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' STRING_LIST_FILE_NAME = TMP_DIRECTORY + '/strings.txt' OBELIKS_JAR_FILE_NAME = '../resources/obeliks.jar' OBELIKS_RAW_FILE_NAME = TMP_DIRECTORY + '/obeliks_raw.conllu' OBELIKS_TWEAKED_FILE_NAME = TMP_DIRECTORY + '/obeliks_tweaked.conllu' CLASSLA_MODELS_DIRECTORY = '../resources/classla' CLASSLA_FILE_NAME = TMP_DIRECTORY + '/classla.conllu' CONLLU_TEI_SCRIPT_NAME = 'conllu_to_xml.py' TEI_FILE_NAME = TMP_DIRECTORY + '/tei.xml' TRANSLATION_FILE_NAME = '../resources/dict.xml' MWE_EXTRACTION_SCRIPT_NAME = 'wani.py' STRUCTURE_FILE_NAME = '../resources/structures.xml' MWE_CSV_FILE_NAME = TMP_DIRECTORY + '/mwes.csv' STRUCTURE_ASSIGNMENT_SCRIPT_NAME = 'assign_structures.py' STRING_STRUCTURE_FILE_NAME = TMP_DIRECTORY + '/strings_with_structures.csv' 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() fix_xml_ids() run_classla() convert_to_tei() run_mwe_extraction() run_structure_assignment() shutil.copyfile(STRING_STRUCTURE_FILE_NAME, output_file_name) def run_obeliks4J(): 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(): print('Fixing xml ids ...') output_file = codecs.open(OBELIKS_TWEAKED_FILE_NAME, 'w') input_file = codecs.open(OBELIKS_RAW_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(): print('Running classla ...') doc = Document(text=None) conll_file = CoNLLFile(filename=OBELIKS_TWEAKED_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(): 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(): 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']) os.system(extraction_command) def run_structure_assignment(): print('Assign structure ids ...') assignment_command = ' '.join(['python', STRUCTURE_ASSIGNMENT_SCRIPT_NAME, STRING_LIST_FILE_NAME, TEI_FILE_NAME, MWE_CSV_FILE_NAME, STRING_STRUCTURE_FILE_NAME]) os.system(assignment_command) run_pipeline(input_file_name, output_file_name)