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A tinyDB storage extension using a faster json compiler and compression

Project description

https://raw.githubusercontent.com/MrPigss/BetterJSONStorage/master/img/logo.png

Introduction

BetterJSONStorage is a faster ‘Storage Type’ for TinyDB. It uses the faster Orjson library for parsing the JSON and BLOSC for compression. Smaller filesizes result in faster reading and writing (less diskIO), and the extra cost of (de-)compressing has been made up for by using the faster orjson.

An example of how to implement BetterJSONStorage can be found below. Anything else can be found in the TinyDB docs.

Installing BetterJSONStorage

Install BetterJSONStorage from PyPi.

pip install BetterJSONStorage

Usage

context Manager

from tinydb import TinyDB
from BetterJSONStorage import BetterJSONStorage

with TinyDB('/path/to/file.db', storage=BetterJSONStorage) as db:
    db.insert({'int': 1, 'char': 'a'})
    db.insert({'int': 1, 'char': 'b'})

extra

All arguments except for the storage argument are forwarded to the underlying storage. You can use this to pass additional keyword arguments to orjson.dumps(…) method.

For all options see the orjson documentation.

with TinyDB('file.db', option=orjson.OPT_NAIVE_UTC, storage=BetterJSONStorage) as db:

performance

The benchmarks are done on fixtures of real data:

  • citm_catalog.json, 1.7MiB, concert data, containing nested dictionaries of strings and arrays of integers, indented.

  • canada.json, 2.2MiB, coordinates of the Canadian border in GeoJSON format, containing floats and arrays, indented.

  • twitter.json, 631.5KiB, results of a search on Twitter for “一”, containing CJK strings, dictionaries of strings and arrays of dictionaries, indented.

data can be found here.

The exact same code is used for both BetterJSONStorage and the default JSONStorage. BetterJSONStorage is faster in almost* all situations and uses significantly less space on disk.

citm_catalog.json

write_speed

storage

time im ms

vs. BetterJSONStorage

BetterJSONStorage

0.1182915

1x

default JSONStorage

0.193683

1.64x

read_speed

storage

time im ms

vs. BetterJSONStorage

BetterJSONStorage

0.0098675

1x

default JSONStorage

0.0099165

1x

storage used

storage

used storage in kb

vs. BetterJSONStorage

BetterJSONStorage

83.3

1x

default JSONStorage

540

6.48x

canada.json

write_speed

storage

time im ms

vs. BetterJSONStorage

BetterJSONStorage

0.0316401

1x

default JSONStorage

0.0939051

2.97x

read_speed

storage

time im ms

vs. BetterJSONStorage

BetterJSONStorage

0.0276127

1x

default JSONStorage

0.057871

2.1x

storage used

storage

used storage in kb

vs. BetterJSONStorage

BetterJSONStorage

1572

1x

default JSONStorage

2150

1.36x

twitter.json

write_speed

storage

time im ms

vs. BetterJSONStorage

BetterJSONStorage

0.0104866

1x

default JSONStorage

0.0145437

1.39x

read_speed

storage

time im ms

vs. BetterJSONStorage

BetterJSONStorage

0.0069805

1x

default JSONStorage

0.0078986

1.13x

storage used

storage

used storage in kb

vs. BetterJSONStorage

BetterJSONStorage

155

1x

default JSONStorage

574

3.7x

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