apiergentili commited on
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830b384
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1 Parent(s): 5f2da4c

Add script for Neo-GATE formatting

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# Why is the change needed?

This change introduces the adaptation script for Neo-GATE.

# What changes does the patch introduce?

The patch adds the script `neo-gate_adapt.py`, which formats annotations and references with the forms found in the provided tagset mapping. A tagset mapping is a dictionary which maps tags from Neo-GATE's tagset to the desired forms to be evaluated.

# How was this patch tested?

Manual runs.

Files changed (1) hide show
  1. neo-gate_adapt.py +84 -0
neo-gate_adapt.py ADDED
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+ # Copyright 2024 FBK
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+
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+ # Licensed under the Apache License, Version 2.0 (the "License");
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+ # you may not use this file except in compliance with the License.
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+ # You may obtain a copy of the License at
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+
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+ # http://www.apache.org/licenses/LICENSE-2.0
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+
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+ # Unless required by applicable law or agreed to in writing, software
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+ # distributed under the License is distributed on an "AS IS" BASIS,
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+ # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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+ # See the License for the specific language governing permissions and
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+ # limitations under the License
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+ import argparse
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+ import json
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+ import pandas as pd
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+ from typing import Dict, List, Tuple
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+
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+
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+ __version__ = '0.1'
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+
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+
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+ def get_tagset_mapping(tagset_filename: str) -> dict:
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+ """
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+ Loads a `dict` from the JSON file, which should be organized as a dictionary containing
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+ tags from Neo-GATE's tagset as keys and the corresponding desired forms as values.
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+
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+ For an example of a tagset mapping, see the file `schwa.json`.
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+ For more information, visit https://huggingface.co/datasets/FBK-MT/Neo-GATE.
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+ """
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+ with open(tagset_filename, 'r') as tagset_file:
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+ return json.load(tagset_file)
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+
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+
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+ def get_neogate(neogate_filename: str) -> Tuple[List[str], List[str]]:
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+ """
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+ Reads the tagged references and the annotations from the corresponding columns of the NeoGATE
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+ TSV file.
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+ """
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+ neogate = pd.read_csv(neogate_filename, delimiter='\t')
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+ return neogate['REF-TAGGED'].to_list(), neogate['ANNOTATION'].to_list()
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+
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+
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+ def annotate_with_tags(tagset: Dict[str, str], str_to_annotate: str) -> str:
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+ """
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+ Replaces all the tags defined in `tagset` with the corresponding form in `str_to_annotate`.
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+ """
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+ for key in tagset:
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+ str_to_annotate = str_to_annotate.replace(key, tagset[key])
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+ return str_to_annotate
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+
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+
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+ def main(args):
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+ tagset = get_tagset_mapping(args.tagset)
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+ refs, anns = get_neogate(args.neogate)
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+ assert len(refs) == len(anns), \
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+ "The number of references does not match the number of annotations."
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+ with open(f"{args.out}.ann", 'w') as annotations_file, \
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+ open(f"{args.out}.ref", 'w') as references_file:
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+ for ann, ref in zip(refs, anns):
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+ annotations_file.write(annotate_with_tags(tagset, ann))
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+ annotations_file.write("\n")
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+ references_file.write(annotate_with_tags(tagset, ref))
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+ references_file.write("\n")
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+
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+
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+ if __name__ == '__main__':
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+ """
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+ This script adapts Neo-GATE's annotations and references to the desired neomorpheme paradigm.
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+ The script requires a JSON file containing the tagset mapping for the desired paradigm.
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+ For more information, visit https://huggingface.co/datasets/FBK-MT/Neo-GATE.
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+
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+ The resulting references will be saved in a `.ref` file, whereas the annotations will be saved
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+ in a `.ann` file.
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+ """
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+ print(f"Neo-GATE adaptation script {__version__}.")
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+ parser = argparse.ArgumentParser()
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+ parser.add_argument('--neogate', type=str, default='./Neo-GATE.tsv',
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+ help="TSV file containing Neo-GATE.")
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+ parser.add_argument('--tagset', type=str, required=True,
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+ help="JSON file containing tags as keys and the desired forms as values.")
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+ parser.add_argument('--out', type=str, help="Output file name.", required=True)
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+ args = parser.parse_args()
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+ main(args)