Created
August 10, 2017 02:31
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compare pickle, gzip, and json
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#!/usr/bin/env python | |
from __future__ import print_function | |
try: | |
import cPickle as pickle | |
except: | |
import pickle | |
import gzip | |
import os | |
import simplejson as json | |
""" | |
./test.py | |
test.pickle: 2128 kb | |
test2.pickle: 105 kb | |
test3.json: 105 kb | |
------------------------------ | |
a: 10000 | |
c: 30000 | |
b: 20000 | |
d: 2000000 | |
""" | |
class Database(object): | |
""" | |
simple pickle | |
""" | |
def __init__(self, filename): | |
self.filename = filename | |
def write(self, data, protocol=pickle.HIGHEST_PROTOCOL): | |
with open(self.filename, 'wb') as f: | |
f.write(pickle.dumps(data, protocol)) | |
def read(self): | |
with open(self.filename, 'rb') as f: | |
data = f.read() | |
data = pickle.loads(data) | |
return data | |
def size(self): | |
size = os.path.getsize(self.filename)//(2**10) | |
print('{}: {} kb'.format(self.filename, size)) | |
class Database2(object): | |
""" | |
gzipped pickle | |
""" | |
def __init__(self, filename): | |
self.filename = filename | |
def write(self, data, protocol=pickle.HIGHEST_PROTOCOL): | |
with gzip.open(self.filename, 'wb') as f: | |
f.write(pickle.dumps(data, protocol)) | |
def read(self): | |
with gzip.open(self.filename, 'rb') as f: | |
data = f.read() | |
data = pickle.loads(data) | |
return data | |
def size(self): | |
size = os.path.getsize(self.filename)//(2**10) | |
print('{}: {} kb'.format(self.filename, size)) | |
class Database3(object): | |
"""use json""" | |
def __init__(self, filename): | |
self.filename = filename | |
def write(self, data): | |
with open(self.filename, 'wb') as f: | |
json.dump(data, f) | |
def read(self): | |
with open(self.filename, 'rb') as f: | |
data = json.load(f) | |
self.db = data | |
return len(self.db), data | |
def size(self): | |
size = os.path.getsize(self.filename)//(2**10) | |
print('{}: {} kb'.format(self.filename, size)) | |
if __name__ == "__main__": | |
db = Database('test.pickle') | |
db2 = Database2('test2.pickle') | |
db3 = Database2('test3.json') | |
a = {} | |
a['a'] = range(10000) | |
a['b'] = range(20000) | |
a['c'] = range(30000) | |
a['d'] = bytearray(2000000) | |
db.write(a) | |
db.size() | |
db2.write(a) | |
db2.size() | |
db3.write(a) | |
db3.size() | |
b = db3.read() | |
print('-'*30) | |
for key in b.keys(): | |
print(' {}: {}'.format(key, len(b[key]))) |
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