/* * 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 com.facebook.presto.operator.aggregation; import com.facebook.presto.operator.aggregation.state.CentralMomentsState; import com.facebook.presto.spi.block.BlockBuilder; import com.facebook.presto.spi.function.AggregationFunction; import com.facebook.presto.spi.function.AggregationState; import com.facebook.presto.spi.function.CombineFunction; import com.facebook.presto.spi.function.Description; import com.facebook.presto.spi.function.InputFunction; import com.facebook.presto.spi.function.OutputFunction; import com.facebook.presto.spi.function.SqlType; import com.facebook.presto.spi.type.StandardTypes; import static com.facebook.presto.operator.aggregation.AggregationUtils.mergeCentralMomentsState; import static com.facebook.presto.operator.aggregation.AggregationUtils.updateCentralMomentsState; import static com.facebook.presto.spi.type.DoubleType.DOUBLE; @AggregationFunction @Description("Returns the central moments of the argument as an array") public final class CentralMomentsAggregation { private CentralMomentsAggregation() {} @InputFunction public static void doubleInput(@AggregationState CentralMomentsState state, @SqlType(StandardTypes.DOUBLE) double value) { updateCentralMomentsState(state, value); } @InputFunction public static void bigintInput(@AggregationState CentralMomentsState state, @SqlType(StandardTypes.BIGINT) long value) { updateCentralMomentsState(state, (double) value); } @CombineFunction public static void combine(@AggregationState CentralMomentsState state, @AggregationState CentralMomentsState otherState) { mergeCentralMomentsState(state, otherState); } @AggregationFunction(value = "skewness") @Description("Returns the skewness of the argument") @OutputFunction(StandardTypes.DOUBLE) public static void skewness(@AggregationState CentralMomentsState state, BlockBuilder out) { long n = state.getCount(); if (n < 3) { out.appendNull(); } else { double result = Math.sqrt(n) * state.getM3() / Math.pow(state.getM2(), 1.5); DOUBLE.writeDouble(out, result); } } @AggregationFunction(value = "kurtosis") @Description("Returns the (excess) kurtosis of the argument") @OutputFunction(StandardTypes.DOUBLE) public static void kurtosis(@AggregationState CentralMomentsState state, BlockBuilder out) { double n = state.getCount(); if (n < 4) { out.appendNull(); } else { double m2 = state.getM2(); double m4 = state.getM4(); double result = ((n - 1) * n * (n + 1)) / ((n - 2) * (n - 3)) * m4 / (m2 * m2) - 3 * ((n - 1) * (n - 1)) / ((n - 2) * (n - 3)); DOUBLE.writeDouble(out, result); } } }