path: root/nerv/layer/graph.lua

local GraphLayer = nerv.class('nerv.GraphLayer', 'nerv.Layer')

function GraphLayer:__init(id, global_conf, layer_conf)
    nerv.Layer.__init(self, id, global_conf, layer_conf)
    self.lrepo = layer_conf.layer_repo
    self:graph_init(self.lrepo, layer_conf.connections)
end

local function parse_id(str)
    local id, port, _
    _, _, id, port = string.find(str, "([a-zA-Z0-9_.]+)%[([0-9]+)%]")
    if id == nil or port == nil then
        _, _, id, port = string.find(str, "(.+)%[([0-9]+)%]")
        if not (id == "<input>" or id == "<output>") then
            nerv.error("wrong format of connection id")
        end
    end
    port = tonumber(port)
    return id, port
end

function GraphLayer:add_prefix(layers, connections)
    local function ap(name)
        return self.id .. '.' .. name
    end

    for layer_type, sublayers in pairs(layers) do
        local tmp = {}
        for name, layer_config in pairs(sublayers) do
            tmp[ap(name)] = layer_config
        end
        layers[layer_type] = tmp
    end

    for i = 1, #connections do
        local from, to = connections[i][1], connections[i][2]
        if parse_id(from) ~= '<input>' then
            connections[i][1] = ap(from)
        end
        if parse_id(to) ~= '<output>' then
            connections[i][2] = ap(to)
        end
    end
end

function GraphLayer:discover(id, layer_repo)
    if id == '<output>' then
        id = '<input>'
    end
    local layers = self.layers
    local ref = layers[id]
    if ref == nil then
        local layer = layer_repo:get_layer(id)
        local dim_in, dim_out = layer:get_dim()
        self.layer_num = self.layer_num + 1
        ref = {
            layer = layer,
            inputs = {},
            outputs = {},
            dim_in = dim_in,
            dim_out = dim_out,
            id = self.layer_num,
        }
        layers[id] = ref
    end
    return ref
end

local function reverse(connections)
    for i = 1, #connections do
        connections[i][3] = connections[i][3] * -1
    end
end

function GraphLayer:graph_init(layer_repo, connections)
    if self.lconf.reversed then
        reverse(connections)
    end

    local layers = {}
    layers['<input>'] = {
        inputs = {},
        outputs = {},
        dim_in = self.dim_out,
        dim_out = self.dim_in,
        id = 0,
    }
    self.layers = layers
    self.layer_num = 0
    self.connections = {}

    -- check data dimension between connected ports
    for _, edge in pairs(connections) do
        local from, to, time = edge[1], edge[2], edge[3]
        local id_from, port_from = parse_id(from)
        local id_to, port_to = parse_id(to)
        local ref_from = self:discover(id_from, layer_repo)
        local ref_to = self:discover(id_to, layer_repo)
        if ref_from.outputs[port_from] ~= nil then
            nerv.error('%s has already been attached', from)
        end
        if ref_to.inputs[port_to] ~= nil then
            nerv.error('%s has already been attached', to)
        end
        if ref_from.dim_out[port_from] ~= ref_to.dim_in[port_to] then
            nerv.error('mismatching data dimension between %s and %s', from, to)
        end
        if ref_from.id == 0 and ref_to.id == 0 then
            nerv.error('short-circuit connection between <input> and <output>')
        end
        ref_from.outputs[port_from] = true
        ref_to.inputs[port_to] = true
        table.insert(self.connections, {ref_from.id, port_from, ref_to.id, port_to, time})
    end

    -- check dangling ports
    for id, ref in pairs(layers) do
        if id ~= '<input>' then
            for i = 1, #ref.dim_in do
                if ref.inputs[i] == nil then
                    nerv.error('dangling input port %d of layer %s', i, id)
                end
            end
            for i = 1, #ref.dim_out do
                if ref.outputs[i] == nil then
                   nerv.error('dangling output port %d of layer %s', i, id)
                end
            end
        end
    end
    for i = 1, #self.dim_in do
        if layers['<input>'].outputs[i] == nil then
            nerv.error('dangling port %d of layer <input>', i)
        end
    end
    for i = 1, #self.dim_out do
        if layers['<input>'].inputs[i] == nil then
            nerv.error('dangling port %d of layer <output>', i)
        end
    end
end

function GraphLayer:set_attr(name, value)
    self[name] = value
    for id, ref in pairs(self.layers) do
        if id ~= '<input>' then
            ref.layer:set_attr(name, value)
        end
    end
end

function GraphLayer:get_sublayer(id)
    if self.layers[id] == nil or id == '<input>' then
        nerv.error('layer with id %s not found', id)
    end
    return self.layers[id].layer
end

function GraphLayer:get_params()
    local param_repos = {}
    for id, ref in pairs(self.layers) do
        if id ~= '<input>' then
            table.insert(param_repos, ref.layer:get_params())
        end
    end
    return nerv.ParamRepo.merge(param_repos, self.loc_type)
end

function GraphLayer:bind_params()
    self.lrepo:rebind(self.lconf.pr)
end