com.datatorrent.lib.math.MarginMap.java Source code

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/**
 * 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.lib.util.BaseNumberKeyValueOperator;
import com.datatorrent.lib.util.UnifierHashMap;

/**
 *
 * 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>
 * Margin is calculated as  1 - SUM(numerator)/SUM(denominator).
 * <br>The values are added for each key within the window and for each stream.<br>
 * <br>
 * <b>Ports</b>:<br>
 * <b>numerator</b>: expects Map&lt;K,V&gt;<br>
 * <b>denominator</b>: expects Map&lt;K,V&gt;<br>
 * <b>margin</b>: emits HashMap&lt;K,Double&gt;, 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 Map
 * @category Math
 * @tags sum, division, numeric, map
 * @since 0.3.2
 */
public class MarginMap<K, V extends Number> extends BaseNumberKeyValueOperator<K, V> {
    /**
     * Numerator input port that takes a map.
     */
    public final transient DefaultInputPort<Map<K, V>> numerator = new DefaultInputPort<Map<K, V>>() {
        /**
         * Adds tuple to the numerator hash
         */
        @Override
        public void process(Map<K, V> tuple) {
            addTuple(tuple, numerators);
        }
    };

    /**
     * Denominator input port that takes a map.
     */
    public final transient DefaultInputPort<Map<K, V>> denominator = new DefaultInputPort<Map<K, V>>() {
        /**
         * Adds tuple to the denominator hash
         */
        @Override
        public void process(Map<K, V> tuple) {
            addTuple(tuple, denominators);
        }
    };

    /**
     * Adds the value for each key.
     * @param tuple
     * @param map
     */
    public void addTuple(Map<K, V> tuple, Map<K, MutableDouble> map) {
        for (Map.Entry<K, V> e : tuple.entrySet()) {
            if (!doprocessKey(e.getKey()) || (e.getValue() == null)) {
                continue;
            }
            MutableDouble val = map.get(e.getKey());
            if (val == null) {
                val = new MutableDouble(0.0);
                map.put(cloneKey(e.getKey()), val);
            }
            val.add(e.getValue().doubleValue());
        }
    }

    /*
     * Output margin port that emits hashmap.
     */
    public final transient DefaultOutputPort<HashMap<K, V>> margin = new DefaultOutputPort<HashMap<K, V>>() {
        @Override
        public Unifier<HashMap<K, V>> getUnifier() {
            return new UnifierHashMap<K, V>();
        }
    };

    protected HashMap<K, MutableDouble> numerators = new HashMap<K, MutableDouble>();
    protected HashMap<K, MutableDouble> denominators = new HashMap<K, MutableDouble>();
    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
     */
    @Override
    public void endWindow() {
        HashMap<K, V> tuples = new HashMap<K, V>();
        Double val;
        for (Map.Entry<K, MutableDouble> e : denominators.entrySet()) {
            MutableDouble nval = numerators.get(e.getKey());
            if (nval == null) {
                nval = new MutableDouble(0.0);
            } else {
                numerators.remove(e.getKey()); // 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();
            }
            tuples.put(e.getKey(), getValue(val.doubleValue()));
        }
        if (!tuples.isEmpty()) {
            margin.emit(tuples);
        }
        numerators.clear();
        denominators.clear();
    }
}