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Link: https://code.alibaba-inc.com/Ali-MaaS/MaaS-lib/codereview/13671142 * add image editing model MasaCtrl * add image editing model MasaCtrl * Merge remote-tracking branch 'origin/master' into cv/image-editing-masactrl
49 lines
1.8 KiB
Python
49 lines
1.8 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.pipelines.cv import ImageEditingPipeline
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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 ImageEditingTest(unittest.TestCase):
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def setUp(self) -> None:
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self.task = Tasks.image_editing
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self.model_id = 'damo/cv_masactrl_image-editing'
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prompts = [
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'', # source prompt
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'a photo of a running corgi' # target prompt
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]
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img = 'https://public-vigen-video.oss-cn-shanghai.aliyuncs.com/public/ModelScope/test/images/corgi.jpg'
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self.input = {'img': img, 'prompts': prompts}
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self.output_image_path = './result.png'
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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 = ImageEditingPipeline(cache_path)
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pipeline.group_key = self.task
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edited_img = pipeline(input=self.input)[OutputKeys.OUTPUT_IMG] # BGR
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cv2.imwrite(self.output_image_path, edited_img)
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print('MasaCtrl pipeline: the edited image path is {}'.format(
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self.output_image_path))
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@unittest.skipUnless(test_level() >= 1, 'skip test in current test level')
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def test_run_with_model_name(self):
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pipeline_ins = pipeline(task=Tasks.image_editing, model=self.model_id)
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edited_img = pipeline_ins(self.input)[OutputKeys.OUTPUT_IMG] # BGR
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cv2.imwrite(self.output_image_path, edited_img)
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print('MasaCtrl pipeline: the edited image path is {}'.format(
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self.output_image_path))
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if __name__ == '__main__':
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unittest.main()
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