import sys import os import shutil import codecs import re import classla from classla import Document from classla.models.common.conll import CoNLLFile input_file_name = sys.argv[1] output_file_name = sys.argv[2] TMP_DIRECTORY = '../tmp/structure_assignment' CONLLU_TEI_SCRIPT_NAME = 'conllu_to_xml.py' MWE_EXTRACTION_SCRIPT_NAME = 'wani.py' STRUCTURE_ASSIGNMENT_SCRIPT_NAME = 'assign_structures.py' STRUCTURE_CREATION_SCRIPT_NAME = 'create_structures.py' OBELIKS_JAR_FILE_NAME = '../resources/obeliks.jar' TRANSLATION_FILE_NAME = '../resources/dict.xml' CLASSLA_MODELS_DIRECTORY = '../resources/classla' STRUCTURE_CURRENT_FILE_NAME = '../resources/structures.xml' STRING_LIST_FILE_NAME = TMP_DIRECTORY + '/strings.txt' OBELIKS_RAW_FILE_NAME = TMP_DIRECTORY + '/obeliks_raw.conllu' OBELIKS_TWEAKED_FILE_NAME = TMP_DIRECTORY + '/obeliks_tweaked.conllu' CLASSLA_FILE_NAME = TMP_DIRECTORY + '/classla.conllu' TEI_INIT_FILE_NAME = TMP_DIRECTORY + '/tei_initial.xml' TEI_STRUCTURE_FILE_NAME = TMP_DIRECTORY + '/tei_with_structure_ids.xml' MWE_CSV_1_FILE_NAME = TMP_DIRECTORY + '/mwes1.csv' MWE_CSV_2_FILE_NAME = TMP_DIRECTORY + '/mwes2.csv' STRUCTURE_NEW_FILE_NAME = TMP_DIRECTORY + '/structures_new.xml' TEI_STRUCTURE_FILE_NAME = TMP_DIRECTORY + '/tei_with_structure_ids.xml' NLP_CONFIG_MAP = { 'treebank': 'sl_ssj_jos', 'processors': 'tokenize,pos,lemma,depparse', 'tokenize_pretokenized': True, 'models_dir': CLASSLA_MODELS_DIRECTORY } XML_ID_PREFIX = 's' def run_pipeline(input_file_name, output_file_name): shutil.rmtree(TMP_DIRECTORY, True) os.makedirs(TMP_DIRECTORY, exist_ok=True) shutil.copyfile(input_file_name, STRING_LIST_FILE_NAME) run_obeliks4J(STRING_LIST_FILE_NAME, OBELIKS_RAW_FILE_NAME) fix_xml_ids(OBELIKS_RAW_FILE_NAME, OBELIKS_TWEAKED_FILE_NAME) run_classla(OBELIKS_TWEAKED_FILE_NAME, CLASSLA_FILE_NAME) convert_to_tei(CLASSLA_FILE_NAME, TEI_INIT_FILE_NAME) run_mwe_extraction(STRUCTURE_CURRENT_FILE_NAME, TEI_INIT_FILE_NAME, MWE_CSV_1_FILE_NAME) run_structure_assignment(STRING_LIST_FILE_NAME, TEI_INIT_FILE_NAME, MWE_CSV_1_FILE_NAME, TEI_STRUCTURE_FILE_NAME) run_structure_creation(STRUCTURE_CURRENT_FILE_NAME, TEI_STRUCTURE_FILE_NAME, STRUCTURE_NEW_FILE_NAME) run_mwe_extraction(STRUCTURE_NEW_FILE_NAME, TEI_INIT_FILE_NAME, MWE_CSV_2_FILE_NAME) run_structure_assignment(STRING_LIST_FILE_NAME, TEI_INIT_FILE_NAME, MWE_CSV_2_FILE_NAME, TEI_STRUCTURE_FILE_NAME) # run_format_lexicon() # TODO: implement shutil.copyfile(TEI_STRUCTURE_FILE_NAME, output_file_name) def run_obeliks4J(obeliks_file_name, classla_file_name): print('Running obeliks ...') obeliks_command = 'java -jar ' + OBELIKS_JAR_FILE_NAME + ' -d -if ' + STRING_LIST_FILE_NAME + ' -o ' + OBELIKS_RAW_FILE_NAME os.system(obeliks_command) def fix_xml_ids(input_file_name, output_file_name): print('Fixing xml ids ...') output_file = codecs.open(output_file_name, 'w') input_file = codecs.open(input_file_name, 'r') regexp = r'^(# sent_id = )(\d+\.\d+)$' for line in input_file: match = re.search(regexp, line) if (match): line = match.group(1) + XML_ID_PREFIX + match.group(2) + '\n' output_file.write(line) input_file.close() output_file.close() def run_classla(obeliks_file_name, classla_file_name): print('Running classla ...') doc = Document(text=None) conll_file = CoNLLFile(filename=obeliks_file_name) doc.conll_file = conll_file nlp = classla.Pipeline('sl', **NLP_CONFIG_MAP) result = nlp(doc) result.conll_file.write_conll(classla_file_name) def convert_to_tei(classla_file_name, tei_file_name): print('Converting to tei ...') convert_command = ' '.join(['python', CONLLU_TEI_SCRIPT_NAME, classla_file_name, tei_file_name, '--translate', TRANSLATION_FILE_NAME]) os.system(convert_command) def run_mwe_extraction(structure_file_name, tei_file_name, mwe_csv_file_name): print('Extracting MWEs from tei ...') extraction_command = ' '.join(['python', MWE_EXTRACTION_SCRIPT_NAME, structure_file_name, tei_file_name, '--all', mwe_csv_file_name, '--skip-id-check']) print(extraction_command) os.system(extraction_command) def run_structure_assignment(input_file_name, tei_file_name, mwe_csv_file_name, output_file_name): print('Assigning structure ids ...') assignment_command = ' '.join(['python', STRUCTURE_ASSIGNMENT_SCRIPT_NAME, input_file_name, tei_file_name, mwe_csv_file_name, output_file_name]) os.system(assignment_command) def run_structure_creation(input_file_name, tei_file_name, output_file_name): print('Creating missing structures ...') assignment_command = ' '.join(['python', STRUCTURE_CREATION_SCRIPT_NAME, '-infile', input_file_name, '-tei', tei_file_name, '-outfile', output_file_name]) os.system(assignment_command) run_pipeline(input_file_name, output_file_name)