title: “How to Support More Queues in RocketMQ?” categories:
- RocketMQ tags:
- RocketMQ
- Queue
- Partition
- Message Oriented Middleware
Summary
Kafka is a distributed streaming platform, which was born from logging aggregation cases. It does not need too high concurrency. In some large scale cases in alibaba, we found that the original model has been unable to meet our actual needs. So, we developed a messaging middleware, named RocketMQ, which can handle a broad set of use cases, ranging from traditional publish/subscribe scenario to demandingly high volume realtime transaction system that tolerates no message loss. Now, in alibaba, RocketMQ clusters process more than 500 billion events every day, provide services for more than 3000 core applications.
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Partition design in kafka
- Producer parallelism of writing is bounded by the number of partitions.
- The degree of consumer consumption parallelism, is also bounded by the number of partitions being consumed. Assuming that the number of partitions is 20, the maximum number of concurrent consuming consumers is 20.
- Each topic consists of a fixed number of partitions. Partition number determines the maximum number of topics that single broker may have without significantly affecting performance.
More details please refer to here.
Why Kafka can't support more partitions
- Each partition stores the whole message data. Although each partition is orderly written to the disk, as number of concurrently writing partitions increases, writing become random in the perspective of operating system.
- Due to the scattered data files, it is difficult to use the Linux IO Group Commit mechanism.
How to support more partition in RocketMQ?
![screenshot](data:image/png;base64,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)
- All message data are stored in commit log files. All writes are completely sequential whilst reads are random.
- ConsumeQueue stores the actual user consumption location information, which are also flushed to disk in sequential manner.
pros:
- Each consume queue is lightweight and contains limited amount of meta data.
- Access to disk is totally sequential, which avoids disk lock contention, and will not incur high disk IO wait when a large number of queues has been created.
cons:
- Message consumption will first read consume queue, then commit log. This process brings in certain cost in worst cases.
- Commit log and consume queues need to be logically consistent, which introduces extra complexities to programming model.
Design Motivation:
- Random read. Read as much as possible to increase the page cache hit rate, and reduce read IO operations. So large memory is still preferable. If massive messages are accumulated, would the read performance degrade badly? The answer is negative, reasons are as follows:
- Even if size of the message is only 1KB, the system will read more data in advance, see PAGECACHE prefetch for reference. This means for the sequel data read, it is access to main memory that will be carried out instead of slow disk IO read.
- Random access CommitLog from disk. If set the I/O scheduler to NOOP in case of SSD, the read qps will be greatly accelerated thus much faster than other elevator scheduler algorithm.
- Given ConsumeQueue stores fixed-size metadata only, which is mainly used to record consuming progress, random read is well supported. Taking advantage of page cache prefetch, accessing ConsumeQueue is as efficiently fast as accessing main memory, even if it's in the case of massive message accumulation. As a result,ConsumeQueue will NOT bring in noticeable penalty to the read performance.
- CommitLog stores virtually all information, including the message data. Similar to redo log of relational database, consume queues, message key indexes and all other required data can be completely recovered as long as commit log exists..