mirror of
https://github.com/modelscope/modelscope.git
synced 2025-12-21 02:29:23 +01:00
66 lines
2.6 KiB
Python
66 lines
2.6 KiB
Python
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# Copyright (c) Alibaba, Inc. and its affiliates.
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import unittest
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from modelscope.hub.snapshot_download import snapshot_download
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from modelscope.models import Model
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from modelscope.outputs import OutputKeys
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from modelscope.pipelines import pipeline
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from modelscope.pipelines.cv import ImageDeblurPipeline
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from modelscope.utils.constant import Tasks
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from modelscope.utils.demo_utils import DemoCompatibilityCheck
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from modelscope.utils.test_utils import test_level
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class ImageDenoiseTest(unittest.TestCase, DemoCompatibilityCheck):
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def setUp(self) -> None:
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self.task = Tasks.image_deblurring
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self.model_id = 'damo/cv_nafnet_image-deblur_gopro'
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demo_image_path = 'data/test/images/blurry.jpg'
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@unittest.skipUnless(test_level() >= 2, 'skip test in current test level')
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def test_run_by_direct_model_download(self):
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cache_path = snapshot_download(self.model_id)
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pipeline = ImageDeblurPipeline(cache_path)
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pipeline.group_key = self.task
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deblur_img = pipeline(
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input=self.demo_image_path)[OutputKeys.OUTPUT_IMG] # BGR
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h, w = deblur_img.shape[:2]
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print('pipeline: the shape of output_img is {}x{}'.format(h, w))
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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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model = Model.from_pretrained(self.model_id)
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pipeline_ins = pipeline(task=Tasks.image_deblurring, model=model)
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deblur_img = pipeline_ins(
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input=self.demo_image_path)[OutputKeys.OUTPUT_IMG] # BGR
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h, w = deblur_img.shape[:2]
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print('pipeline: the shape of output_img is {}x{}'.format(h, w))
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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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pipeline_ins = pipeline(
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task=Tasks.image_deblurring, model=self.model_id)
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deblur_img = pipeline_ins(
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input=self.demo_image_path)[OutputKeys.OUTPUT_IMG] # BGR
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h, w = deblur_img.shape[:2]
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print('pipeline: the shape of output_img is {}x{}'.format(h, w))
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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.image_deblurring)
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deblur_img = pipeline_ins(
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input=self.demo_image_path)[OutputKeys.OUTPUT_IMG] # BGR
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h, w = deblur_img.shape[:2]
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print('pipeline: the shape of output_img is {}x{}'.format(h, w))
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@unittest.skip('demo compatibility test is only enabled on a needed-basis')
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def test_demo_compatibility(self):
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self.compatibility_check()
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if __name__ == '__main__':
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unittest.main()
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