30 lines
745 B
Cython
30 lines
745 B
Cython
from libc.math cimport log, exp
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import numpy as np
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cimport numpy as np
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np.import_array()
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ctypedef np.float64_t DTYPE_t
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cdef inline DTYPE_t _inner_log_logistic_sigmoid(const DTYPE_t x):
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"""Log of the logistic sigmoid function log(1 / (1 + e ** -x))"""
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if x > 0:
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return -log(1. + exp(-x))
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else:
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return x - log(1. + exp(x))
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def _log_logistic_sigmoid(unsigned int n_samples,
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unsigned int n_features,
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DTYPE_t[:, :] X,
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DTYPE_t[:, :] out):
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cdef:
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unsigned int i
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unsigned int j
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for i in range(n_samples):
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for j in range(n_features):
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out[i, j] = _inner_log_logistic_sigmoid(X[i, j])
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return out
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