| /* |
| * Copyright (c) 2013 DataTorrent, Inc. ALL Rights Reserved. |
| * |
| * 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.datatorrent.lib.statistics; |
| |
| import java.util.HashMap; |
| import java.util.Map; |
| |
| import com.datatorrent.api.BaseOperator; |
| import com.datatorrent.api.DefaultInputPort; |
| import com.datatorrent.api.DefaultOutputPort; |
| import com.datatorrent.api.annotation.InputPortFieldAnnotation; |
| import com.datatorrent.api.annotation.OperatorAnnotation; |
| import com.datatorrent.api.annotation.OutputPortFieldAnnotation; |
| |
| /** |
| * An implementation of BaseOperator that calculates most frequent value occurring in incoming data. <br> |
| * <br> |
| * <b>Input Port(s) : </b><br> |
| * <b>data : </b> Data values input port. <br> |
| * <br> |
| * <b>Output Port(s) : </b> <br> |
| * <b>mode : </b>Mode value output port. <br> |
| * <br> |
| * <b>StateFull : Yes</b>, value are aggregated over application window. <br> |
| * <b>Partitions : No</b>, no will yeild wrong results. <br> |
| * <br> |
| * @displayName: Mode |
| * @category: statistics |
| * @tag: numeric, integer, count |
| * @since 0.3.4 |
| */ |
| @OperatorAnnotation(partitionable = false) |
| public class ModeOperator<V extends Comparable<?>> extends BaseOperator |
| { |
| /** |
| * Value/Count map. |
| */ |
| HashMap<V, Integer> values = new HashMap<V, Integer>(); |
| /** |
| * Input data port that takes comparable values. |
| */ |
| @InputPortFieldAnnotation(name = "data") |
| public final transient DefaultInputPort<V> data = new DefaultInputPort<V>() |
| { |
| /** |
| * Computes sum and count with each tuple |
| */ |
| @Override |
| public void process(V tuple) |
| { |
| if (values.containsKey(tuple)) { |
| Integer count = values.remove(tuple); |
| values.put(tuple, count+1); |
| } else { |
| values.put(tuple, 1); |
| } |
| } |
| }; |
| |
| /** |
| * Output port that emits most frequent value in incoming data. |
| */ |
| @OutputPortFieldAnnotation(name = "mean") |
| public final transient DefaultOutputPort<V> mode = new DefaultOutputPort<V>(); |
| |
| /** |
| * Emit mode value. |
| */ |
| @Override |
| public void endWindow() |
| { |
| V modeValue = null; |
| int max = 0; |
| for (Map.Entry<V, Integer> entry : values.entrySet()) { |
| if (entry.getValue() > max) { |
| modeValue = entry.getKey(); |
| max = entry.getValue(); |
| } |
| } |
| if (mode != null) { |
| mode.emit(modeValue); |
| } |
| } |
| } |