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@ -12,6 +12,10 @@
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# See the License for the specific language governing permissions and
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# limitations under the License.
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# ==============================================================================
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import os
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import numpy as np
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import mindspore.dataset as ds
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from mindspore import log as logger
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@ -26,6 +30,20 @@ DATA_DIR_10 = "../data/dataset/testCifar10Data"
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DATA_DIR_100 = "../data/dataset/testCifar100Data"
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def load_cifar(path):
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raw = np.empty(0, dtype=np.uint8)
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for file_name in os.listdir(path):
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if file_name.endswith(".bin"):
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with open(os.path.join(path, file_name), mode='rb') as file:
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raw = np.append(raw, np.fromfile(file, dtype=np.uint8), axis=0)
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raw = raw.reshape(-1, 3073)
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labels = raw[:, 0]
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images = raw[:, 1:]
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images = images.reshape(-1, 3, 32, 32)
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images = images.transpose(0, 2, 3, 1)
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return images, labels
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def test_case_dataset_cifar10():
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"""
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dataset parameter
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@ -56,6 +74,18 @@ def test_case_dataset_cifar100():
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assert num_iter == 100
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def test_reading_cifar10():
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"""
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Validate CIFAR10 image readings
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"""
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data1 = ds.Cifar10Dataset(DATA_DIR_10, 100, shuffle=False)
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images, labels = load_cifar(DATA_DIR_10)
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for i, d in enumerate(data1.create_dict_iterator()):
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np.testing.assert_array_equal(d["image"], images[i])
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np.testing.assert_array_equal(d["label"], labels[i])
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if __name__ == '__main__':
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test_case_dataset_cifar10()
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test_case_dataset_cifar100()
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test_reading_cifar10()
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