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