what is mean by implement color_content_masks = de

2019-03-05 04:46发布

问题:

if is_pooling then
   for k = 1, #color_codes do
     color_content_masks[k] = image.scale(color_content_masks[k], math.ceil(color_content_masks[k]:size(2)/2), math.ceil(color_content_masks[k]:size(1)/2))
     color_style_masks[k]   = image.scale(color_style_masks[k],   math.ceil(color_style_masks[k]:size(2)/2),   math.ceil(color_style_masks[k]:size(1)/2))
   end
elseif is_conv then
   local sap = nn.SpatialAveragePooling(3,3,1,1,1,1):float()
   for k = 1, #color_codes do
      color_content_masks[k] = sap:forward(color_content_masks[k]:repeatTensor(1,1,1))[1]:clone()
      color_style_masks[k]   = sap:forward(color_style_masks[k]:repeatTensor(1,1,1))[1]:clone()
   end
end  
color_content_masks = deepcopy(color_content_masks)
color_style_masks = deepcopy(color_style_masks)

The code above is a torch project about deep photo style transfer. You can find the code in https://github.com/luanfujun/deep-photo-styletransfer. The function deepcopy() is as below which is the same as recommended in Lua official site.

function deepcopy(orig)
    local orig_type = type(orig)
    local copy
    if orig_type == 'table' then
        copy = {}
        for orig_key, orig_value in next, orig, nil do
            copy[deepcopy(orig_key)] = deepcopy(orig_value)
        end
        setmetatable(copy, deepcopy(getmetatable(orig)))
    else -- number, string, boolean, etc
        copy = orig
    end
    return copy
end

As you can see, in the If statement color_content_masks and color_style_masks is change directly, so why do we need to implement a deepcopy?