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[v1.x] Update onnx test images and tests to unblock v1.x pipeline. #19838

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[v1.x] Update onnx test images and tests to unblock v1.x pipeline. #19838

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57 changes: 33 additions & 24 deletions tests/python-pytest/onnx/test_onnxruntime.py
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Original file line number Diff line number Diff line change
Expand Up @@ -140,7 +140,9 @@ def download_test_images(image_urls, tmpdir):
])
def test_obj_class_model_inference_onnxruntime(tmp_path, model):
def normalize_image(imgfile):
img_data = mx.image.imread(imgfile).transpose([2, 0, 1]).astype('float32')
img_data = mx.image.imread(imgfile)
img_data = mx.image.imresize(img_data, 224, 224)
img_data = img_data.transpose([2, 0, 1]).astype('float32')
mean_vec = mx.nd.array([0.485, 0.456, 0.406])
stddev_vec = mx.nd.array([0.229, 0.224, 0.225])
norm_img_data = mx.nd.zeros(img_data.shape).astype('float32')
Expand All @@ -160,11 +162,16 @@ def normalize_image(imgfile):
input_name = session.get_inputs()[0].name

test_image_urls = [
'https://raw.githubusercontent.com/apache/incubator-mxnet-ci/master/test-data/images/dog.jpg',
'https://raw.githubusercontent.com/apache/incubator-mxnet-ci/master/test-data/images/apron.jpg',
'https://raw.githubusercontent.com/apache/incubator-mxnet-ci/master/test-data/images/dolphin.jpg',
'https://raw.githubusercontent.com/apache/incubator-mxnet-ci/master/test-data/images/hammerheadshark.jpg',
'https://raw.githubusercontent.com/apache/incubator-mxnet-ci/master/test-data/images/lotus.jpg'
'https://github.com/apache/incubator-mxnet-ci/raw/master/test-data/images/bikers.jpg',
'https://github.com/apache/incubator-mxnet-ci/raw/master/test-data/images/car.jpg',
'https://github.com/apache/incubator-mxnet-ci/raw/master/test-data/images/dancer.jpg',
'https://github.com/apache/incubator-mxnet-ci/raw/master/test-data/images/duck.jpg',
'https://github.com/apache/incubator-mxnet-ci/raw/master/test-data/images/fieldhockey.jpg',
'https://github.com/apache/incubator-mxnet-ci/raw/master/test-data/images/flower.jpg',
'https://github.com/apache/incubator-mxnet-ci/raw/master/test-data/images/runners.jpg',
'https://github.com/apache/incubator-mxnet-ci/raw/master/test-data/images/shark.jpg',
'https://github.com/apache/incubator-mxnet-ci/raw/master/test-data/images/soccer2.jpg',
'https://github.com/apache/incubator-mxnet-ci/raw/master/test-data/images/tree.jpg',
]

for img in download_test_images(test_image_urls, tmp_path):
Expand Down Expand Up @@ -205,18 +212,18 @@ def normalize_image(imgfile):
input_name = session.get_inputs()[0].name

test_image_urls = [
'https://raw.githubusercontent.com/apache/incubator-mxnet-ci/master/test-data/images/dog2.jpg',
'https://raw.githubusercontent.com/apache/incubator-mxnet-ci/master/test-data/images/dog3.jpg',
'https://raw.githubusercontent.com/apache/incubator-mxnet-ci/master/test-data/images/car6.jpg',
'https://raw.githubusercontent.com/apache/incubator-mxnet-ci/master/test-data/images/dog.jpg',
'https://raw.githubusercontent.com/apache/incubator-mxnet-ci/master/test-data/images/apron.jpg',
'https://raw.githubusercontent.com/apache/incubator-mxnet-ci/master/test-data/images/dolphin.jpg',
'https://raw.githubusercontent.com/apache/incubator-mxnet-ci/master/test-data/images/hammerheadshark.jpg',
'https://raw.githubusercontent.com/apache/incubator-mxnet-ci/master/test-data/images/lotus.jpg'
'https://github.com/apache/incubator-mxnet-ci/raw/master/test-data/images/car.jpg',
'https://github.com/apache/incubator-mxnet-ci/raw/master/test-data/images/duck.jpg',
'https://github.com/apache/incubator-mxnet-ci/raw/master/test-data/images/fieldhockey.jpg',
'https://github.com/apache/incubator-mxnet-ci/raw/master/test-data/images/flower.jpg',
'https://github.com/apache/incubator-mxnet-ci/raw/master/test-data/images/runners.jpg',
'https://github.com/apache/incubator-mxnet-ci/raw/master/test-data/images/shark.jpg',
'https://github.com/apache/incubator-mxnet-ci/raw/master/test-data/images/soccer2.jpg',
'https://github.com/apache/incubator-mxnet-ci/raw/master/test-data/images/tree.jpg',
]

for img in download_test_images(test_image_urls, tmp_path):
img_data = normalize_image(os.path.join(tmp_path, img))
img_data = normalize_image(img)
mx_class_ids, mx_scores, mx_boxes = M.predict(img_data)
onnx_scores, onnx_class_ids, onnx_boxes = session.run([], {input_name: img_data.asnumpy()})
assert_almost_equal(mx_class_ids, onnx_class_ids)
Expand Down Expand Up @@ -265,18 +272,20 @@ def normalize_image(imgfile):
input_name = session.get_inputs()[0].name

test_image_urls = [
'https://raw.githubusercontent.com/apache/incubator-mxnet-ci/master/test-data/images/dog2.jpg',
'https://raw.githubusercontent.com/apache/incubator-mxnet-ci/master/test-data/images/dog3.jpg',
'https://raw.githubusercontent.com/apache/incubator-mxnet-ci/master/test-data/images/car6.jpg',
'https://raw.githubusercontent.com/apache/incubator-mxnet-ci/master/test-data/images/dog.jpg',
'https://raw.githubusercontent.com/apache/incubator-mxnet-ci/master/test-data/images/apron.jpg',
'https://raw.githubusercontent.com/apache/incubator-mxnet-ci/master/test-data/images/dolphin.jpg',
'https://raw.githubusercontent.com/apache/incubator-mxnet-ci/master/test-data/images/hammerheadshark.jpg',
'https://raw.githubusercontent.com/apache/incubator-mxnet-ci/master/test-data/images/lotus.jpg'
'https://github.com/apache/incubator-mxnet-ci/raw/master/test-data/images/bikers.jpg',
'https://github.com/apache/incubator-mxnet-ci/raw/master/test-data/images/car.jpg',
'https://github.com/apache/incubator-mxnet-ci/raw/master/test-data/images/dancer.jpg',
'https://github.com/apache/incubator-mxnet-ci/raw/master/test-data/images/duck.jpg',
'https://github.com/apache/incubator-mxnet-ci/raw/master/test-data/images/fieldhockey.jpg',
'https://github.com/apache/incubator-mxnet-ci/raw/master/test-data/images/flower.jpg',
'https://github.com/apache/incubator-mxnet-ci/raw/master/test-data/images/runners.jpg',
'https://github.com/apache/incubator-mxnet-ci/raw/master/test-data/images/shark.jpg',
'https://github.com/apache/incubator-mxnet-ci/raw/master/test-data/images/soccer2.jpg',
'https://github.com/apache/incubator-mxnet-ci/raw/master/test-data/images/tree.jpg',
]

for img in download_test_images(test_image_urls, tmp_path):
img_data = normalize_image(os.path.join(tmp_path, img))
img_data = normalize_image(img)
mx_result = M.predict(img_data)
onnx_result = session.run([], {input_name: img_data.asnumpy()})
assert(len(mx_result) == len(onnx_result))
Expand Down