mirror of
https://github.com/modelscope/modelscope.git
synced 2025-12-22 19:19:21 +01:00
51 lines
1.9 KiB
Python
51 lines
1.9 KiB
Python
# Copyright (c) Alibaba, Inc. and its affiliates.
|
|
import os
|
|
import os.path as osp
|
|
import unittest
|
|
|
|
import cv2
|
|
|
|
from modelscope.outputs import OutputKeys
|
|
from modelscope.pipelines import pipeline
|
|
from modelscope.pipelines.base import Pipeline
|
|
from modelscope.utils.constant import Tasks
|
|
from modelscope.utils.test_utils import test_level
|
|
|
|
|
|
class ImagePortraitEnhancementTest(unittest.TestCase):
|
|
|
|
def setUp(self) -> None:
|
|
self.task = Tasks.image_portrait_enhancement
|
|
self.model_id = 'damo/cv_gpen_image-portrait-enhancement'
|
|
self.model_id_hires = 'damo/cv_gpen_image-portrait-enhancement-hires'
|
|
self.test_image = 'data/test/images/Solvay_conference_1927.png'
|
|
|
|
def pipeline_inference(self, pipeline: Pipeline, test_image: str):
|
|
result = pipeline(test_image)
|
|
if result is not None:
|
|
cv2.imwrite('result.png', result[OutputKeys.OUTPUT_IMG])
|
|
print(f'Output written to {osp.abspath("result.png")}')
|
|
else:
|
|
raise Exception('Testing failed: invalid output')
|
|
|
|
@unittest.skipUnless(test_level() >= 0, 'skip test in current test level')
|
|
def test_run_modelhub(self):
|
|
face_enhancement = pipeline(
|
|
Tasks.image_portrait_enhancement, model=self.model_id)
|
|
self.pipeline_inference(face_enhancement, self.test_image)
|
|
|
|
@unittest.skipUnless(test_level() >= 0, 'skip test in current test level')
|
|
def test_run_modelhub_hires(self):
|
|
face_enhancement = pipeline(
|
|
Tasks.image_portrait_enhancement, model=self.model_id_hires)
|
|
self.pipeline_inference(face_enhancement, self.test_image)
|
|
|
|
@unittest.skipUnless(test_level() >= 2, 'skip test in current test level')
|
|
def test_run_modelhub_default_model(self):
|
|
face_enhancement = pipeline(Tasks.image_portrait_enhancement)
|
|
self.pipeline_inference(face_enhancement, self.test_image)
|
|
|
|
|
|
if __name__ == '__main__':
|
|
unittest.main()
|