Python工具箱系列(三十九)

使用zlib对数据进行压缩

现实世界中,大量存在着对数据压缩的需求。为此,python内置了zlib压缩库,可以方便的对任意对象进行压缩。

下述代码演示了对字符串进行压缩:

import zlib

# 压缩一段中文
originstr = '神龟虽寿,犹有竟时;腾蛇乘雾,终为土灰。老骥伏枥,志在千里;烈士暮年,壮心不已。盈缩之期,不但在天;养怡之福,可得永年。幸甚至哉,歌以咏志。'
print(len(originstr))
str_compression = zlib.compress(originstr.encode('utf-8'), level=8)
print(len(str_compression))
print(str_compression)
decompress_str = zlib.decompress(str_compression)
print(decompress_str)
print(decompress_str.decode('utf-8')) 

# 压缩一段英文
originstr = 'The World Health Organization officially declared on Saturday that the current multi-country monkeypox outbreak outside of the traditional endemic areas in Africa has already turned into a public health emergency of international concern (PHEIC).'
print(len(originstr))
str_compression = zlib.compress(originstr.encode('utf-8'), level=8)
print(len(str_compression))
print(str_compression)
decompress_str = zlib.decompress(str_compression)
print(decompress_str)
print(decompress_str.decode('utf-8'))

运行上述代码后,会发现压缩并不一定会减少字节数,压缩的效率取决于压缩内容中的冗余程度。对于第一句的中文压缩后反而增加了字节数。但第二段英文则有明显的压缩比(246/180)。此外,在压缩时不指定level则使用缺省的压缩级别(大约是6),是一个在速度与压缩比间的平衡值。level的设定如下:

    • level=0,效果是不压缩。

    • level=1,速度最快

    • level=9,速度最慢,压缩比最高

    • level=-1,缺省值
      压缩一个文件的操作类似,示例代码如下:

import zlib

def compress(inputfile,outputfile):
    with open(inputfile,'rb') as input:
        with open(outputfile,'wb') as output:
            data = input.read()
            compressdata = zlib.compress(data)
            output.write(compressdata)

def decompress(inputfile,outputfile):
   with open(inputfile,'rb') as input:
        with open(outputfile,'wb') as output:
            data = input.read()
            compressdata = zlib.decompress(data)
            output.write(compressdata)

compress(r'd:\dev\sensor.dat',r'd:\dev\sensor.zlib')
decompress(r'd:\dev\sensor.zlib',r'd:\dev\sensor_d.dat')

使用vscode的hex editor可以打开三个文件如下图所示:

首先源文件与压缩解压后的文件完全一样。其次,压缩后的文件确实小多了。最后可以看出,从某种意义上来说,压缩也相当于加密。

 

posted @ 2023-07-31 11:39  西安衍舆航天  阅读(126)  评论(0编辑  收藏  举报