import sys
import os, os.path
import re
+from datetime import datetime
from subprocess import Popen, PIPE
from collections import deque
from deltas import SequenceMatcher
from deltas import SegmentMatcher
+from dataclasses import dataclass
+import pandas as pd
+import pyarrow as pa
+import pyarrow.parquet as pq
+
class PersistMethod:
none = 0
sequence = 1
return(sum([(len(x.revisions)-1) for x in tokens_added]),
len(tokens_added))
-def matchmake(scanned_content, rev_data, regex, label):
- p = re.compile(regex)
-
- temp_dict = {}
- # if there are named capture groups in the regex
- if bool(p.groupindex):
- capture_groups = list(p.groupindex.keys())
-
- # initialize the {capture_group_name:list} for each capture group
- for cap_group in capture_groups:
- temp_dict["{}_{}".format(label, cap_group)] = []
-
- # if there are matches of some sort in this revision content, fill the lists for each cap_group
- if p.search(scanned_content) is not None:
- m = re.finditer(p,scanned_content)
- matchobjects = list(m)
-
- for cap_group in capture_groups:
- temp_list = []
- for match in matchobjects:
- # we only want to add the match for the capture group if the match is not None
- if match.group(cap_group) != None:
- temp_list.append(match.group(cap_group))
-
- # if temp_list of matches is empty just make that column None
- if len(temp_list)==0:
- temp_dict["{}_{}".format(label, cap_group)] = None
- # else we put in the list we made in the for-loop above
- else:
- temp_dict["{}_{}".format(label, cap_group)] = ', '.join(temp_list)
-
- # there are no matches at all in this revision content, we default values to None
- else:
- for cap_group in capture_groups:
- temp_dict["{}_{}".format(label, cap_group)] = None
-
- # there are no capture groups, we just search for all the matches of the regex
- else:
- #given that there are matches to be made
- if p.search(scanned_content) is not None:
- m = p.findall(scanned_content)
- temp_dict[label] = ', '.join(m)
- else:
- temp_dict[label] = None
- # update rev_data with our new columns
- rev_data.update(temp_dict)
-# print(rev_data.keys())
- return rev_data
-
class WikiqIterator():
def __init__(self, fh, collapse_user=False):
def __next__(self):
return next(self.__revisions)
+
+class RegexPair(object):
+ def __init__(self, pattern, label):
+ self.pattern = re.compile(pattern)
+ self.label = label
+ self.has_groups = bool(self.pattern.groupindex)
+ if self.has_groups:
+ self.capture_groups = list(self.pattern.groupindex.keys())
+
+ def _make_key(self, cap_group):
+ return ("{}_{}".format(self.label, cap_group))
+
+ def matchmake(self, content, rev_data):
+
+ temp_dict = {}
+ # if there are named capture groups in the regex
+ if self.has_groups:
+
+ # if there are matches of some sort in this revision content, fill the lists for each cap_group
+ if self.pattern.search(content) is not None:
+ m = self.pattern.finditer(content)
+ matchobjects = list(m)
+
+ for cap_group in self.capture_groups:
+ key = self._make_key(cap_group)
+ temp_list = []
+ for match in matchobjects:
+ # we only want to add the match for the capture group if the match is not None
+ if match.group(cap_group) != None:
+ temp_list.append(match.group(cap_group))
+
+ # if temp_list of matches is empty just make that column None
+ if len(temp_list)==0:
+ temp_dict[key] = None
+ # else we put in the list we made in the for-loop above
+ else:
+ temp_dict[key] = ', '.join(temp_list)
+
+ # there are no matches at all in this revision content, we default values to None
+ else:
+ for cap_group in self.capture_groups:
+ key = self._make_key(cap_group)
+ temp_dict[key] = None
+
+ # there are no capture groups, we just search for all the matches of the regex
+ else:
+ #given that there are matches to be made
+ if type(content) in(str, bytes):
+ if self.pattern.search(content) is not None:
+ m = self.pattern.findall(content)
+ temp_dict[self.label] = ', '.join(m)
+ else:
+ temp_dict[self.label] = None
+
+ # update rev_data with our new columns
+ for k, v in temp_dict:
+ rev_data.setattr(k,v)
+
+ return rev_data
+
+@dataclass()
+class RevDataBase():
+ revid: int
+ date_time: datetime
+ articleid: int
+ editorid: int
+ title: str
+ namespace: int
+ deleted: bool
+ text_chars: int = None
+ revert: bool = None
+ reverteds: list[int] = None
+ sha1: str = None
+ minor: bool = None
+ editor: str = None
+ anon: bool = None
+ collapsed_revs:int = None
+
+ pa_schema_fields = [
+ pa.field("revid", pa.int64),
+ pa.field("date_time",pa.timestamp('ms')),
+ pa.field("articleid",pa.int64()),
+ pa.field("editorid",pa.int64()),
+ pa.field("title",pa.string()),
+ pa.field("namespace",pa.int32()),
+ pa.field("deleted",pa.binary()),
+ pa.field("test_chars",pa.int32()),
+ pa.field("revert",pa.binary()),
+ pa.field("reverteds",pa.list_(pa.int64())),
+ pa.field("sha1",pa.string()),
+ pa.field("minor",pa.binary()),
+ pa.field("editor",pa.string()),
+ pa.field("anon",pa.binary())
+ ]
+
+ def to_pyarrow(self):
+ return pa.array(self.astuple(), map(self.pa_schema_fields, pa.field.type))
+
+
+ def to_tsv_row(self):
+
+ row = []
+ for f in self.fields():
+ val = getattr(self, f.name)
+ if getattr(self, f.name) is None:
+ row.append("")
+ elif f.type == bool:
+ row.append("TRUE" if val else "FALSE")
+
+ elif f.type == datetime:
+ row.append(val.strftime('%Y-%m-%d %H:%M:%S'))
+
+ elif f.name in {'editor','title'}:
+ s = '"' + val + '"'
+ if f.name in TO_ENCODE:
+ row.append(quote(str(val)))
+
+ elif f.type == list[int]:
+ row.append('"' + ",".join([str(x) for x in val]) + '"')
+
+ elif f.type == str:
+ if f.name in TO_ENCODE:
+ row.append(quote(str(val)))
+ else:
+ row.append(val)
+
+ return '\t'.join(row)
+
+ # def __init__(revid: int,
+ # date_time: datetime,
+ # articleid: int,
+ # editorid: int,
+ # title: str,
+ # namespace: int,
+ # deleted: bool,
+ # test_chars: int,
+ # revert: bool,
+ # reverteds: list[bool],
+ # sha1: str,
+ # minor: bool,
+ # editor: str,
+ # anon: bool):
+
+
+
+@dataclass()
+class RevDataCollapse(RevDataBase):
+ collapsed_revs:int = None
+ pa_collapsed_revs_schema = pa.field('collapsed_revs',pa.int64())
+ pa_schema_fields = RevDataBase.pa_schema_fields + pa_collapsed_revs_schema
+ pa_schema = pa.schema(pa_schema_fields)
+
+@dataclass()
+class RevDataPersistence(RevDataBase):
+ token_revs:int = None
+ tokens_added:int = None
+ tokens_removed:int = None
+ tokens_window:int = None
+ pa_persistence_schema_fields = [
+ pa.field(token_revs, pa.int64()),
+ pa.field(tokens_added, pa.int64()),
+ pa.field(tokens_removed, pa.int64()),
+ pa.tokens_window, pa.int64()]
+
+ pa_schema_fields = RevDataBase.pa_schema_fields + pa_persistence_schema_fields
+
+@dataclass()
+class RevDataCollapsePersistence(RevDataCollapse, RevDataPersistence):
+ pa_scehma_fields = RevDataCollapse.pa_schema_fields + RevDataPersistence.pa_persistence_schema_fields
+
class WikiqParser():
- def __init__(self, input_file, output_file, regex_match_revision, regex_match_comment, regex_revision_label, regex_comment_label, collapse_user=False, persist=None, urlencode=False, namespaces = None, revert_radius=15):
+ def __init__(self, input_file, output_file, regex_match_revision, regex_match_comment, regex_revision_label, regex_comment_label, collapse_user=False, persist=None, urlencode=False, namespaces = None, revert_radius=15, output_parquet=True, parquet_buffer_size=2000):
"""
Parameters:
persist : what persistence method to use. Takes a PersistMethod value
"""
-
self.input_file = input_file
- self.output_file = output_file
+
self.collapse_user = collapse_user
self.persist = persist
- self.printed_header = False
self.namespaces = []
self.urlencode = urlencode
self.revert_radius = revert_radius
- self.regex_match_revision = regex_match_revision
- self.regex_revision_label = regex_revision_label
- self.regex_match_comment = regex_match_comment
- self.regex_comment_label = regex_comment_label
+
+ self.output_buffer = []
+ self.output_buffer_size = output_buffer_size
if namespaces is not None:
self.namespace_filter = set(namespaces)
else:
self.namespace_filter = None
+ self.regex_schemas = []
+ self.regex_revision_pairs = self.make_matchmake_pairs(regex_match_revision, regex_revision_label)
+ self.regex_comment_pairs = self.make_matchmake_pairs(regex_match_comment, regex_comment_label)
+
+ if self.collapse_user is True:
+ if self.persist == PersistMethod.none:
+ revdata_type = RevDataCollapse
+ else:
+ revdata_type = RevDataCollapsePersistence
+ elif self.persist != PersistMethod.none:
+ revdata_type = RevDataPersistence
+ else:
+ revdata_type = RevDataBase
+
+ regex_fields = [(field.name, list[str]), for field in self.regex_schemas]
+ self.revdata_type = dataclasses.make_dataclass('RevData_Parser',
+ fields=map(regex_fields,
+ lambda pa_field: (pa_field.name,
+ list[string],
+ field(default=None))),
+ bases=(revdata_type))
+
+ self.revdata_type.pa_schema_fields = revdata_type.pa_schema_fields + regex_fields
+
+ if output_parquet is True:
+ self.output_parquet = True
+ self.pq_writer = None
+ self.output_file = output_file
+ else:
+ self.output_file = open(output_file,'w')
+
+
+ def make_matchmake_pairs(self, patterns, labels):
+ if (patterns is not None and labels is not None) and \
+ (len(patterns) == len(labels)):
+ result = []
+ for pattern, label in zip(patterns, labels):
+ result.append(RegexPair(pattern, label))
+ self.regex_schemas.append(pa.field(label, pa.list_(pa.string())))
+
+ return result
+ elif (patterns is None and labels is None):
+ return []
+ else:
+ sys.exit('Each regular expression *must* come with a corresponding label and vice versa.')
+
+ def matchmake(self, rev, rev_data):
+ rev_data = self.matchmake_revision(rev.text, rev_data)
+ rev_data = self.matchmake_comment(rev.comment, rev_data)
+ return rev_data
+
+ def matchmake_revision(self, text, rev_data):
+ return self.matchmake_pairs(text, rev_data, self.regex_revision_pairs)
+
+ def matchmake_comment(self, comment, rev_data):
+ return self.matchmake_pairs(comment, rev_data, self.regex_comment_pairs)
+
+ def matchmake_pairs(self, text, rev_data, pairs):
+ for pair in pairs:
+ rev_data = pair.matchmake(text, rev_data)
+ return rev_data
+
def __get_namespace_from_title(self, title):
default_ns = None
if namespace not in self.namespace_filter:
continue
-# print(self.revert_radius)
rev_detector = mwreverts.Detector(radius = self.revert_radius)
-
if self.persist != PersistMethod.none:
window = deque(maxlen=PERSISTENCE_RADIUS)
# Iterate through a page's revisions
for rev in page:
- # initialize rev_data
- rev_data = {}
+ rev_data = self.revdata_type(revid = rev.id,
+ date_time = rev.timestamp,
+ articleid = page.id,
+ editorid = "" if rev.deleted.user == True or rev.user.id is None else rev.user.id,
+ title = page.title,
+ deleted = rev.deleted.text
+ )
- # if the command line args only gave a label (and no regular expression is given)
- if (self.regex_revision_label != None and self.regex_match_revision == None) or (self.regex_comment_label != None and self.regex_match_comment == None):
- sys.exit('The given regex label(s) has no corresponding regex to search for.')
-
- # if there's anything in the list of regex_match_revision
- if self.regex_match_revision is not None:
- if (self.regex_revision_label == None) or (len(self.regex_match_revision) != len(self.regex_revision_label)):
- sys.exit('Each regular expression *must* come with a corresponding label and vice versa.')
-
- # initialize and construct the list of regex-label tuples
- pairs = []
- for i in range(0,len(self.regex_match_revision)):
- pairs.append((self.regex_match_revision[i], self.regex_revision_label[i]))
-
- # for each regex/label pair, we now run matchmake to check and output columns
- for pair in pairs:
- # pair[0] corresponds to the regex, pair[1] to the label
- rev_data = matchmake(rev.text, rev_data, pair[0], pair[1])
-
- # if there's anything in the list of regex_match_comment
- if self.regex_match_comment is not None:
- if (self.regex_comment_label == None) or (len(self.regex_match_comment) != len(self.regex_comment_label)):
- sys.exit('Each regular expression *must* come with a corresponding label and vice versa.')
-
- # initialize and construct the list of regex-label tuples
- pairs = []
- for i in range(0,len(self.regex_match_comment)):
- pairs.append((self.regex_match_comment[i], self.regex_comment_label[i]))
-
- # for each regex/label pair, we now run matchmake to check and output columns
- for pair in pairs:
- # pair[0] corresponds to the regex, pair[1] to the label
- rev_data = matchmake(rev.comment, rev_data, pair[0], pair[1])
-
- # we fill out the rest of the data structure now
- rev_data['revid'] = rev.id
- rev_data['date_time'] = rev.timestamp.strftime('%Y-%m-%d %H:%M:%S')
- rev_data['articleid'] = page.id
- rev_data['editor_id'] = "" if rev.deleted.user == True or rev.user.id is None else rev.user.id
- rev_data['title'] = '"' + page.title + '"'
- rev_data['namespace'] = namespace
- rev_data['deleted'] = "TRUE" if rev.deleted.text else "FALSE"
-
- # if revisions are deleted, /many/ things will be missing
- if rev.deleted.text:
- rev_data['text_chars'] = ""
- rev_data['sha1'] = ""
- rev_data['revert'] = ""
- rev_data['reverteds'] = ""
+ rev_data = self.matchmake(rev, rev_data)
- else:
+ if not rev.deleted.text:
# rev.text can be None if the page has no text
if not rev.text:
rev.text = ""
text_sha1 = sha1(bytes(rev.text, "utf8")).hexdigest()
- rev_data['sha1'] = text_sha1
+ rev_data.sha1 = text_sha1
# TODO rev.bytes doesn't work.. looks like a bug
- rev_data['text_chars'] = len(rev.text)
+ rev_data.text_chars = len(rev.text)
# generate revert data
- revert = rev_detector.process(text_sha1, rev.id)
+ rev_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'] = ""
+ rev_data.reverteds = revert.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"
+ rev_data.minor = rev.minor
if not rev.deleted.user:
# wrap user-defined editors in quotes for fread
- rev_data['editor'] = '"' + rev.user.text + '"'
- rev_data['anon'] = "TRUE" if rev.user.id == None else "FALSE"
+ rev_data.editor = rev.user.text
+ rev_data.anon = rev.user.id == None
- else:
- rev_data['anon'] = ""
- rev_data['editor'] = ""
-
#if re.match(r'^#redirect \[\[.*\]\]', rev.text, re.I):
# redirect = True
#else:
# if collapse user was on, lets run that
if self.collapse_user:
- rev_data['collapsed_revs'] = rev.collapsed_revs
+ rev_data.collapsed_revs = rev.collapsed_revs
if self.persist != PersistMethod.none:
- if rev.deleted.text:
- for k in ["token_revs", "tokens_added", "tokens_removed", "tokens_window"]:
- old_rev_data[k] = None
- else:
+
+ if not rev.deleted.text:
if self.persist != PersistMethod.legacy:
_, tokens_added, tokens_removed = state.update(rev.text, rev.id)
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
+ rev_data.token_revs = num_token_revs
+ rev_data.tokens_added = num_tokens
+ rev_data.tokens_removed = len(old_tokens_removed)
+ rev_data.tokens_window = PERSISTENCE_RADIUS-1
- self.print_rev_data(old_rev_data)
+ self.print_rev_data(rev_data)
else:
self.print_rev_data(rev_data)
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)
-
+ 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)
+ if self.output_parquet is True:
+ self.flush_parquet_buffer()
+ self.pq_writer.close()
+
+ else:
+ output_file.close()
+
+
+ def write_parquet_row(self, rev_data):
+ padata = rev_data.to_pyarrow()
+ self.output_buffer.append(padata)
+
+ if len(self.output_buffer) >= self.output_buffer_size:
+ self.flush_parquet_buffer()
+
+
+ def flush_parquet_buffer(self):
+ outtable = pa.table.concat_arrays(self.output_buffer)
+ if self.pq_writer is None:
+ schema = pa.schema(self.revdata_type.pa_schema_field)
+ self.pq_writer = pq.ParquetWriter(self.output_file, schema, flavor='spark')
+
+ self.pq_writer.write_table(outtable)
+ self.output_buffer = []
+
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
+ if self.output_parquet is False:
+ printfunc = self.write_tsv_row
+ else:
+ printfunc = self.write_parquet_row
- print("\t".join([str(v) for k, v in sorted(rev_data.items())]), file=self.output_file)
+ printfunc(rev_data)
+
+ def write_tsv_row(self, rev_data):
+
+ self.output_buffer.append(rev_data.to_tsv_line())
+
+ if len(self.output_buffer) >= self.output_buffer_size:
+ self.flush_tsv_buffer()
+ def flush_tsv_buffer():
+ if self.output_header:
+
def open_input_file(input_filename):
if re.match(r'.*\.7z$', input_filename):
- cmd = ["7za", "x", "-so", input_filename, '*']
+ cmd = ["7za", "x", "-so", input_filename, "*.xml"]
elif re.match(r'.*\.gz$', input_filename):
cmd = ["zcat", input_filename]
elif re.match(r'.*\.bz2$', input_filename):
return input_file
-def open_output_file(input_filename):
- # create a regex that creates the output filename
+def get_output_filename(input_filename, parquet = False):
output_filename = re.sub(r'\.(7z|gz|bz2)?$', '', input_filename)
output_filename = re.sub(r'\.xml', '', output_filename)
- output_filename = output_filename + ".tsv"
- output_file = open(output_filename, "w")
+ if parquet is False:
+ output_filename = output_filename + ".tsv"
+ else:
+ output_filename = output_filename + ".parquet"
+ return output_filename
+def open_output_file(input_filename):
+ # create a regex that creates the output filename
+ output_filename = get_output_filename(input_filename, parquet = False)
+ output_file = open(output_filename, "w")
return output_file
parser = argparse.ArgumentParser(description='Parse MediaWiki XML database dumps into tab delimitted data.')
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.")
+ help="Directory for output files. If it ends with .parquet output will be in parquet format.")
parser.add_argument('-s', '--stdout', dest="stdout", action="store_true",
help="Write output to standard out (do not create dump file)")
args = parser.parse_args()
+
+
# set persistence method
if args.persist is None:
namespaces = None
if len(args.dumpfiles) > 0:
+ output_parquet = False
for filename in args.dumpfiles:
input_file = open_input_file(filename)
else:
output_dir = "."
+ if output_dir.endswith(".parquet"):
+ output_parquet = True
+
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)
+ output_file = get_output_filename(filename, parquet = output_parquet)
wikiq = WikiqParser(input_file,
output_file,
regex_match_revision = args.regex_match_revision,
regex_revision_label = args.regex_revision_label,
regex_match_comment = args.regex_match_comment,
- regex_comment_label = args.regex_comment_label)
+ regex_comment_label = args.regex_comment_label,
+ output_parquet=output_parquet)
+ print(wikiq.output_parquet)
wikiq.process()
# close things
input_file.close()
- output_file.close()
+
else:
wikiq = WikiqParser(sys.stdin,
sys.stdout,
projects / mediawiki_dump_tools.git / blobdiff