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55 lines
2.1 KiB
Python
55 lines
2.1 KiB
Python
# Copyright (c) Alibaba, Inc. and its affiliates.
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import tempfile
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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.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 ImageInpaintingSDV2Pipeline
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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 ImageInpaintingSDV2Test(unittest.TestCase):
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def setUp(self) -> None:
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self.task = Tasks.image_inpainting
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self.model_id = 'damo/cv_stable-diffusion-v2_image-inpainting_base'
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self.input_location = 'data/test/images/image_inpainting/image_inpainting_1.png'
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self.input_mask_location = 'data/test/images/image_inpainting/image_inpainting_mask_1.png'
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self.prompt = 'background'
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self.input = {
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'image': self.input_location,
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'mask': self.input_mask_location,
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'prompt': self.prompt
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}
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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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output_image_path = tempfile.NamedTemporaryFile(suffix='.png').name
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cache_path = snapshot_download(self.model_id)
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pipeline = ImageInpaintingSDV2Pipeline(cache_path)
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pipeline.group_key = self.task
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output = pipeline(input=self.input)[OutputKeys.OUTPUT_IMG]
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cv2.imwrite(output_image_path, output)
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print(
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'pipeline: the output image path is {}'.format(output_image_path))
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@unittest.skipUnless(test_level() >= 0, 'skip test in current test level')
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def test_run_with_model_from_modelhub(self):
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output_image_path = tempfile.NamedTemporaryFile(suffix='.png').name
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pipeline_ins = pipeline(
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task=Tasks.image_inpainting, model=self.model_id)
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output = pipeline_ins(input=self.input)[OutputKeys.OUTPUT_IMG]
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cv2.imwrite(output_image_path, output)
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print(
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'pipeline: the output image path is {}'.format(output_image_path))
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if __name__ == '__main__':
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unittest.main()
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