Java tutorial
/** * 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 com.datatorrent.lib.math; import java.util.HashMap; import java.util.Map; import org.apache.commons.lang.mutable.MutableDouble; import com.datatorrent.api.DefaultInputPort; import com.datatorrent.api.DefaultOutputPort; import com.datatorrent.api.StreamCodec; import com.datatorrent.lib.util.BaseNumberKeyValueOperator; import com.datatorrent.lib.util.KeyValPair; /** * * This operator adds all values for each key in "numerator" and "denominator", and emits the margin for each key at the end of window. * <p> * <br> * Margin Formula used by this operator: 1 - numerator/denominator. * The values are added for each key within the window and for each stream.<br> * <br> * <b>Ports</b>:<br> * <b>numerator</b>: expects KeyValPair<K,V><br> * <b>denominator</b>: expects KeyValPair<K,V><br> * <b>margin</b>: emits HashMap<K,Double>, one entry per key per window<br> * <br> * <b>Properties</b>:<br> * <b>inverse</b>: if set to true the key in the filter will block tuple<br> * <b>filterBy</b>: List of keys to filter on<br> * <br> * @displayName Margin Key Value * @category Math * @tags sum, division, numeric, key value * @since 0.3.3 */ public class MarginKeyVal<K, V extends Number> extends BaseNumberKeyValueOperator<K, V> { /** * Numerator input port that takes a key value pair. */ public final transient DefaultInputPort<KeyValPair<K, V>> numerator = new DefaultInputPort<KeyValPair<K, V>>() { /** * Adds tuple to the numerator hash. */ @Override public void process(KeyValPair<K, V> tuple) { addTuple(tuple, numerators); } /** * Set StreamCodec used for partitioning. */ @Override public StreamCodec<KeyValPair<K, V>> getStreamCodec() { return getKeyValPairStreamCodec(); } }; /** * Denominator input port that takes a key value pair. */ public final transient DefaultInputPort<KeyValPair<K, V>> denominator = new DefaultInputPort<KeyValPair<K, V>>() { /** * Adds tuple to the denominator hash. */ @Override public void process(KeyValPair<K, V> tuple) { addTuple(tuple, denominators); } /** * Set StreamCodec used for partitioning. */ @Override public StreamCodec<KeyValPair<K, V>> getStreamCodec() { return getKeyValPairStreamCodec(); } }; /** * Adds the value for each key. * * @param tuple * @param map */ public void addTuple(KeyValPair<K, V> tuple, Map<K, MutableDouble> map) { K key = tuple.getKey(); if (!doprocessKey(key) || (tuple.getValue() == null)) { return; } MutableDouble val = map.get(key); if (val == null) { val = new MutableDouble(0.0); map.put(cloneKey(key), val); } val.add(tuple.getValue().doubleValue()); } /** * Output margin port that emits Key Value pairs. */ public final transient DefaultOutputPort<KeyValPair<K, V>> margin = new DefaultOutputPort<KeyValPair<K, V>>(); protected HashMap<K, MutableDouble> numerators = new HashMap<K, MutableDouble>(); protected HashMap<K, MutableDouble> denominators = new HashMap<K, MutableDouble>(); protected boolean percent = false; /** * getter function for percent * * @return percent */ public boolean getPercent() { return percent; } /** * setter function for percent * * @param val * sets percent */ public void setPercent(boolean val) { percent = val; } /** * Generates tuples for each key and emits them. Only keys that are in the * denominator are iterated on If the key is only in the numerator, it gets * ignored (cannot do divide by 0) Clears internal data */ @SuppressWarnings({ "rawtypes", "unchecked" }) @Override public void endWindow() { Double val; for (Map.Entry<K, MutableDouble> e : denominators.entrySet()) { K key = e.getKey(); MutableDouble nval = numerators.get(key); if (nval == null) { nval = new MutableDouble(0.0); } else { numerators.remove(key); // so that all left over keys can be reported } if (percent) { val = (1 - nval.doubleValue() / e.getValue().doubleValue()) * 100; } else { val = 1 - nval.doubleValue() / e.getValue().doubleValue(); } margin.emit(new KeyValPair(key, getValue(val.doubleValue()))); } numerators.clear(); denominators.clear(); } }