| /* |
| * 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.math; |
| |
| import java.util.HashMap; |
| |
| import javax.validation.constraints.Min; |
| |
| 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.KeyValPair; |
| |
| /** |
| * Operator compares consecutive values arriving at input port mapped by keys, emits <key,percent change> pair on output alert port if percent change exceeds percentage threshold set in operator. |
| * <p> |
| * StateFull : Yes, current key/value is stored in operator for comparison in |
| * next successive windows. <br> |
| * Partition(s): No, base comparison value will be inconsistent across |
| * instantiated copies. <br> |
| * <br> |
| * <b>Ports</b>:<br> |
| * <b>data</b>: expects KeyValPair<K,V extends Number><br> |
| * <b>alert</b>: emits KeyValPair<K,KeyValPair<V,Double>>(1)<br> |
| * <br> |
| * <b>Properties</b>:<br> |
| * <b>threshold</b>: The threshold of change between consecutive tuples of the |
| * same key that triggers an alert tuple<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> |
| * @displayName Change Alert Key Value |
| * @category Math |
| * @tags change, key value, numeric, percentage |
| * @since 0.3.3 |
| */ |
| public class ChangeAlertKeyVal<K, V extends Number> extends |
| BaseNumberKeyValueOperator<K, V> |
| { |
| /** |
| * Base map is a StateFull field. It is retained across windows |
| */ |
| private HashMap<K, MutableDouble> basemap = new HashMap<K, MutableDouble>(); |
| |
| /** |
| * Input data port that takes a key value pair. |
| */ |
| public final transient DefaultInputPort<KeyValPair<K, V>> data = new DefaultInputPort<KeyValPair<K, V>>() |
| { |
| /** |
| * Process each key, compute change or percent, and emit it. |
| */ |
| @Override |
| public void process(KeyValPair<K, V> tuple) |
| { |
| K key = tuple.getKey(); |
| double tval = tuple.getValue().doubleValue(); |
| MutableDouble val = basemap.get(key); |
| if (!doprocessKey(key)) { |
| return; |
| } |
| if (val == null) { // Only process keys that are in the basemap |
| val = new MutableDouble(tval); |
| basemap.put(cloneKey(key), val); |
| return; |
| } |
| double change = tval - val.doubleValue(); |
| double percent = (change / val.doubleValue()) * 100; |
| if (percent < 0.0) { |
| percent = 0.0 - percent; |
| } |
| if (percent > percentThreshold) { |
| KeyValPair<V, Double> dmap = new KeyValPair<V, Double>( |
| cloneValue(tuple.getValue()), percent); |
| KeyValPair<K, KeyValPair<V, Double>> otuple = new KeyValPair<K, KeyValPair<V, Double>>( |
| cloneKey(key), dmap); |
| alert.emit(otuple); |
| } |
| val.setValue(tval); |
| } |
| }; |
| |
| /** |
| * Key,Percent Change output port. |
| */ |
| public final transient DefaultOutputPort<KeyValPair<K, KeyValPair<V, Double>>> alert = new DefaultOutputPort<KeyValPair<K, KeyValPair<V, Double>>>(); |
| |
| /** |
| * Alert thresh hold percentage set by application. |
| */ |
| @Min(1) |
| private double percentThreshold = 0.0; |
| |
| /** |
| * getter function for threshold value |
| * |
| * @return threshold value |
| */ |
| @Min(1) |
| public double getPercentThreshold() |
| { |
| return percentThreshold; |
| } |
| |
| /** |
| * setter function for threshold value |
| */ |
| public void setPercentThreshold(double d) |
| { |
| percentThreshold = d; |
| } |
| } |