diff options
Diffstat (limited to 'backend/tol_data/dbpedia/gen_desc_data.py')
| -rwxr-xr-x | backend/tol_data/dbpedia/gen_desc_data.py | 120 |
1 files changed, 120 insertions, 0 deletions
diff --git a/backend/tol_data/dbpedia/gen_desc_data.py b/backend/tol_data/dbpedia/gen_desc_data.py new file mode 100755 index 0000000..50418e0 --- /dev/null +++ b/backend/tol_data/dbpedia/gen_desc_data.py @@ -0,0 +1,120 @@ +#!/usr/bin/python3 + +""" +Adds DBpedia labels/types/abstracts/etc data into a database +""" + +# In testing, this script took a few hours to run, and generated about 10GB + +import re +import bz2, sqlite3 + +LABELS_FILE = 'labels_lang=en.ttl.bz2' # Had about 16e6 entries +IDS_FILE = 'page_lang=en_ids.ttl.bz2' +REDIRECTS_FILE = 'redirects_lang=en_transitive.ttl.bz2' +DISAMBIG_FILE = 'disambiguations_lang=en.ttl.bz2' +TYPES_FILE = 'instance-types_lang=en_specific.ttl.bz2' +ABSTRACTS_FILE = 'short-abstracts_lang=en.ttl.bz2' +DB_FILE = 'desc_data.db' + +def genData( + labelsFile: str, idsFile: str, redirectsFile: str, disambigFile: str, + typesFile: str, abstractsFile: str, dbFile: str) -> None: + """ Reads the files and writes to db """ + print('Creating database') + dbCon = sqlite3.connect(dbFile) + dbCur = dbCon.cursor() + # + print('Reading/storing label data') + dbCur.execute('CREATE TABLE labels (iri TEXT PRIMARY KEY, label TEXT)') + dbCur.execute('CREATE INDEX labels_idx ON labels(label)') + dbCur.execute('CREATE INDEX labels_idx_nc ON labels(label COLLATE NOCASE)') + labelLineRegex = re.compile(r'<([^>]+)> <[^>]+> "((?:[^"]|\\")+)"@en \.\n') + with bz2.open(labelsFile, mode='rt') as file: + for lineNum, line in enumerate(file, 1): + if lineNum % 1e5 == 0: + print(f'At line {lineNum}') + match = labelLineRegex.fullmatch(line) + if match is None: + raise Exception(f'ERROR: Line {lineNum} has unexpected format') + dbCur.execute('INSERT INTO labels VALUES (?, ?)', (match.group(1), match.group(2))) + # + print('Reading/storing wiki page ids') + dbCur.execute('CREATE TABLE ids (iri TEXT PRIMARY KEY, id INT)') + dbCur.execute('CREATE INDEX ids_idx ON ids(id)') + idLineRegex = re.compile(r'<([^>]+)> <[^>]+> "(\d+)".*\n') + with bz2.open(idsFile, mode='rt') as file: + for lineNum, line in enumerate(file, 1): + if lineNum % 1e5 == 0: + print(f'At line {lineNum}') + match = idLineRegex.fullmatch(line) + if match is None: + raise Exception(f'ERROR: Line {lineNum} has unexpected format') + try: + dbCur.execute('INSERT INTO ids VALUES (?, ?)', (match.group(1), int(match.group(2)))) + except sqlite3.IntegrityError as e: + # Accounts for certain lines that have the same IRI + print(f'WARNING: Failed to add entry with IRI "{match.group(1)}": {e}') + # + print('Reading/storing redirection data') + dbCur.execute('CREATE TABLE redirects (iri TEXT PRIMARY KEY, target TEXT)') + redirLineRegex = re.compile(r'<([^>]+)> <[^>]+> <([^>]+)> \.\n') + with bz2.open(redirectsFile, mode='rt') as file: + for lineNum, line in enumerate(file, 1): + if lineNum % 1e5 == 0: + print(f'At line {lineNum}') + match = redirLineRegex.fullmatch(line) + if match is None: + raise Exception(f'ERROR: Line {lineNum} has unexpected format') + dbCur.execute('INSERT INTO redirects VALUES (?, ?)', (match.group(1), match.group(2))) + # + print('Reading/storing diambiguation-page data') + dbCur.execute('CREATE TABLE disambiguations (iri TEXT PRIMARY KEY)') + disambigLineRegex = redirLineRegex + with bz2.open(disambigFile, mode='rt') as file: + for lineNum, line in enumerate(file, 1): + if lineNum % 1e5 == 0: + print(f'At line {lineNum}') + match = disambigLineRegex.fullmatch(line) + if match is None: + raise Exception(f'ERROR: Line {lineNum} has unexpected format') + dbCur.execute('INSERT OR IGNORE INTO disambiguations VALUES (?)', (match.group(1),)) + # + print('Reading/storing instance-type data') + dbCur.execute('CREATE TABLE types (iri TEXT, type TEXT)') + dbCur.execute('CREATE INDEX types_iri_idx ON types(iri)') + typeLineRegex = redirLineRegex + with bz2.open(typesFile, mode='rt') as file: + for lineNum, line in enumerate(file, 1): + if lineNum % 1e5 == 0: + print(f'At line {lineNum}') + match = typeLineRegex.fullmatch(line) + if match is None: + raise Exception(f'ERROR: Line {lineNum} has unexpected format') + dbCur.execute('INSERT INTO types VALUES (?, ?)', (match.group(1), match.group(2))) + # + print('Reading/storing abstracts') + dbCur.execute('CREATE TABLE abstracts (iri TEXT PRIMARY KEY, abstract TEXT)') + descLineRegex = labelLineRegex + with bz2.open(abstractsFile, mode='rt') as file: + for lineNum, line in enumerate(file): + if lineNum % 1e5 == 0: + print(f'At line {lineNum}') + if line[0] == '#': + continue + match = descLineRegex.fullmatch(line) + if match is None: + raise Exception(f'ERROR: Line {lineNum} has unexpected format') + dbCur.execute('INSERT INTO abstracts VALUES (?, ?)', + (match.group(1), match.group(2).replace(r'\"', '"'))) + # + print('Closing database') + dbCon.commit() + dbCon.close() + +if __name__ == '__main__': + import argparse + parser = argparse.ArgumentParser(description=__doc__, formatter_class=argparse.RawDescriptionHelpFormatter) + parser.parse_args() + # + genData(LABELS_FILE, IDS_FILE, REDIRECTS_FILE, DISAMBIG_FILE, TYPES_FILE, ABSTRACTS_FILE, DB_FILE) |
