Files
modelscope/tests/pipelines/test_word_segmentation.py
yuze.zyz 794e277270 [to #42322933] Fix problem in ws
1. remove comments 
2. fix a bug that ws assert failure for english input
3. add an english input test for ws
3. remove a test case which the dataset can not be visited by outer website
        Link: https://code.alibaba-inc.com/Ali-MaaS/MaaS-lib/codereview/9657140
2022-08-05 16:18:29 +08:00

56 lines
2.4 KiB
Python

# Copyright (c) Alibaba, Inc. and its affiliates.
import shutil
import unittest
from modelscope.hub.snapshot_download import snapshot_download
from modelscope.models import Model
from modelscope.models.nlp import SbertForTokenClassification
from modelscope.pipelines import pipeline
from modelscope.pipelines.nlp import WordSegmentationPipeline
from modelscope.preprocessors import TokenClassificationPreprocessor
from modelscope.utils.constant import Tasks
from modelscope.utils.test_utils import test_level
class WordSegmentationTest(unittest.TestCase):
model_id = 'damo/nlp_structbert_word-segmentation_chinese-base'
sentence = '今天天气不错,适合出去游玩'
sentence_eng = 'I am a program.'
@unittest.skipUnless(test_level() >= 2, 'skip test in current test level')
def test_run_by_direct_model_download(self):
cache_path = snapshot_download(self.model_id)
tokenizer = TokenClassificationPreprocessor(cache_path)
model = SbertForTokenClassification.from_pretrained(cache_path)
pipeline1 = WordSegmentationPipeline(model, preprocessor=tokenizer)
pipeline2 = pipeline(
Tasks.word_segmentation, model=model, preprocessor=tokenizer)
print(f'sentence: {self.sentence}\n'
f'pipeline1:{pipeline1(input=self.sentence)}')
print()
print(f'pipeline2: {pipeline2(input=self.sentence)}')
@unittest.skipUnless(test_level() >= 0, 'skip test in current test level')
def test_run_with_model_from_modelhub(self):
model = Model.from_pretrained(self.model_id)
tokenizer = TokenClassificationPreprocessor(model.model_dir)
pipeline_ins = pipeline(
task=Tasks.word_segmentation, model=model, preprocessor=tokenizer)
print(pipeline_ins(input=self.sentence))
@unittest.skipUnless(test_level() >= 1, 'skip test in current test level')
def test_run_with_model_name(self):
pipeline_ins = pipeline(
task=Tasks.word_segmentation, model=self.model_id)
print(pipeline_ins(input=self.sentence))
print(pipeline_ins(input=self.sentence_eng))
@unittest.skipUnless(test_level() >= 2, 'skip test in current test level')
def test_run_with_default_model(self):
pipeline_ins = pipeline(task=Tasks.word_segmentation)
print(pipeline_ins(input=self.sentence))
if __name__ == '__main__':
unittest.main()