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
|
#!/usr/bin/python3
import os
import os.path
import sqlite3
from argparse import ArgumentParser
import utils
from myconfig import MyConfig
INSERT_NGRAM_DML = '''
INSERT INTO ngram(words, freq) VALUES(?, 1);
'''
UPDATE_NGRAM_DML = '''
UPDATE ngram SET freq = freq + 1 WHERE words = ?;
'''
SELECT_ALL_NGRAM_DML = '''
SELECT words, freq FROM ngram;
'''
DELETE_BIGRAM_DML = '''
DELETE FROM bigram;
'''
INSERT_BIGRAM_DML = '''
INSERT INTO bigram(prefix, postfix, freq) VALUES (?, ?, ?);
'''
config = MyConfig()
#maximum combine number
N = config.getMaximumCombineNumber()
#change cwd to the word recognizer directory
words_dir = config.getWordRecognizerDir()
os.makedirs(words_dir, exist_ok=True)
os.chdir(words_dir)
#chdir done
def handleError(error):
sys.exit(error)
def handleOneDocument(infile, conn, length):
print(infile, length)
infilestatuspath = infile + config.getStatusPostfix()
infilestatus = utils.load_status(infilestatuspath)
if not utils.check_epoch(infilestatus, 'Segment'):
raise utils.EpochError('Please segment first.\n')
if utils.check_epoch(infilestatus, 'Populate'):
return False
sep = config.getWordSep()
#train
docfile = open(infile + config.getSegmentPostfix(), 'r')
words = []
cur = conn.cursor()
for oneline in docfile.readlines():
oneline = oneline.rstrip(os.linesep)
if len(oneline) == 0:
continue
(token, word) = oneline.split(" ", 1)
token = int(token)
if 0 == token:
words = []
else:
words.append(word)
if len(words) < length:
continue
if len(words) > length:
words.pop(0)
assert len(words) == length
#do sqlite training
words_str = sep + sep.join(words) + sep
#print(words_str)
rowcount = cur.execute(UPDATE_NGRAM_DML, (words_str,)).rowcount
#print(rowcount)
if 0 == rowcount:
cur.execute(INSERT_NGRAM_DML, (words_str,))
docfile.close()
#sign epoch only after last pass
if N == length:
utils.sign_epoch(infilestatus, 'Populate')
utils.store_status(infilestatuspath, infilestatus)
return True
def handleOnePass(indexpath, workdir, length):
print(indexpath, workdir, length)
filename = config.getNgramFileName(length)
filepath = workdir + os.sep + filename
conn = sqlite3.connect(filepath)
#begin processing
indexfile = open(indexpath, 'r')
for oneline in indexfile.readlines():
oneline = oneline.rstrip(os.linesep)
(title, textpath) = oneline.split('#')
infile = config.getTextDir() + textpath
infilesize = utils.get_file_length(infile + config.getSegmentPostfix())
if infilesize < config.getMinimumFileSize():
print("Skipping " + title + '#' + textpath)
continue
#process one document
handleOneDocument(infile, conn, length)
indexfile.close()
conn.commit()
if conn:
conn.close()
def handleBigramPass(indexpath, workdir):
print(indexpath, workdir, 'bigram')
length = 2
sep = config.getWordSep()
filename = config.getNgramFileName(length)
filepath = workdir + os.sep + filename
#begin processing
conn = sqlite3.connect(filepath)
cur = conn.cursor()
cur.execute(DELETE_BIGRAM_DML)
rows = cur.execute(SELECT_ALL_NGRAM_DML).fetchall()
for row in rows:
(words_str, freq) = row
words = words_str.strip(sep).split(sep, 1)
assert len(words) == length
(prefix, postfix) = words
cur.execute(INSERT_BIGRAM_DML, (prefix, postfix, freq))
#print(prefix, postfix, freq)
conn.commit()
if conn:
conn.close()
def handleOneIndex(indexpath, subdir, indexname):
print(indexpath, subdir, indexname)
indexstatuspath = indexpath + config.getStatusPostfix()
indexstatus = utils.load_status(indexstatuspath)
if not utils.check_epoch(indexstatus, 'Prepare'):
raise utils.EpochError('Please prepare first.\n')
if utils.check_epoch(indexstatus, 'Populate'):
return
workdir = config.getWordRecognizerDir() + os.sep + \
subdir + os.sep + indexname
print(workdir)
for i in range(1, N + 1):
handleOnePass(indexpath, workdir, i)
handleBigramPass(indexpath, workdir)
#sign epoch
utils.sign_epoch(indexstatus, 'Populate')
utils.store_status(indexstatuspath, indexstatus)
def walkThroughIndex(path):
for root, dirs, files in os.walk(path, topdown=True, onerror=handleError):
for onefile in files:
filepath = os.path.join(root, onefile)
indexpostfix = config.getIndexPostfix()
if onefile.endswith(indexpostfix):
subdir = os.path.relpath(root, path)
indexname = onefile[:-len(indexpostfix)]
handleOneIndex(filepath, subdir, indexname)
elif onefile.endswith(config.getStatusPostfix()):
pass
else:
print('Unexpected file:' + filepath)
if __name__ == '__main__':
parser = ArgumentParser(description='Populate n-gram.')
parser.add_argument('--indexdir', action='store', \
help='index directory', \
default=os.path.join(config.getTextDir(), 'index'))
args = parser.parse_args()
print(args)
walkThroughIndex(args.indexdir)
print('done')
|
