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December 20, 2022 11:50
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Verify models unchanged for #17364 Keras PR
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from keras.applications import efficientnet_v2 | |
import tensorflow as tf | |
TO_VERIFY_VARIANT_TO_MODEL = { | |
"b0": efficientnet_v2.EfficientNetV2B0, | |
"b1": efficientnet_v2.EfficientNetV2B1, | |
"b2": efficientnet_v2.EfficientNetV2B2, | |
"b3": efficientnet_v2.EfficientNetV2B3, | |
"s": efficientnet_v2.EfficientNetV2S, | |
"m": efficientnet_v2.EfficientNetV2M, | |
"l": efficientnet_v2.EfficientNetV2L | |
} | |
OFFICIAL_VARIANT_TO_MODEL = { | |
"b0": tf.keras.applications.efficientnet_v2.EfficientNetV2B0, | |
"b1": tf.keras.applications.efficientnet_v2.EfficientNetV2B1, | |
"b2": tf.keras.applications.efficientnet_v2.EfficientNetV2B2, | |
"b3": tf.keras.applications.efficientnet_v2.EfficientNetV2B3, | |
"s": tf.keras.applications.efficientnet_v2.EfficientNetV2S, | |
"m": tf.keras.applications.efficientnet_v2.EfficientNetV2M, | |
"l": tf.keras.applications.efficientnet_v2.EfficientNetV2L, | |
} | |
# https://github.com/Megvii-BaseDetection/YOLOX/blob/main/assets/dog.jpg | |
IMAGE_PATH = "dog.jpg" | |
def main(): | |
image = tf.image.decode_jpeg(tf.io.read_file(IMAGE_PATH)) | |
for key, m in TO_VERIFY_VARIANT_TO_MODEL.items(): | |
print(key) | |
tf.keras.backend.clear_session() | |
model = m() | |
reference_model = OFFICIAL_VARIANT_TO_MODEL[key]() | |
input_tensor = tf.image.resize(image, model.input_shape[1:-1]) | |
input_tensor = input_tensor[tf.newaxis, ...] | |
output = model.predict(input_tensor) | |
reference_output = reference_model.predict(input_tensor) | |
tf.debugging.assert_near(output, reference_output) | |
if __name__ == '__main__': | |
main() |
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