from pathlib import Path import spacy import typer from spacy.tokens import DocBin from wasabi import msg DELIMITER = "-DOCSTART- -X- O O" def spacy_to_iob( # fmt: off spacy_indir: Path = typer.Argument(..., help="Path to the directory containing the spaCy files."), iob_outdir: Path = typer.Argument(..., help="Path to the directory to save the IOB files."), lang: str = typer.Option("tl", "-l", "--lang", help="Language code for the spaCy vocab."), verbose: bool = typer.Option(False, "-v", "--verbose", help="Print additional information."), delimiter: str = typer.Option(DELIMITER, "-d", "--delimiter", help="Delimiter between examples.") # fmt: on ): """Convert spaCy files into IOB-formatted files.""" nlp = spacy.blank(lang) for spacy_file in spacy_indir.glob(f"*.spacy"): msg.text(f"Converting {str(spacy_file)}", show=verbose) doc_bin = DocBin().from_disk(spacy_file) docs = doc_bin.get_docs(nlp.vocab) lines = [] # container for the IOB lines later on for doc in docs: lines.append(delimiter) lines.append("\n\n") for token in doc: label = ( f"{token.ent_iob_}-{token.ent_type_}" if token.ent_iob_ != "O" else "O" ) line = f"{token.text}\t{label}" lines.append(line) lines.append("\n") lines.append("\n") iob_file = iob_outdir / f"{spacy_file.stem}.iob" with open(iob_file, "w", encoding="utf-8") as f: f.writelines(lines) msg.good(f"Saved to {iob_file}") if __name__ == "__main__": typer.run(spacy_to_iob)