blob: 64ce78eb56529f6a41110996ece12ec2a27d9647 [file] [log] [blame]
/*
* 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 javax.validation.constraints.Min;
import com.datatorrent.api.DefaultInputPort;
import com.datatorrent.api.DefaultOutputPort;
import com.datatorrent.api.annotation.InputPortFieldAnnotation;
import com.datatorrent.api.annotation.OutputPortFieldAnnotation;
import com.datatorrent.lib.util.BaseNumberValueOperator;
import com.datatorrent.lib.util.KeyValPair;
/**
* Compares consecutive input data values, emits <value,percent change value> pair on alert output port, if percent change exceeds certain thresh hold value.
* <p>
* Operator is StateFull since current value is stored for comparison in next window. <br>
* This operator can not be partitioned, partitioning will result in inconsistent base value
* across replicated copies.
* <br>
*
* <b>Ports</b>:<br>
* <b>data</b>: expects KeyValPair&lt;K,V extends Number&gt;<br>
* <b>alert</b>: emits KeyValPair&lt;K,KeyValPair&lt;V,Double&gt;&gt;(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>
* <br>
* <b>Specific compile time checks</b>: None<br>
* <b>Specific run time checks</b>: None<br>
* <br>
* @displayname: Change Alert
* @category: math
* @tags: change, key value, numeric, percentage
* @since 0.3.3
*/
public class ChangeAlert<V extends Number> extends BaseNumberValueOperator<V>
{
/**
* Input port that takes in a number.
*/
@InputPortFieldAnnotation(name = "data")
public final transient DefaultInputPort<V> data = new DefaultInputPort<V>()
{
/**
* Process each key, compute change or percent, and emit it. If we get 0 as
* tuple next will be skipped.
*/
@Override
public void process(V tuple)
{
double tval = tuple.doubleValue();
if (baseValue == 0) { // Avoid divide by zero, Emit an error tuple?
baseValue = tval;
return;
}
double change = tval - baseValue;
double percent = (change / baseValue) * 100;
if (percent < 0.0) {
percent = 0.0 - percent;
}
if (percent > percentThreshold) {
KeyValPair<V, Double> kv = new KeyValPair<V, Double>(cloneKey(tuple),
percent);
alert.emit(kv);
}
baseValue = tval;
}
};
/**
* Output port which emits a key value pair.
*/
@OutputPortFieldAnnotation(name = "alert")
public final transient DefaultOutputPort<KeyValPair<V, Double>> alert = new DefaultOutputPort<KeyValPair<V, Double>>();
/**
* baseValue is a state full field. It is retained across windows
*/
private double baseValue = 0;
@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;
}
}