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Python Serialization Benchmarks

Benchmarked Libraries

  • bson v3.7.2 (pymongo version)
  • cbor v1.0.0
  • json v2.0.9 (python v3.7.1)
  • msgpack v0.5.6
  • parquet v0.11.1 (pyarrow version)
  • pickle v3.7.1 (python version)
  • protobuf v3.6.1
  • ujson v1.35

Results

serialization bench

serialization bench

serialization bench

serialization bench

detailed results can be found on results/ dir

Machine Info: Linux 64bit, CPython 3.7.1 build: GCC 7.3.0 default-Dec 14 2018 19:28:38

Running Benchmarks Locally

requirements:

  • miniconda
  • make

first lets setup miniconda env with the requirements:

$ make setup-env

run the benchmarks:

$ make bench

the above will create two files - results-summary.csv and detailed-results.json