2021-04-09 19:58:15 +00:00
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import numpy as np
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from skopt.space import Integer
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class SKDecimal(Integer):
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def __init__(self, low, high, decimals=3, prior="uniform", base=10, transform=None,
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name=None, dtype=np.int64):
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self.decimals = decimals
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_low = int(low * pow(10, self.decimals))
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_high = int(high * pow(10, self.decimals))
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2021-04-15 19:38:20 +00:00
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# trunc to precision to avoid points out of space
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self.low_orig = round(_low * pow(0.1, self.decimals), self.decimals)
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self.high_orig = round(_high * pow(0.1, self.decimals), self.decimals)
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2021-04-09 19:58:15 +00:00
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super().__init__(_low, _high, prior, base, transform, name, dtype)
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def __repr__(self):
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return "Decimal(low={}, high={}, decimals={}, prior='{}', transform='{}')".format(
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self.low_orig, self.high_orig, self.decimals, self.prior, self.transform_)
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def __contains__(self, point):
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if isinstance(point, list):
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point = np.array(point)
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return self.low_orig <= point <= self.high_orig
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def transform(self, Xt):
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aa = [int(x * pow(10, self.decimals)) for x in Xt]
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return super().transform(aa)
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def inverse_transform(self, Xt):
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res = super().inverse_transform(Xt)
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return [round(x * pow(0.1, self.decimals), self.decimals) for x in res]
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