RavenDB 4.0 Unsung HeroesField compression
I have been talking a lot about major features and making things visible and all sort of really cool things. What I haven’t been talking about is a lot of the work that has gone into the backend and all the stuff that isn’t sexy and bright. You probably don’t really care how the piping system in your house work, at least until the toilet doesn’t flush. A lot of the things that we did with RavenDB 4.0 is to look at all the pain points that we have run into and try to resolve them. This series of posts is meant to expose some of these hidden features. If we did our job right, you will never even know that these features exists, they are that good.
In RavenDB 3.x we had a feature called Document Compression. This allowed a user to save significant amount of space by having the documents stored in a compressed form on disk. If you had large documents, you could typically see significant space savings from enabling this feature. With RavenDB 4.0, we removed it completely. The reason is that we need to store documents in a way that allow us to load them and work with them in their raw form without any additional work. This is key for many optimizations that apply to RavenDB 4.0.
However, that doesn’t mean that we gave up on compression entirely. Instead of compressing the whole document, which would require us to decompress any time that we wanted to do something to it, we selectively compress individual fields. Typically, large documents are large because they have either a few very large fields or a collection that contain many items. The blittable format used by RavenDB handles this in two ways. First, we don’t need to repeat field names every time, we store this once per document and we can compress large field values on the fly.
Take this blog for instance, a lot of the data inside it is actually stored in large text fields (blog posts, comments, etc). That means that when stored in RavenDB 4.0, we can take advantage of the field compression and reduce the amount of space we use. At the same time, because we are only compressing selected fields, it means that we can still work with the document natively. A trivial example would be to pull the recent blog post titles. we can fetch just these values (and since they are pretty small already, they wouldn’t be compressed) directly, and not have to touch the large text field that is the actual post contents.
Here is what this looks like in RavenDB 4.0 when I’m looking at the internal storage breakdown for all documents.
Even though I have been writing for over a decade, I don’t have enough posts yet to make a statistically meaningful difference, the total database sizes for both are 128MB.
More posts in "RavenDB 4.0 Unsung Heroes" series:
- (30 Oct 2017) automatic conflict resolution
- (05 Oct 2017) The design of the security error flow
- (03 Oct 2017) The indexing threads
- (02 Oct 2017) Indexing related data
- (29 Sep 2017) Map/reduce
- (22 Sep 2017) Field compression
Comments
Cool. Will it also compress large lists of primitives? Such as a list with hundreds of integers, for example.
Rodrigo, No, we don't do primitive folding. Blittable is one way parse operation, and it is easier to do that if we don't need to go back and fix things if we find a different shape down the line and it complicates the code to find a single value in the array significantly.
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