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KAFKA-14514: Add Range Assignor on the Server (KIP-848) #13443
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e8d3607
Server Side Sticky Range Assignor full implementation
rreddy-22 3df3460
removed reduce partitions case
rreddy-22 7410529
removed reduce partitions case
rreddy-22 3b6e65e
Addressed PR comments
rreddy-22 4b321aa
Addressed PR comments
rreddy-22 b4041a7
Merge branch 'apache:trunk' into rreddy-22/KAFKA-14514
rreddy-22 7352cbb
minor
rreddy-22 57b94ca
Made subscribed topics a collection, removed * import exception
rreddy-22 5065109
Interface changes for assignment map and subscribed topics, added new…
rreddy-22 100a04e
Added toString method and hash
rreddy-22 73c7fdc
Made all attributes private and added getter methods, changed names a…
rreddy-22 68d53b3
Removed topicIdToPartition class, changed attribute names and added j…
rreddy-22 48a9822
Server Side Sticky Range Assignor full implementation
rreddy-22 dcb8198
removed reduce partitions case
rreddy-22 9f3a423
removed reduce partitions case
rreddy-22 a925b02
Addressed PR comments
rreddy-22 7d16269
Addressed PR comments
rreddy-22 7369db3
minor
rreddy-22 918d262
Made subscribed topics a collection, removed * import exception
rreddy-22 288fa1f
Addressed some PR comments
rreddy-22 a1bdb58
Removed putList, putSet, changed generic pair to remainingAssignments…
rreddy-22 0737c8d
Merge remote-tracking branch 'origin/rreddy-22/KAFKA-14514' into rred…
rreddy-22 3d92645
Interface changes incorporated, added stickiness test and non-existen…
rreddy-22 309cc61
Merge branch 'trunk' into rreddy-22/KAFKA-14514
rreddy-22 27a86d8
addressed some PR comments
rreddy-22 6ced281
addressed PR comments
rreddy-22 6aeccd6
fixed formatting stuff that was mentioned in PR comments
rreddy-22 faeda40
Fixed formatting and added mkAssignment function
rreddy-22 bbbf930
Made remaining formatting changes to the range assignor code
rreddy-22 0d6d127
moved getUnassignedPartitions and assign unfilled members into the sa…
rreddy-22 e90a8c4
Merge branch 'trunk' into rreddy-22/KAFKA-14514
rreddy-22 852be6b
suppression removed
rreddy-22 6706681
Merge remote-tracking branch 'origin/rreddy-22/KAFKA-14514' into rred…
rreddy-22 0a3dc7c
suppression removed
rreddy-22 0823f2a
added another test to check if stickiness is retained with the extra …
rreddy-22 91f9417
nit
rreddy-22 078cb9f
indentation fixes
rreddy-22 9553b10
Range assignor main file changes
rreddy-22 bfcb897
Range assignor test file changes
rreddy-22 f3e72e5
Range assignor test file changes
rreddy-22 56863d8
not using code for variable names in java doc
rreddy-22 4a3ad5f
changed code
rreddy-22 85766ce
minor
rreddy-22 9bcaf34
minor
rreddy-22 edbf227
html formatting changes and other small things
rreddy-22 62470e8
Test formatting changes
rreddy-22 9c9afd8
addressed whatever was left
rreddy-22 54ca849
small fixes and cosmetic changes
dajac b6de541
Merge remote-tracking branch 'upstream/trunk' into rreddy-22-rreddy-2…
dajac 73dead3
fix compilation
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261 changes: 261 additions & 0 deletions
261
...-coordinator/src/main/java/org/apache/kafka/coordinator/group/assignor/RangeAssignor.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.kafka.coordinator.group.assignor; | ||
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| import org.apache.kafka.common.Uuid; | ||
| import org.slf4j.Logger; | ||
| import org.slf4j.LoggerFactory; | ||
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| 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; | ||
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| import static java.lang.Math.min; | ||
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| /** | ||
| * 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 { | ||
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| private static final Logger log = LoggerFactory.getLogger(RangeAssignor.class); | ||
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| public static final String RANGE_ASSIGNOR_NAME = "range"; | ||
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| @Override | ||
| public String name() { | ||
| return RANGE_ASSIGNOR_NAME; | ||
| } | ||
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| 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; | ||
| } | ||
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| public String memberId() { | ||
| return memberId; | ||
| } | ||
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| public Integer remaining() { | ||
| return remaining; | ||
| } | ||
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| } | ||
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| 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(); | ||
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| 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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| } | ||
| } | ||
| }); | ||
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| return membersPerTopic; | ||
| } | ||
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| 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(); | ||
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| 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); | ||
| }); | ||
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| return unassignedPartitionsPerTopic; | ||
| } | ||
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| /** | ||
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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<>(); | ||
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| 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<>(); | ||
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| 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(); | ||
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| for (String memberId: membersForTopic) { | ||
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| Set<Integer> assignedPartitionsForTopic = assignmentSpec.members().get(memberId) | ||
| .assignedPartitions().getOrDefault(topicId, Collections.emptySet()); | ||
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| int currentAssignmentSize = assignedPartitionsForTopic.size(); | ||
| List<Integer> currentAssignmentListForTopic = new ArrayList<>(assignedPartitionsForTopic); | ||
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| // 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)); | ||
| } | ||
| } | ||
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| // Number of partitions left to reach the minRequiredQuota. | ||
| int remaining = minRequiredQuota - currentAssignmentSize; | ||
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| // 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); | ||
| } | ||
| } | ||
| }); | ||
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| // 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); | ||
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| // 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); | ||
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| unassignedPartitionsListStartPointer += remaining; | ||
| membersWithNewAssignmentPerTopic | ||
| .computeIfAbsent(memberId, k -> new HashMap<>()) | ||
| .computeIfAbsent(topicId, k -> new HashSet<>()) | ||
| .addAll(partitionsToAssign); | ||
| } | ||
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| }); | ||
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| // Consolidate the maps into MemberAssignment and then finally map each member to a MemberAssignment. | ||
| Map<String, MemberAssignment> membersWithNewAssignment = new HashMap<>(); | ||
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| membersWithNewAssignmentPerTopic.forEach((memberId, assignmentPerTopic) -> membersWithNewAssignment.put(memberId, new MemberAssignment(assignmentPerTopic))); | ||
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| return new GroupAssignment(membersWithNewAssignment); | ||
| } | ||
| } | ||
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