mirror of
https://github.com/modelscope/modelscope.git
synced 2025-12-22 02:59:24 +01:00
68 lines
2.8 KiB
Python
68 lines
2.8 KiB
Python
|
# Copyright (c) Alibaba, Inc. and its affiliates.
|
||
|
|
import unittest
|
||
|
|
|
||
|
|
from modelscope.hub.snapshot_download import snapshot_download
|
||
|
|
from modelscope.models import Model
|
||
|
|
from modelscope.outputs import OutputKeys
|
||
|
|
from modelscope.pipelines import pipeline
|
||
|
|
from modelscope.pipelines.cv import BadImageDetecingPipeline
|
||
|
|
from modelscope.utils.constant import Tasks
|
||
|
|
from modelscope.utils.demo_utils import DemoCompatibilityCheck
|
||
|
|
from modelscope.utils.test_utils import test_level
|
||
|
|
|
||
|
|
|
||
|
|
class BadImageDetectingTest(unittest.TestCase, DemoCompatibilityCheck):
|
||
|
|
|
||
|
|
def setUp(self) -> None:
|
||
|
|
self.task = Tasks.bad_image_detecting
|
||
|
|
self.model_id = 'damo/cv_mobilenet-v2_bad-image-detecting'
|
||
|
|
self.test_img = 'data/test/images/dogs.jpg'
|
||
|
|
|
||
|
|
@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 = BadImageDetecingPipeline(cache_path)
|
||
|
|
pipeline.group_key = self.task
|
||
|
|
out = pipeline(input=self.test_img)
|
||
|
|
labels = out[OutputKeys.LABELS]
|
||
|
|
scores = out[OutputKeys.SCORES]
|
||
|
|
print('pipeline: the out_label is {}'.format(labels))
|
||
|
|
print('pipeline: the out_score is {}'.format(scores))
|
||
|
|
|
||
|
|
@unittest.skipUnless(test_level() >= 1, 'skip test in current test level')
|
||
|
|
def test_run_with_model_from_modelhub(self):
|
||
|
|
model = Model.from_pretrained(self.model_id)
|
||
|
|
pipeline_ins = pipeline(task=Tasks.bad_image_detecting, model=model)
|
||
|
|
out = pipeline_ins(input=self.test_img)
|
||
|
|
labels = out[OutputKeys.LABELS]
|
||
|
|
scores = out[OutputKeys.SCORES]
|
||
|
|
print('pipeline: the out_label is {}'.format(labels))
|
||
|
|
print('pipeline: the out_score is {}'.format(scores))
|
||
|
|
|
||
|
|
@unittest.skipUnless(test_level() >= 0, 'skip test in current test level')
|
||
|
|
def test_run_with_model_name(self):
|
||
|
|
pipeline_ins = pipeline(
|
||
|
|
task=Tasks.bad_image_detecting, model=self.model_id)
|
||
|
|
out = pipeline_ins(input=self.test_img)
|
||
|
|
labels = out[OutputKeys.LABELS]
|
||
|
|
scores = out[OutputKeys.SCORES]
|
||
|
|
print('pipeline: the out_label is {}'.format(labels))
|
||
|
|
print('pipeline: the out_score is {}'.format(scores))
|
||
|
|
|
||
|
|
@unittest.skipUnless(test_level() >= 2, 'skip test in current test level')
|
||
|
|
def test_run_with_default_model(self):
|
||
|
|
pipeline_ins = pipeline(task=Tasks.bad_image_detecting)
|
||
|
|
out = pipeline_ins(input=self.test_img)
|
||
|
|
labels = out[OutputKeys.LABELS]
|
||
|
|
scores = out[OutputKeys.SCORES]
|
||
|
|
print('pipeline: the out_label is {}'.format(labels))
|
||
|
|
print('pipeline: the out_score is {}'.format(scores))
|
||
|
|
|
||
|
|
@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()
|