Benchmarks

Comparing against other serialization solutions, running on Windows 7 64bit. We use the LITE runtime for Protocol Buffers (less code / lower overhead), and Rapid JSON, one of the fastest C++ JSON parsers around.

We compare against Flatbuffers with the binary wire format (as intended), and also with JSON as the wire format with the optional JSON parser (which, using a schema, parses JSON into a binary buffer that can then be accessed as before).

The benchmark object is a set of about 10 objects containing an array, 4 strings, and a large variety of int/float scalar values of all sizes, meant to be representative of game data, e.g. a scene format.

FlatBuffers (binary)Protocol Buffers LITERapid JSONFlatBuffers (JSON)
Decode + Traverse + Dealloc (1 million times, seconds)0.08305583105
Decode / Traverse / Dealloc (breakdown)0 / 0.08 / 0220 / 3.6 / 81294 / 0.9 / 28770 / 0.08 / 35
Encode (1 million times, seconds)3.2185650169
Wire format size (normal / zlib, bytes)344 / 220228 / 1741475 / 3221029 / 298
Memory needed to store decoded wire (bytes / blocks)0 / 0760 / 2065689 / 40328 / 1
Transient memory allocated during decode (KB)011314
Generated source code size (KB)46104
Field access in handwritten traversal codeaccessorsaccessorsmanual error checkingaccessors
Library source code (KB)15some subset of 38008743

Some other serialization systems we compared against but did not benchmark (yet), in rough order of applicability:

  • Cap‘n’Proto promises to reduce Protocol Buffers much like FlatBuffers does, though with a more complicated binary encoding and less flexibility (no optional fields to allow deprecating fields or serializing with missing fields for which defaults exist). It currently also isn't fully cross-platform portable (lack of VS support).
  • msgpack: has very minimal forwards/backwards compatability support when used with the typed C++ interface. Also lacks VS2010 support.
  • Thrift: very similar to Protocol Buffers, but appears to be less efficient, and have more dependencies.
  • XML: typically even slower than JSON, but has the advantage that it can be parsed with a schema to reduce error-checking boilerplate code.
  • YAML: a superset of JSON and otherwise very similar. Used by e.g. Unity.
  • C# comes with built-in serialization functionality, as used by Unity also. Being tied to the language, and having no automatic versioning support limits its applicability.
  • Project Anarchy (the free mobile engine by Havok) comes with a serialization system, that however does no automatic versioning (have to code around new fields manually), is very much tied to the rest of the engine, and works without a schema to generate code (tied to your C++ class definition).