A tinyDB storage extension using a faster json compiler and compression
Project description
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
storage |
time im ms |
vs. BetterJSONStorage |
---|---|---|
BetterJSONStorage |
0.1182915 |
1x |
default JSONStorage |
0.193683 |
1.64x |
storage |
time im ms |
vs. BetterJSONStorage |
---|---|---|
BetterJSONStorage |
0.0098675 |
1x |
default JSONStorage |
0.0099165 |
1x |
storage |
used storage in kb |
vs. BetterJSONStorage |
---|---|---|
BetterJSONStorage |
83.3 |
1x |
default JSONStorage |
540 |
6.48x |
canada.json
storage |
time im ms |
vs. BetterJSONStorage |
---|---|---|
BetterJSONStorage |
0.0316401 |
1x |
default JSONStorage |
0.0939051 |
2.97x |
storage |
time im ms |
vs. BetterJSONStorage |
---|---|---|
BetterJSONStorage |
0.0276127 |
1x |
default JSONStorage |
0.057871 |
2.1x |
storage |
used storage in kb |
vs. BetterJSONStorage |
---|---|---|
BetterJSONStorage |
1572 |
1x |
default JSONStorage |
2150 |
1.36x |
twitter.json
storage |
time im ms |
vs. BetterJSONStorage |
---|---|---|
BetterJSONStorage |
0.0104866 |
1x |
default JSONStorage |
0.0145437 |
1.39x |
storage |
time im ms |
vs. BetterJSONStorage |
---|---|---|
BetterJSONStorage |
0.0069805 |
1x |
default JSONStorage |
0.0078986 |
1.13x |
storage |
used storage in kb |
vs. BetterJSONStorage |
---|---|---|
BetterJSONStorage |
155 |
1x |
default JSONStorage |
574 |
3.7x |
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