Hadoop

A Guide to Checkpointing in Hadoop

Checkpointing is an essential part of maintaining and persisting filesystem metadata in HDFS. It’s crucial for efficient NameNode recovery and restart, and is an important indicator of overall cluster health. However, checkpointing can also be a source of confusion for operators of Apache Hadoop clusters.

In this post, I’ll explain the purpose of checkpointing in HDFS, the technical details of how checkpointing works in different cluster configurations, and then finish with a set of operational concerns and important bug fixes concerning this feature.

At a high level, the NameNode’s primary responsibility is storing the HDFS namespace. This means things like the directory tree, file permissions, and the mapping of files to block IDs. It’s important that this metadata (and all changes to it) are safely persisted to stable storage for fault tolerance.

This filesystem metadata is stored in two different constructs: the fsimage and the edit log. The fsimage is a file that represents a point-in-time snapshot of the filesystem’s metadata. However, while the fsimage file format is very efficient to read, it’s unsuitable for making small incremental updates like renaming a single file. Thus, rather than writing a new fsimage every time the namespace is modified, the NameNode instead records the modifying operation in the edit log for durability. This way, if the NameNode crashes, it can restore its state by first loading the fsimage then replaying all the operations (also called edits or transactions) in the edit log to catch up to the most recent state of the namesystem. The edit log comprises a series of files, called edit log segments, that together represent all the namesystem modifications made since the creation of the fsimage.

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