About
Compare various data serialization libraries for C++.
Build
This project does not have any external serialization libraries dependencies. All (boost, thrift etc.) needed libraries are downloaded and built automatically, but you need enough free disk space (approx. 2.3G) to build all components. To build this project you need a compiler that supports C++14 features. Project was tested with Clang and GCC compilers.
git clone https://github.com/thekvs/cpp-serializers.git
cd cpp-serializers
mkdir build
cd build
cmake -DCMAKE_BUILD_TYPE=Release ..
cmake --build .
Usage
$ ./benchmark -h
Benchmark various C++ serializers
Usage:
benchmark [OPTION...]
-h, --help show this help and exit
-l, --list show list of supported serializers
-c, --csv output in CSV format
-i, --iterations arg number of serialize/deserialize iterations
-s, --serializers arg comma separated list of serializers to benchmark
- Benchmark all serializers, run each serializer 100000 times:
$ ./benchmark -i 100000
- Benchmark only protobuf serializer, run it 100000 times:
$ ./benchmark -i 100000 -s protobuf
- Benchmark protobuf and cereal serializers only, run each of them 100000 times:
$ ./benchmark -i 100000 -s protobuf,cereal
Results
Following results were obtained running 1000000 serialize-deserialize operations 50 times and then averaging results on a typical desktop computer with Intel Core i7 processor running Ubuntu 16.04. Exact versions of libraries used are:
- thrift 0.12.0
- protobuf 3.7.0
- boost 1.69.0
- msgpack 3.1.1
- cereal 1.2.2
- avro 1.8.2
- capnproto 0.7.0
- flatbuffers 1.10.0
- YAS 7.0.2
serializer | object's size | avg. total time |
---|---|---|
thrift-binary | 17017 | 1190.22 |
thrift-compact | 13378 | 3474.32 |
protobuf | 16116 | 2312.78 |
boost | 17470 | 1195.04 |
msgpack | 13402 | 2560.6 |
cereal | 17416 | 1052.46 |
avro | 16384 | 4488.18 |
yas | 17416 | 302.7 |
yas-compact | 13321 | 2063.34 |
Size
Time
For capnproto and flatbuffers since they already store data in a "serialized" form and serialization basically means getting pointer to the internal storage, we measure full build/serialize/deserialize cycle. In the case of other libraries we measure serialize/deserialize cycle of the already built data structure.
serializer | object's size | avg. total time |
---|---|---|
capnproto | 17768 | 400.98 |
flatbuffers | 17632 | 491.5 |
Size measured in bytes, time measured in milliseconds.