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def make_divisible(value, divisor, min_value=None, min_ratio=0.9): |
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"""Make divisible function. |
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This function rounds the channel number to the nearest value that can be |
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divisible by the divisor. It is taken from the original tf repo. It ensures |
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that all layers have a channel number that is divisible by divisor. It can |
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be seen here: https://github.com/tensorflow/models/blob/master/research/slim/nets/mobilenet/mobilenet.py # noqa |
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Args: |
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value (int): The original channel number. |
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divisor (int): The divisor to fully divide the channel number. |
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min_value (int): The minimum value of the output channel. |
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Default: None, means that the minimum value equal to the divisor. |
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min_ratio (float): The minimum ratio of the rounded channel number to |
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the original channel number. Default: 0.9. |
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Returns: |
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int: The modified output channel number. |
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""" |
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if min_value is None: |
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min_value = divisor |
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new_value = max(min_value, int(value + divisor / 2) // divisor * divisor) |
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if new_value < min_ratio * value: |
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new_value += divisor |
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return new_value |
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