Skip to content
Snippets Groups Projects
Commit fdd460f5 authored by Josh Rosen's avatar Josh Rosen
Browse files

[SPARK-13980] Incrementally serialize blocks while unrolling them in MemoryStore

When a block is persisted in the MemoryStore at a serialized storage level, the current MemoryStore.putIterator() code will unroll the entire iterator as Java objects in memory, then will turn around and serialize an iterator obtained from the unrolled array. This is inefficient and doubles our peak memory requirements.

Instead, I think that we should incrementally serialize blocks while unrolling them.

A downside to incremental serialization is the fact that we will need to deserialize the partially-unrolled data in case there is not enough space to unroll the block and the block cannot be dropped to disk. However, I'm hoping that the memory efficiency improvements will outweigh any performance losses as a result of extra serialization in that hopefully-rare case.

Author: Josh Rosen <joshrosen@databricks.com>

Closes #11791 from JoshRosen/serialize-incrementally.
parent 2cf46d5a
No related branches found
No related tags found
No related merge requests found
Loading
0% Loading or .
You are about to add 0 people to the discussion. Proceed with caution.
Finish editing this message first!
Please register or to comment