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observer pattern has a handle to trigger only > min_priority observers
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8 changed files with 181 additions and 90 deletions
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@ -6,8 +6,11 @@ import numpy as np
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from domains import _POSITIVE,_NEGATIVE, _BOUNDED
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import weakref
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import sys
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#_lim_val = -np.log(sys.float_info.epsilon)
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_exp_lim_val = np.finfo(np.float64).max
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_lim_val = np.log(_exp_lim_val)#-np.log(sys.float_info.epsilon)
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_lim_val = np.log(_exp_lim_val)#
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#===============================================================================
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# Fixing constants
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@ -35,7 +38,6 @@ class Transformation(object):
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""" produce a sensible initial value for f(x)"""
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raise NotImplementedError
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def plot(self, xlabel=r'transformed $\theta$', ylabel=r'$\theta$', axes=None, *args,**kw):
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import sys
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assert "matplotlib" in sys.modules, "matplotlib package has not been imported."
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import matplotlib.pyplot as plt
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from ...plotting.matplot_dep import base_plots
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@ -52,7 +54,7 @@ class Transformation(object):
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class Logexp(Transformation):
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domain = _POSITIVE
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def f(self, x):
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return np.where(x>_lim_val, x, np.log(1. + np.exp(np.clip(x, -np.inf, _lim_val))))
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return np.where(x>_lim_val, x, np.log(1. + np.exp(np.clip(x, -_lim_val, _lim_val))))
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#raises overflow warning: return np.where(x>_lim_val, x, np.log(1. + np.exp(x)))
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def finv(self, f):
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return np.where(f>_lim_val, f, np.log(np.exp(f) - 1.))
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