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86 lines
3.5 KiB
Python
86 lines
3.5 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.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 CartoonStableDiffusionTest(unittest.TestCase):
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def setUp(self) -> None:
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self.task = Tasks.text_to_image_synthesis
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self.model_id = 'damo/cv_cartoon_stable_diffusion_design'
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self.model_id_illu = 'damo/cv_cartoon_stable_diffusion_illustration'
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self.model_id_watercolor = 'damo/cv_cartoon_stable_diffusion_watercolor'
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self.model_id_flat = 'damo/cv_cartoon_stable_diffusion_flat'
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self.model_id_clipart = 'damo/cv_cartoon_stable_diffusion_clipart'
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@unittest.skipUnless(test_level() >= 0, 'skip test in current test level')
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def test_run_default(self):
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pipe = pipeline(
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task=self.task, model=self.model_id, model_revision='v1.0.0')
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output = pipe(
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{'text': 'sks style, a portrait painting of Johnny Depp'})
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cv2.imwrite('result_design.png', output['output_imgs'][0])
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print('Image saved to result_design.png')
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@unittest.skipUnless(test_level() >= 0, 'skip test in current test level')
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def test_run_illustration(self):
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pipe = pipeline(
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task=self.task, model=self.model_id_illu, model_revision='v1.0.0')
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output = pipe(
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{'text': 'sks style, a portrait painting of Johnny Depp'})
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cv2.imwrite('result_illu.png', output['output_imgs'][0])
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print('Image saved to result_illu.png')
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@unittest.skipUnless(test_level() >= 0, 'skip test in current test level')
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def test_run_watercolor(self):
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pipe = pipeline(
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task=self.task,
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model=self.model_id_watercolor,
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model_revision='v1.0.0')
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output = pipe(
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{'text': 'sks style, a portrait painting of Johnny Depp'})
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cv2.imwrite('result_watercolor.png', output['output_imgs'][0])
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print('Image saved to result_watercolor.png')
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@unittest.skipUnless(test_level() >= 0, 'skip test in current test level')
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def test_run_flat(self):
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pipe = pipeline(
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task=self.task, model=self.model_id_flat, model_revision='v1.0.0')
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output = pipe(
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{'text': 'sks style, a portrait painting of Johnny Depp'})
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cv2.imwrite('result_flat.png', output['output_imgs'][0])
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print('Image saved to result_flat.png')
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@unittest.skipUnless(test_level() >= 0, 'skip test in current test level')
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def test_run_clipart(self):
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pipe = pipeline(
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task=self.task,
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model=self.model_id_clipart,
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model_revision='v1.0.0')
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output = pipe(
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{'text': 'archer style, a portrait painting of Johnny Depp'})
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cv2.imwrite('result_clipart.png', output['output_imgs'][0])
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print('Image saved to result_clipart.png')
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@unittest.skipUnless(test_level() >= 0, 'skip test in current test level')
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def test_run_eulerasolver(self):
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from diffusers.schedulers import EulerAncestralDiscreteScheduler
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pipe = pipeline(
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task=self.task, model=self.model_id, model_revision='v1.0.0')
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pipe.pipeline.scheduler = EulerAncestralDiscreteScheduler.from_config(
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pipe.pipeline.scheduler.config)
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output = pipe(
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{'text': 'sks style, a portrait painting of Johnny Depp'})
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cv2.imwrite('result_design2.png', output['output_imgs'][0])
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print('Image saved to result_design2.png')
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if __name__ == '__main__':
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unittest.main()
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