Esempio n. 1
0
    def meanfield_sgdstep(self, data, minibatchfrac, stepsize, **kwargs):
        l = Labels(data=np.asarray(data), components=self.components, weights=self.weights, **kwargs)

        ## local vb
        l.meanfieldupdate()

        ## sgd steps on global variables
        self.weights.meanfield_sgdstep(None, l.r, minibatchfrac, stepsize)
        for idx, c in enumerate(self.components):
            c.meanfield_sgdstep(l.data, l.r[:, idx], minibatchfrac, stepsize)