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convert-matcaffe3-model-to-matcaffe
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deploy_file = '/home/wyang/code/pose/chen-nips14-pose/external/my_models/lsp/lsp_deploy_conv_grabcut.prototxt'; | |
weights_file = '/home/wyang/code/pose/chen-nips14-pose/cache/lsp/fully_conv_net_grabcut.caffemodel'; | |
save_model_file = 'fully_conv_net_grabcut_matcaffe1.caffemodel'; | |
% try | |
% % ------- Set params for old caffe model | |
% load('trans_params.mat'); | |
% addpath('/home/wyang/code/caffe-xianjiec/matlab/caffe'); | |
% set_weights(deploy_file, weights_file, trans_params, save_model_file); | |
% rmpath('/home/wyang/code/caffe-xianjiec/matlab/caffe'); | |
% catch | |
% ------- Read params from new caffe model | |
addpath('~/code/caffe-bearpaw/matlab'); | |
trans_params = get_weights(deploy_file, weights_file); | |
rmpath('~/code/caffe-bearpaw/matlab'); | |
save('trans_params.mat', 'trans_params'); | |
% end | |
% addpath('/home/wyang/code/caffe-xianjiec/matlab/caffe'); | |
% caffe('reset'); | |
% caffe('init', deploy_file, save_model_file); | |
% w = caffe('get_weights'); | |
% caffe('reset'); | |
% rmpath('/home/wyang/code/caffe-xianjiec/matlab/caffe'); |
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function trans_params = get_weights(deploy_file, weights_file) | |
caffe.set_mode_cpu(); | |
phase = 'test'; | |
% Initialize a network | |
net = caffe.Net(deploy_file, weights_file, phase); | |
nlayers = length(net.layer_names); | |
% get params of each layer who has parameters | |
trans_params = struct('weights', 'layer_names'); | |
trans_params_cnt = 0; | |
for i = 1:nlayers | |
weights = cell(2, 1); | |
try | |
weights{1} = net.params(net.layer_names{i}, 1).get_data(); | |
catch | |
% do nothing | |
end | |
try | |
weights{2} = net.params(net.layer_names{i}, 2).get_data(); | |
catch | |
% do nothing | |
end | |
if ~isempty(weights{1}) || ~isempty(weights{2}) | |
fprintf('%s has params\n', net.layer_names{i}); | |
trans_params_cnt = trans_params_cnt + 1; | |
trans_params(trans_params_cnt).weights = weights; | |
trans_params(trans_params_cnt).layer_names = net.layer_names{i}; | |
end | |
end | |
% clear network | |
caffe.reset_all(); | |
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function set_weights(deploy_file, weights_file, trans_params, save_model_file) | |
caffe('reset'); | |
caffe('init', deploy_file, weights_file); | |
caffe('set_weights', trans_params); | |
caffe('save', save_model_file); | |
caffe('reset'); |
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