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local k,l,_=pcall(require,"luarocks.loader") _=k and l.add_context("nerv","scm-1")
require 'nerv'
local arg = {...}
dofile(arg[1])
local param_repo = nerv.ParamRepo()
param_repo:import(gconf.initialized_param, nil, gconf)
local sublayer_repo = make_sublayer_repo(param_repo)
local layer_repo = make_layer_repo(sublayer_repo, param_repo)
local network = get_network(layer_repo)
local global_transf = get_global_transf(layer_repo)
local batch_size = 1
network:init(batch_size)
function propagator(input, output)
local transformed = nerv.speech_utils.global_transf(input,
global_transf, 0, gconf) -- preprocessing
local gpu_input = nerv.CuMatrixFloat(transformed:nrow(), transformed:ncol())
local gpu_output = nerv.CuMatrixFloat(output:nrow(), output:ncol())
print(transformed)
gpu_input:copy_fromh(transformed)
network:propagate({gpu_input}, {gpu_output})
gpu_output:copy_toh(output)
-- collect garbage in-time to save GPU memory
collectgarbage("collect")
end
return network.dim_in[1], network.dim_out[1], propagator
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