5f2c2a04f812d0b5cc05b9b932bdd51c94a5b5df,GPy/models/uncollapsed_sparse_GP.py,uncollapsed_sparse_GP,_computations,#uncollapsed_sparse_GP#,46

Before Change

        self.psi1V = np.dot(self.psi1, self.V)
        self.psi1VVpsi1 = np.dot(self.psi1V, self.psi1V.T)
        self.Kmmi, self.Lm, self.Lmi, self.Kmm_logdet = pdinv(self.Kmm)
        self.A = self.beta * mdot(self.Lmi, self.psi2, self.Lmi.T)
        self.B = np.eye(self.M) * self.A
        self.Lambda = mdot(self.Lmi.T,self.B,self.Lmi)
        self.trace_K = self.psi0 - np.trace(self.A)/self.beta
        self.projected_mean = mdot(self.psi1.T,self.Kmmi,self.q_u_expectation[0])

After Change

        self.psi1V = np.dot(self.psi1, self.V)
        self.psi1VVpsi1 = np.dot(self.psi1V, self.psi1V.T)
        self.Kmmi, self.Lm, self.Lmi, self.Kmm_logdet = pdinv(self.Kmm)
        self.A = mdot(self.Lmi, self.beta*self.psi2, self.Lmi.T)
        self.B = np.eye(self.M) + self.A
        self.Lambda = mdot(self.Lmi.T,self.B,self.Lmi)
        self.trace_K = self.psi0 - np.trace(self.A)/self.beta
        self.projected_mean = mdot(self.psi1.T,self.Kmmi,self.q_u_expectation[0])

Instances