Files
modelscope/tests/pipelines/easycv_pipelines/test_segmentation_pipeline.py
pengyu.lpy ce41ded423 [to #42322933]modify test_segmentation_pipeline.py for damo models
基于easycv上线的segformer,对应上传了5个对应的达摩院的分割模型,所以修正了tests/pipelines/easycv_pipelines/test_segmentation_pipeline.py内容让其能够便利测试
        Link: https://code.alibaba-inc.com/Ali-MaaS/MaaS-lib/codereview/9934634
2022-09-01 15:48:40 +08:00

66 lines
2.5 KiB
Python

# Copyright (c) Alibaba, Inc. and its affiliates.
import unittest
import numpy as np
from PIL import Image
from modelscope.metainfo import Pipelines
from modelscope.pipelines import pipeline
from modelscope.utils.constant import Tasks
from modelscope.utils.test_utils import test_level
class EasyCVSegmentationPipelineTest(unittest.TestCase):
img_path = 'data/test/images/image_segmentation.jpg'
def _internal_test__(self, model_id):
img = np.asarray(Image.open(self.img_path))
semantic_seg = pipeline(task=Tasks.image_segmentation, model=model_id)
outputs = semantic_seg(self.img_path)
self.assertEqual(len(outputs), 1)
results = outputs[0]
self.assertListEqual(
list(img.shape)[:2], list(results['seg_pred'][0].shape))
self.assertListEqual(results['seg_pred'][0][1, 4:10].tolist(),
[161 for i in range(6)])
self.assertListEqual(results['seg_pred'][0][-1, -10:].tolist(),
[133 for i in range(10)])
@unittest.skipUnless(test_level() >= 1, 'skip test in current test level')
def test_segformer_b0(self):
model_id = 'damo/cv_segformer-b0_image_semantic-segmentation_coco-stuff164k'
self._internal_test__(model_id)
@unittest.skipUnless(test_level() >= 1, 'skip test in current test level')
def test_segformer_b1(self):
model_id = 'damo/cv_segformer-b1_image_semantic-segmentation_coco-stuff164k'
self._internal_test__(model_id)
@unittest.skipUnless(test_level() >= 1, 'skip test in current test level')
def test_segformer_b2(self):
model_id = 'damo/cv_segformer-b2_image_semantic-segmentation_coco-stuff164k'
self._internal_test__(model_id)
@unittest.skipUnless(test_level() >= 1, 'skip test in current test level')
def test_segformer_b3(self):
model_id = 'damo/cv_segformer-b3_image_semantic-segmentation_coco-stuff164k'
self._internal_test__(model_id)
@unittest.skipUnless(test_level() >= 1, 'skip test in current test level')
def test_segformer_b4(self):
model_id = 'damo/cv_segformer-b4_image_semantic-segmentation_coco-stuff164k'
self._internal_test__(model_id)
@unittest.skipUnless(test_level() >= 1, 'skip test in current test level')
def test_segformer_b5(self):
model_id = 'damo/cv_segformer-b5_image_semantic-segmentation_coco-stuff164k'
self._internal_test__(model_id)
if __name__ == '__main__':
unittest.main()