alg_quant.tex

Реализация квантования матрицы весов:
\begin{verbatim}
 tic;
 quantization_layer = 128; 
    disp(['start quantization L = '
                    num2str(quantization_layer)]);
    for g = 1 : 4
        w_max_str = max(abs(W{1,g}));
        w_max = max(abs(w_max_str));
        delta = w_max/(quantization_layer - 1);
        count = newNN.size(g)+1;
        count_2 = newNN.size(g+1);
        for d = 1 : count_2
            for e = 1 : colich
                for k = 1 : quantization_layer
                   w = abs(W{1,g}(d,e));
                    if w > (k-1)*delta && w < k*delta
                        W{1,g}(d,e) = 
                                (k-1)*delta*sign(W{1,g}(d,e));
                    end
                end
            end
        end
    end
    time = toc;
    disp(['end quantization ' num2str(time)]);
    save(['quant_res_' int2str(quantization_layer)],'W');
\end{verbatim}