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#!/usr/bin/env python3
# -*- coding: utf-8 -*-
# Licensed to the Apache Software Foundation (ASF) under one or more
# contributor license agreements. See the NOTICE file distributed with
# this work for additional information regarding copyright ownership.
# The ASF licenses this file to You under the Apache License, Version 2.0
# (the "License"); you may not use this file except in compliance with
# the License. You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
import os
import gzip
import time
import random
import re
import urllib.request
import subprocess
import tempfile
import shutil
DEBUG = False
TARGET_DOC_CHARS = 1024
def compress_with_seek_points(file_name_in, file_name_out, num_seek_points):
bytes_per_chunk = os.path.getsize(file_name_in) / num_seek_points
seek_points = []
if os.path.exists(file_name_out):
os.remove(file_name_out)
with open(file_name_in, 'rb') as f_in:
f_out = None
bytes_in_chunk = 0
chunk_count = 0
while True:
if f_out is None:
if os.path.exists(file_name_out):
seek_points.append(os.path.getsize(file_name_out))
print(' create chunk %s at pos=%s' % (chunk_count, seek_points[-1]))
else:
print(' create chunk %s at pos=0' % chunk_count)
f_out = gzip.open(file_name_out, 'ab')
chunk_count += 1
line = f_in.readline()
if len(line) == 0:
break
bytes_in_chunk += len(line)
f_out.write(line)
if bytes_in_chunk > bytes_per_chunk and chunk_count < num_seek_points:
f_out.close()
f_out = None
bytes_in_chunk = 0
with open(file_name_out[:-3] + '.seek', 'w') as f_out:
for seek_point in seek_points:
f_out.write('%d\n' % seek_point)
re_tag = re.compile('<[^>]+?>')
re_newlines = re.compile('\n+')
re_space = re.compile('\s')
# used to find word break, for splitting docs into ~1 KB sized smaller docs:
re_next_non_word_character = re.compile('\W', re.U)
EUROPARL_V7_URL = 'https://www.statmt.org/europarl/v7/europarl.tgz'
def split_docs(all_out, title_string, date_string, body_string):
'''
Splits docs into smallish (~1 KB) sized docs, repeating same title and date
'''
doc_count = 0
while len(body_string) > 0:
char_count = int(random.gauss(TARGET_DOC_CHARS, TARGET_DOC_CHARS/4))
if char_count < 64:
# trimmed normal?
continue
m = re_next_non_word_character.search(body_string, char_count)
if m is not None:
char_count = m.start(0)
else:
char_count = len(body_string)
body_string_fragment = body_string[:char_count].strip()
#print('write title %d, body %d' % (len(title_string), len(body_string_fragment)))
all_out.write('%s\t%s\t%s\n' % (title_string, date_string, body_string_fragment))
body_string = body_string[char_count:]
doc_count += 1
return doc_count
def sample_europarl():
# download europarl.tgz v7, if not already here (in cwd):
file_name = 'europarl.tgz'
if not os.path.exists(file_name):
print('Download %s to %s...' % (EUROPARL_V7_URL, file_name))
urllib.request.urlretrieve(EUROPARL_V7_URL, file_name + '.tmp')
os.rename(file_name + '.tmp', file_name)
else:
print('%s already here; skipping download...' % file_name)
if not DEBUG:
tmp_dir_path = tempfile.mkdtemp()
else:
tmp_dir_path = '/tmp/tmp31ekzg75'
print('Using tmp dir "%s"...' % tmp_dir_path)
try:
if not DEBUG:
cmd = 'tar xzf %s -C %s' % (file_name, tmp_dir_path)
print('Run: %s' % cmd)
subprocess.run(cmd, shell=True)
doc_count = 0
skip_count = 0
file_count = 0
all_txt_file_name = '%s/all.txt' % tmp_dir_path
print('Extract text...')
start_time = time.time()
next_print_time = start_time + 3
# normalize text a bit and concatenate all lines into single file, counting total lines/bytes
with open(all_txt_file_name, 'w', encoding='utf-8') as all_out:
for dir_path, dir_names, file_names in os.walk('%s/txt' % tmp_dir_path):
for file_name in file_names:
if file_name.endswith('.txt'):
file_count += 1
year, month, day = (int(x) for x in file_name[3:-4].split('-')[:3])
if year >= 50:
year = 1900 + year
else:
year = 2000 + year
date_string = '%04d-%02d-%02d' % (year, month, day)
# unfortunately we need errors='ignore' since in Europarl v7, one file (pl/ep-09-10-22-009.txt) has invalid utf-8:
chapter_count = 0
with open('%s/%s' % (dir_path, file_name), 'r', encoding='utf-8', errors='ignore') as f_in:
last_text = []
last_title = None
while True:
line = f_in.readline()
if line == '':
break
line = line.strip()
if line.startswith('<CHAPTER '):
if last_title is not None:
s = ' '.join(last_text)
s = re_tag.sub(' ', s)
s = re_newlines.sub(' ', s)
s = s.strip()
if len(s) > 0:
doc_count += split_docs(all_out, last_title, date_string, s)
else:
skip_count += 1
last_text = []
chapter_count += 1
while True:
last_title = f_in.readline()
if last_title == '':
last_title = None
break
last_title = re_tag.sub(' ', last_title).strip()
if len(last_title) > 0:
break
continue
else:
last_text.append(line)
if last_title is not None:
s = ' '.join(last_text)
s = re_tag.sub(' ', s)
s = re_newlines.sub(' ', s)
s = s.strip()
if len(s) > 0:
doc_count += split_docs(all_out, last_title, date_string, s)
else:
skip_count += 1
chapter_count += 1
else:
skip_count += 1
if chapter_count > 0:
#print('%s/%s: %d chapters' % (dir_path, file_name, chapter_count))
pass
now = time.time()
if now > next_print_time:
print('%4.1fs: keep %.2f K of %.2f K files (%.1f%%), %.2f M docs, %.2f GB...' % \
(now - start_time, (file_count - skip_count) / 1000, file_count / 1000,
100 * (file_count - skip_count) / file_count,
doc_count / 1000000, all_out.tell() / 1024/1024/1024))
while next_print_time < now:
next_print_time += 3
total_mb = os.path.getsize(all_txt_file_name)/1024/1024
now = time.time()
print('%4.1fs (done): keep %.2f K of %.2f K files (%.1f%%), %.2f M docs, %.2f GB...' % \
(now - start_time, (file_count - skip_count) / 1000, file_count / 1000,
100 * (file_count - skip_count) / file_count,
doc_count / 1000000, os.path.getsize(all_txt_file_name) / 1024/1024/1024))
print('Shuffle...')
subprocess.run('shuf %s > %s.shuffled' % (all_txt_file_name, all_txt_file_name), shell=True)
for mb in (20, 200, 2000):
print('Sample %d MB file...' % mb)
file_name_out = '%dmb.txt' % mb
with open(file_name_out, 'w', encoding='utf-8') as f_out:
chance = mb / total_mb
with open(all_txt_file_name + '.shuffled', 'r', encoding='utf-8') as f:
while True:
line = f.readline()
if len(line) == 0:
break
if random.random() <= chance:
f_out.write(line)
print(' got %.2f MB' % (os.path.getsize(file_name_out)/1024/1024))
compress_with_seek_points(file_name_out,
file_name_out + '.gz',
mb)
finally:
print('Removing tmp dir "%s"...' % tmp_dir_path)
if not DEBUG:
shutil.rmtree(tmp_dir_path)
print('\nWARNING: left ./europarl.tgz, which you should delete if you do not want it!\n')
if False:
compress_with_seek_points('/x/tmp/europarl.lines.txt',
'/x/tmp/foo.txt.gz',
16)
else:
sample_europarl()
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