io.prestosql.operator.aggregation.MergeQuantileDigestFunction Maven / Gradle / Ivy
/*
* Licensed 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 io.prestosql.operator.aggregation;
import com.google.common.collect.ImmutableList;
import io.airlift.bytecode.DynamicClassLoader;
import io.airlift.stats.QuantileDigest;
import io.prestosql.metadata.FunctionArgumentDefinition;
import io.prestosql.metadata.FunctionBinding;
import io.prestosql.metadata.FunctionMetadata;
import io.prestosql.metadata.Signature;
import io.prestosql.metadata.SqlAggregationFunction;
import io.prestosql.operator.aggregation.state.QuantileDigestState;
import io.prestosql.operator.aggregation.state.QuantileDigestStateFactory;
import io.prestosql.operator.aggregation.state.QuantileDigestStateSerializer;
import io.prestosql.spi.block.Block;
import io.prestosql.spi.block.BlockBuilder;
import io.prestosql.spi.function.AggregationFunction;
import io.prestosql.spi.function.CombineFunction;
import io.prestosql.spi.function.InputFunction;
import io.prestosql.spi.type.QuantileDigestType;
import io.prestosql.spi.type.Type;
import io.prestosql.spi.type.TypeSignature;
import java.lang.invoke.MethodHandle;
import java.util.List;
import java.util.Optional;
import static com.google.common.base.Preconditions.checkArgument;
import static io.prestosql.metadata.FunctionKind.AGGREGATE;
import static io.prestosql.metadata.Signature.comparableTypeParameter;
import static io.prestosql.operator.aggregation.AggregationMetadata.AccumulatorStateDescriptor;
import static io.prestosql.operator.aggregation.AggregationMetadata.ParameterMetadata;
import static io.prestosql.operator.aggregation.AggregationMetadata.ParameterMetadata.ParameterType.BLOCK_INDEX;
import static io.prestosql.operator.aggregation.AggregationMetadata.ParameterMetadata.ParameterType.BLOCK_INPUT_CHANNEL;
import static io.prestosql.operator.aggregation.AggregationMetadata.ParameterMetadata.ParameterType.STATE;
import static io.prestosql.operator.aggregation.AggregationUtils.generateAggregationName;
import static io.prestosql.spi.type.TypeSignature.parametricType;
import static io.prestosql.util.MoreMath.nearlyEqual;
import static io.prestosql.util.Reflection.methodHandle;
@AggregationFunction("merge")
public final class MergeQuantileDigestFunction
extends SqlAggregationFunction
{
public static final MergeQuantileDigestFunction MERGE = new MergeQuantileDigestFunction();
public static final String NAME = "merge";
private static final MethodHandle INPUT_FUNCTION = methodHandle(MergeQuantileDigestFunction.class, "input", Type.class, QuantileDigestState.class, Block.class, int.class);
private static final MethodHandle COMBINE_FUNCTION = methodHandle(MergeQuantileDigestFunction.class, "combine", QuantileDigestState.class, QuantileDigestState.class);
private static final MethodHandle OUTPUT_FUNCTION = methodHandle(MergeQuantileDigestFunction.class, "output", QuantileDigestStateSerializer.class, QuantileDigestState.class, BlockBuilder.class);
private static final double COMPARISON_EPSILON = 1E-6;
public MergeQuantileDigestFunction()
{
super(
new FunctionMetadata(
new Signature(
NAME,
ImmutableList.of(comparableTypeParameter("T")),
ImmutableList.of(),
parametricType("qdigest", new TypeSignature("T")),
ImmutableList.of(parametricType("qdigest", new TypeSignature("T"))),
false),
true,
ImmutableList.of(new FunctionArgumentDefinition(false)),
false,
true,
"Merges the input quantile digests into a single quantile digest",
AGGREGATE),
true,
true);
}
@Override
public List getIntermediateTypes(FunctionBinding functionBinding)
{
Type valueType = functionBinding.getTypeVariable("T");
return ImmutableList.of(new QuantileDigestStateSerializer(valueType).getSerializedType().getTypeSignature());
}
@Override
public InternalAggregationFunction specialize(FunctionBinding functionBinding)
{
Type valueType = functionBinding.getTypeVariable("T");
QuantileDigestType outputType = (QuantileDigestType) functionBinding.getBoundSignature().getReturnType();
return generateAggregation(valueType, outputType);
}
private static InternalAggregationFunction generateAggregation(Type valueType, QuantileDigestType type)
{
DynamicClassLoader classLoader = new DynamicClassLoader(MapAggregationFunction.class.getClassLoader());
QuantileDigestStateSerializer stateSerializer = new QuantileDigestStateSerializer(valueType);
Type intermediateType = stateSerializer.getSerializedType();
AggregationMetadata metadata = new AggregationMetadata(
generateAggregationName(NAME, type.getTypeSignature(), ImmutableList.of(type.getTypeSignature())),
createInputParameterMetadata(type),
INPUT_FUNCTION.bindTo(type),
Optional.empty(),
COMBINE_FUNCTION,
OUTPUT_FUNCTION.bindTo(stateSerializer),
ImmutableList.of(new AccumulatorStateDescriptor(
QuantileDigestState.class,
stateSerializer,
new QuantileDigestStateFactory())),
type);
GenericAccumulatorFactoryBinder factory = AccumulatorCompiler.generateAccumulatorFactoryBinder(metadata, classLoader);
return new InternalAggregationFunction(NAME, ImmutableList.of(type), ImmutableList.of(intermediateType), type, factory);
}
private static List createInputParameterMetadata(Type valueType)
{
return ImmutableList.of(
new ParameterMetadata(STATE),
new ParameterMetadata(BLOCK_INPUT_CHANNEL, valueType),
new ParameterMetadata(BLOCK_INDEX));
}
@InputFunction
public static void input(Type type, QuantileDigestState state, Block value, int index)
{
merge(state, new QuantileDigest(type.getSlice(value, index)));
}
@CombineFunction
public static void combine(QuantileDigestState state, QuantileDigestState otherState)
{
merge(state, otherState.getQuantileDigest());
}
private static void merge(QuantileDigestState state, QuantileDigest input)
{
if (input == null) {
return;
}
QuantileDigest previous = state.getQuantileDigest();
if (previous == null) {
state.setQuantileDigest(input);
state.addMemoryUsage(input.estimatedInMemorySizeInBytes());
}
else {
checkArgument(nearlyEqual(previous.getMaxError(), input.getMaxError(), COMPARISON_EPSILON),
"Cannot merge qdigests with different accuracies (%s vs. %s)", state.getQuantileDigest().getMaxError(), input.getMaxError());
checkArgument(nearlyEqual(previous.getAlpha(), input.getAlpha(), COMPARISON_EPSILON),
"Cannot merge qdigests with different alpha values (%s vs. %s)", state.getQuantileDigest().getAlpha(), input.getAlpha());
state.addMemoryUsage(-previous.estimatedInMemorySizeInBytes());
previous.merge(input);
state.addMemoryUsage(previous.estimatedInMemorySizeInBytes());
}
}
public static void output(QuantileDigestStateSerializer serializer, QuantileDigestState state, BlockBuilder out)
{
serializer.serialize(state, out);
}
}
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