mirror of
https://github.com/modelscope/modelscope.git
synced 2025-12-19 01:29:24 +01:00
49 lines
1.8 KiB
Python
49 lines
1.8 KiB
Python
|
|
# Copyright (c) Alibaba, Inc. and its affiliates.
|
||
|
|
|
||
|
|
import unittest
|
||
|
|
|
||
|
|
import cv2
|
||
|
|
|
||
|
|
from modelscope.hub.snapshot_download import snapshot_download
|
||
|
|
from modelscope.outputs import OutputKeys
|
||
|
|
from modelscope.pipelines import pipeline
|
||
|
|
from modelscope.pipelines.cv import ImageEditingPipeline
|
||
|
|
from modelscope.utils.constant import Tasks
|
||
|
|
from modelscope.utils.test_utils import test_level
|
||
|
|
|
||
|
|
|
||
|
|
class ImageEditingTest(unittest.TestCase):
|
||
|
|
|
||
|
|
def setUp(self) -> None:
|
||
|
|
self.task = Tasks.image_editing
|
||
|
|
self.model_id = 'damo/cv_masactrl_image-editing'
|
||
|
|
prompts = [
|
||
|
|
'', # source prompt
|
||
|
|
'a photo of a running corgi' # target prompt
|
||
|
|
]
|
||
|
|
img = 'https://public-vigen-video.oss-cn-shanghai.aliyuncs.com/public/ModelScope/test/images/corgi.jpg'
|
||
|
|
self.input = {'img': img, 'prompts': prompts}
|
||
|
|
self.output_image_path = './result.png'
|
||
|
|
|
||
|
|
@unittest.skipUnless(test_level() >= 2, 'skip test in current test level')
|
||
|
|
def test_run_by_direct_model_download(self):
|
||
|
|
cache_path = snapshot_download(self.model_id)
|
||
|
|
pipeline = ImageEditingPipeline(cache_path)
|
||
|
|
pipeline.group_key = self.task
|
||
|
|
edited_img = pipeline(input=self.input)[OutputKeys.OUTPUT_IMG] # BGR
|
||
|
|
cv2.imwrite(self.output_image_path, edited_img)
|
||
|
|
print('MasaCtrl pipeline: the edited image path is {}'.format(
|
||
|
|
self.output_image_path))
|
||
|
|
|
||
|
|
@unittest.skipUnless(test_level() >= 1, 'skip test in current test level')
|
||
|
|
def test_run_with_model_name(self):
|
||
|
|
pipeline_ins = pipeline(task=Tasks.image_editing, model=self.model_id)
|
||
|
|
edited_img = pipeline_ins(self.input)[OutputKeys.OUTPUT_IMG] # BGR
|
||
|
|
cv2.imwrite(self.output_image_path, edited_img)
|
||
|
|
print('MasaCtrl pipeline: the edited image path is {}'.format(
|
||
|
|
self.output_image_path))
|
||
|
|
|
||
|
|
|
||
|
|
if __name__ == '__main__':
|
||
|
|
unittest.main()
|