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utils.lua
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local utils = {}
function utils.istensor(x)
local typename = torch.typename(x)
return typename and typename:find('Tensor')
end
function utils.istorchclass(x)
return type(x) == 'table' and torch.typename(x)
end
function utils.istable(x)
return type(x) == 'table' and not torch.typename(x)
end
function utils.shared_clone(net)
local params, gradParams
if net.parameters then
params, gradParams = net:parameters()
if params == nil then
params = {}
end
end
local paramsNoGrad
if net.parametersNoGrad then
paramsNoGrad = net:parametersNoGrad()
end
local mem = torch.MemoryFile("w"):binary()
mem:writeObject(net)
local reader = torch.MemoryFile(mem:storage(), "r"):binary()
local clone = reader:readObject()
reader:close()
if net.parameters then
local cloneParams, cloneGradParams = clone:parameters()
local cloneParamsNoGrad
for i = 1, #params do
cloneParams[i]:set(params[i])
cloneGradParams[i]:set(gradParams[i])
end
if paramsNoGrad then
cloneParamsNoGrad = clone:parametersNoGrad()
for i =1,#paramsNoGrad do
cloneParamsNoGrad[i]:set(paramsNoGrad[i])
end
end
end
mem:close()
return clone
end
return utils