blob: 856ee9e10eea2c6f735179c06fd390c64594c276 [file] [log] [blame]
#!/usr/bin/env python3
# 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 gzip
import os
import random
import re
import shutil
import subprocess
import tempfile
import time
import urllib.request
from io import TextIOWrapper
from pathlib import Path
DEBUG = False
TARGET_DOC_CHARS = 1024
def compress_with_seek_points(file_name_in: str, file_name_out: str, num_seek_points: int):
bytes_per_chunk = os.path.getsize(file_name_in) / num_seek_points
seek_points: list[int] = []
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:
f_out.writelines("%d\n" % seek_point for seek_point in seek_points)
re_tag = re.compile(r"<[^>]+?>")
re_newlines = re.compile(r"\n+")
re_space = re.compile(r"\s")
# used to find word break, for splitting docs into ~1 KB sized smaller docs:
re_next_non_word_character = re.compile(r"\W", re.UNICODE)
EUROPARL_V7_URL = "https://www.statmt.org/europarl/v7/europarl.tgz"
def split_docs(all_out: TextIOWrapper, title_string: str, date_string: str, body_string: str):
"""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")
_ = Path(f"{file_name}.tmp").rename(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, check=False)
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, _, 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), encoding="utf-8", errors="ignore") as f_in:
last_text: list[str] = []
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
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, check=False)
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", 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()