| /** |
| * 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 org.apache.apex.malhar.lib.algo; |
| |
| import java.util.HashMap; |
| import java.util.HashSet; |
| |
| import org.apache.apex.malhar.lib.util.BaseUniqueKeyCounter; |
| import org.apache.apex.malhar.lib.util.UnifierHashMapSumKeys; |
| |
| import com.datatorrent.api.DefaultInputPort; |
| import com.datatorrent.api.DefaultOutputPort; |
| import com.datatorrent.api.annotation.OperatorAnnotation; |
| |
| /** |
| * This operator counts the number of times a tuple is received and emits |
| * modified counts (if any) at the end of the streaming window. |
| * <p> |
| * Counts for modified keys are emitted at end of window in a single HashMap. If |
| * no keys were received in a window, then nothing will be emitted. By default |
| * the state is cleared at the end of the window. Cumulative counting can be |
| * configured through the {@link UniqueCounter#setCumulative} property. |
| * </p> |
| * <p> |
| * This is an end of window operator<br> |
| * <br> |
| * <b>StateFull : yes, </b> Tuples are aggregated over application window(s). |
| * <br> |
| * <b>Partitions : Yes, </b> Unique count is unified at output port. <br> |
| * <br> |
| * <b>Ports</b>:<br> |
| * <b>data</b>: expects K<br> |
| * <b>count</b>: emits HashMap<K,Integer><br> |
| * <b>Properties</b>: None<br> |
| * <br> |
| * </p> |
| * |
| * @displayName Count Unique Tuples |
| * @category Stats and Aggregations |
| * @tags count |
| * |
| * @since 0.3.2 |
| */ |
| |
| @OperatorAnnotation(partitionable = true) |
| public class UniqueCounter<K> extends BaseUniqueKeyCounter<K> |
| { |
| private boolean cumulative; |
| HashSet<K> inputSet = new HashSet<>(); |
| |
| /** |
| * The input port which receives incoming tuples. |
| */ |
| public final transient DefaultInputPort<K> data = new DefaultInputPort<K>() |
| { |
| /** |
| * Reference counts tuples |
| */ |
| @Override |
| public void process(K tuple) |
| { |
| inputSet.add(tuple); |
| processTuple(tuple); |
| } |
| }; |
| |
| /** |
| * The output port which emits a map from keys to the number of times they occurred within an application window. |
| */ |
| public final transient DefaultOutputPort<HashMap<K, Integer>> count = new DefaultOutputPort<HashMap<K, Integer>>() |
| { |
| @Override |
| public Unifier<HashMap<K, Integer>> getUnifier() |
| { |
| UnifierHashMapSumKeys<K, Integer> unifierHashMapSumKeys = new UnifierHashMapSumKeys<>(); |
| unifierHashMapSumKeys.setType(Integer.class); |
| return unifierHashMapSumKeys; |
| } |
| }; |
| |
| /** |
| * Emits only the keys and values changed or added in a given window. |
| */ |
| @Override |
| public void endWindow() |
| { |
| HashMap<K, Integer> tuple = new HashMap<>(); |
| for (K key: inputSet) { |
| tuple.put(key, map.get(key).toInteger()); |
| } |
| if (!tuple.isEmpty()) { |
| count.emit(tuple); |
| } |
| if (!cumulative) { |
| map.clear(); |
| } |
| inputSet.clear(); |
| } |
| |
| /** |
| * Gets the cumulative mode. |
| * @return The cumulative mode. |
| */ |
| public boolean isCumulative() |
| { |
| return cumulative; |
| } |
| |
| /** |
| * If enabled then the unique keys is counted and maintained in memory for the life of the operator. If not enabled |
| * keys are counted a per window bases.<br/> |
| * <b>Note:</b> If cumulative mode is enabled and the operator receives many unique keys, then this operator |
| * could eventually run out of memory. |
| * @param cumulative |
| */ |
| public void setCumulative(boolean cumulative) |
| { |
| this.cumulative = cumulative; |
| } |
| } |