sql.calcite.table.RowSignature;
+
+import javax.annotation.Nullable;
+import java.util.ArrayList;
+import java.util.List;
+
+public class AccurateCardinalitySqlAggregator implements SqlAggregator
+{
+ private static final SqlAggFunction FUNCTION_INSTANCE = new AccurateCardinalitySQLAggFunction();
+ private static final String NAME = "ACCURATE_CARDINALITY";
+
+ @Override
+
+ public SqlAggFunction calciteFunction()
+ {
+ return FUNCTION_INSTANCE;
+ }
+
+ @Nullable
+ @Override
+ public Aggregation toDruidAggregation(
+ PlannerContext plannerContext,
+ RowSignature rowSignature,
+ RexBuilder rexBuilder,
+ String name,
+ AggregateCall aggregateCall,
+ Project project,
+ List existingAggregations,
+ boolean finalizeAggregations
+ )
+ {
+ final RexNode rexNode = Expressions.fromFieldAccess(
+ rowSignature,
+ project,
+ Iterables.getOnlyElement(aggregateCall.getArgList())
+ );
+
+ final DruidExpression arg = Expressions.toDruidExpression(plannerContext, rowSignature, rexNode);
+ if (arg == null) {
+ return null;
+ }
+
+ final List virtualColumns = new ArrayList<>();
+ final AggregatorFactory aggregatorFactory;
+
+ final SqlTypeName sqlTypeName = rexNode.getType().getSqlTypeName();
+ final ValueType inputType = Calcites.getValueTypeForSqlTypeName(sqlTypeName);
+ if (inputType == null) {
+ throw new ISE("Cannot translate sqlTypeName[%s] to Druid type for field[%s]", sqlTypeName, name);
+ }
+
+ final DimensionSpec dimensionSpec;
+
+ if (arg.isSimpleExtraction()) {
+ dimensionSpec = arg.getSimpleExtraction().toDimensionSpec(null, inputType);
+ } else {
+ final ExpressionVirtualColumn virtualColumn = arg.toVirtualColumn(
+ StringUtils.format("%s:v", name),
+ inputType,
+ plannerContext.getExprMacroTable()
+ );
+ dimensionSpec = new DefaultDimensionSpec(virtualColumn.getOutputName(), null, inputType);
+ virtualColumns.add(virtualColumn);
+ }
+
+ aggregatorFactory = new AccurateCardinalityAggregatorFactory(
+ name,
+ dimensionSpec
+ );
+
+ return Aggregation.create(virtualColumns, aggregatorFactory);
+ }
+
+ private static class AccurateCardinalitySQLAggFunction extends SqlAggFunction
+ {
+ AccurateCardinalitySQLAggFunction()
+ {
+ super(
+ NAME,
+ null,
+ SqlKind.OTHER_FUNCTION,
+ ReturnTypes.explicit(SqlTypeName.BIGINT),
+ InferTypes.VARCHAR_1024,
+ OperandTypes.ANY,
+ SqlFunctionCategory.NUMERIC,
+ false,
+ false
+ );
+ }
+
+ }
+}
diff --git a/extensions-contrib/accurate-cardinality/src/main/java/org/apache/druid/query/aggregation/cardinality/accurate/types/AccurateCardinalityAggregatorColumnSelectorStrategy.java b/extensions-contrib/accurate-cardinality/src/main/java/org/apache/druid/query/aggregation/cardinality/accurate/types/AccurateCardinalityAggregatorColumnSelectorStrategy.java
new file mode 100644
index 000000000000..72e8b19adaa1
--- /dev/null
+++ b/extensions-contrib/accurate-cardinality/src/main/java/org/apache/druid/query/aggregation/cardinality/accurate/types/AccurateCardinalityAggregatorColumnSelectorStrategy.java
@@ -0,0 +1,28 @@
+/*
+ * 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.druid.query.aggregation.cardinality.accurate.types;
+
+
+import org.apache.druid.query.dimension.ColumnSelectorStrategy;
+
+public interface AccurateCardinalityAggregatorColumnSelectorStrategy extends ColumnSelectorStrategy
+{
+ long getUniversalUniqueCode(ValueSelectorType dimSelector);
+}
diff --git a/extensions-contrib/accurate-cardinality/src/main/java/org/apache/druid/query/aggregation/cardinality/accurate/types/AccurateCardinalityAggregatorColumnSelectorStrategyFactory.java b/extensions-contrib/accurate-cardinality/src/main/java/org/apache/druid/query/aggregation/cardinality/accurate/types/AccurateCardinalityAggregatorColumnSelectorStrategyFactory.java
new file mode 100644
index 000000000000..4a07c43a47b1
--- /dev/null
+++ b/extensions-contrib/accurate-cardinality/src/main/java/org/apache/druid/query/aggregation/cardinality/accurate/types/AccurateCardinalityAggregatorColumnSelectorStrategyFactory.java
@@ -0,0 +1,50 @@
+/*
+ * 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.druid.query.aggregation.cardinality.accurate.types;
+
+
+import org.apache.druid.java.util.common.IAE;
+import org.apache.druid.query.dimension.ColumnSelectorStrategyFactory;
+import org.apache.druid.segment.ColumnValueSelector;
+import org.apache.druid.segment.column.ColumnCapabilities;
+import org.apache.druid.segment.column.ValueType;
+
+public class AccurateCardinalityAggregatorColumnSelectorStrategyFactory
+ implements ColumnSelectorStrategyFactory
+{
+ @Override
+ public AccurateCardinalityAggregatorColumnSelectorStrategy makeColumnSelectorStrategy(
+ ColumnCapabilities capabilities,
+ ColumnValueSelector selector
+ )
+ {
+ ValueType type = capabilities.getType();
+ switch (type) {
+ case LONG:
+ return new LongAccurateCardinalityAggregatorColumnSelectorStrategy();
+ case STRING:
+ return new StringAccurateCardinalityAggregatorColumnSelectorStrategy();
+ case FLOAT:
+ throw new IAE("Query type helper doesn't support type[%s]", type);
+ default:
+ throw new IAE("Cannot create query type helper from invalid type [%s]", type);
+ }
+ }
+}
diff --git a/extensions-contrib/accurate-cardinality/src/main/java/org/apache/druid/query/aggregation/cardinality/accurate/types/LongAccurateCardinalityAggregatorColumnSelectorStrategy.java b/extensions-contrib/accurate-cardinality/src/main/java/org/apache/druid/query/aggregation/cardinality/accurate/types/LongAccurateCardinalityAggregatorColumnSelectorStrategy.java
new file mode 100644
index 000000000000..45ff9d35c918
--- /dev/null
+++ b/extensions-contrib/accurate-cardinality/src/main/java/org/apache/druid/query/aggregation/cardinality/accurate/types/LongAccurateCardinalityAggregatorColumnSelectorStrategy.java
@@ -0,0 +1,33 @@
+/*
+ * 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.druid.query.aggregation.cardinality.accurate.types;
+
+
+import org.apache.druid.segment.BaseLongColumnValueSelector;
+
+public class LongAccurateCardinalityAggregatorColumnSelectorStrategy
+ implements AccurateCardinalityAggregatorColumnSelectorStrategy
+{
+ @Override
+ public long getUniversalUniqueCode(BaseLongColumnValueSelector dimSelector)
+ {
+ return dimSelector.getLong();
+ }
+}
diff --git a/extensions-contrib/accurate-cardinality/src/main/java/org/apache/druid/query/aggregation/cardinality/accurate/types/StringAccurateCardinalityAggregatorColumnSelectorStrategy.java b/extensions-contrib/accurate-cardinality/src/main/java/org/apache/druid/query/aggregation/cardinality/accurate/types/StringAccurateCardinalityAggregatorColumnSelectorStrategy.java
new file mode 100644
index 000000000000..761c8da3e068
--- /dev/null
+++ b/extensions-contrib/accurate-cardinality/src/main/java/org/apache/druid/query/aggregation/cardinality/accurate/types/StringAccurateCardinalityAggregatorColumnSelectorStrategy.java
@@ -0,0 +1,35 @@
+/*
+ * 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.druid.query.aggregation.cardinality.accurate.types;
+
+
+import org.apache.druid.segment.DimensionSelector;
+import org.apache.druid.segment.data.IndexedInts;
+
+public class StringAccurateCardinalityAggregatorColumnSelectorStrategy
+ implements AccurateCardinalityAggregatorColumnSelectorStrategy
+{
+ @Override
+ public long getUniversalUniqueCode(DimensionSelector dimSelector)
+ {
+ IndexedInts row = dimSelector.getRow();
+ return (long) (row.get(0));
+ }
+}
diff --git a/extensions-contrib/accurate-cardinality/src/main/resources/META-INF/services/org.apache.druid.initialization.DruidModule b/extensions-contrib/accurate-cardinality/src/main/resources/META-INF/services/org.apache.druid.initialization.DruidModule
new file mode 100644
index 000000000000..6ac494a7f49b
--- /dev/null
+++ b/extensions-contrib/accurate-cardinality/src/main/resources/META-INF/services/org.apache.druid.initialization.DruidModule
@@ -0,0 +1,16 @@
+# 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.
+
+org.apache.druid.query.aggregation.cardinality.accurate.AccurateCardinalityModule
diff --git a/extensions-contrib/accurate-cardinality/src/test/java/org/apache/druid/query/aggregation/cardinality/accurate/AccurateCardinalityAggGroupbyTest.java b/extensions-contrib/accurate-cardinality/src/test/java/org/apache/druid/query/aggregation/cardinality/accurate/AccurateCardinalityAggGroupbyTest.java
new file mode 100644
index 000000000000..ec467b1e6173
--- /dev/null
+++ b/extensions-contrib/accurate-cardinality/src/test/java/org/apache/druid/query/aggregation/cardinality/accurate/AccurateCardinalityAggGroupbyTest.java
@@ -0,0 +1,192 @@
+/*
+ * 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.druid.query.aggregation.cardinality.accurate;
+
+import com.google.common.collect.ImmutableList;
+import com.google.common.collect.ImmutableMap;
+import com.google.common.io.Files;
+import org.apache.druid.data.input.MapBasedRow;
+import org.apache.druid.data.input.Row;
+import org.apache.druid.java.util.common.DateTimes;
+import org.apache.druid.java.util.common.granularity.Granularities;
+import org.apache.druid.java.util.common.guava.Sequence;
+import org.apache.druid.query.aggregation.AggregationTestHelper;
+import org.apache.druid.query.aggregation.AggregatorFactory;
+import org.apache.druid.query.aggregation.cardinality.accurate.collector.RoaringBitmapCollectorFactory;
+import org.apache.druid.query.groupby.GroupByQueryConfig;
+import org.apache.druid.query.groupby.GroupByQueryRunnerTest;
+import org.junit.Assert;
+import org.junit.Rule;
+import org.junit.Test;
+import org.junit.rules.TemporaryFolder;
+import org.junit.runner.RunWith;
+import org.junit.runners.Parameterized;
+
+import java.io.File;
+import java.io.IOException;
+import java.nio.charset.Charset;
+import java.util.ArrayList;
+import java.util.Arrays;
+import java.util.Collection;
+import java.util.List;
+
+
+@RunWith(Parameterized.class)
+public class AccurateCardinalityAggGroupbyTest
+{
+ private final AggregationTestHelper helper;
+ @Rule
+ public final TemporaryFolder tempFolder = new TemporaryFolder();
+
+ public AccurateCardinalityAggGroupbyTest(final GroupByQueryConfig config)
+ {
+ AccurateCardinalityModule acm = new AccurateCardinalityModule();
+ acm.configure(null);
+ helper = AggregationTestHelper.createGroupByQueryAggregationTestHelper(
+ acm.getJacksonModules(),
+ config,
+ tempFolder
+ );
+ }
+
+ @Parameterized.Parameters(name = "{0}")
+ public static Collection constructorFeeder() throws IOException
+ {
+ final List constructors = new ArrayList<>();
+ for (GroupByQueryConfig config : GroupByQueryRunnerTest.testConfigs()) {
+ constructors.add(new Object[]{config});
+ }
+ return constructors;
+ }
+
+ @Test
+ public void testAccurateCardinalityAggregatorFactorySerde() throws Exception
+ {
+ Sequence seq = helper.createIndexAndRunQueryOnSegment(
+ new File(AccurateCardinalityAggGroupbyTest.class.getClassLoader()
+ .getResource("simple_test_data.tsv")
+ .getFile()),
+ readFileFromClasspathAsString("simple_test_data_record_parser.json"),
+ readFileFromClasspathAsString("simple_test_data_aggregators.json"),
+ 0,
+ Granularities.NONE,
+ 1000,
+ readFileFromClasspathAsString("simple_test_data_group_by_query.json")
+ );
+
+ List results = seq.toList();
+ Assert.assertEquals(5, results.size());
+ Assert.assertEquals(
+ ImmutableList.of(
+ new MapBasedRow(
+ DateTimes.of("2014-10-19T00:00:00.000Z"),
+ ImmutableMap.builder()
+ .put("uv", 291L)
+ .put("product", "product_1")
+ .build()
+ ),
+ new MapBasedRow(
+ DateTimes.of("2014-10-19T00:00:00.000Z"),
+ ImmutableMap.builder()
+ .put("uv", 297L)
+ .put("product", "product_2")
+ .build()
+ ),
+ new MapBasedRow(
+ DateTimes.of("2014-10-19T00:00:00.000Z"),
+ ImmutableMap.builder()
+ .put("uv", 309L)
+ .put("product", "product_3")
+ .build()
+ ),
+ new MapBasedRow(
+ DateTimes.of("2014-10-19T00:00:00.000Z"),
+ ImmutableMap.builder()
+ .put("uv", 300L)
+ .put("product", "product_4")
+ .build()
+ ),
+ new MapBasedRow(
+ DateTimes.of("2014-10-19T00:00:00.000Z"),
+ ImmutableMap.builder()
+ .put("uv", 297L)
+ .put("product", "product_5")
+ .build()
+ )
+ ),
+ results
+ );
+
+ }
+
+ public static String readFileFromClasspathAsString(String fileName) throws IOException
+ {
+ return Files.asCharSource(
+ new File(AccurateCardinalityAggGroupbyTest.class.getClassLoader().getResource(fileName).getFile()),
+ Charset.forName("UTF-8")
+ ).read();
+ }
+
+ @Test
+ public void testAccurateCardinalityAggFactorySerde() throws Exception
+ {
+ assertAggregatorFactorySerde(new AccurateCardinalityAggregatorFactory(
+ "name",
+ "fieldName",
+ new RoaringBitmapCollectorFactory()
+ ));
+ }
+
+ private void assertAggregatorFactorySerde(AggregatorFactory agg) throws Exception
+ {
+ Assert.assertEquals(
+ agg,
+ helper.getObjectMapper().readValue(
+ helper.getObjectMapper().writeValueAsString(agg),
+ AggregatorFactory.class
+ )
+ );
+ }
+
+ @Test
+ public void testCacheKey()
+ {
+ RoaringBitmapCollectorFactory collectorFactory = new RoaringBitmapCollectorFactory();
+ final AccurateCardinalityAggregatorFactory factory1 = new AccurateCardinalityAggregatorFactory(
+ "name",
+ "fieldName",
+ collectorFactory
+ );
+ final AccurateCardinalityAggregatorFactory factory2 = new AccurateCardinalityAggregatorFactory(
+ "name",
+ "fieldName",
+ collectorFactory
+ );
+ final AccurateCardinalityAggregatorFactory factory3 = new AccurateCardinalityAggregatorFactory(
+ "name",
+ "fieldName1",
+ collectorFactory
+ );
+ Assert.assertTrue(Arrays.equals(factory1.getCacheKey(), factory2.getCacheKey()));
+ Assert.assertFalse(Arrays.equals(factory1.getCacheKey(), factory3.getCacheKey()));
+ }
+
+
+}
diff --git a/extensions-contrib/accurate-cardinality/src/test/java/org/apache/druid/query/aggregation/cardinality/accurate/AccurateCardinalityAggregatorTest.java b/extensions-contrib/accurate-cardinality/src/test/java/org/apache/druid/query/aggregation/cardinality/accurate/AccurateCardinalityAggregatorTest.java
new file mode 100644
index 000000000000..c6241ea936fb
--- /dev/null
+++ b/extensions-contrib/accurate-cardinality/src/test/java/org/apache/druid/query/aggregation/cardinality/accurate/AccurateCardinalityAggregatorTest.java
@@ -0,0 +1,734 @@
+/*
+ * 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.druid.query.aggregation.cardinality.accurate;
+
+import com.fasterxml.jackson.databind.ObjectMapper;
+import com.google.common.base.Function;
+import com.google.common.base.Predicate;
+import com.google.common.collect.ImmutableList;
+import com.google.common.collect.Iterators;
+import com.google.common.collect.Lists;
+import org.apache.druid.jackson.DefaultObjectMapper;
+import org.apache.druid.js.JavaScriptConfig;
+import org.apache.druid.query.ColumnSelectorPlus;
+import org.apache.druid.query.aggregation.Aggregator;
+import org.apache.druid.query.aggregation.BufferAggregator;
+import org.apache.druid.query.aggregation.cardinality.accurate.collector.RoaringBitmapCollectorFactory;
+import org.apache.druid.query.aggregation.cardinality.accurate.types.AccurateCardinalityAggregatorColumnSelectorStrategy;
+import org.apache.druid.query.aggregation.cardinality.accurate.types.LongAccurateCardinalityAggregatorColumnSelectorStrategy;
+import org.apache.druid.query.aggregation.cardinality.accurate.types.StringAccurateCardinalityAggregatorColumnSelectorStrategy;
+import org.apache.druid.query.dimension.DefaultDimensionSpec;
+import org.apache.druid.query.dimension.DimensionSpec;
+import org.apache.druid.query.extraction.ExtractionFn;
+import org.apache.druid.query.extraction.JavaScriptExtractionFn;
+import org.apache.druid.query.filter.ValueMatcher;
+import org.apache.druid.query.monomorphicprocessing.RuntimeShapeInspector;
+import org.apache.druid.segment.BaseLongColumnValueSelector;
+import org.apache.druid.segment.DimensionSelector;
+import org.apache.druid.segment.DimensionSelectorUtils;
+import org.apache.druid.segment.IdLookup;
+import org.apache.druid.segment.data.IndexedInts;
+import org.apache.druid.segment.data.ZeroIndexedInts;
+import org.junit.Assert;
+import org.junit.Test;
+
+import javax.annotation.Nullable;
+import java.io.IOException;
+import java.nio.ByteBuffer;
+import java.util.HashMap;
+import java.util.List;
+import java.util.Map;
+import java.util.Objects;
+import java.util.stream.Collectors;
+import java.util.stream.StreamSupport;
+
+
+public class AccurateCardinalityAggregatorTest
+{
+
+ private RoaringBitmapCollectorFactory roaringBitmapCollectorFactory = new RoaringBitmapCollectorFactory();
+
+ interface ISeek
+ {
+ void increment();
+
+ void reset();
+ }
+
+ abstract static class AbstractDimensionSelector implements DimensionSelector, ISeek
+ {
+ protected int pos = 0;
+
+ @Override
+ public void increment()
+ {
+ pos++;
+ }
+
+ @Override
+ public void reset()
+ {
+ pos = 0;
+ }
+ }
+
+ public static class TestStringDimensionSelector extends AbstractDimensionSelector
+ {
+
+ private final List column;
+ private final Map ids;
+ private final Map lookup;
+ private final ExtractionFn exFn;
+
+
+ public TestStringDimensionSelector(Iterable values, ExtractionFn exFn)
+ {
+ this.lookup = new HashMap<>();
+ this.ids = new HashMap<>();
+ this.exFn = exFn;
+
+ int index = 0;
+ for (String[] multiValue : values) {
+ for (String value : multiValue) {
+ if (!ids.containsKey(value)) {
+ ids.put(value, index);
+ lookup.put(index, value);
+ index++;
+ }
+ }
+ }
+
+ this.column = Lists.newArrayList(
+ StreamSupport.stream(values.spliterator(), false).map(input -> Iterators.toArray(
+ Iterators.transform(
+ Iterators.forArray(input), new Function()
+ {
+ @Nullable
+ @Override
+ public Integer apply(@Nullable String input)
+ {
+ return ids.get(input);
+ }
+ }
+ ), Integer.class
+ )).collect(Collectors.toList())
+ );
+ }
+
+ @Override
+ public IndexedInts getRow()
+ {
+ final int p = this.pos;
+ return new IndexedInts()
+ {
+ @Override
+ public int size()
+ {
+ return column.get(p).length;
+ }
+
+ @Override
+ public int get(int i)
+ {
+ return column.get(p)[i];
+ }
+
+ @Override
+ public void inspectRuntimeShape(RuntimeShapeInspector inspector)
+ {
+ // Don't care about runtime shape in tests
+ }
+ };
+ }
+
+ @Override
+ public ValueMatcher makeValueMatcher(@Nullable String value)
+ {
+ return DimensionSelectorUtils.makeValueMatcherGeneric(this, value);
+ }
+
+ @Override
+ public ValueMatcher makeValueMatcher(Predicate predicate)
+ {
+ return DimensionSelectorUtils.makeValueMatcherGeneric(this, predicate);
+ }
+
+ @Override
+ public int getValueCardinality()
+ {
+ return 1;
+ }
+
+ @Nullable
+ @Override
+ public String lookupName(int id)
+ {
+ String val = lookup.get(id);
+ return exFn == null ? val : exFn.apply(val);
+ }
+
+ @Override
+ public boolean nameLookupPossibleInAdvance()
+ {
+ return true;
+ }
+
+ @Nullable
+ @Override
+ public IdLookup idLookup()
+ {
+ return new IdLookup()
+ {
+ @Override
+ public int lookupId(String s)
+ {
+ return ids.get(s);
+ }
+ };
+ }
+
+ @Override
+ public void inspectRuntimeShape(RuntimeShapeInspector inspector)
+ {
+ // Don't care about runtime shape in tests
+ }
+
+ @Nullable
+ @Override
+ public Object getObject()
+ {
+ return null;
+ }
+
+ @Override
+ public Class classOfObject()
+ {
+ return null;
+ }
+ }
+
+
+ public static class TestLongDimensionSelector extends AbstractDimensionSelector implements BaseLongColumnValueSelector
+ {
+ private final List column;
+ private final ExtractionFn exFn;
+
+ public TestLongDimensionSelector(Iterable values, ExtractionFn exFn)
+ {
+ this.exFn = exFn;
+ this.column = Lists.newArrayList(
+ StreamSupport.stream(values.spliterator(), false).map(input -> Iterators.toArray(
+ Iterators.transform(
+ Iterators.forArray(input), new Function()
+ {
+ @Nullable
+ @Override
+ public Long apply(@Nullable Long input)
+ {
+ return input;
+ }
+ }
+ ), Long.class
+ )).collect(Collectors.toList())
+ );
+ }
+
+ @Override
+ public IndexedInts getRow()
+ {
+ return ZeroIndexedInts.instance();
+ }
+
+ @Override
+ public ValueMatcher makeValueMatcher(@Nullable String value)
+ {
+ return new ValueMatcher()
+ {
+ @Override
+ public boolean matches()
+ {
+ return Objects.equals(getValue(), value);
+ }
+
+ @Override
+ public void inspectRuntimeShape(RuntimeShapeInspector inspector)
+ {
+
+ }
+ };
+ }
+
+ protected String getValue()
+ {
+ final int p = this.pos;
+ if (exFn == null) {
+ return column.get(p)[0].toString();
+ } else {
+ return exFn.apply(column.get(p)[0]);
+ }
+ }
+
+ @Override
+ public ValueMatcher makeValueMatcher(Predicate predicate)
+ {
+ return new ValueMatcher()
+ {
+ @Override
+ public boolean matches()
+ {
+ return predicate.apply(getValue());
+ }
+
+ @Override
+ public void inspectRuntimeShape(RuntimeShapeInspector inspector)
+ {
+ }
+ };
+ }
+
+ @Override
+ public int getValueCardinality()
+ {
+ return DimensionSelector.CARDINALITY_UNKNOWN;
+ }
+
+ @Nullable
+ @Override
+ public String lookupName(int id)
+ {
+ return getValue();
+ }
+
+ @Override
+ public boolean nameLookupPossibleInAdvance()
+ {
+ return false;
+ }
+
+ @Nullable
+ @Override
+ public IdLookup idLookup()
+ {
+ return null;
+ }
+
+ @Override
+ public void inspectRuntimeShape(RuntimeShapeInspector inspector)
+ {
+
+ }
+
+ @Override
+ public long getLong()
+ {
+ final int p = this.pos;
+ if (exFn == null) {
+ return column.get(p)[0];
+ } else {
+ return Long.valueOf(exFn.apply(column.get(p)[0]));
+ }
+ }
+
+ @Nullable
+ @Override
+ public Object getObject()
+ {
+ return null;
+ }
+
+ @Override
+ public Class classOfObject()
+ {
+ return null;
+ }
+ }
+
+
+ /**
+ * 字符串类型的数据
+ */
+ private static final List values1 = dimensionValues(
+ "a", "b", "c", "a", "a", null, "b", "b", "b", "b", "a", "a", "d"
+ );
+
+ /**
+ * 11 个值
+ * 基数 6;
+ */
+ private static final List values2 = dimensionValues(
+ 1L,
+ 2L,
+ 2L,
+ 2L,
+ 3L,
+ 4L,
+ 5L,
+ 5L,
+ 6L,
+ 6L,
+ 6L
+ );
+
+ private static final List values3 = dimensionValues(
+ 5L,
+ 5L,
+ 6L,
+ 7L,
+ 7L
+ );
+
+ private static List dimensionValues(String... values)
+ {
+ return Lists.transform(
+ Lists.newArrayList(values), new Function()
+ {
+ @Nullable
+ @Override
+ public String[] apply(@Nullable Object input)
+ {
+ if (input instanceof String[]) {
+ return (String[]) input;
+ } else {
+ return new String[]{(String) input};
+ }
+ }
+ }
+ );
+ }
+
+ private static List dimensionValues(Long... values)
+ {
+ return Lists.transform(
+ Lists.newArrayList(values), new Function()
+ {
+ @Nullable
+ @Override
+ public Long[] apply(@Nullable Object input)
+ {
+ if (input instanceof Long[]) {
+ return (Long[]) input;
+ } else {
+ return new Long[]{(Long) input};
+ }
+ }
+ }
+ );
+ }
+
+ private static void aggregate(List selectorList, Aggregator agg)
+ {
+ agg.aggregate();
+
+ for (DimensionSelector selector : selectorList) {
+ AbstractDimensionSelector _selector = (AbstractDimensionSelector) selector;
+ _selector.increment();
+ }
+ }
+
+ private static void bufferAggregate(
+ List selectorList,
+ BufferAggregator agg,
+ ByteBuffer buf,
+ int pos
+ )
+ {
+ agg.aggregate(buf, pos);
+
+ for (DimensionSelector selector : selectorList) {
+ AbstractDimensionSelector _selector = (AbstractDimensionSelector) selector;
+ _selector.increment();
+ }
+ }
+
+ List> dimInfoList;
+ List selectorList;
+ AccurateCardinalityAggregatorFactory strAggregatorFactory;
+ AccurateCardinalityAggregatorFactory longAggregatorFactory2;
+ AccurateCardinalityAggregatorFactory longAggregatorFactory3;
+
+ final TestStringDimensionSelector dim1;
+ final TestLongDimensionSelector dim2;
+ final TestLongDimensionSelector dim3;
+
+
+ List> dimInfoListWithExtraction;
+ List selectorListWithExtraction;
+ final TestStringDimensionSelector dim1WithExtraction;
+ final TestLongDimensionSelector dim2WithExtraction;
+
+ List> dimInfoListConstantVal;
+ List selectorListConstantVal;
+ final TestStringDimensionSelector dim1ConstantVal;
+ final TestLongDimensionSelector dim2ConstantVal;
+
+ final DimensionSpec dimSpec1 = new DefaultDimensionSpec("dim1", "dim1");
+ final DimensionSpec dimSpec2 = new DefaultDimensionSpec("dim2", "dim2");
+ final DimensionSpec dimSpec3 = new DefaultDimensionSpec("dim3", "dim3");
+
+ public AccurateCardinalityAggregatorTest()
+ {
+ dim1 = new TestStringDimensionSelector(values1, null);
+ dim2 = new TestLongDimensionSelector(values2, null);
+ dim3 = new TestLongDimensionSelector(values3, null);
+
+ dimInfoList = Lists.newArrayList(
+ new ColumnSelectorPlus(
+ dimSpec1.getDimension(),
+ dimSpec1.getOutputName(),
+ new StringAccurateCardinalityAggregatorColumnSelectorStrategy(),
+ dim1
+ ),
+ new ColumnSelectorPlus(
+ dimSpec2.getDimension(),
+ dimSpec2.getOutputName(),
+ new LongAccurateCardinalityAggregatorColumnSelectorStrategy(),
+ dim2
+ )
+ );
+
+ selectorList = Lists.newArrayList(
+ (DimensionSelector) dim1,
+ dim2
+ );
+
+ strAggregatorFactory = new AccurateCardinalityAggregatorFactory(
+ "billy",
+ dimSpec1,
+ roaringBitmapCollectorFactory
+ );
+
+ longAggregatorFactory2 = new AccurateCardinalityAggregatorFactory(
+ "UV2",
+ dimSpec2,
+ roaringBitmapCollectorFactory
+ );
+
+ longAggregatorFactory3 = new AccurateCardinalityAggregatorFactory(
+ "UV3",
+ dimSpec3,
+ roaringBitmapCollectorFactory
+ );
+
+ String superJsFn1 = "function(str) { return 'super-' + str; }";
+ String superJsFn2 = "function(str) { return str + 10; }";
+ ExtractionFn superFn1 = new JavaScriptExtractionFn(superJsFn1, false, JavaScriptConfig.getEnabledInstance());
+ ExtractionFn superFn2 = new JavaScriptExtractionFn(superJsFn2, false, JavaScriptConfig.getEnabledInstance());
+
+ dim1WithExtraction = new TestStringDimensionSelector(values1, superFn1);
+ dim2WithExtraction = new TestLongDimensionSelector(values2, superFn2);
+
+ selectorListWithExtraction = Lists.newArrayList(
+ (DimensionSelector) dim1WithExtraction,
+ dim2WithExtraction
+ );
+
+ dimInfoListWithExtraction = Lists.newArrayList(
+ new ColumnSelectorPlus(
+ dimSpec1.getDimension(),
+ dimSpec1.getOutputName(),
+ new StringAccurateCardinalityAggregatorColumnSelectorStrategy(), dim1WithExtraction
+ ),
+ new ColumnSelectorPlus(
+ dimSpec1.getDimension(),
+ dimSpec1.getOutputName(),
+ new LongAccurateCardinalityAggregatorColumnSelectorStrategy(), dim2WithExtraction
+ )
+ );
+
+ String helloJsFn = "function(str) { return 'hello' }";
+ String helloJsFn2 = "function(str) { return 100 }";
+ ExtractionFn helloFn = new JavaScriptExtractionFn(helloJsFn, false, JavaScriptConfig.getEnabledInstance());
+ ExtractionFn helloFn2 = new JavaScriptExtractionFn(helloJsFn2, false, JavaScriptConfig.getEnabledInstance());
+ dim1ConstantVal = new TestStringDimensionSelector(values1, helloFn);
+ dim2ConstantVal = new TestLongDimensionSelector(values2, helloFn2);
+ selectorListConstantVal = Lists.newArrayList(
+ (DimensionSelector) dim1ConstantVal,
+ dim2ConstantVal
+ );
+ dimInfoListConstantVal = Lists.newArrayList(
+ new ColumnSelectorPlus(
+ dimSpec1.getDimension(),
+ dimSpec1.getOutputName(),
+ new StringAccurateCardinalityAggregatorColumnSelectorStrategy(), dim1ConstantVal
+ ),
+ new ColumnSelectorPlus(
+ dimSpec1.getDimension(),
+ dimSpec1.getOutputName(),
+ new LongAccurateCardinalityAggregatorColumnSelectorStrategy(), dim2ConstantVal
+ )
+ );
+
+ }
+
+ @Test
+ public void testAggregateLong() throws Exception
+ {
+ AccurateCardinalityAggregator agg = new AccurateCardinalityAggregator(
+ "billy",
+ dimInfoList.get(1),
+ roaringBitmapCollectorFactory.makeEmptyCollector()
+ );
+ for (int i = 0; i < values2.size(); ++i) {
+ aggregate(selectorList, agg);
+ }
+ Assert.assertEquals(6L, longAggregatorFactory2.finalizeComputation(agg.get()));
+ }
+
+ /**
+ * 这个聚合的是String列值的字典编码值,所以也可以得数结果,
+ * 但是由于没有全局字典,这个聚合结果是没法merge的,所以应该是没有用的
+ *
+ * @throws Exception
+ */
+ @Test
+ public void testAggregateString() throws Exception
+ {
+ AccurateCardinalityAggregator agg = new AccurateCardinalityAggregator(
+ "billy",
+ dimInfoList.get(0),
+ roaringBitmapCollectorFactory.makeEmptyCollector()
+ );
+ for (int i = 0; i < values1.size(); ++i) {
+ aggregate(selectorList, agg);
+ }
+ Assert.assertEquals(5L, strAggregatorFactory.finalizeComputation(agg.get()));
+ }
+
+ @Test
+ public void testBufferAggregateLong()
+ {
+ AccurateCardinalityBufferAggregator agg = new AccurateCardinalityBufferAggregator(
+ dimInfoList.get(1),
+ roaringBitmapCollectorFactory
+ );
+ int maxSize = longAggregatorFactory2.getMaxIntermediateSize();
+
+ ByteBuffer buf = ByteBuffer.allocate(maxSize + 64);
+ int pos = 10;
+ buf.limit(pos + maxSize);
+
+ agg.init(buf, pos);
+ for (int i = 0; i < values2.size(); ++i) {
+ bufferAggregate(selectorList, agg, buf, pos);
+ }
+ Assert.assertEquals(6L, longAggregatorFactory2.finalizeComputation(agg.get(buf, pos)));
+ }
+
+ @Test
+ public void testCombinRows()
+ {
+ List selector2 = ImmutableList.of((DimensionSelector) dim2);
+ List selector3 = ImmutableList.of((DimensionSelector) dim3);
+
+ ColumnSelectorPlus dimInfo2 =
+ new ColumnSelectorPlus(
+ dimSpec2.getDimension(),
+ dimSpec2.getOutputName(),
+ new LongAccurateCardinalityAggregatorColumnSelectorStrategy(), dim2
+ );
+ ColumnSelectorPlus dimInfo3 =
+ new ColumnSelectorPlus(
+ dimSpec3.getDimension(),
+ dimSpec3.getOutputName(),
+ new LongAccurateCardinalityAggregatorColumnSelectorStrategy(), dim3
+ );
+
+ AccurateCardinalityAggregator agg2 = new AccurateCardinalityAggregator(
+ "UV",
+ dimInfo2,
+ roaringBitmapCollectorFactory.makeEmptyCollector()
+ );
+ AccurateCardinalityAggregator agg3 = new AccurateCardinalityAggregator(
+ "UV",
+ dimInfo3,
+ roaringBitmapCollectorFactory.makeEmptyCollector()
+ );
+
+ for (int i = 0; i < values2.size(); ++i) {
+ aggregate(selector2, agg2);
+ }
+ for (int i = 0; i < values3.size(); ++i) {
+ aggregate(selector3, agg3);
+ }
+
+ Assert.assertEquals(6L, longAggregatorFactory2.finalizeComputation(agg2.get()));
+ Assert.assertEquals(3L, longAggregatorFactory3.finalizeComputation(agg3.get()));
+
+ Assert.assertEquals(
+ 7L,
+ longAggregatorFactory2.finalizeComputation(
+ longAggregatorFactory2.combine(
+ agg2.get(),
+ agg3.get()
+ )
+ )
+ );
+
+ }
+
+ @Test
+ public void testAggregateLongWithExtraction()
+ {
+ AccurateCardinalityAggregator agg = new AccurateCardinalityAggregator(
+ "UV",
+ dimInfoListWithExtraction.get(1),
+ roaringBitmapCollectorFactory.makeEmptyCollector()
+ );
+ for (int i = 0; i < values2.size(); ++i) {
+ aggregate(selectorListWithExtraction, agg);
+ }
+ Assert.assertEquals(6L, longAggregatorFactory2.finalizeComputation(agg.get()));
+
+
+ AccurateCardinalityAggregator agg2 = new AccurateCardinalityAggregator(
+ "UV",
+ dimInfoListConstantVal.get(1),
+ roaringBitmapCollectorFactory.makeEmptyCollector()
+ );
+ for (int i = 0; i < values2.size(); ++i) {
+ aggregate(selectorListConstantVal, agg2);
+ }
+ Assert.assertEquals(1L, longAggregatorFactory2.finalizeComputation(agg2.get()));
+
+ }
+
+ @Test
+ public void testSerde() throws IOException
+ {
+ AccurateCardinalityAggregatorFactory expectedFactory = new AccurateCardinalityAggregatorFactory(
+ "UV",
+ "UV",
+ roaringBitmapCollectorFactory
+ );
+
+ AccurateCardinalityModule acm = new AccurateCardinalityModule();
+ acm.configure(null);
+ ObjectMapper objectMapper = new DefaultObjectMapper();
+ acm.getJacksonModules().forEach(objectMapper::registerModule);
+
+ String jsonStr = "{\"type\":\"accurateCardinality\",\"name\":\"UV\",\"field\":\"UV\"}";
+
+ AccurateCardinalityAggregatorFactory factory;
+ factory = objectMapper.readValue(jsonStr, AccurateCardinalityAggregatorFactory.class);
+ Assert.assertEquals("", expectedFactory.getCollectorFactory(), factory.getCollectorFactory());
+ Assert.assertEquals("", expectedFactory.getName(), factory.getName());
+ }
+
+}
diff --git a/extensions-contrib/accurate-cardinality/src/test/java/org/apache/druid/query/aggregation/cardinality/accurate/BitmapAggGroupbyTest.java b/extensions-contrib/accurate-cardinality/src/test/java/org/apache/druid/query/aggregation/cardinality/accurate/BitmapAggGroupbyTest.java
new file mode 100644
index 000000000000..55d7e0f0f969
--- /dev/null
+++ b/extensions-contrib/accurate-cardinality/src/test/java/org/apache/druid/query/aggregation/cardinality/accurate/BitmapAggGroupbyTest.java
@@ -0,0 +1,193 @@
+/*
+ * 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.druid.query.aggregation.cardinality.accurate;
+
+import com.google.common.collect.ImmutableList;
+import com.google.common.collect.ImmutableMap;
+import com.google.common.io.Files;
+import org.apache.druid.data.input.MapBasedRow;
+import org.apache.druid.data.input.Row;
+import org.apache.druid.java.util.common.DateTimes;
+import org.apache.druid.java.util.common.granularity.Granularities;
+import org.apache.druid.java.util.common.guava.Sequence;
+import org.apache.druid.query.aggregation.AggregationTestHelper;
+import org.apache.druid.query.aggregation.AggregatorFactory;
+import org.apache.druid.query.aggregation.cardinality.accurate.collector.RoaringBitmapCollectorFactory;
+import org.apache.druid.query.groupby.GroupByQueryConfig;
+import org.apache.druid.query.groupby.GroupByQueryRunnerTest;
+import org.junit.Assert;
+import org.junit.Rule;
+import org.junit.Test;
+import org.junit.rules.TemporaryFolder;
+import org.junit.runner.RunWith;
+import org.junit.runners.Parameterized;
+
+import java.io.File;
+import java.io.IOException;
+import java.nio.charset.Charset;
+import java.util.ArrayList;
+import java.util.Arrays;
+import java.util.Collection;
+import java.util.List;
+
+
+@RunWith(Parameterized.class)
+public class BitmapAggGroupbyTest
+{
+ private final AggregationTestHelper helper;
+ @Rule
+ public final TemporaryFolder tempFolder = new TemporaryFolder();
+
+ public BitmapAggGroupbyTest(final GroupByQueryConfig config)
+ {
+ AccurateCardinalityModule acm = new AccurateCardinalityModule();
+ acm.configure(null);
+ helper = AggregationTestHelper.createGroupByQueryAggregationTestHelper(
+ acm.getJacksonModules(),
+ config,
+ tempFolder
+ );
+ }
+
+ @Parameterized.Parameters(name = "{0}")
+ public static Collection constructorFeeder() throws IOException
+ {
+ final List constructors = new ArrayList<>();
+ for (GroupByQueryConfig config : GroupByQueryRunnerTest.testConfigs()) {
+ constructors.add(new Object[]{config});
+ }
+ return constructors;
+ }
+
+ @Test
+ public void testBitmapAggregatorFactorySerde() throws Exception
+ {
+ Sequence seq = helper.createIndexAndRunQueryOnSegment(
+ new File(BitmapAggGroupbyTest.class.getClassLoader().getResource("simple_test_data.tsv").getFile()),
+ readFileFromClasspathAsString("bitmap_test_data_record_parser.json"),
+ readFileFromClasspathAsString("bitmap_test_data_aggregators.json"),
+ 0,
+ Granularities.NONE,
+ 1000,
+ readFileFromClasspathAsString("bitmap_test_data_group_by_query.json")
+ );
+
+ List results = seq.toList();
+ System.out.println(helper.getObjectMapper().writeValueAsString(results));
+
+ Assert.assertEquals(5, results.size());
+ Assert.assertEquals(
+ ImmutableList.of(
+ new MapBasedRow(
+ DateTimes.of("2014-10-19T00:00:00.000Z"),
+ ImmutableMap.builder()
+ .put("uv", 291L)
+ .put("product", "product_1")
+ .build()
+ ),
+ new MapBasedRow(
+ DateTimes.of("2014-10-19T00:00:00.000Z"),
+ ImmutableMap.builder()
+ .put("uv", 297L)
+ .put("product", "product_2")
+ .build()
+ ),
+ new MapBasedRow(
+ DateTimes.of("2014-10-19T00:00:00.000Z"),
+ ImmutableMap.builder()
+ .put("uv", 309L)
+ .put("product", "product_3")
+ .build()
+ ),
+ new MapBasedRow(
+ DateTimes.of("2014-10-19T00:00:00.000Z"),
+ ImmutableMap.builder()
+ .put("uv", 300L)
+ .put("product", "product_4")
+ .build()
+ ),
+ new MapBasedRow(
+ DateTimes.of("2014-10-19T00:00:00.000Z"),
+ ImmutableMap.builder()
+ .put("uv", 297L)
+ .put("product", "product_5")
+ .build()
+ )
+ ),
+ results
+ );
+
+ }
+
+ public static String readFileFromClasspathAsString(String fileName) throws IOException
+ {
+ return Files.asCharSource(
+ new File(BitmapAggGroupbyTest.class.getClassLoader().getResource(fileName).getFile()),
+ Charset.forName("UTF-8")
+ ).read();
+ }
+
+ @Test
+ public void testAccurateCardinalityAggFactorySerde() throws Exception
+ {
+ assertAggregatorFactorySerde(new AccurateCardinalityAggregatorFactory(
+ "name",
+ "fieldName",
+ new RoaringBitmapCollectorFactory()
+ ));
+ }
+
+ private void assertAggregatorFactorySerde(AggregatorFactory agg) throws Exception
+ {
+ Assert.assertEquals(
+ agg,
+ helper.getObjectMapper().readValue(
+ helper.getObjectMapper().writeValueAsString(agg),
+ AggregatorFactory.class
+ )
+ );
+ }
+
+ @Test
+ public void testCacheKey()
+ {
+ RoaringBitmapCollectorFactory collectorFactory = new RoaringBitmapCollectorFactory();
+ final AccurateCardinalityAggregatorFactory factory1 = new AccurateCardinalityAggregatorFactory(
+ "name",
+ "fieldName",
+ collectorFactory
+ );
+ final AccurateCardinalityAggregatorFactory factory2 = new AccurateCardinalityAggregatorFactory(
+ "name",
+ "fieldName",
+ collectorFactory
+ );
+ final AccurateCardinalityAggregatorFactory factory3 = new AccurateCardinalityAggregatorFactory(
+ "name",
+ "fieldName1",
+ collectorFactory
+ );
+ Assert.assertTrue(Arrays.equals(factory1.getCacheKey(), factory2.getCacheKey()));
+ Assert.assertFalse(Arrays.equals(factory1.getCacheKey(), factory3.getCacheKey()));
+ }
+
+
+}
diff --git a/extensions-contrib/accurate-cardinality/src/test/java/org/apache/druid/query/aggregation/cardinality/accurate/sql/AccurateCardinalityAggregatorSqlTest.java b/extensions-contrib/accurate-cardinality/src/test/java/org/apache/druid/query/aggregation/cardinality/accurate/sql/AccurateCardinalityAggregatorSqlTest.java
new file mode 100644
index 000000000000..22224325a3fc
--- /dev/null
+++ b/extensions-contrib/accurate-cardinality/src/test/java/org/apache/druid/query/aggregation/cardinality/accurate/sql/AccurateCardinalityAggregatorSqlTest.java
@@ -0,0 +1,309 @@
+/*
+ * 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.druid.query.aggregation.cardinality.accurate.sql;
+
+import com.google.common.collect.ImmutableList;
+import com.google.common.collect.ImmutableMap;
+import com.google.common.collect.ImmutableSet;
+import org.apache.druid.data.input.InputRow;
+import org.apache.druid.data.input.impl.DimensionSchema;
+import org.apache.druid.data.input.impl.DimensionsSpec;
+import org.apache.druid.data.input.impl.InputRowParser;
+import org.apache.druid.data.input.impl.LongDimensionSchema;
+import org.apache.druid.data.input.impl.MapInputRowParser;
+import org.apache.druid.data.input.impl.TimeAndDimsParseSpec;
+import org.apache.druid.data.input.impl.TimestampSpec;
+import org.apache.druid.java.util.common.Pair;
+import org.apache.druid.java.util.common.io.Closer;
+import org.apache.druid.query.QueryRunnerFactoryConglomerate;
+import org.apache.druid.query.aggregation.CountAggregatorFactory;
+import org.apache.druid.query.aggregation.DoubleSumAggregatorFactory;
+import org.apache.druid.query.aggregation.cardinality.accurate.AccurateCardinalityModule;
+import org.apache.druid.segment.IndexBuilder;
+import org.apache.druid.segment.QueryableIndex;
+import org.apache.druid.segment.incremental.IncrementalIndexSchema;
+import org.apache.druid.segment.writeout.OffHeapMemorySegmentWriteOutMediumFactory;
+import org.apache.druid.server.security.AuthTestUtils;
+import org.apache.druid.server.security.NoopEscalator;
+import org.apache.druid.sql.calcite.planner.Calcites;
+import org.apache.druid.sql.calcite.planner.DruidOperatorTable;
+import org.apache.druid.sql.calcite.planner.DruidPlanner;
+import org.apache.druid.sql.calcite.planner.PlannerConfig;
+import org.apache.druid.sql.calcite.planner.PlannerFactory;
+import org.apache.druid.sql.calcite.planner.PlannerResult;
+import org.apache.druid.sql.calcite.schema.DruidSchema;
+import org.apache.druid.sql.calcite.schema.SystemSchema;
+import org.apache.druid.sql.calcite.util.CalciteTests;
+import org.apache.druid.sql.calcite.util.QueryLogHook;
+import org.apache.druid.sql.calcite.util.SpecificSegmentsQuerySegmentWalker;
+import org.apache.druid.timeline.DataSegment;
+import org.apache.druid.timeline.partition.LinearShardSpec;
+import org.junit.After;
+import org.junit.AfterClass;
+import org.junit.Assert;
+import org.junit.Before;
+import org.junit.BeforeClass;
+import org.junit.Rule;
+import org.junit.Test;
+import org.junit.rules.TemporaryFolder;
+
+import java.io.IOException;
+import java.util.ArrayList;
+import java.util.List;
+import java.util.Map;
+
+
+public class AccurateCardinalityAggregatorSqlTest
+{
+ private static final String DATA_SOURCE = "foo";
+ private static final String TIMESTAMP_COLUMN = "t";
+ private static final Map QUERY_CONTEXT_DEFAULT = ImmutableMap.of(
+ "remoterAddr", "127.0.0.1", "realIP", "127.0.0.1"
+ );
+
+ private static final List dimensions = new ArrayList();
+
+ private static QueryRunnerFactoryConglomerate conglomerate;
+ private static Closer resourceCloser;
+
+ static {
+ dimensions.add(new LongDimensionSchema("clientid"));
+ dimensions.addAll(DimensionsSpec.getDefaultSchemas(ImmutableList.of("dim1", "dim2")));
+ }
+
+ private static final InputRowParser> PARSER = new MapInputRowParser(
+ new TimeAndDimsParseSpec(
+ new TimestampSpec(TIMESTAMP_COLUMN, "iso", null),
+ new DimensionsSpec(
+ dimensions,
+ null,
+ null
+ )
+ )
+ );
+
+ public static InputRow createRow(final ImmutableMap map)
+ {
+ return PARSER.parseBatch((Map) map).get(0);
+ }
+
+ public static final List ROWS1 = ImmutableList.of(
+ createRow(
+ ImmutableMap.of("t", "2000-01-01", "m1", "1.0", "clientid", 1000L, "dim1", "", "dim2", ImmutableList.of("a"))
+ ),
+ createRow(
+ ImmutableMap.of(
+ "t",
+ "2000-01-02",
+ "m1",
+ "2.0",
+ "clientid",
+ 1001L,
+ "dim1",
+ "10.1",
+ "dim2",
+ ImmutableList.of()
+ )
+ ),
+ createRow(
+ ImmutableMap.of("t", "2000-01-03", "m1", "3.0", "clientid", 1001L, "dim1", "2", "dim2", ImmutableList.of(""))
+ ),
+ createRow(
+ ImmutableMap.of(
+ "t",
+ "2001-01-01",
+ "m1",
+ "4.0",
+ "clientid",
+ 1002L,
+ "dim1",
+ "1",
+ "dim2",
+ ImmutableList.of("a")
+ )
+ ),
+ createRow(
+ ImmutableMap.of(
+ "t",
+ "2001-01-02",
+ "m1",
+ "5.0",
+ "clientid",
+ 1003L,
+ "dim1",
+ "def",
+ "dim2",
+ ImmutableList.of("abc")
+ )
+ ),
+ createRow(
+ ImmutableMap.of("t", "2001-01-03", "m1", "6.0", "clientid", 1003L, "dim1", "abc")
+ )
+ );
+
+ @Rule
+ public TemporaryFolder temporaryFolder = new TemporaryFolder();
+
+ @Rule
+ public QueryLogHook queryLogHook = QueryLogHook.create();
+
+ private SpecificSegmentsQuerySegmentWalker walker;
+ private PlannerFactory plannerFactory;
+
+ @BeforeClass
+ public static void setUpClass()
+ {
+ final Pair conglomerateCloserPair = CalciteTests
+ .createQueryRunnerFactoryConglomerate();
+ conglomerate = conglomerateCloserPair.lhs;
+ resourceCloser = conglomerateCloserPair.rhs;
+ }
+
+ @AfterClass
+ public static void tearDownClass() throws IOException
+ {
+ resourceCloser.close();
+ }
+
+ @Before
+ public void setUp() throws Exception
+ {
+ Calcites.setSystemProperties();
+
+ // Note: this is needed in order to properly register the serde for Histogram.
+ new AccurateCardinalityModule().configure(null);
+
+ final QueryableIndex index = IndexBuilder.create()
+ .tmpDir(temporaryFolder.newFolder())
+ .segmentWriteOutMediumFactory(OffHeapMemorySegmentWriteOutMediumFactory.instance())
+ .schema(
+ new IncrementalIndexSchema.Builder()
+ .withDimensionsSpec(
+ new DimensionsSpec(
+ ImmutableList.of(new LongDimensionSchema("clientid")),
+ null,
+ null
+ )
+ )
+ .withMetrics(
+ new CountAggregatorFactory("cnt"),
+ new DoubleSumAggregatorFactory("m1", "m1")
+ )
+ .withRollup(true)
+ .build()
+ )
+ .rows(ROWS1)
+ .buildMMappedIndex();
+
+ walker = new SpecificSegmentsQuerySegmentWalker(conglomerate).add(
+ DataSegment.builder()
+ .dataSource(DATA_SOURCE)
+ .interval(index.getDataInterval())
+ .version("1")
+ .shardSpec(new LinearShardSpec(0))
+ .build(),
+ index
+ );
+
+ final PlannerConfig plannerConfig = new PlannerConfig();
+ final DruidSchema druidSchema = CalciteTests.createMockSchema(
+ conglomerate,
+ walker,
+ plannerConfig
+ );
+ final SystemSchema systemSchema = CalciteTests.createMockSystemSchema(druidSchema, walker);
+ final DruidOperatorTable operatorTable = new DruidOperatorTable(
+ ImmutableSet.of(new AccurateCardinalitySqlAggregator()),
+ ImmutableSet.of()
+ );
+
+ plannerFactory = new PlannerFactory(
+ druidSchema,
+ systemSchema,
+ CalciteTests.createMockQueryLifecycleFactory(walker, conglomerate),
+ operatorTable,
+ CalciteTests.createExprMacroTable(),
+ plannerConfig,
+ AuthTestUtils.TEST_AUTHORIZER_MAPPER,
+ CalciteTests.getJsonMapper()
+ );
+ }
+
+ @After
+ public void tearDown() throws Exception
+ {
+ walker.close();
+ walker = null;
+ }
+
+ @Test
+ public void testAccurateCardinalityAggregatorOnLongs() throws Exception
+ {
+ final DruidPlanner planner = plannerFactory.createPlanner(QUERY_CONTEXT_DEFAULT);
+ final String sql = "SELECT\n"
+ + "ACCURATE_CARDINALITY(clientid),\n"
+ + "ACCURATE_CARDINALITY(clientid) FILTER(WHERE dim1 = 'abc')\n"
+ + "FROM foo";
+
+ final PlannerResult plannerResult = planner.plan(
+ sql,
+ NoopEscalator.getInstance().createEscalatedAuthenticationResult()
+ );
+ final List results = plannerResult.run().toList();
+ final List expectedResults = ImmutableList.of(
+ new Object[]{
+ 4L,
+ 1L
+ }
+ );
+
+ Assert.assertEquals(expectedResults.size(), results.size());
+
+ for (int i = 0; i < expectedResults.size(); i++) {
+ Assert.assertArrayEquals(expectedResults.get(i), results.get(i));
+ }
+ }
+
+ @Test
+ public void testAccurateCardinalityAggregatorOnString() throws Exception
+ {
+ final DruidPlanner planner = plannerFactory.createPlanner(QUERY_CONTEXT_DEFAULT);
+ final String sql = "SELECT\n"
+ + "ACCURATE_CARDINALITY(dim1)\n"
+ + "FROM foo";
+
+ final PlannerResult plannerResult = planner.plan(
+ sql,
+ NoopEscalator.getInstance().createEscalatedAuthenticationResult()
+ );
+ final List results = plannerResult.run().toList();
+ final List expectedResults = ImmutableList.of(
+ new Object[]{
+ 6L
+ }
+ );
+
+ Assert.assertEquals(expectedResults.size(), results.size());
+
+ for (int i = 0; i < expectedResults.size(); i++) {
+ Assert.assertArrayEquals(expectedResults.get(i), results.get(i));
+ }
+ }
+}
diff --git a/extensions-contrib/accurate-cardinality/src/test/resources/bitmap_test_data_aggregators.json b/extensions-contrib/accurate-cardinality/src/test/resources/bitmap_test_data_aggregators.json
new file mode 100644
index 000000000000..ec73c5a4729d
--- /dev/null
+++ b/extensions-contrib/accurate-cardinality/src/test/resources/bitmap_test_data_aggregators.json
@@ -0,0 +1,11 @@
+[
+ {
+ "type": "count",
+ "name": "count"
+ },
+ {
+ "type": "bitmapAgg",
+ "name": "duration",
+ "fieldName": "duration"
+ }
+]
diff --git a/extensions-contrib/accurate-cardinality/src/test/resources/bitmap_test_data_group_by_query.json b/extensions-contrib/accurate-cardinality/src/test/resources/bitmap_test_data_group_by_query.json
new file mode 100644
index 000000000000..14ef2d994c1d
--- /dev/null
+++ b/extensions-contrib/accurate-cardinality/src/test/resources/bitmap_test_data_group_by_query.json
@@ -0,0 +1,18 @@
+{
+ "queryType": "groupBy",
+ "dataSource": "test_datasource",
+ "granularity": "ALL",
+ "dimensions": [
+ "product"
+ ],
+ "aggregations": [
+ {
+ "type": "bitmapAgg",
+ "fieldName": "duration",
+ "name": "uv"
+ }
+ ],
+ "intervals": [
+ "2014-10-19T00:00:00.000Z/2014-11-03T00:00:00.000Z"
+ ]
+}
diff --git a/extensions-contrib/accurate-cardinality/src/test/resources/bitmap_test_data_record_parser.json b/extensions-contrib/accurate-cardinality/src/test/resources/bitmap_test_data_record_parser.json
new file mode 100644
index 000000000000..29eb2ebba65b
--- /dev/null
+++ b/extensions-contrib/accurate-cardinality/src/test/resources/bitmap_test_data_record_parser.json
@@ -0,0 +1,22 @@
+{
+ "type": "string",
+ "parseSpec": {
+ "format": "tsv",
+ "timestampSpec": {
+ "column": "timestamp",
+ "format": "yyyyMMddHH"
+ },
+ "dimensionsSpec": {
+ "dimensions": [
+ "product"
+ ],
+ "dimensionExclusions": [],
+ "spatialDimensions": []
+ },
+ "columns": [
+ "timestamp",
+ "duration",
+ "product"
+ ]
+ }
+}
diff --git a/extensions-contrib/accurate-cardinality/src/test/resources/simple_test_data.tsv b/extensions-contrib/accurate-cardinality/src/test/resources/simple_test_data.tsv
new file mode 100644
index 000000000000..9f4ee0d1084b
--- /dev/null
+++ b/extensions-contrib/accurate-cardinality/src/test/resources/simple_test_data.tsv
@@ -0,0 +1,3360 @@
+2014102000 14102000 product_1 pty_country_34
+2014102000 14102000 product_4 pty_country_8
+2014102000 14102000 product_5 pty_country_39
+2014102000 14102000 product_2 pty_country_6
+2014102000 14102000 product_5 pty_country_28
+2014102000 14102000 product_4 pty_country_44
+2014102000 14102000 product_1 pty_country_16
+2014102000 14102000 product_3 pty_country_12
+2014102000 14102000 product_5 pty_country_31
+2014102000 14102000 product_2 pty_country_9
+2014102001 14102001 product_5 pty_country_29
+2014102001 14102001 product_1 pty_country_23
+2014102001 14102001 product_4 pty_country_5
+2014102001 14102001 product_5 pty_country_17
+2014102001 14102001 product_3 pty_country_8
+2014102001 14102001 product_1 pty_country_13
+2014102001 14102001 product_3 pty_country_12
+2014102001 14102001 product_1 pty_country_34
+2014102001 14102001 product_4 pty_country_6
+2014102001 14102001 product_3 pty_country_34
+2014102002 14102002 product_2 pty_country_44
+2014102002 14102002 product_2 pty_country_16
+2014102002 14102002 product_5 pty_country_1
+2014102002 14102002 product_5 pty_country_8
+2014102002 14102002 product_4 pty_country_43
+2014102002 14102002 product_1 pty_country_17
+2014102002 14102002 product_3 pty_country_43
+2014102002 14102002 product_5 pty_country_8
+2014102002 14102002 product_4 pty_country_37
+2014102002 14102002 product_3 pty_country_4
+2014102003 14102003 product_5 pty_country_42
+2014102003 14102003 product_4 pty_country_34
+2014102003 14102003 product_2 pty_country_14
+2014102003 14102003 product_4 pty_country_18
+2014102003 14102003 product_5 pty_country_39
+2014102003 14102003 product_4 pty_country_8
+2014102003 14102003 product_3 pty_country_17
+2014102003 14102003 product_1 pty_country_12
+2014102003 14102003 product_4 pty_country_49
+2014102003 14102003 product_3 pty_country_5
+2014102004 14102004 product_3 pty_country_35
+2014102004 14102004 product_4 pty_country_4
+2014102004 14102004 product_2 pty_country_5
+2014102004 14102004 product_5 pty_country_16
+2014102004 14102004 product_5 pty_country_4
+2014102004 14102004 product_4 pty_country_43
+2014102004 14102004 product_2 pty_country_20
+2014102004 14102004 product_5 pty_country_3
+2014102004 14102004 product_3 pty_country_48
+2014102004 14102004 product_2 pty_country_29
+2014102005 14102005 product_2 pty_country_19
+2014102005 14102005 product_5 pty_country_6
+2014102005 14102005 product_3 pty_country_1
+2014102005 14102005 product_4 pty_country_39
+2014102005 14102005 product_5 pty_country_42
+2014102005 14102005 product_4 pty_country_14
+2014102005 14102005 product_3 pty_country_41
+2014102005 14102005 product_4 pty_country_34
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diff --git a/extensions-contrib/accurate-cardinality/src/test/resources/simple_test_data_aggregators.json b/extensions-contrib/accurate-cardinality/src/test/resources/simple_test_data_aggregators.json
new file mode 100644
index 000000000000..6a330e6ccd90
--- /dev/null
+++ b/extensions-contrib/accurate-cardinality/src/test/resources/simple_test_data_aggregators.json
@@ -0,0 +1,6 @@
+[
+ {
+ "type": "count",
+ "name": "count"
+ }
+]
diff --git a/extensions-contrib/accurate-cardinality/src/test/resources/simple_test_data_group_by_query.json b/extensions-contrib/accurate-cardinality/src/test/resources/simple_test_data_group_by_query.json
new file mode 100644
index 000000000000..c00b0d1f1331
--- /dev/null
+++ b/extensions-contrib/accurate-cardinality/src/test/resources/simple_test_data_group_by_query.json
@@ -0,0 +1,24 @@
+{
+ "queryType": "groupBy",
+ "dataSource": "test_datasource",
+ "granularity": "ALL",
+ "dimensions": ["product"],
+ "aggregations": [
+ {
+ "type": "accurateCardinality",
+ "name": "uv",
+ "field": {
+ "type": "default",
+ "dimension": "duration",
+ "outputName": "duration",
+ "outputType": "LONG"
+ },
+ "collectorFactory": {
+ "type": "roaring"
+ }
+ }
+ ],
+ "intervals": [
+ "2014-10-19T00:00:00.000Z/2014-11-03T00:00:00.000Z"
+ ]
+}
diff --git a/extensions-contrib/accurate-cardinality/src/test/resources/simple_test_data_group_by_query1.json b/extensions-contrib/accurate-cardinality/src/test/resources/simple_test_data_group_by_query1.json
new file mode 100644
index 000000000000..8391e9a16781
--- /dev/null
+++ b/extensions-contrib/accurate-cardinality/src/test/resources/simple_test_data_group_by_query1.json
@@ -0,0 +1,16 @@
+{
+ "queryType": "groupBy",
+ "dataSource": "test_datasource",
+ "granularity": "ALL",
+ "dimensions": [],
+ "aggregations": [
+ {
+ "type": "cardinality",
+ "name": "uv",
+ "fields": ["duration"]
+ }
+ ],
+ "intervals": [
+ "2014-10-19T00:00:00.000Z/2014-10-22T00:00:00.000Z"
+ ]
+}
diff --git a/extensions-contrib/accurate-cardinality/src/test/resources/simple_test_data_record_parser.json b/extensions-contrib/accurate-cardinality/src/test/resources/simple_test_data_record_parser.json
new file mode 100644
index 000000000000..bdd15b1c18af
--- /dev/null
+++ b/extensions-contrib/accurate-cardinality/src/test/resources/simple_test_data_record_parser.json
@@ -0,0 +1,26 @@
+{
+ "type": "string",
+ "parseSpec": {
+ "format": "tsv",
+ "timestampSpec": {
+ "column": "timestamp",
+ "format": "yyyyMMddHH"
+ },
+ "dimensionsSpec": {
+ "dimensions": [
+ {
+ "type": "long",
+ "name": "duration"
+ },
+ "product"
+ ],
+ "dimensionExclusions": [],
+ "spatialDimensions": []
+ },
+ "columns": [
+ "timestamp",
+ "duration",
+ "product"
+ ]
+ }
+}
diff --git a/pom.xml b/pom.xml
index b3ad5b56544b..10867f75cc07 100644
--- a/pom.xml
+++ b/pom.xml
@@ -166,6 +166,7 @@
extensions-contrib/opentsdb-emitter
extensions-contrib/materialized-view-maintenance
extensions-contrib/materialized-view-selection
+ extensions-contrib/accurate-cardinality
distribution
diff --git a/processing/src/main/java/org/apache/druid/query/aggregation/AggregatorUtil.java b/processing/src/main/java/org/apache/druid/query/aggregation/AggregatorUtil.java
index 1d291b7360d4..621d208a6d8a 100644
--- a/processing/src/main/java/org/apache/druid/query/aggregation/AggregatorUtil.java
+++ b/processing/src/main/java/org/apache/druid/query/aggregation/AggregatorUtil.java
@@ -75,6 +75,8 @@ public class AggregatorUtil
public static final byte LONG_LAST_CACHE_TYPE_ID = 0x18;
public static final byte TIMESTAMP_CACHE_TYPE_ID = 0x19;
public static final byte VARIANCE_CACHE_TYPE_ID = 0x1A;
+ public static final byte ACCURATE_CARDINALITY_CACHE_TYPE_ID = 0x1B;
+ public static final byte BITMAP_AGG_CACHE_TYPE_ID = 0x1C;
// Quantiles sketch aggregator
public static final byte QUANTILES_DOUBLES_SKETCH_BUILD_CACHE_TYPE_ID = 0x1B;
diff --git a/processing/src/test/java/org/apache/druid/query/aggregation/AggregationTestHelper.java b/processing/src/test/java/org/apache/druid/query/aggregation/AggregationTestHelper.java
index 27137b9d4c1e..09730e946deb 100644
--- a/processing/src/test/java/org/apache/druid/query/aggregation/AggregationTestHelper.java
+++ b/processing/src/test/java/org/apache/druid/query/aggregation/AggregationTestHelper.java
@@ -107,15 +107,15 @@
public class AggregationTestHelper implements Closeable
{
private final ObjectMapper mapper;
- private final IndexMerger indexMerger;
- private final IndexIO indexIO;
+ protected final IndexMerger indexMerger;
+ protected final IndexIO indexIO;
private final QueryToolChest toolChest;
private final QueryRunnerFactory factory;
- private final TemporaryFolder tempFolder;
+ protected final TemporaryFolder tempFolder;
private final Closer resourceCloser;
- private AggregationTestHelper(
+ protected AggregationTestHelper(
ObjectMapper mapper,
IndexMerger indexMerger,
IndexIO indexIO,
@@ -500,6 +500,7 @@ public void createIndex(
index = new IncrementalIndex.Builder()
.setIndexSchema(
new IncrementalIndexSchema.Builder()
+ .withDimensionsSpec(parser)
.withMinTimestamp(minTimestamp)
.withQueryGranularity(gran)
.withMetrics(metrics)
@@ -520,6 +521,7 @@ public void createIndex(
index = new IncrementalIndex.Builder()
.setIndexSchema(
new IncrementalIndexSchema.Builder()
+ .withDimensionsSpec(parser)
.withMinTimestamp(minTimestamp)
.withQueryGranularity(gran)
.withMetrics(metrics)