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export_mobilenet_spherefacenet10bn512_caffemodel_to_nchw_binary.m
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function export_mobilenet_spherefacenet10bn512_caffemodel_to_nchw_binary()
caffe.set_mode_cpu();
caffe_net = caffe.Net('mobilenet_sphereface10bn512_deploy.prototxt', 'mobilenet_sphereface10bn512_model_iter_50000.caffemodel', 'test');
out_file = 'mobilenet_sphereface10bn512_iter_50000.nchwbin';
layers = {
'conv1_1',2,'none';
'batchnorm1_1',3,'div3';
'scale1_1',2,'none';
'relu1_1',1,'none';
'conv2_1/dw',2,'none';
'conv2_1/dw/bn',3,'div3';
'conv2_1/dw/scale',2,'none';
'relu2_1/dw',1,'none';
'conv2_1/sep',2,'none';
'conv2_1/sep/bn',3,'div3';
'conv2_1/sep/scale',2,'none';
'relu2_1/sep',1,'none';
'conv2_2/dw',2,'none';
'conv2_2/dw/bn',3,'div3';
'conv2_2/dw/scale',2,'none';
'relu2_2/dw',1,'none';
'conv2_2/sep',2,'none';
'conv2_2/sep/bn',3,'div3';
'conv2_2/sep/scale',2,'none';
'relu2_2/sep',1,'none';
'conv2_3/dw',2,'none';
'conv2_3/dw/bn',3,'div3';
'conv2_3/dw/scale',2,'none';
'relu2_3/dw',1,'none';
'conv2_3/sep',2,'none';
'conv2_3/sep/bn',3,'div3';
'conv2_3/sep/scale',2,'none';
'relu2_3/sep',1,'none';
'res2_3',0,'none';
'conv3_1/dw',2,'none';
'conv3_1/dw/bn',3,'div3';
'conv3_1/dw/scale',2,'none';
'relu3_1/dw',1,'none';
'conv3_1/sep',2,'none';
'conv3_1/sep/bn',3,'div3';
'conv3_1/sep/scale',2,'none';
'relu3_1/sep',1,'none';
'conv3_2/dw',2,'none';
'conv3_2/dw/bn',3,'div3';
'conv3_2/dw/scale',2,'none';
'relu3_2/dw',1,'none';
'conv3_2/sep',2,'none';
'conv3_2/sep/bn',3,'div3';
'conv3_2/sep/scale',2,'none';
'relu3_2/sep',1,'none';
'conv3_3/dw',2,'none';
'conv3_3/dw/bn',3,'div3';
'conv3_3/dw/scale',2,'none';
'relu3_3/dw',1,'none';
'conv3_3/sep',2,'none';
'conv3_3/sep/bn',3,'div3';
'conv3_3/sep/scale',2,'none';
'relu3_3/sep',1,'none';
'res3_3',0,'none';
'conv3_4/dw',2,'none';
'conv3_4/dw/bn',3,'div3';
'conv3_4/dw/scale',2,'none';
'relu3_4/dw',1,'none';
'conv3_4/sep',2,'none';
'conv3_4/sep/bn',3,'div3';
'conv3_4/sep/scale',2,'none';
'relu3_4/sep',1,'none';
'conv3_5/dw',2,'none';
'conv3_5/dw/bn',3,'div3';
'conv3_5/dw/scale',2,'none';
'relu3_5/dw',1,'none';
'conv3_5/sep',2,'none';
'conv3_5/sep/bn',3,'div3';
'conv3_5/sep/scale',2,'none';
'relu3_5/sep',1,'none';
'res3_5',0,'none';
'conv4_1/dw',2,'none';
'conv4_1/dw/bn',3,'div3';
'conv4_1/dw/scale',2,'none';
'relu4_1/dw',1,'none';
'conv4_1/sep',2,'none';
'conv4_1/sep/bn',3,'div3';
'conv4_1/sep/scale',2,'none';
'relu4_1/sep',1,'none';
'fc5',2,'fc7x6';
'batchnorm5',3,'div3';
'scale5',2,'none';
};
export_to_binary(layers,caffe_net,out_file);
end
function [] = export_to_binary(layers, caffe_net, out_file)
n = size(layers,1);
all = [];
for i = 1:n
layer_name = layers{i,1};
disp(layer_name);
flag = layers{i,3};
if strcmp(flag,'div3') == 1
data1 = caffe_net.params(layer_name,1).get_data();
data2 = caffe_net.params(layer_name,2).get_data();
data3 = caffe_net.params(layer_name,3).get_data();
if data3(1,1) ~= 0
data1 = data1/data3(1,1);
data2 = data2/data3(1,1);
all =[all;data1(:);data2(:)];
else
data1 = zeros(size(data1));
data2 = ones(size(data2));
all =[all;data1(:);data2(:)];
end
else
for j = 1:uint32((layers{i,2}))
tmp = caffe_net.params(layer_name,j).get_data();
if j == 1
tmp = auto_permute(tmp,flag);
end
all =[all;tmp(:)];
end
end
end
fid = fopen(out_file,'wb');
fwrite(fid,all,'float');
fclose(fid);
end
function [out] = auto_permute(in,flag)
out = in;
if strcmp(flag,'fc3x3')==1
if ndims(in) == 2
[m,n]=size(in);
out = reshape(in, [3 3 uint32(m/9) n]);
end
elseif strcmp(flag,'fc1x1') == 1
if ndims(in) == 2
[m,n]=size(in);
out = reshape(in, [1 1 m n]);
end
elseif strcmp(flag,'fc7x6') == 1
if ndims(in) == 2
[m,n]=size(in);
out = reshape(in, [7 6 uint32(m/42) n]);
end
end
out = permute(out,[1 2 3 4]);%not permuted
end
function [out] = auto_swap_N(in, flag)
out = in;
if strcmp(flag, 'none') == 1
return ;
elseif strcmp(flag, 'swapN_pair') == 1
if ndims(in) == 4
out(:,:,:,1:2:end) = in(:,:,:,2:2:end);
out(:,:,:,2:2:end) = in(:,:,:,1:2:end);
else
out(:,1:2:end) = in(:,2:2:end);
out(:,2:2:end) = in(:,1:2:end);
end
elseif strcmp(flag, 'swapN_half') == 1
if ndims(in) == 4
n = size(in,4);
half_n = uint32(n/2);
out(:,:,:,1:half_n) = in(:,:,:,half_n+1:end);
out(:,:,:,half_n+1:end) = in(:,:,:,1:half_n);
else
n = size(in,2);
half_n = uint32(n/2);
out(:,1:half_n) = in(:,half_n+1:end);
out(:,half_n+1:end) = in(:,1:half_n);
end
end
end
function [out] = auto_swap_C(in, flag)
out = in;
if strcmp(flag, 'none') == 1
return ;
elseif strcmp(flag, 'swapN_pair') == 1
if ndims(in) == 4
out(:,:,1:2:end,1) = in(:,:,2:2:end,1);
out(:,:,2:2:end,1) = in(:,:,1:2:end,1);
else
out(1:2:end,1) = in(2:2:end,1);
out(2:2:end,1) = in(1:2:end,1);
end
elseif strcmp(flag, 'swapN_half') == 1
if ndims(in) == 4
n = size(in,4);
half_n = uint32(n/2);
out(:,:,1:half_n,1) = in(:,:,half_n+1:end,1);
out(:,:,half_n+1:end,1) = in(:,:,1:half_n,1);
else
n = size(in,1);
half_n = uint32(n/2);
out(1:half_n,1) = in(half_n+1:end,1);
out(half_n+1:end,1) = in(1:half_n,1);
end
end
end