136 lines
6.1 KiB
Python
136 lines
6.1 KiB
Python
import sys
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import os
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import shutil
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import codecs
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import re
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import lxml.etree as lxml
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import classla
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from classla import Document
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from classla.models.common.conll import CoNLLFile
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input_file_name = sys.argv[1]
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output_file_name = sys.argv[2]
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TMP_DIRECTORY = '../tmp/structure_assignment'
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CONLLU_TEI_SCRIPT_NAME = 'conllu_to_xml.py'
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MWE_EXTRACTION_SCRIPT_NAME = 'wani.py'
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STRUCTURE_ASSIGNMENT_SCRIPT_NAME = 'assign_structures.py'
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STRUCTURE_CREATION_SCRIPT_NAME = 'create_structures.py'
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STRUCTURE_CREATION_SCRIPT_NAME = 'create_structures.py'
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TEI_DICTIONARY_SCRIPT_NAME = 'tei_to_dictionary.py'
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OBELIKS_JAR_FILE_NAME = '../resources/obeliks.jar'
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TRANSLATION_FILE_NAME = '../resources/dict.xml'
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CLASSLA_MODELS_DIRECTORY = '../resources/classla'
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STRUCTURE_CURRENT_FILE_NAME = '../resources/structures.xml'
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STRUCTURE_SCHEMA_FILE_NAME = '../resources/structures.xsd'
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DICTIONARY_SCHEMA_FILE_NAME = '../resources/monolingual_dictionaries.xsd'
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STRING_LIST_FILE_NAME = TMP_DIRECTORY + '/strings.txt'
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OBELIKS_RAW_FILE_NAME = TMP_DIRECTORY + '/obeliks_raw.conllu'
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OBELIKS_TWEAKED_FILE_NAME = TMP_DIRECTORY + '/obeliks_tweaked.conllu'
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CLASSLA_FILE_NAME = TMP_DIRECTORY + '/classla.conllu'
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TEI_INIT_FILE_NAME = TMP_DIRECTORY + '/tei_initial.xml'
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TEI_STRUCTURE_1_FILE_NAME = TMP_DIRECTORY + '/tei_with_structure_ids1.xml'
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TEI_STRUCTURE_2_FILE_NAME = TMP_DIRECTORY + '/tei_with_structure_ids2.xml'
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MWE_CSV_1_FILE_NAME = TMP_DIRECTORY + '/mwes1.csv'
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MWE_CSV_2_FILE_NAME = TMP_DIRECTORY + '/mwes2.csv'
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STRUCTURE_NEW_FILE_NAME = TMP_DIRECTORY + '/structures_new.xml'
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DICTIONARY_XML_FILE_NAME = TMP_DIRECTORY + '/dictionary.xml'
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NLP_CONFIG_MAP = {
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'treebank': 'sl_ssj_jos',
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'processors': 'tokenize,pos,lemma,depparse',
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'tokenize_pretokenized': True,
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'models_dir': CLASSLA_MODELS_DIRECTORY
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}
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XML_ID_PREFIX = 's'
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def run_pipeline(input_file_name, output_file_name):
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shutil.rmtree(TMP_DIRECTORY, True)
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os.makedirs(TMP_DIRECTORY, exist_ok=True)
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shutil.copyfile(input_file_name, STRING_LIST_FILE_NAME)
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run_obeliks4J(STRING_LIST_FILE_NAME, OBELIKS_RAW_FILE_NAME)
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fix_xml_ids(OBELIKS_RAW_FILE_NAME, OBELIKS_TWEAKED_FILE_NAME)
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run_classla(OBELIKS_TWEAKED_FILE_NAME, CLASSLA_FILE_NAME)
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run_tei_conversion(CLASSLA_FILE_NAME, TEI_INIT_FILE_NAME)
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run_mwe_extraction(STRUCTURE_CURRENT_FILE_NAME, TEI_INIT_FILE_NAME, MWE_CSV_1_FILE_NAME)
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run_structure_assignment(STRING_LIST_FILE_NAME, TEI_INIT_FILE_NAME, MWE_CSV_1_FILE_NAME, TEI_STRUCTURE_1_FILE_NAME)
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run_structure_creation(STRUCTURE_CURRENT_FILE_NAME, TEI_STRUCTURE_1_FILE_NAME, STRUCTURE_NEW_FILE_NAME)
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validate_structures(STRUCTURE_NEW_FILE_NAME)
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run_mwe_extraction(STRUCTURE_NEW_FILE_NAME, TEI_INIT_FILE_NAME, MWE_CSV_2_FILE_NAME)
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run_structure_assignment(STRING_LIST_FILE_NAME, TEI_INIT_FILE_NAME, MWE_CSV_2_FILE_NAME, TEI_STRUCTURE_2_FILE_NAME)
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run_dictionary_conversion(TEI_STRUCTURE_2_FILE_NAME, DICTIONARY_XML_FILE_NAME)
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validate_dictionary(DICTIONARY_XML_FILE_NAME)
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shutil.copyfile(DICTIONARY_XML_FILE_NAME, output_file_name)
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def run_obeliks4J(obeliks_file_name, classla_file_name):
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print('Running obeliks ...')
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obeliks_command = 'java -jar ' + OBELIKS_JAR_FILE_NAME + ' -d -if ' + STRING_LIST_FILE_NAME + ' -o ' + OBELIKS_RAW_FILE_NAME
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os.system(obeliks_command)
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def fix_xml_ids(input_file_name, output_file_name):
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print('Fixing xml ids ...')
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output_file = codecs.open(output_file_name, 'w')
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input_file = codecs.open(input_file_name, 'r')
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regexp = r'^(# sent_id = )(\d+\.\d+)$'
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for line in input_file:
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match = re.search(regexp, line)
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if (match):
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line = match.group(1) + XML_ID_PREFIX + match.group(2) + '\n'
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output_file.write(line)
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input_file.close()
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output_file.close()
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def run_classla(obeliks_file_name, classla_file_name):
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print('Running classla ...')
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doc = Document(text=None)
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conll_file = CoNLLFile(filename=obeliks_file_name)
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doc.conll_file = conll_file
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nlp = classla.Pipeline('sl', **NLP_CONFIG_MAP)
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result = nlp(doc)
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result.conll_file.write_conll(classla_file_name)
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def run_tei_conversion(classla_file_name, tei_file_name):
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print('Converting to tei ...')
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convert_command = ' '.join(['python', CONLLU_TEI_SCRIPT_NAME, classla_file_name, tei_file_name, '--translate', TRANSLATION_FILE_NAME])
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os.system(convert_command)
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def run_mwe_extraction(structure_file_name, tei_file_name, mwe_csv_file_name):
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print('Extracting MWEs from tei ...')
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extraction_command = ' '.join(['python', MWE_EXTRACTION_SCRIPT_NAME, structure_file_name, tei_file_name, '--all', mwe_csv_file_name, '--skip-id-check', '--fixed-restriction-order'])
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print(extraction_command)
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os.system(extraction_command)
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def validate_structures(structure_file_name):
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print('Validating updated structure specifications ...')
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xml_schema = lxml.XMLSchema(lxml.parse(STRUCTURE_SCHEMA_FILE_NAME))
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xml_tree = lxml.parse(structure_file_name)
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xml_schema.assertValid(xml_tree)
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def run_structure_assignment(input_file_name, tei_file_name, mwe_csv_file_name, output_file_name):
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print('Assigning structure ids ...')
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assignment_command = ' '.join(['python', STRUCTURE_ASSIGNMENT_SCRIPT_NAME, input_file_name, tei_file_name, mwe_csv_file_name, output_file_name])
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os.system(assignment_command)
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def run_structure_creation(input_file_name, tei_file_name, output_file_name):
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print('Creating missing structures ...')
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creation_command = ' '.join(['python', STRUCTURE_CREATION_SCRIPT_NAME, '-infile', input_file_name, '-tei', tei_file_name, '-outfile', output_file_name])
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os.system(creation_command)
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def run_dictionary_conversion(tei_file_name, xml_file_name):
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print('Converting to dictionary xml format ...')
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convert_command = ' '.join(['python', TEI_DICTIONARY_SCRIPT_NAME, '-infile', tei_file_name, '-outfile', xml_file_name])
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os.system(convert_command)
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def validate_dictionary(dictionary_file_name):
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print('Validating output dictionary file ...')
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xml_schema = lxml.XMLSchema(lxml.parse(DICTIONARY_SCHEMA_FILE_NAME))
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xml_tree = lxml.parse(dictionary_file_name)
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xml_schema.assertValid(xml_tree)
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run_pipeline(input_file_name, output_file_name)
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