Files
modelscope/tests/pipelines/test_person_image_cartoon.py
myf272609 0041ab0ab8 [to #42322933] add multi-style cartoon models to ut
1. 卡通化接入多风格模型(原始日漫风、3D、手绘风、素描风、艺术特效风格),添加ut接入测试
2. 修改pipeline中模型文件名称至通用名
        Link: https://code.alibaba-inc.com/Ali-MaaS/MaaS-lib/codereview/10153717
2022-09-19 11:28:01 +08:00

74 lines
3.2 KiB
Python

# Copyright (c) Alibaba, Inc. and its affiliates.
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.demo_utils import DemoCompatibilityCheck
from modelscope.utils.test_utils import test_level
class ImageCartoonTest(unittest.TestCase, DemoCompatibilityCheck):
def setUp(self) -> None:
self.model_id = 'damo/cv_unet_person-image-cartoon_compound-models'
self.model_id_3d = 'damo/cv_unet_person-image-cartoon-3d_compound-models'
self.model_id_handdrawn = 'damo/cv_unet_person-image-cartoon-handdrawn_compound-models'
self.model_id_sketch = 'damo/cv_unet_person-image-cartoon-sketch_compound-models'
self.model_id_artstyle = 'damo/cv_unet_person-image-cartoon-artstyle_compound-models'
self.task = Tasks.image_portrait_stylization
self.test_image = 'https://modelscope.oss-cn-beijing.aliyuncs.com/test/images/image_cartoon.png'
def pipeline_inference(self, pipeline: Pipeline, input_location: str):
result = pipeline(input_location)
if result is not None:
cv2.imwrite('result.png', result[OutputKeys.OUTPUT_IMG])
print(f'Output written to {osp.abspath("result.png")}')
@unittest.skipUnless(test_level() >= 0, 'skip test in current test level')
def test_run_modelhub(self):
img_cartoon = pipeline(
Tasks.image_portrait_stylization, model=self.model_id)
self.pipeline_inference(img_cartoon, self.test_image)
@unittest.skipUnless(test_level() >= 0, 'skip test in current test level')
def test_run_modelhub_3d(self):
img_cartoon = pipeline(
Tasks.image_portrait_stylization, model=self.model_id_3d)
self.pipeline_inference(img_cartoon, self.test_image)
@unittest.skipUnless(test_level() >= 0, 'skip test in current test level')
def test_run_modelhub_handdrawn(self):
img_cartoon = pipeline(
Tasks.image_portrait_stylization, model=self.model_id_handdrawn)
self.pipeline_inference(img_cartoon, self.test_image)
@unittest.skipUnless(test_level() >= 0, 'skip test in current test level')
def test_run_modelhub_sketch(self):
img_cartoon = pipeline(
Tasks.image_portrait_stylization, model=self.model_id_sketch)
self.pipeline_inference(img_cartoon, self.test_image)
@unittest.skipUnless(test_level() >= 0, 'skip test in current test level')
def test_run_modelhub_artstyle(self):
img_cartoon = pipeline(
Tasks.image_portrait_stylization, model=self.model_id_artstyle)
self.pipeline_inference(img_cartoon, self.test_image)
@unittest.skipUnless(test_level() >= 2, 'skip test in current test level')
def test_run_modelhub_default_model(self):
img_cartoon = pipeline(Tasks.image_portrait_stylization)
self.pipeline_inference(img_cartoon, self.test_image)
@unittest.skip('demo compatibility test is only enabled on a needed-basis')
def test_demo_compatibility(self):
self.compatibility_check()
if __name__ == '__main__':
unittest.main()