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e8d3607
Server Side Sticky Range Assignor full implementation
rreddy-22 Mar 23, 2023
3df3460
removed reduce partitions case
rreddy-22 Mar 28, 2023
7410529
removed reduce partitions case
rreddy-22 Mar 28, 2023
3b6e65e
Addressed PR comments
rreddy-22 Mar 29, 2023
4b321aa
Addressed PR comments
rreddy-22 Apr 3, 2023
b4041a7
Merge branch 'apache:trunk' into rreddy-22/KAFKA-14514
rreddy-22 Apr 6, 2023
7352cbb
minor
rreddy-22 Apr 6, 2023
57b94ca
Made subscribed topics a collection, removed * import exception
rreddy-22 Apr 6, 2023
5065109
Interface changes for assignment map and subscribed topics, added new…
rreddy-22 Apr 6, 2023
100a04e
Added toString method and hash
rreddy-22 Apr 7, 2023
73c7fdc
Made all attributes private and added getter methods, changed names a…
rreddy-22 Apr 11, 2023
68d53b3
Removed topicIdToPartition class, changed attribute names and added j…
rreddy-22 Apr 12, 2023
48a9822
Server Side Sticky Range Assignor full implementation
rreddy-22 Mar 23, 2023
dcb8198
removed reduce partitions case
rreddy-22 Mar 28, 2023
9f3a423
removed reduce partitions case
rreddy-22 Mar 28, 2023
a925b02
Addressed PR comments
rreddy-22 Mar 29, 2023
7d16269
Addressed PR comments
rreddy-22 Apr 3, 2023
7369db3
minor
rreddy-22 Apr 6, 2023
918d262
Made subscribed topics a collection, removed * import exception
rreddy-22 Apr 6, 2023
288fa1f
Addressed some PR comments
rreddy-22 Apr 12, 2023
a1bdb58
Removed putList, putSet, changed generic pair to remainingAssignments…
rreddy-22 Apr 13, 2023
0737c8d
Merge remote-tracking branch 'origin/rreddy-22/KAFKA-14514' into rred…
rreddy-22 Apr 17, 2023
3d92645
Interface changes incorporated, added stickiness test and non-existen…
rreddy-22 Apr 17, 2023
309cc61
Merge branch 'trunk' into rreddy-22/KAFKA-14514
rreddy-22 Apr 17, 2023
27a86d8
addressed some PR comments
rreddy-22 Apr 19, 2023
6ced281
addressed PR comments
rreddy-22 Apr 19, 2023
6aeccd6
fixed formatting stuff that was mentioned in PR comments
rreddy-22 Apr 20, 2023
faeda40
Fixed formatting and added mkAssignment function
rreddy-22 Apr 20, 2023
bbbf930
Made remaining formatting changes to the range assignor code
rreddy-22 Apr 21, 2023
0d6d127
moved getUnassignedPartitions and assign unfilled members into the sa…
rreddy-22 Apr 25, 2023
e90a8c4
Merge branch 'trunk' into rreddy-22/KAFKA-14514
rreddy-22 Apr 25, 2023
852be6b
suppression removed
rreddy-22 Apr 25, 2023
6706681
Merge remote-tracking branch 'origin/rreddy-22/KAFKA-14514' into rred…
rreddy-22 Apr 25, 2023
0a3dc7c
suppression removed
rreddy-22 Apr 25, 2023
0823f2a
added another test to check if stickiness is retained with the extra …
rreddy-22 Apr 26, 2023
91f9417
nit
rreddy-22 Apr 26, 2023
078cb9f
indentation fixes
rreddy-22 Apr 27, 2023
9553b10
Range assignor main file changes
rreddy-22 Apr 27, 2023
bfcb897
Range assignor test file changes
rreddy-22 Apr 27, 2023
f3e72e5
Range assignor test file changes
rreddy-22 May 9, 2023
56863d8
not using code for variable names in java doc
rreddy-22 May 9, 2023
4a3ad5f
changed code
rreddy-22 May 9, 2023
85766ce
minor
rreddy-22 May 9, 2023
9bcaf34
minor
rreddy-22 May 9, 2023
edbf227
html formatting changes and other small things
rreddy-22 May 9, 2023
62470e8
Test formatting changes
rreddy-22 May 9, 2023
9c9afd8
addressed whatever was left
rreddy-22 May 10, 2023
54ca849
small fixes and cosmetic changes
dajac May 10, 2023
b6de541
Merge remote-tracking branch 'upstream/trunk' into rreddy-22-rreddy-2…
dajac May 10, 2023
73dead3
fix compilation
dajac May 10, 2023
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6 changes: 6 additions & 0 deletions checkstyle/suppressions.xml
Original file line number Diff line number Diff line change
Expand Up @@ -318,6 +318,12 @@
<suppress checks="AvoidStarImport"
files="MetadataVersionTest.java"/>

<!-- group coordinator -->
<suppress checks="CyclomaticComplexity"
files="ServerSideStickyRangeAssignor.java"/>
<suppress checks="NPathComplexity"
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files="ServerSideStickyRangeAssignor.java"/>

<!-- storage -->
<suppress checks="CyclomaticComplexity"
files="(LogValidator|RemoteLogManagerConfig).java"/>
Expand Down
Original file line number Diff line number Diff line change
@@ -0,0 +1,261 @@
/*
* 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.kafka.coordinator.group.assignor;

import org.apache.kafka.common.Uuid;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;

import java.util.ArrayList;
import java.util.Collection;
import java.util.Collections;
import java.util.HashMap;
import java.util.HashSet;
import java.util.List;
import java.util.Map;
import java.util.Set;

import static java.lang.Math.min;

/**
* The Server Side Sticky Range Assignor inherits properties of both the range assignor and the sticky assignor.
* Properties are as follows:
* <ol>
* <li> Each member must get at least one partition for every topic that it is subscribed to. The only exception is when
* the number of subscribed members is greater than the number of partitions for that topic. (Range) </li>
* <li> Partitions should be assigned to members in a way that facilitates the join operation when required. (Range) </li>
* This can only be done if every member is subscribed to the same topics and the topics are co-partitioned.
* Two streams are co-partitioned if the following conditions are met:
* <ul>
* <li> The keys must have the same schemas.
* <li> The topics involved must have the same number of partitions.
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* </ul>
* <li> Members should retain as much of their previous assignment as possible to reduce the number of partition movements during reassignment. (Sticky) </li>
* </ol>
*/
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public class RangeAssignor implements PartitionAssignor {

private static final Logger log = LoggerFactory.getLogger(RangeAssignor.class);

public static final String RANGE_ASSIGNOR_NAME = "range";
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@Override
public String name() {
return RANGE_ASSIGNOR_NAME;
}

static class RemainingAssignmentsForMember<String, Integer> {
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private final String memberId;
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private final Integer remaining;
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public RemainingAssignmentsForMember(String memberId, Integer remaining) {
this.memberId = memberId;
this.remaining = remaining;
}

public String memberId() {
return memberId;
}

public Integer remaining() {
return remaining;
}

}

private Map<Uuid, List<String>> membersPerTopic(final AssignmentSpec assignmentSpec) {
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Map<Uuid, List<String>> membersPerTopic = new HashMap<>();
Map<String, AssignmentMemberSpec> membersData = assignmentSpec.members();

membersData.forEach((memberId, memberMetadata) -> {
Collection<Uuid> topics = memberMetadata.subscribedTopicIds();
for (Uuid topicId: topics) {
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// Only topics that are present in both the subscribed topics list and the topic metadata should be considered for assignment.
if (assignmentSpec.topics().containsKey(topicId)) {
membersPerTopic
.computeIfAbsent(topicId, k -> new ArrayList<>())
.add(memberId);
} else {
log.warn(memberId + " subscribed to topic " + topicId + " which doesn't exist in the topic metadata");
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}
}
});

return membersPerTopic;
}

private Map<Uuid, List<Integer>> getUnassignedPartitionsPerTopic(final AssignmentSpec assignmentSpec, Map<Uuid, Set<Integer>> assignedStickyPartitionsPerTopic) {
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Map<Uuid, List<Integer>> unassignedPartitionsPerTopic = new HashMap<>();
Map<Uuid, AssignmentTopicMetadata> topicsMetadata = assignmentSpec.topics();

topicsMetadata.forEach((topicId, assignmentTopicMetadata) -> {
ArrayList<Integer> unassignedPartitionsForTopic = new ArrayList<>();
int numPartitions = assignmentTopicMetadata.numPartitions();
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// List of unassigned partitions per topic contains the partitions in ascending order.
Set<Integer> assignedStickyPartitionsForTopic = assignedStickyPartitionsPerTopic.getOrDefault(topicId, new HashSet<>());
for (int i = 0; i < numPartitions; i++) {
if (!assignedStickyPartitionsForTopic.contains(i)) {
unassignedPartitionsForTopic.add(i);
}
}
unassignedPartitionsPerTopic.put(topicId, unassignedPartitionsForTopic);
});

return unassignedPartitionsPerTopic;
}

/**
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* <p> The algorithm includes the following steps:
* <ol>
* <li> Generate a map of <code>membersPerTopic</code> using the given member subscriptions.</li>
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* <li> Generate a list of members (<code>potentiallyUnfilledMembers</code>) that have not met the minimum required quota for assignment AND
* get a list (<code>assignedStickyPartitionsPerTopic</code>) of partitions that we want to retain in the new assignment.</li>
* <li> Add members from the <code>potentiallyUnfilledMembers</code> list to the <code>unfilledMembers</code> list if they haven't met the total required quota i.e. minimum number of partitions per member + 1 (if member is designated to receive one of the excess partitions). </li>
* <li> Generate a list of unassigned partitions by calculating the difference between total partitions and already assigned (sticky) partitions. </li>
* <li> Iterate through the unfilled members and assign partitions from the unassigned partitions. </li>
* </ol>
* </p>
*/
@Override
public GroupAssignment assign(final AssignmentSpec assignmentSpec) throws PartitionAssignorException {
Map<String, Map<Uuid, Set<Integer>>> membersWithNewAssignmentPerTopic = new HashMap<>();
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// Step 1
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Map<Uuid, List<String>> membersPerTopic = membersPerTopic(assignmentSpec);
// Step 2
Map<Uuid, List<RemainingAssignmentsForMember<String, Integer>>> unfilledMembersPerTopic = new HashMap<>();
Map<Uuid, Set<Integer>> assignedStickyPartitionsPerTopic = new HashMap<>();

membersPerTopic.forEach((topicId, membersForTopic) -> {
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// For each topic we have a temporary list of members stored in potentiallyUnfilledMembers.
// The list is populated with members that satisfy one of the two conditions:
// 1) Members that already have the minimum required number of partitions i.e. total partitions divided by total subscribed members
// BUT they could be assigned an extra partition later on. Extra partitions exist if total partitions % number of members is greater than 0.
// In this case we add the member to the unfilled members map iff an extra partition needs to be assigned to it.
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// 2) Members that don't have the minimum required partitions, so irrespective of whether they get an extra partition or not they get added to the unfilled map later.
List<RemainingAssignmentsForMember<String, Integer>> potentiallyUnfilledMembers = new ArrayList<>();

AssignmentTopicMetadata topicData = assignmentSpec.topics().get(topicId);
int numPartitionsForTopic = topicData.numPartitions();
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// Idle members case : When the number of members subscribed to a topic is greater than the total number of partitions,
// all members get assigned via the "extra partitions" logic since minRequiredQuota = 0.
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int minRequiredQuota = numPartitionsForTopic / membersForTopic.size();
// Each member can get only ONE extra partition per topic after receiving the minimum quota.
int numMembersWithExtraPartition = numPartitionsForTopic % membersForTopic.size();

for (String memberId: membersForTopic) {
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Set<Integer> assignedPartitionsForTopic = assignmentSpec.members().get(memberId)
.assignedPartitions().getOrDefault(topicId, Collections.emptySet());

int currentAssignmentSize = assignedPartitionsForTopic.size();
List<Integer> currentAssignmentListForTopic = new ArrayList<>(assignedPartitionsForTopic);

// If there were previously assigned partitions present, we want to retain them.
if (currentAssignmentSize > 0) {
// We need to retain:
// 1) currentSize number of partitions (when currentSize < required) OR
// 2) required number of partitions (when currentSize > required).
int retainedPartitionsCount = min(currentAssignmentSize, minRequiredQuota);
// The partitions need to be in ascending order since we want the same partition numbers from each topic
// to go to the same member to facilitate joins in case of co-partitioned topics.
Collections.sort(currentAssignmentListForTopic);
for (int i = 0; i < retainedPartitionsCount; i++) {
assignedStickyPartitionsPerTopic
.computeIfAbsent(topicId, k -> new HashSet<>())
.add(currentAssignmentListForTopic.get(i));
membersWithNewAssignmentPerTopic
.computeIfAbsent(memberId, k -> new HashMap<>())
.computeIfAbsent(topicId, k -> new HashSet<>())
.add(currentAssignmentListForTopic.get(i));
}
}

// Number of partitions left to reach the minRequiredQuota.
int remaining = minRequiredQuota - currentAssignmentSize;

// There are 3 cases w.r.t the value of remaining:
// 1) remaining < 0: this means that the member has more than the min required amount.
if (remaining < 0 && numMembersWithExtraPartition > 0) {
// In order to remain as sticky as possible, since the order of members can be different, we want the members that already had extra
// partitions to retain them if it's still required, instead of assigning the extras to the first few members directly.
numMembersWithExtraPartition--;
// Since we already added the minimumRequiredQuota of partitions in the previous step (until minReq - 1), we just need to
// add the extra partition that will be present at the index right after min quota was satisfied.
assignedStickyPartitionsPerTopic
.computeIfAbsent(topicId, k -> new HashSet<>())
.add(currentAssignmentListForTopic.get(minRequiredQuota));
membersWithNewAssignmentPerTopic
.computeIfAbsent(memberId, k -> new HashMap<>())
.computeIfAbsent(topicId, k -> new HashSet<>())
.add(currentAssignmentListForTopic.get(minRequiredQuota));
} else {
// 2) If remaining = 0: it has min req partitions but there is scope for getting an extra partition later on, so it is a potential unfilled member.
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// 3) If remaining > 0: it doesn't even have the min required partitions, and it definitely is unfilled, so it should be added to potentiallyUnfilledMembers.
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RemainingAssignmentsForMember<String, Integer> newPair = new RemainingAssignmentsForMember<>(memberId, remaining);
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potentiallyUnfilledMembers.add(newPair);
}
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}
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// Step 3
// If remaining > 0 after increasing the required quota due to the extra partition, add potentially unfilled member to the unfilled members list.
for (RemainingAssignmentsForMember<String, Integer> pair : potentiallyUnfilledMembers) {
String memberId = pair.memberId();
Integer remaining = pair.remaining();
if (numMembersWithExtraPartition > 0) {
remaining++;
numMembersWithExtraPartition--;
}
if (remaining > 0) {
RemainingAssignmentsForMember<String, Integer> newPair = new RemainingAssignmentsForMember<>(memberId, remaining);
unfilledMembersPerTopic
.computeIfAbsent(topicId, k -> new ArrayList<>())
.add(newPair);
}
}
});

// Step 4
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// Find the difference between the total partitions per topic and the already assigned sticky partitions for the topic to get unassigned partitions.
Map<Uuid, List<Integer>> unassignedPartitionsPerTopic = getUnassignedPartitionsPerTopic(assignmentSpec, assignedStickyPartitionsPerTopic);

// Step 5
// Iterate through the unfilled members list and assign the remaining number of partitions from the unassignedPartitions list.
unfilledMembersPerTopic.forEach((topicId, unfilledMembersForTopic) -> {
int unassignedPartitionsListStartPointer = 0;
for (RemainingAssignmentsForMember<String, Integer> remainingAssignmentsForMember : unfilledMembersForTopic) {
String memberId = remainingAssignmentsForMember.memberId();
int remaining = remainingAssignmentsForMember.remaining();
List<Integer> partitionsToAssign = unassignedPartitionsPerTopic.get(topicId)
.subList(unassignedPartitionsListStartPointer, unassignedPartitionsListStartPointer + remaining);

unassignedPartitionsListStartPointer += remaining;
membersWithNewAssignmentPerTopic
.computeIfAbsent(memberId, k -> new HashMap<>())
.computeIfAbsent(topicId, k -> new HashSet<>())
.addAll(partitionsToAssign);
}
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});

// Consolidate the maps into MemberAssignment and then finally map each member to a MemberAssignment.
Map<String, MemberAssignment> membersWithNewAssignment = new HashMap<>();

membersWithNewAssignmentPerTopic.forEach((memberId, assignmentPerTopic) -> membersWithNewAssignment.put(memberId, new MemberAssignment(assignmentPerTopic)));

return new GroupAssignment(membersWithNewAssignment);
}
}

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