| /* |
| * 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 java.util.Map; |
| |
| 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; |
| |
| /** |
| * Operator stores <key,value> pair in hash map across the windows for comparison and emits hash map of <key,percent change in value for each key> if percent change |
| * exceeds preset threshold. |
| * <p> |
| * |
| * StateFull : Yes, key/value pair in current window are stored for comparison in next window. <br> |
| * Partition : No, will yield wrong result, base value won't be consistent across instances. <br> |
| * |
| * <b>Ports</b>:<br> |
| * <b>data</b>: expects Map<K,V extends Number><br> |
| * <b>alert</b>: emits HashMap<K,HashMap<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 Map |
| * @category Math |
| * @tags change, key value, numeric, percentage, map |
| * @since 0.3.2 |
| */ |
| public class ChangeAlertMap<K, V extends Number> extends BaseNumberKeyValueOperator<K, V> |
| { |
| /** |
| * Input data port that takes a map of <key,value>. |
| */ |
| public final transient DefaultInputPort<Map<K, V>> data = new DefaultInputPort<Map<K, V>>() |
| { |
| /** |
| * Process each key, compute change or percent, and emits it. |
| */ |
| @Override |
| public void process(Map<K, V> tuple) |
| { |
| for (Map.Entry<K, V> e: tuple.entrySet()) { |
| MutableDouble val = basemap.get(e.getKey()); |
| if (!doprocessKey(e.getKey())) { |
| continue; |
| } |
| if (val == null) { // Only process keys that are in the basemap |
| val = new MutableDouble(e.getValue().doubleValue()); |
| basemap.put(cloneKey(e.getKey()), val); |
| continue; |
| } |
| double change = e.getValue().doubleValue() - val.doubleValue(); |
| double percent = (change/val.doubleValue())*100; |
| if (percent < 0.0) { |
| percent = 0.0 - percent; |
| } |
| if (percent > percentThreshold) { |
| HashMap<V,Double> dmap = new HashMap<V,Double>(1); |
| dmap.put(cloneValue(e.getValue()), percent); |
| HashMap<K,HashMap<V,Double>> otuple = new HashMap<K,HashMap<V,Double>>(1); |
| otuple.put(cloneKey(e.getKey()), dmap); |
| alert.emit(otuple); |
| } |
| val.setValue(e.getValue().doubleValue()); |
| } |
| } |
| }; |
| |
| // Default "pass through" unifier works as tuple is emitted as pass through |
| /** |
| * Output port which emits a hashmap of key, percentage change. |
| */ |
| public final transient DefaultOutputPort<HashMap<K, HashMap<V,Double>>> alert = new DefaultOutputPort<HashMap<K, HashMap<V,Double>>>(); |
| |
| /** |
| * basemap is a statefull field. It is retained across windows |
| */ |
| private HashMap<K,MutableDouble> basemap = new HashMap<K,MutableDouble>(); |
| @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; |
| } |
| } |