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58 lines
2.2 KiB
Python
58 lines
2.2 KiB
Python
# Copyright (c) Alibaba, Inc. and its affiliates.
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import unittest
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import cv2
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from modelscope.hub.snapshot_download import snapshot_download
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from modelscope.outputs import OutputKeys
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from modelscope.pipelines import pipeline
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from modelscope.utils.constant import Tasks
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from modelscope.utils.test_utils import test_level
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class ImageStyleTransferTest(unittest.TestCase):
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def setUp(self) -> None:
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self.task = Tasks.image_style_transfer
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self.model_id = 'damo/cv_aams_style-transfer_damo'
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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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snapshot_path = snapshot_download(self.model_id)
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print('snapshot_path: {}'.format(snapshot_path))
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image_style_transfer = pipeline(
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Tasks.image_style_transfer, model=snapshot_path)
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result = image_style_transfer(
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dict(
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content='data/test/images/style_transfer_content.jpg',
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style='data/test/images/style_transfer_style.jpg'))
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cv2.imwrite('result_styletransfer1.png', result[OutputKeys.OUTPUT_IMG])
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@unittest.skipUnless(test_level() >= 0, 'skip test in current test level')
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def test_run_modelhub(self):
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image_style_transfer = pipeline(
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Tasks.image_style_transfer, model=self.model_id)
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result = image_style_transfer(
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dict(
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content='data/test/images/style_transfer_content.jpg',
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style='data/test/images/style_transfer_style.jpg'))
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cv2.imwrite('result_styletransfer2.png', result[OutputKeys.OUTPUT_IMG])
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print('style_transfer.test_run_modelhub done')
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@unittest.skipUnless(test_level() >= 2, 'skip test in current test level')
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def test_run_modelhub_default_model(self):
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image_style_transfer = pipeline(Tasks.image_style_transfer)
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result = image_style_transfer(
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dict(
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content='data/test/images/style_transfer_content.jpg',
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style='data/test/images/style_transfer_style.jpg'))
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cv2.imwrite('result_styletransfer3.png', result[OutputKeys.OUTPUT_IMG])
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print('style_transfer.test_run_modelhub_default_model done')
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if __name__ == '__main__':
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unittest.main()
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