-
Notifications
You must be signed in to change notification settings - Fork 0
/
bitmap.py
executable file
·218 lines (194 loc) · 7.01 KB
/
bitmap.py
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
#!/usr/bin/env python3
# -*- coding: utf-8 -*-
'''
The MIT License
Copyright (c) 2016 Ronald Cotton
Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:
The above copyright notice and this permission notice shall be included in
all copies or substantial portions of the Software.
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
THE SOFTWARE.
'''
import sys
import os
import array # for the multidimentional array of the bitmap
def convertcsv2bitmaporiginal(l,outputFile,ext):
'''
converts the comma delimited table into a bitmap.
this only works with the following database schema:
first element: cat, dog, turtle, bird
second element: 1-100
third element: True, False
:param l: data to be processed
:param outputFile: returns file
:param ext: file extension
:return:
'''
i = 0 # start with 0 -> 15
size = len(l) # table rows
str = "" # showing str needs to start empty
output = [[[] for y in range(size) ] for y in range(16) ]
for each in l:
Animal, Age, Adopted = each.split(',') # place the tuple into string variables
for x in range(0,16):
output[x][i]='0' # clear first element in array
if Animal == 'cat': # Animal Type
output[0][i]='1'
if Animal == 'dog':
output[1][i]='1'
if Animal == 'turtle':
output[2][i]='1'
if Animal == 'bird':
output[3][i]='1'
if 1 <= int(Age) <= 10: # Animal Age
output[4][i] = '1' # binning in groups of 10
if 11 <= int(Age) <= 20:
output[5][i] = '1'
if 21 <= int(Age) <= 30:
output[6][i] = '1'
if 31 <= int(Age) <= 40:
output[7][i] = '1'
if 41 <= int(Age) <= 50:
output[8][i] = '1'
if 51 <= int(Age) <= 60:
output[9][i] = '1'
if 61 <= int(Age) <= 70:
output[10][i] = '1'
if 71 <= int(Age) <= 80:
output[11][i] = '1'
if 81 <= int(Age) <= 90:
output[12][i] = '1'
if 91 <= int(Age) <= 100:
output[13][i] = '1'
if Adopted == 'True\n': # Animal Adopted
output[14][i] = '1' # 10 - true
output[15][i] = '0'
if Adopted == 'False\n':
output[14][i] = '0' # 01 - false
output[15][i] = '1'
i+=1
for x in range(0,16): # convert array to str
str += ''.join(output[x])
str += "\n"
outputFile += ext
outFile = open(outputFile,"w")
outFile.write(str)
outFile.close()
# end convertcsv2bitmaporiginal()
def compresslinewah(line,bits):
'''
compress bitmap index using WAH
:param line: Lined of the bitmap index (uncompressed)
:param bits: Number of bits - 1
:return: Compressed String
'''
input_str_len = len(line)-1
return_str = ""
form_str = "{0:0"+str(bits-1)+"b}" # used to create compressed str
compressing = -1
num_of_bits = 0
for i in range(0,input_str_len,bits): # for (i=0;i<input_str_len;i+=bits)
if ( bits > (input_str_len-i)): # tail of line
if (compressing != -1):
return_str += "1" + str(compressing) + form_str.format(num_of_bits)
return_str += "0" + line[i:input_str_len]
return return_str
if (line[i:i+bits] == "".rjust(bits,str(0))): # compressible 0
if (compressing == -1):
compressing = 0
num_of_bits = 1
continue
if (compressing == 0):
num_of_bits += 1
if (num_of_bits > (pow(2,bits)-1)):
return_str += "10" + "".rjust(bits,str(1))
num_of_bits = 1
continue
if (compressing != 0):
return_str += "1" + str(compressing) + form_str.format(num_of_bits)
compressing = 0
num_of_bits = 1
continue
if (line[i:i+bits] == "".rjust(bits,str(1))): # compressible 1
if (compressing == -1):
compressing = 1
num_of_bits = 1
continue
if (compressing == 1):
num_of_bits += 1
if (num_of_bits > (pow(2,bits)-1)):
return_str += "11" + "".rjust(bits,str(1))
num_of_bits = 1
continue
if (compressing != 1):
return_str += "1" + str(compressing) + form_str.format(num_of_bits)
compressing = 1
num_of_bits = 1
continue
if (compressing != -1): # compressing & not end of line
return_str += "1" + str(compressing) + form_str.format(num_of_bits)
return_str += "0" + line[i:i+bits]
compressing = -1
num_of_bits = 0
return return_str # reaches this if the number of entries = mod bits
def convertbm2bitmapcompress(basefn, in_ext, out_ext, bits):
'''
converts bitmap index into a compressed bitmap
:param basefn: base filename
:param in_ext: input extension
:param out_ext: output extension
:param bits: number of bits that are being compressed
:return: Nothing
'''
compressBits = bits - 1; # elements compressed
compressed = [None]*16 # empty array
bmlines = openFileReturnLines(basefn+in_ext)
for x in range(0,16): # compress 1 line - loop
compressed[x] = compresslinewah(bmlines[x],compressBits)
outFile = open(basefn+out_ext,"w")
for line in compressed:
outFile.write("%s\n" % line);
outFile.close()
def openFileReturnLines(filename):
'''
open filename and return an array of lines - used by main() and convertbm2bitmapcompress()
:param filename:
:return: returns all lines from file
'''
with open(filename) as f:
lines = f.readlines()
return lines
def main(argv):
'''
takes in an argument and processes the file by executing:
openFileReturnLines() -- to open first argument file
convertcsv2bitmaporiginal()
convertbm2bitmapcompress()
then exits when complete...
:param argv: requires one argument for the datafile name
:return: Nothing, assumes program will run first time
'''
if (len(sys.argv)!=2):
print("USAGE: bitmap <datafilename>\n")
exit()
lines = openFileReturnLines(argv[1])
convertcsv2bitmaporiginal(lines,argv[1],".orig.unsorted")
convertbm2bitmapcompress(argv[1],".orig.unsorted",".unsorted.wah32",32)
convertbm2bitmapcompress(argv[1],".orig.unsorted",".unsorted.wah64",64)
lines.sort()
convertcsv2bitmaporiginal(lines,argv[1],".orig.sorted")
convertbm2bitmapcompress(argv[1],".orig.sorted",".sorted.wah32",32)
convertbm2bitmapcompress(argv[1],".orig.sorted",".sorted.wah64",64)
# end main()
if __name__ == "__main__":
main(sys.argv)