mirror of
https://github.com/modelscope/modelscope.git
synced 2025-12-17 00:37:43 +01:00
329231fe9d
修改pipeline输出格式为numpy array 供demo service使用 Link: https://code.alibaba-inc.com/Ali-MaaS/MaaS-lib/codereview/11841517
66 lines
2.2 KiB
Python
66 lines
2.2 KiB
Python
# Copyright (c) Alibaba, Inc. and its affiliates.
|
|
import unittest
|
|
|
|
import cv2
|
|
import torch
|
|
from PIL import Image
|
|
|
|
from modelscope.outputs import OutputKeys
|
|
from modelscope.pipelines import pipeline
|
|
from modelscope.utils.constant import Tasks
|
|
from modelscope.utils.logger import get_logger
|
|
from modelscope.utils.test_utils import test_level
|
|
|
|
logger = get_logger()
|
|
|
|
|
|
class ImagePaintbyexampleTest(unittest.TestCase):
|
|
|
|
def setUp(self) -> None:
|
|
self.input_location = 'data/test/images/image_paint_by_example/image/example_1.png'
|
|
self.input_mask_location = 'data/test/images/image_paint_by_example/mask/example_1.png'
|
|
self.reference_location = 'data/test/images/image_paint_by_example/reference/example_1.jpg'
|
|
self.model_id = 'damo/cv_stable-diffusion_paint-by-example'
|
|
self.input = {
|
|
'img': self.input_location,
|
|
'mask': self.input_mask_location,
|
|
'reference': self.reference_location
|
|
}
|
|
|
|
def save_result(self, result):
|
|
vis_img = result[OutputKeys.OUTPUT_IMG]
|
|
cv2.imwrite('result.png', vis_img)
|
|
|
|
@unittest.skipUnless(test_level() >= 0, 'skip test in current test level')
|
|
@unittest.skipIf(not torch.cuda.is_available(), 'cuda unittest')
|
|
def test_paintbyexample(self):
|
|
paintbyexample = pipeline(
|
|
Tasks.image_paintbyexample, model=self.model_id)
|
|
result = paintbyexample(self.input)
|
|
if result:
|
|
self.save_result(result)
|
|
else:
|
|
raise ValueError('process error')
|
|
|
|
@unittest.skipUnless(test_level() >= 1, 'skip test in current test level')
|
|
@unittest.skipIf(not torch.cuda.is_available(), 'cuda unittest')
|
|
def test_paintbyexample_with_image(self):
|
|
paintbyexample = pipeline(
|
|
Tasks.image_paintbyexample, model=self.model_id)
|
|
img = Image.open(self.input_location)
|
|
mask = Image.open(self.input_mask_location)
|
|
reference = Image.open(self.reference_location)
|
|
result = paintbyexample({
|
|
'img': img,
|
|
'mask': mask,
|
|
'reference': reference
|
|
})
|
|
if result:
|
|
self.save_result(result)
|
|
else:
|
|
raise ValueError('process error')
|
|
|
|
|
|
if __name__ == '__main__':
|
|
unittest.main()
|