benchmarks/ud_benchmark/scripts/evaluate.py
def format_evaluation(evaluation) -> List[str]:
    """Evaluation table formatting adapted from CoNLL-U 2018 shared task
    evaluation script."""
    lines = []
    lines.append("Metric     | Precision |    Recall |  F1 Score | AligndAcc")
    lines.append("-----------+-----------+-----------+-----------+-----------")
    for metric in["Tokens", "Sentences", "Words", "UPOS", "XPOS", "UFeats", "AllTags", "Lemmas", "UAS", "LAS", "CLAS", "MLAS", "BLEX"]:
        lines.append("{:11}|{:10.2f} |{:10.2f} |{:10.2f} |{}".format(
            metric,
            100 * evaluation[metric].precision,
            100 * evaluation[metric].recall,
            100 * evaluation[metric].f1,
            "{:10.2f}".format(100 * evaluation[metric].aligned_accuracy) if evaluation[metric].aligned_accuracy is not None else ""
        ))
    return "\n".join(lines)
Evaluation table formatting adapted from CoNLL-U 2018 shared task
    evaluation script.
Evaluation table formatting adapted from CoNLL-U 2018 shared task
evaluation script.
Evaluation table formatting adapted from CoNLL - U 2018 shared task evaluation script .
def format_evaluation(evaluation) -> List[str]:
    lines = []
    lines.append("Metric     | Precision |    Recall |  F1 Score | AligndAcc")
    lines.append("-----------+-----------+-----------+-----------+-----------")
    for metric in["Tokens", "Sentences", "Words", "UPOS", "XPOS", "UFeats", "AllTags", "Lemmas", "UAS", "LAS", "CLAS", "MLAS", "BLEX"]:
        lines.append("{:11}|{:10.2f} |{:10.2f} |{:10.2f} |{}".format(
            metric,
            100 * evaluation[metric].precision,
            100 * evaluation[metric].recall,
            100 * evaluation[metric].f1,
            "{:10.2f}".format(100 * evaluation[metric].aligned_accuracy) if evaluation[metric].aligned_accuracy is not None else ""
        ))
    return "\n".join(lines)
def format_evaluation ( evaluation ) -> List [ str ] : lines = [ ] lines . append ( "Metric     | Precision |    Recall |  F1 Score | AligndAcc" ) lines . append ( "-----------+-----------+-----------+-----------+-----------" ) for metric in [ "Tokens" , "Sentences" , "Words" , "UPOS" , "XPOS" , "UFeats" , "AllTags" , "Lemmas" , "UAS" , "LAS" , "CLAS" , "MLAS" , "BLEX" ] : lines . append ( "{:11}|{:10.2f} |{:10.2f} |{:10.2f} |{}" . format ( metric , 100 * evaluation [ metric ] . precision , 100 * evaluation [ metric ] . recall , 100 * evaluation [ metric ] . f1 , "{:10.2f}" . format ( 100 * evaluation [ metric ] . aligned_accuracy ) if evaluation [ metric ] . aligned_accuracy is not None else "" ) ) return "\n" . join ( lines )
Evaluation table formatting adapted from CoNLL-U 2018 shared task
evaluation script.
Evaluation table formatting adapted from CoNLL - U 2018 shared task evaluation script .
"""Evaluation table formatting adapted from CoNLL-U 2018 shared task
    evaluation script."""
evaluation