mediawiki_dump_tools/wikiq

385 lines
15 KiB
Python
Executable File

#!/usr/bin/env python3
# original wikiq headers are: title articleid revid date_time anon
# editor editor_id minor text_size text_entropy text_md5 reversion
# additions_size deletions_size
import pdb
import argparse
import sys
import os, os.path
import re
from subprocess import Popen, PIPE
from collections import deque
from hashlib import sha1
from mw.xml_dump import Iterator
from deltas.tokenizers import wikitext_split
import mwpersistence
import mwreverts
from urllib.parse import quote
TO_ENCODE = ('title', 'editor')
PERSISTENCE_RADIUS=7
from deltas import SequenceMatcher
def calculate_persistence(tokens_added):
return(sum([(len(x.revisions)-1) for x in tokens_added]),
len(tokens_added))
class WikiqIterator():
def __init__(self, fh, collapse_user=False):
self.fh = fh
self.collapse_user = collapse_user
self.mwiterator = Iterator.from_file(self.fh)
self.__pages = self.load_pages()
def load_pages(self):
for page in self.mwiterator:
yield WikiqPage(page, collapse_user=self.collapse_user)
def __iter__(self):
return self.__pages
def __next__(self):
return next(self._pages)
class WikiqPage():
__slots__ = ('id', 'title', 'namespace', 'redirect',
'restrictions', 'mwpage', '__revisions',
'collapse_user')
def __init__(self, page, collapse_user=False):
self.id = page.id
self.title = page.title
self.namespace = page.namespace
self.redirect = page.redirect
self.restrictions = page.restrictions
self.collapse_user = collapse_user
self.mwpage = page
self.__revisions = self.rev_list()
def rev_list(self):
# Outline for how we want to handle collapse_user=True
# iteration rev.user prev_rev.user add prev_rev?
# 0 A None Never
# 1 A A False
# 2 B A True
# 3 A B True
# 4 A A False
# Post-loop A Always
for i, rev in enumerate(self.mwpage):
# never yield the first time
if i == 0:
if self.collapse_user:
collapsed_revs = 1
rev.collapsed_revs = collapsed_revs
else:
if self.collapse_user:
# yield if this is the last edit in a seq by a user and reset
if not rev.contributor.user_text == prev_rev.contributor.user_text:
yield prev_rev
collapsed_revs = 1
rev.collapsed_revs = collapsed_revs
# otherwise, add one to the counter
else:
collapsed_revs += 1
rev.collapsed_revs = collapsed_revs
# if collapse_user is false, we always yield
else:
yield prev_rev
prev_rev = rev
# also yield the final time
yield prev_rev
def __iter__(self):
return self.__revisions
def __next__(self):
return next(self.__revisions)
class WikiqParser():
def __init__(self, input_file, output_file, collapse_user=False, persist=False, urlencode=False, persist_legacy=False):
self.input_file = input_file
self.output_file = output_file
self.collapse_user = collapse_user
self.persist = persist
self.persist_legacy = persist_legacy
self.printed_header = False
self.namespaces = []
self.urlencode = urlencode
def __get_namespace_from_title(self, title):
default_ns = None
for ns in self.namespaces:
# skip if the namespace is not defined
if ns == None:
default_ns = self.namespaces[ns]
continue
if title.startswith(ns + ":"):
return self.namespaces[ns]
# if we've made it this far with no matches, we return the default namespace
return default_ns
def process(self):
# create a regex that creates the output filename
# output_filename = re.sub(r'^.*/(enwiki\-\d+)\-.*p(\d+)p.*$',
# r'output/wikiq-\1-\2.tsv',
# input_filename)
# Construct dump file iterator
dump = WikiqIterator(self.input_file, collapse_user=self.collapse_user)
# extract list of namspaces
self.namespaces = {ns.name : ns.id for ns in dump.mwiterator.namespaces}
page_count = 0
rev_count = 0
# Iterate through pages
for page in dump:
rev_detector = mwreverts.Detector()
if self.persist or self.persist_legacy:
window = deque(maxlen=PERSISTENCE_RADIUS)
if not self.persist_legacy:
state = mwpersistence.DiffState(SequenceMatcher(tokenizer = wikitext_split),
revert_radius=PERSISTENCE_RADIUS)
else:
from mw.lib import persistence
state = persistence.State()
# Iterate through a page's revisions
for rev in page:
rev_data = {'revid' : rev.id,
'date_time' : rev.timestamp.strftime('%Y-%m-%d %H:%M:%S'),
'articleid' : page.id,
'editor_id' : "" if rev.contributor.id == None else rev.contributor.id,
'title' : '"' + page.title + '"',
'namespace' : page.namespace if page.namespace else self.__get_namespace_from_title(page.title),
'deleted' : "TRUE" if rev.text.deleted else "FALSE" }
# if revisions are deleted, /many/ things will be missing
if rev.text.deleted:
rev_data['text_chars'] = ""
rev_data['sha1'] = ""
rev_data['revert'] = ""
rev_data['reverteds'] = ""
else:
# if text exists, we'll check for a sha1 and generate one otherwise
if rev.sha1:
text_sha1 = rev.sha1
else:
text_sha1 = sha1(bytes(rev.text, "utf8")).hexdigest()
rev_data['sha1'] = text_sha1
# TODO rev.bytes doesn't work.. looks like a bug
rev_data['text_chars'] = len(rev.text)
# generate revert data
revert = rev_detector.process(text_sha1, rev.id)
if revert:
rev_data['revert'] = "TRUE"
rev_data['reverteds'] = '"' + ",".join([str(x) for x in revert.reverteds]) + '"'
else:
rev_data['revert'] = "FALSE"
rev_data['reverteds'] = ""
# if the fact that the edit was minor can be hidden, this might be an issue
rev_data['minor'] = "TRUE" if rev.minor else "FALSE"
if rev.contributor.user_text:
# wrap user-defined editors in quotes for fread
rev_data['editor'] = '"' + rev.contributor.user_text + '"'
rev_data['anon'] = "TRUE" if rev.contributor.id == None else "FALSE"
else:
rev_data['anon'] = ""
rev_data['editor'] = ""
#if re.match(r'^#redirect \[\[.*\]\]', rev.text, re.I):
# redirect = True
#else:
# redirect = False
#TODO missing: additions_size deletions_size
# if collapse user was on, lets run that
if self.collapse_user:
rev_data['collapsed_revs'] = rev.collapsed_revs
if self.persist or self.persist_legacy:
if rev.text.deleted:
for k in ["token_revs", "tokens_added", "tokens_removed", "tokens_window"]:
old_rev_data[k] = None
else:
if not self.persist_legacy:
_, tokens_added, tokens_removed = state.update(rev.text, rev.id)
else:
_, tokens_added, tokens_removed = state.process(rev.text, rev.id,text_sha1)
window.append((rev.id, rev_data, tokens_added, tokens_removed))
if len(window) == PERSISTENCE_RADIUS:
old_rev_id, old_rev_data, old_tokens_added, old_tokens_removed = window[0]
num_token_revs, num_tokens = calculate_persistence(old_tokens_added)
old_rev_data["token_revs"] = num_token_revs
old_rev_data["tokens_added"] = num_tokens
old_rev_data["tokens_removed"] = len(old_tokens_removed)
old_rev_data["tokens_window"] = PERSISTENCE_RADIUS-1
self.print_rev_data(old_rev_data)
else:
self.print_rev_data(rev_data)
rev_count += 1
if self.persist or self.persist_legacy:
# print out metadata for the last RADIUS revisions
for i, item in enumerate(window):
# if the window was full, we've already printed item 0
if len(window) == PERSISTENCE_RADIUS and i == 0:
continue
rev_id, rev_data, tokens_added, tokens_removed = item
num_token_revs, num_tokens = calculate_persistence(tokens_added)
rev_data["token_revs"] = num_token_revs
rev_data["tokens_added"] = num_tokens
rev_data["tokens_removed"] = len(tokens_removed)
rev_data["tokens_window"] = len(window)-(i+1)
self.print_rev_data(rev_data)
page_count += 1
print("Done: %s revisions and %s pages." % (rev_count, page_count),
file=sys.stderr)
def print_rev_data(self, rev_data):
# if it's the first time through, print the header
if self.urlencode:
for field in TO_ENCODE:
rev_data[field] = quote(str(rev_data[field]))
if not self.printed_header:
print("\t".join([str(k) for k in sorted(rev_data.keys())]), file=self.output_file)
self.printed_header = True
print("\t".join([str(v) for k, v in sorted(rev_data.items())]), file=self.output_file)
def open_input_file(input_filename):
if re.match(r'.*\.7z$', input_filename):
cmd = ["7za", "x", "-so", input_filename, '*']
elif re.match(r'.*\.gz$', input_filename):
cmd = ["zcat", input_filename]
elif re.match(r'.*\.bz2$', input_filename):
cmd = ["bzcat", "-dk", input_filename]
try:
input_file = Popen(cmd, stdout=PIPE).stdout
except NameError:
input_file = open(input_filename, 'r')
return input_file
def open_output_file(input_filename):
# create a regex that creates the output filename
output_filename = re.sub(r'\.(7z|gz|bz2)?$', '', input_filename)
output_filename = re.sub(r'\.xml', '', output_filename)
output_filename = output_filename + ".tsv"
output_file = open(output_filename, "w")
return output_file
parser = argparse.ArgumentParser(description='Parse MediaWiki XML database dumps into tab delimitted data.')
# arguments for the input direction
parser.add_argument('dumpfiles', metavar="DUMPFILE", nargs="*", type=str,
help="Filename of the compressed or uncompressed XML database dump. If absent, we'll look for content on stdin and output on stdout.")
parser.add_argument('-o', '--output-dir', metavar='DIR', dest='output_dir', type=str, nargs=1,
help="Directory for output files.")
parser.add_argument('-s', '--stdout', dest="stdout", action="store_true",
help="Write output to standard out (do not create dump file)")
parser.add_argument('--collapse-user', dest="collapse_user", action="store_true",
help="Operate only on the final revision made by user a user within all sequences of consecutive edits made by a user. This can be useful for addressing issues with text persistence measures.")
parser.add_argument('-p', '--persistence', dest="persist", action="store_true",
help="Compute and report measures of content persistent: (1) persistent token revisions, (2) tokens added, and (3) number of revision used in computing the first measure.")
parser.add_argument('-u', '--url-encode', dest="urlencode", action="store_true",
help="Output url encoded text strings. This works around some data issues like newlines in editor names. In the future it may be used to output other text data.")
parser.add_argument('--persistence-legacy', dest="persist_legacy", action="store_true",
help="Legacy behavior for persistence calculation. Output url encoded text strings. This works around some data issues like newlines in editor names. In the future it may be used to output other text data.")
args = parser.parse_args()
if len(args.dumpfiles) > 0:
for filename in args.dumpfiles:
input_file = open_input_file(filename)
# open directory for output
if args.output_dir:
output_dir = args.output_dir[0]
else:
output_dir = "."
print("Processing file: %s" % filename, file=sys.stderr)
if args.stdout:
output_file = sys.stdout
else:
filename = os.path.join(output_dir, os.path.basename(filename))
output_file = open_output_file(filename)
wikiq = WikiqParser(input_file, output_file,
collapse_user=args.collapse_user,
persist=args.persist,
persist_legacy=args.persist_legacy,
urlencode=args.urlencode)
wikiq.process()
# close things
input_file.close()
output_file.close()
else:
wikiq = WikiqParser(sys.stdin, sys.stdout,
collapse_user=args.collapse_user,
persist=args.persist,
persist_legacy=args.persist_legacy,
urlencode=args.urlencode)
wikiq.process()
# stop_words = "a,able,about,across,after,all,almost,also,am,among,an,and,any,are,as,at,be,because,been,but,by,can,cannot,could,dear,did,do,does,either,else,ever,every,for,from,get,got,had,has,have,he,her,hers,him,his,how,however,i,if,in,into,is,it,its,just,least,let,like,likely,may,me,might,most,must,my,neither,no,nor,not,of,off,often,on,only,or,other,our,own,rather,said,say,says,she,should,since,so,some,than,that,the,their,them,then,there,these,they,this,tis,to,too,twas,us,wants,was,we,were,what,when,where,which,while,who,whom,why,will,with,would,yet,you,your"
# stop_words = stop_words.split(",")