mindspore/model_zoo/mass/eval.py

# Copyright 2020 Huawei Technologies Co., Ltd
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
# ============================================================================
"""Evaluation api."""
import argparse
import pickle

from mindspore.common import dtype as mstype

from config import TransformerConfig
from src.transformer import infer, infer_ppl
from src.utils import Dictionary
from src.utils import get_score

parser = argparse.ArgumentParser(description='Evaluation MASS.')
parser.add_argument("--config", type=str, required=True,
                    help="Model config json file path.")
parser.add_argument("--vocab", type=str, required=True,
                    help="Vocabulary to use.")
parser.add_argument("--output", type=str, required=True,
                    help="Result file path.")
parser.add_argument("--metric", type=str, default='rouge',
                    help='Set eval method.')


def get_config(config):
    config = TransformerConfig.from_json_file(config)
    config.compute_type = mstype.float16
    config.dtype = mstype.float32
    return config


if __name__ == '__main__':
    args, _ = parser.parse_known_args()
    vocab = Dictionary.load_from_persisted_dict(args.vocab)
    _config = get_config(args.config)

    if args.metric == 'rouge':
        result = infer(_config)
    else:
        result = infer_ppl(_config)

    with open(args.output, "wb") as f:
        pickle.dump(result, f, 1)

    # get score by given metric
    score = get_score(result, vocab, metric=args.metric)
    print(score)