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e223c1b008
demo service 对接，修改输入接口为可调用的方式
Link: https://code.alibaba-inc.com/Ali-MaaS/MaaS-lib/codereview/10502169
76 lines
2.6 KiB
Python
76 lines
2.6 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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import torch
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from PIL import Image
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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.logger import get_logger
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from modelscope.utils.test_utils import test_level
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logger = get_logger()
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class ImageInpaintingTest(unittest.TestCase):
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def setUp(self) -> None:
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self.input_location = 'data/test/images/image_inpainting/image_inpainting.png'
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self.input_mask_location = 'data/test/images/image_inpainting/image_inpainting_mask.png'
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self.model_id = 'damo/cv_fft_inpainting_lama'
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self.input = {
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'img': self.input_location,
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'mask': self.input_mask_location
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}
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def save_result(self, result):
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vis_img = result[OutputKeys.OUTPUT_IMG]
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cv2.imwrite('result.png', vis_img)
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@unittest.skipUnless(test_level() >= 0, 'skip test in current test level')
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def test_inpainting(self):
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inpainting = pipeline(Tasks.image_inpainting, model=self.model_id)
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result = inpainting(self.input)
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if result:
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self.save_result(result)
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else:
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raise ValueError('process error')
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@unittest.skipUnless(test_level() >= 0, 'skip test in current test level')
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@unittest.skipIf(not torch.cuda.is_available(), 'cuda unittest')
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def test_inpainting_with_refinement(self):
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# if input image is HR, set refine=True is more better
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inpainting = pipeline(
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Tasks.image_inpainting, model=self.model_id, refine=True)
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result = inpainting(self.input)
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if result:
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self.save_result(result)
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else:
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raise ValueError('process error')
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@unittest.skipUnless(test_level() >= 1, 'skip test in current test level')
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def test_inpainting_with_image(self):
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inpainting = pipeline(Tasks.image_inpainting, model=self.model_id)
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img = Image.open(self.input_location).convert('RGB')
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mask = Image.open(self.input_mask_location).convert('RGB')
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result = inpainting({'img': img, 'mask': mask})
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if result:
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self.save_result(result)
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else:
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raise ValueError('process error')
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@unittest.skipUnless(test_level() >= 2, 'skip test in current test level')
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def test_inpainting_with_default_task(self):
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inpainting = pipeline(Tasks.image_inpainting)
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result = inpainting(self.input)
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if result:
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self.save_result(result)
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else:
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raise ValueError('process error')
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if __name__ == '__main__':
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unittest.main()
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