test _serializer_speed.py
174 lines
| 5.9 KiB
| text/x-python
|
PythonLexer
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r568 | ''' | |
Created on Jul 16, 2014 | |||
@author: roj-idl71 | |||
''' | |||
""" | |||
Dependencies: | |||
pip install tabulate simplejson python-cjson ujson yajl msgpack-python | |||
""" | |||
from timeit import timeit | |||
from tabulate import tabulate | |||
setup = '''d = { | |||
'words': """ | |||
Lorem ipsum dolor sit amet, consectetur adipiscing | |||
elit. Mauris adipiscing adipiscing placerat. | |||
Vestibulum augue augue, | |||
pellentesque quis sollicitudin id, adipiscing. | |||
""", | |||
'boolean' : False, | |||
'list': range(10), | |||
'dict': dict((str(i),'a') for i in xrange(10)), | |||
'int': 100, | |||
'float': 100.123456, | |||
}''' | |||
setup = '''import numpy; | |||
import datetime; | |||
d = { | |||
'words': """ | |||
Lorem ipsum dolor sit amet, consectetur adipiscing | |||
elit. Mauris adipiscing adipiscing placerat. | |||
Vestibulum augue augue, | |||
pellentesque quis sollicitudin id, adipiscing. | |||
""", | |||
'boolean' : False, | |||
'list': range(10), | |||
'dict': dict((str(i),'a') for i in xrange(10)), | |||
'int': 100, | |||
'float': 100.123456, | |||
'datetime' : datetime.datetime(2001,1,1,10,10,10) | |||
}''' | |||
setup_pickle = '%s ; import pickle ; src = pickle.dumps(d)' % setup | |||
setup_pickle2 = '%s ; import pickle ; src = pickle.dumps(d, 2)' % setup | |||
setup_cpickle = '%s ; import cPickle ; src = cPickle.dumps(d)' % setup | |||
setup_cpickle2 = '%s ; import cPickle ; src = cPickle.dumps(d, 2)' % setup | |||
setup_json = '%s ; import json; src = json.dumps(d)' % setup | |||
setup_ujson = '%s ; import ujson; src = ujson.encode(d)' % setup | |||
setup_cjson = '%s ; import cjson; src = cjson.encode(d)' % setup | |||
setup_simplejson = '%s ; import simplejson; src = simplejson.dump(d)' % setup | |||
setup_jsonpickle = '%s ; import jsonpickle; src = jsonpickle.encode(d)' % setup | |||
setup_yaml = '%s ; import yaml; src = yaml.dump(d)' % setup | |||
setup_msgpack = '%s ; import msgpack; src = msgpack.dumps(d)' % setup | |||
setup_msgpack_np = '%s; import msgpack_numpy as msgpack; src = msgpack.dumps(d)' % setup | |||
tests = [ | |||
# (title, setup, enc_test, dec_test, result) | |||
('cPickle (binary)', 'import cPickle; %s' % setup_cpickle2, 'cPickle.dumps(d, 2)', 'r = cPickle.loads(src)', 'print r'), | |||
('cPickle (ascii)', 'import cPickle; %s' % setup_cpickle, 'cPickle.dumps(d, 0)', 'r = cPickle.loads(src)', 'print r'), | |||
('pickle (binary)', 'import pickle; %s' % setup_pickle2, 'pickle.dumps(d, 2)', 'r = pickle.loads(src)', 'print r'), | |||
('pickle (ascii)', 'import pickle; %s' % setup_pickle, 'pickle.dumps(d, 0)', 'r = pickle.loads(src)', 'print r'), | |||
('jsonpickle', 'import jsonpickle; %s' % setup_jsonpickle, 'jsonpickle.encode(d)', 'r = jsonpickle.decode(src)', 'print r'), | |||
# ('msgpack-numpy-python', '%s' % setup_msgpack_np, 'msgpack.dumps(d)', 'r = msgpack.loads(src)', 'print r'), | |||
('ujson', 'import ujson; %s' % setup_ujson, 'ujson.encode(d)', 'r = ujson.decode(src)', 'print r'), | |||
# ('msgpack-python', 'import msgpack; %s' % setup_msgpack, 'msgpack.dumps(d)', 'r = msgpack.loads(src)', 'print r'), | |||
# ('json', 'import json; %s' % setup_json, 'json.dumps(d)', 'r = json.loads(src)', 'print r'), | |||
# ('python-cjson-1.0.5', 'import cjson; %s' % setup_cjson, 'cjson.encode(d)', 'r = cjson.decode(src)', 'print r'), | |||
# ('simplejson-3.3.1', 'import simplejson; %s' % setup_json, 'simplejson.dumps(d)', 'r = simplejson.loads(src)', 'print r'), | |||
('yaml', 'import yaml; %s' % setup_yaml, 'yaml.dump(d)', 'r = yaml.load(src)', 'print r'), | |||
] | |||
loops = 1 | |||
enc_table = [] | |||
dec_table = [] | |||
print "Running tests (%d loops each)" % loops | |||
for title, mod, enc, dec, msg in tests: | |||
print title | |||
### Getting the package size | |||
exec mod | |||
size = len("".join(src)) | |||
print " [Encode]", enc | |||
result = timeit(enc, mod, number=loops) | |||
enc_table.append([title, result, size]) | |||
print " [Decode]", dec | |||
result = timeit(dec, mod, number=loops) | |||
dec_table.append([title, result]) | |||
print " Result" | |||
result = timeit(msg, mod+';'+dec, number=1) | |||
enc_table.sort(key=lambda x: x[1]) | |||
enc_table.insert(0, ['Package', 'Seconds', 'Size']) | |||
dec_table.sort(key=lambda x: x[1]) | |||
dec_table.insert(0, ['Package', 'Seconds']) | |||
print "\nEncoding Test (%d loops)" % loops | |||
print tabulate(enc_table, headers="firstrow") | |||
print "\nDecoding Test (%d loops)" % loops | |||
print tabulate(dec_table, headers="firstrow") | |||
""" | |||
OUTPUT: | |||
Running tests (15000 loops each) | |||
pickle (ascii) | |||
[Encode] pickle.dumps(d, 0) | |||
[Decode] pickle.loads(src) | |||
pickle (binary) | |||
[Encode] pickle.dumps(d, 2) | |||
[Decode] pickle.loads(src) | |||
cPickle (ascii) | |||
[Encode] cPickle.dumps(d, 0) | |||
[Decode] cPickle.loads(src) | |||
cPickle (binary) | |||
[Encode] cPickle.dumps(d, 2) | |||
[Decode] cPickle.loads(src) | |||
json | |||
[Encode] json.dumps(d) | |||
[Decode] json.loads(src) | |||
simplejson-3.3.1 | |||
[Encode] simplejson.dumps(d) | |||
[Decode] simplejson.loads(src) | |||
python-cjson-1.0.5 | |||
[Encode] cjson.encode(d) | |||
[Decode] cjson.decode(src) | |||
ujson-1.33 | |||
[Encode] ujson.dumps(d) | |||
[Decode] ujson.loads(src) | |||
yajl 0.3.5 | |||
[Encode] yajl.dumps(d) | |||
[Decode] yajl.loads(src) | |||
msgpack-python-0.3.0 | |||
[Encode] msgpack.dumps(d) | |||
[Decode] msgpack.loads(src) | |||
Encoding Test (15000 loops) | |||
Package Seconds | |||
-------------------- --------- | |||
ujson-1.33 0.232215 | |||
msgpack-python-0.3.0 0.241945 | |||
cPickle (binary) 0.305273 | |||
yajl 0.3.5 0.634148 | |||
python-cjson-1.0.5 0.680604 | |||
json 0.780438 | |||
simplejson-3.3.1 1.04763 | |||
cPickle (ascii) 1.62062 | |||
pickle (ascii) 14.0497 | |||
pickle (binary) 15.4712 | |||
Decoding Test (15000 loops) | |||
Package Seconds | |||
-------------------- --------- | |||
msgpack-python-0.3.0 0.240885 | |||
cPickle (binary) 0.393152 | |||
ujson-1.33 0.396875 | |||
python-cjson-1.0.5 0.694321 | |||
yajl 0.3.5 0.748369 | |||
simplejson-3.3.1 0.780531 | |||
cPickle (ascii) 1.38561 | |||
json 1.65921 | |||
pickle (binary) 5.20554 | |||
pickle (ascii) 17.8767 | |||
""" |