# Copyright (c) Alibaba, Inc. and its affiliates. import unittest from modelscope.hub.snapshot_download import snapshot_download from modelscope.models import Model from modelscope.models.nlp import StarForTextToSql from modelscope.pipelines import pipeline from modelscope.pipelines.nlp import ConversationalTextToSqlPipeline from modelscope.preprocessors import ConversationalTextToSqlPreprocessor from modelscope.utils.constant import Tasks from modelscope.utils.demo_utils import DemoCompatibilityCheck from modelscope.utils.nlp.space_T_en.utils import \ text2sql_tracking_and_print_results from modelscope.utils.test_utils import test_level class ConversationalTextToSql(unittest.TestCase, DemoCompatibilityCheck): def setUp(self) -> None: self.task = Tasks.table_question_answering self.model_id = 'damo/nlp_star_conversational-text-to-sql' model_id = 'damo/nlp_star_conversational-text-to-sql' test_case = { 'database_id': 'employee_hire_evaluation', 'local_db_path': None, 'utterance': [ "I'd like to see Shop names.", 'Which of these are hiring?', 'Which shop is hiring the highest number of employees? | do you want the name of the shop ? | Yes' ] } @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) preprocessor = ConversationalTextToSqlPreprocessor( model_dir=cache_path, database_id=self.test_case['database_id'], db_content=True) model = StarForTextToSql( model_dir=cache_path, config=preprocessor.config) pipelines = [ ConversationalTextToSqlPipeline( model=model, preprocessor=preprocessor), pipeline(task=self.task, model=model, preprocessor=preprocessor) ] text2sql_tracking_and_print_results(self.test_case, pipelines) @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) preprocessor = ConversationalTextToSqlPreprocessor( model_dir=model.model_dir) pipelines = [ ConversationalTextToSqlPipeline( model=model, preprocessor=preprocessor), pipeline(task=self.task, model=model, preprocessor=preprocessor) ] text2sql_tracking_and_print_results(self.test_case, pipelines) @unittest.skipUnless(test_level() >= 0, 'skip test in current test level') def test_run_with_model_name(self): pipelines = [pipeline(task=self.task, model=self.model_id)] text2sql_tracking_and_print_results(self.test_case, pipelines) @unittest.skipUnless(test_level() >= 0, 'skip test in current test level') def test_demo_compatibility(self): self.compatibility_check() if __name__ == '__main__': unittest.main()