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APEXMALHAR-2417 Adding Pojo Outer join accumulation
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library/src/main/java/org/apache/apex/malhar/lib/window/accumulation/AbstractPojoJoin.java
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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 org.apache.apex.malhar.lib.window.accumulation; | ||
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import java.lang.reflect.Field; | ||
import java.util.ArrayList; | ||
import java.util.Arrays; | ||
import java.util.HashMap; | ||
import java.util.HashSet; | ||
import java.util.List; | ||
import java.util.Map; | ||
import java.util.Set; | ||
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import org.apache.apex.malhar.lib.window.MergeAccumulation; | ||
import org.apache.commons.lang3.ClassUtils; | ||
import org.apache.hadoop.classification.InterfaceStability; | ||
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import com.google.common.base.Throwables; | ||
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import com.datatorrent.lib.util.PojoUtils; | ||
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/** | ||
* Join Accumulation for Pojo Streams. | ||
* | ||
*/ | ||
@InterfaceStability.Evolving | ||
public abstract class AbstractPojoJoin<InputT1, InputT2> | ||
implements MergeAccumulation<InputT1, InputT2, List<List<Map<String, Object>>>, List<?>> | ||
{ | ||
protected final String[] keys; | ||
protected final Class<?> outClass; | ||
private transient Map<String,PojoUtils.Getter> gettersStream1; | ||
private transient Map<String,PojoUtils.Getter> gettersStream2; | ||
private transient Map<String,PojoUtils.Setter> setters; | ||
protected transient Set<String> keySetStream2; | ||
protected transient Set<String> keySetStream1; | ||
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public AbstractPojoJoin() | ||
{ | ||
keys = new String[]{}; | ||
outClass = null; | ||
} | ||
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public AbstractPojoJoin(Class<?> outClass, String... keys) | ||
{ | ||
if (keys.length % 2 != 0) { | ||
throw new IllegalArgumentException("Wrong number of keys."); | ||
} | ||
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this.keys = Arrays.copyOf(keys, keys.length); | ||
this.outClass = outClass; | ||
} | ||
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private void createSetters() | ||
{ | ||
Field[] fields = outClass.getDeclaredFields(); | ||
setters = new HashMap<>(); | ||
for (Field field : fields) { | ||
Class outputField = ClassUtils.primitiveToWrapper(field.getType()); | ||
String fieldName = field.getName(); | ||
setters.put(fieldName,PojoUtils.createSetter(outClass,fieldName,outputField)); | ||
} | ||
} | ||
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private Map<String,PojoUtils.Getter> createGetters(Class<?> input) | ||
{ | ||
Field[] fields = input.getDeclaredFields(); | ||
Map<String,PojoUtils.Getter> getters = new HashMap<>(); | ||
for (Field field : fields) { | ||
Class inputField = ClassUtils.primitiveToWrapper(field.getType()); | ||
String fieldName = field.getName(); | ||
getters.put(fieldName,PojoUtils.createGetter(input, fieldName, inputField)); | ||
} | ||
return getters; | ||
} | ||
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@Override | ||
public List<List<Map<String, Object>>> accumulate(List<List<Map<String, Object>>> accumulatedValue, InputT1 input) | ||
{ | ||
if (gettersStream1 == null) { | ||
gettersStream1 = createGetters(input.getClass()); | ||
} | ||
try { | ||
return accumulateWithIndex(0, accumulatedValue, input); | ||
} catch (NoSuchFieldException e) { | ||
throw Throwables.propagate(e); | ||
} | ||
} | ||
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@Override | ||
public List<List<Map<String, Object>>> accumulate2(List<List<Map<String, Object>>> accumulatedValue, InputT2 input) | ||
{ | ||
if (gettersStream2 == null) { | ||
gettersStream2 = createGetters(input.getClass()); | ||
} | ||
try { | ||
return accumulateWithIndex(1, accumulatedValue, input); | ||
} catch (NoSuchFieldException e) { | ||
throw Throwables.propagate(e); | ||
} | ||
} | ||
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@Override | ||
public List<List<Map<String, Object>>> defaultAccumulatedValue() | ||
{ | ||
List<List<Map<String, Object>>> accu = new ArrayList<>(); | ||
for (int i = 0; i < 2; i++) { | ||
accu.add(new ArrayList<Map<String, Object>>()); | ||
} | ||
return accu; | ||
} | ||
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private List<List<Map<String, Object>>> accumulateWithIndex(int index, List<List<Map<String, Object>>> accu, Object input) throws NoSuchFieldException | ||
{ | ||
// TODO: If a stream never sends out any tuple during one window, a wrong key would not be detected. | ||
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List<Map<String, Object>> curList = accu.get(index); | ||
Map map = pojoToMap(input,index + 1); | ||
curList.add(map); | ||
accu.set(index, curList); | ||
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return accu; | ||
} | ||
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private Map<String, Object> pojoToMap(Object input, int streamIndex) | ||
{ | ||
Map<String, Object> map = new HashMap<>(); | ||
Map<String,PojoUtils.Getter> gettersStream = streamIndex == 1 ? gettersStream1 : gettersStream2; | ||
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for (Map.Entry<String, PojoUtils.Getter> getter : gettersStream.entrySet()) { | ||
try { | ||
Object value = getter.getValue().get(input); | ||
map.put(getter.getKey(), value); | ||
} catch (Exception e) { | ||
throw Throwables.propagate(e); | ||
} | ||
} | ||
return map; | ||
} | ||
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@Override | ||
public List<List<Map<String, Object>>> merge(List<List<Map<String, Object>>> accumulatedValue1, List<List<Map<String, Object>>> accumulatedValue2) | ||
{ | ||
for (int i = 0; i < 2; i++) { | ||
List<Map<String, Object>> curList = accumulatedValue1.get(i); | ||
curList.addAll(accumulatedValue2.get(i)); | ||
accumulatedValue1.set(i, curList); | ||
} | ||
return accumulatedValue1; | ||
} | ||
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@Override | ||
public List<?> getOutput(List<List<Map<String, Object>>> accumulatedValue) | ||
{ | ||
if (setters == null) { | ||
createSetters(); | ||
keySetStream2 = new HashSet<>(); | ||
keySetStream1 = new HashSet<>(); | ||
for (int i = 0; i < keys.length; i = i + 2) { | ||
keySetStream1.add(keys[i]); | ||
keySetStream2.add(keys[i + 1]); | ||
} | ||
} | ||
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// TODO: May need to revisit (use state manager). | ||
List<Map<String, Object>> result = getAllCombo(0, accumulatedValue, null); | ||
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List<Object> out = new ArrayList<>(); | ||
for (Map<String, Object> resultMap : result) { | ||
Object o; | ||
try { | ||
o = outClass.newInstance(); | ||
} catch (Throwable e) { | ||
throw Throwables.propagate(e); | ||
} | ||
for (Map.Entry<String, PojoUtils.Setter> setter : setters.entrySet()) { | ||
if (resultMap.get(setter.getKey()) != null) { | ||
setter.getValue().set(o, resultMap.get(setter.getKey())); | ||
} | ||
} | ||
out.add(o); | ||
} | ||
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return out; | ||
} | ||
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public List<Map<String, Object>> getAllCombo(int streamIndex, List<List<Map<String, Object>>> accu, Map<String, Object> curMap) | ||
{ | ||
List<Map<String, Object>> result = new ArrayList<>(); | ||
int leftStreamIndex = getLeftStreamIndex(); | ||
List<Map<String, Object>> leftStream = accu.get(leftStreamIndex); | ||
List<Map<String, Object>> rightStream = accu.get((leftStreamIndex + 1) % 2); | ||
for (Map<String, Object> lMap : leftStream) { | ||
boolean gotMatch = false; | ||
for (Map<String, Object> rMap : rightStream) { | ||
Map<String, Object> tempMap = joinTwoMapsWithKeys(lMap, rMap); | ||
if (tempMap != null) { | ||
result.add(tempMap); | ||
gotMatch = true; | ||
} | ||
} | ||
if (!gotMatch) { | ||
addNonMatchingResult(result, lMap, rightStream.get(0).keySet()); | ||
} | ||
} | ||
return result; | ||
} | ||
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public abstract void addNonMatchingResult(List<Map<String, Object>> result, Map<String, Object> requiredMap, Set nullFields); | ||
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public abstract int getLeftStreamIndex(); | ||
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public Map<String, Object> joinTwoMapsWithKeys(Map<String, Object> map1, Map<String, Object> map2) | ||
{ | ||
for (int i = 0; i < keys.length; i = i + 2) { | ||
String key1 = keys[i]; | ||
String key2 = keys[i + 1]; | ||
if (!map1.get(key1).equals(map2.get(key2))) { | ||
return null; | ||
} | ||
} | ||
for (String field : map2.keySet()) { | ||
if (!keySetStream2.contains(field)) { | ||
map1.put(field, map2.get(field)); | ||
} | ||
} | ||
return map1; | ||
} | ||
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@Override | ||
public List<?> getRetraction(List<?> value) | ||
{ | ||
return null; | ||
} | ||
} |
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103
library/src/main/java/org/apache/apex/malhar/lib/window/accumulation/PojoFullOuterJoin.java
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@@ -0,0 +1,103 @@ | ||
/** | ||
* 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.window.accumulation; | ||
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import java.util.ArrayList; | ||
import java.util.HashSet; | ||
import java.util.List; | ||
import java.util.Map; | ||
import java.util.Set; | ||
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import org.apache.hadoop.classification.InterfaceStability; | ||
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/** | ||
* Full outer join Accumulation for Pojo Streams. | ||
* | ||
*/ | ||
@InterfaceStability.Evolving | ||
public class PojoFullOuterJoin<InputT1, InputT2> | ||
extends AbstractPojoJoin<InputT1, InputT2> | ||
{ | ||
public PojoFullOuterJoin() | ||
{ | ||
super(); | ||
} | ||
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public PojoFullOuterJoin(int num, Class<?> outClass, String... keys) | ||
{ | ||
super(outClass,keys); | ||
} | ||
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@Override | ||
public void addNonMatchingResult(List result, Map requiredMap, Set nullFields) | ||
{ | ||
for (Object field : nullFields) { | ||
if (!keySetStream2.contains(field)) { | ||
requiredMap.put(field.toString(), null); | ||
} | ||
} | ||
result.add(requiredMap); | ||
} | ||
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@Override | ||
public int getLeftStreamIndex() | ||
{ | ||
return 0; | ||
} | ||
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@Override | ||
public List<Map<String, Object>> getAllCombo(int streamIndex, List accu, Map curMap) | ||
{ | ||
List<Map<String, Object>> result = new ArrayList<>(); | ||
int leftStreamIndex = getLeftStreamIndex(); | ||
List<Map<String, Object>> leftStream = (List<Map<String, Object>>)accu.get(leftStreamIndex); | ||
List<Map<String, Object>> rightStream = (List<Map<String, Object>>)accu.get((leftStreamIndex + 1) % 2); | ||
Set<Map<String,Object>> unMatchedRightStream = new HashSet<>(); | ||
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for (Map<String, Object> rMap : rightStream) { | ||
unMatchedRightStream.add(rMap); | ||
} | ||
for (Map<String, Object> lMap : leftStream) { | ||
boolean gotMatch = false; | ||
for (Map<String, Object> rMap : rightStream) { | ||
Map<String, Object> tempMap = joinTwoMapsWithKeys(lMap, rMap); | ||
if (tempMap != null) { | ||
result.add(tempMap); | ||
gotMatch = true; | ||
if (unMatchedRightStream.contains(rMap)) { | ||
unMatchedRightStream.remove(rMap); | ||
} | ||
} | ||
} | ||
if (!gotMatch) { | ||
addNonMatchingResult(result, lMap, rightStream.get(0).keySet()); | ||
} | ||
} | ||
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for (Map<String, Object> rMap : unMatchedRightStream) { | ||
for (Object field : leftStream.get(0).keySet()) { | ||
if (!keySetStream1.contains(field)) { | ||
rMap.put(field.toString(), null); | ||
} | ||
} | ||
result.add(rMap); | ||
} | ||
return result; | ||
} | ||
} |
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