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[to #42322933]split text generation tests
Link: https://code.alibaba-inc.com/Ali-MaaS/MaaS-lib/codereview/9684735 * split test generation tests
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@@ -34,6 +34,61 @@ class TextGenerationTest(unittest.TestCase):
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self.gpt3_large_model_id = 'damo/nlp_gpt3_text-generation_chinese-large'
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self.gpt3_input = '我很好奇'
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def run_pipeline_with_model_instance(self, model_id, input):
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model = Model.from_pretrained(model_id)
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preprocessor = TextGenerationPreprocessor(
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model.model_dir,
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model.tokenizer,
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first_sequence='sentence',
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second_sequence=None)
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pipeline_ins = pipeline(
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task=Tasks.text_generation, model=model, preprocessor=preprocessor)
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print(pipeline_ins(input))
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def run_pipeline_with_model_id(self, model_id, input):
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pipeline_ins = pipeline(task=Tasks.text_generation, model=model_id)
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print(pipeline_ins(input))
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@unittest.skipUnless(test_level() >= 0, 'skip test in current test level')
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def test_palm_zh_with_model_name(self):
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self.run_pipeline_with_model_id(self.palm_model_id_zh,
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self.palm_input_zh)
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@unittest.skipUnless(test_level() >= 0, 'skip test in current test level')
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def test_palm_en_with_model_name(self):
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self.run_pipeline_with_model_id(self.palm_model_id_en,
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self.palm_input_en)
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@unittest.skipUnless(test_level() >= 0, 'skip test in current test level')
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def test_gpt_base_with_model_name(self):
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self.run_pipeline_with_model_id(self.gpt3_base_model_id,
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self.gpt3_input)
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@unittest.skipUnless(test_level() >= 0, 'skip test in current test level')
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def test_gpt_large_with_model_name(self):
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self.run_pipeline_with_model_id(self.gpt3_large_model_id,
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self.gpt3_input)
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@unittest.skipUnless(test_level() >= 2, 'skip test in current test level')
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def test_palm_zh_with_model_instance(self):
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self.run_pipeline_with_model_instance(self.palm_model_id_zh,
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self.palm_input_zh)
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@unittest.skipUnless(test_level() >= 2, 'skip test in current test level')
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def test_palm_en_with_model_instance(self):
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self.run_pipeline_with_model_instance(self.palm_model_id_en,
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self.palm_input_en)
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@unittest.skipUnless(test_level() >= 2, 'skip test in current test level')
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def test_gpt_base_with_model_instance(self):
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self.run_pipeline_with_model_instance(self.gpt3_base_model_id,
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self.gpt3_input)
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@unittest.skipUnless(test_level() >= 2, 'skip test in current test level')
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def test_gpt_large_with_model_instance(self):
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self.run_pipeline_with_model_instance(self.gpt3_large_model_id,
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self.gpt3_input)
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@unittest.skipUnless(test_level() >= 2, 'skip test in current test level')
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def test_run_palm(self):
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for model_id, input in ((self.palm_model_id_zh, self.palm_input_zh),
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@@ -68,33 +123,6 @@ class TextGenerationTest(unittest.TestCase):
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f'pipeline1: {pipeline1(self.gpt3_input)}\npipeline2: {pipeline2(self.gpt3_input)}'
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)
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@unittest.skipUnless(test_level() >= 1, 'skip test in current test level')
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def test_run_with_model_from_modelhub(self):
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for model_id, input in ((self.palm_model_id_zh, self.palm_input_zh),
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(self.palm_model_id_en, self.palm_input_en),
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(self.gpt3_base_model_id, self.gpt3_input),
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(self.gpt3_large_model_id, self.gpt3_input)):
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model = Model.from_pretrained(model_id)
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preprocessor = TextGenerationPreprocessor(
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model.model_dir,
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model.tokenizer,
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first_sequence='sentence',
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second_sequence=None)
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pipeline_ins = pipeline(
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task=Tasks.text_generation,
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model=model,
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preprocessor=preprocessor)
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print(pipeline_ins(input))
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@unittest.skipUnless(test_level() >= 0, 'skip test in current test level')
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def test_run_with_model_name(self):
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for model_id, input in ((self.palm_model_id_zh, self.palm_input_zh),
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(self.palm_model_id_en, self.palm_input_en),
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(self.gpt3_base_model_id, self.gpt3_input),
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(self.gpt3_large_model_id, self.gpt3_input)):
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pipeline_ins = pipeline(task=Tasks.text_generation, model=model_id)
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print(pipeline_ins(input))
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@unittest.skipUnless(test_level() >= 2, 'skip test in current test level')
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def test_run_with_default_model(self):
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pipeline_ins = pipeline(task=Tasks.text_generation)
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