spaCy/bin/load_reddit.py

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# coding: utf8
from __future__ import unicode_literals
import bz2
import regex as re
import ujson
import sys
import random
import datetime
import plac
from pathlib import Path
_unset = object()
class Reddit(object):
"""Stream cleaned comments from Reddit."""
pre_format_re = re.compile(r'^[\`\*\~]')
post_format_re = re.compile(r'[\`\*\~]$')
url_re = re.compile(r'\[([^]]+)\]\(%%URL\)')
link_re = re.compile(r'\[([^]]+)\]\(https?://[^\)]+\)')
def __init__(self, file_path, meta_keys={'subreddit': 'section'}):
"""
file_path (unicode / Path): Path to archive or directory of archives.
meta_keys (dict): Meta data key included in the Reddit corpus, mapped
to display name in Prodigy meta.
RETURNS (Reddit): The Reddit loader.
"""
self.meta = meta_keys
file_path = Path(file_path)
if not file_path.exists():
raise IOError("Can't find file path: {}".format(file_path))
if not file_path.is_dir():
self.files = [file_path]
else:
self.files = list(file_path.iterdir())
def __iter__(self):
for file_path in self.iter_files():
with bz2.open(str(file_path)) as f:
for line in f:
line = line.strip()
if not line:
continue
comment = ujson.loads(line)
if self.is_valid(comment):
text = self.strip_tags(comment['body'])
yield {'text': text}
def get_meta(self, item):
return {name: item.get(key, 'n/a') for key, name in self.meta.items()}
def iter_files(self):
for file_path in self.files:
yield file_path
def strip_tags(self, text):
text = self.link_re.sub(r'\1', text)
text = text.replace('&gt;', '>').replace('&lt;', '<')
text = self.pre_format_re.sub('', text)
text = self.post_format_re.sub('', text)
text = re.sub(r'\s+', ' ', text)
return text.strip()
def is_valid(self, comment):
return comment['body'] is not None \
and comment['body'] != '[deleted]' \
and comment['body'] != '[removed]'
def main(path):
reddit = Reddit(path)
for comment in reddit:
print(ujson.dumps(comment))
if __name__ == '__main__':
2018-11-16 01:22:05 +00:00
import socket
try:
BrokenPipeError
except NameError:
BrokenPipeError = socket.error
try:
plac.call(main)
except BrokenPipeError:
import os, sys
# Python flushes standard streams on exit; redirect remaining output
# to devnull to avoid another BrokenPipeError at shutdown
devnull = os.open(os.devnull, os.O_WRONLY)
os.dup2(devnull, sys.stdout.fileno())
sys.exit(1) # Python exits with error code 1 on EPIPE