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Merge branch 'params' of github.com:SheffieldML/GPy into params
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commit
6d30a11ae8
15 changed files with 354 additions and 236 deletions
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@ -26,7 +26,7 @@ class GP(Model):
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"""
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def __init__(self, X, Y, kernel, likelihood, inference_method=None, name='gp'):
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def __init__(self, X, Y, kernel, likelihood, inference_method=None, Y_metadata=None, name='gp'):
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super(GP, self).__init__(name)
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assert X.ndim == 2
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@ -38,6 +38,11 @@ class GP(Model):
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assert Y.shape[0] == self.num_data
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_, self.output_dim = self.Y.shape
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if Y_metadata is not None:
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self.Y_metadata = ObservableArray(Y_metadata)
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else:
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self.Y_metadata = None
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assert isinstance(kernel, kern.kern)
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self.kern = kernel
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@ -59,7 +64,7 @@ class GP(Model):
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self.parameters_changed()
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def parameters_changed(self):
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self.posterior, self._log_marginal_likelihood, grad_dict = self.inference_method.inference(self.kern, self.X, self.likelihood, self.Y)
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self.posterior, self._log_marginal_likelihood, grad_dict = self.inference_method.inference(self.kern, self.X, self.likelihood, self.Y, Y_metadata=self.Y_metadata)
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self._dL_dK = grad_dict['dL_dK']
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def log_likelihood(self):
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