Benchmark

We've integrated two benchmarks fixtures from JSON for modern C++ project. In the benchmark we deserialize JSON into C++ structs, then serialize them back to JSON. Then we convert JSON to MsgPack and do identical process.

Here're the results:

On a Intel(R) Core(TM) i7-7700K CPU @ 4.20GHz:

Corpus Json Deserialize: [Shipping] Bandwidth: 77.816(MB/s), Mean: 70.891(ms), Median:70.662(ms), Deviation:0.861
Corpus Json Serialize: [Shipping] Bandwidth: 97.532(MB/s), Mean: 56.560(ms), Median:55.786(ms), Deviation:1.930
Corpus MsgPack Deserialize: [Shipping] Bandwidth: 89.347(MB/s), Mean: 58.498(ms), Median:58.339(ms), Deviation:0.573
Corpus MsgPack Serialize: [Shipping] Bandwidth: 79.530(MB/s), Mean: 65.719(ms), Median:65.457(ms), Deviation:0.867

Canada Json Deserialize: [Shipping] Bandwidth: 59.257(MB/s), Mean: 36.228(ms), Median:36.029(ms), Deviation:0.490
Canada Json Serialize: [Shipping] Bandwidth: 47.083(MB/s), Mean: 45.596(ms), Median:44.961(ms), Deviation:1.563
Canada MsgPack Serialize: [Shipping] Bandwidth: 101.112(MB/s), Mean: 5.778(ms), Median:5.764(ms), Deviation:0.060
Canada MsgPack Deserialize: [Shipping] Bandwidth: 89.467(MB/s), Mean: 6.530(ms), Median:6.513(ms), Deviation:0.094

On a AMD Ryzen 9 5950X 16-Core Processor 3.40 GHz:

Corpus Json Deserialize: [Shipping] Bandwidth: 98.890(MB/s), Mean: 55.784(ms), Median:55.486(ms), Deviation:0.856
Corpus Json Serialize: [Shipping] Bandwidth: 107.389(MB/s), Mean: 51.369(ms), Median:51.046(ms), Deviation:1.531
Corpus MsgPack Deserialize: [Shipping] Bandwidth: 112.146(MB/s), Mean: 46.606(ms), Median:46.521(ms), Deviation:0.213
Corpus MsgPack Serialize: [Shipping] Bandwidth: 98.295(MB/s), Mean: 53.173(ms), Median:52.951(ms), Deviation:1.065

Canada Json Deserialize: [Shipping] Bandwidth: 72.858(MB/s), Mean: 29.465(ms), Median:29.238(ms), Deviation:0.802
Canada Json Serialize: [Shipping] Bandwidth: 57.586(MB/s), Mean: 37.279(ms), Median:37.363(ms), Deviation:0.640
Canada MsgPack Serialize: [Shipping] Bandwidth: 126.463(MB/s), Mean: 4.620(ms), Median:4.548(ms), Deviation:0.233
Canada MsgPack Deserialize: [Shipping] Bandwidth: 103.348(MB/s), Mean: 5.653(ms), Median:5.649(ms), Deviation:0.020

Some insights on the results:

  • Benchmark in Shipping build configuration, otherwise it doesn't make much sense.

  • Recall that runtime performance isn't our top priority. We opted for a classic inheritance based API for FDcReader/FDcWriter which means that each read/write step result in a virtual dispatch. This by design would result in mediocre performance metrics. The bandwidth should be in the range of 10~100(MB/s) on common PC setup, no matter how simple the format is.

  • MsgPack and JSON has similar bandwidth numbers in the benchmark. However MsgPack has far more tight layout when dealing with numeric data. Note in the Canada fixture MsgPack only takes around 10ms, as this fixture is mostly float number coordinates.