// DeserializeLSTM deserializes an LSTM.
func DeserializeLSTM(d []byte) (*LSTM, error) {
slice, err := serializer.DeserializeSlice(d)
if err != nil {
return nil, err
}
if len(slice) != 6 {
return nil, errors.New("invalid slice length in LSTM")
}
hiddenSize, ok := slice[0].(serializer.Int)
inputValue, ok1 := slice[1].(*lstmGate)
inputGate, ok2 := slice[2].(*lstmGate)
rememberGate, ok3 := slice[3].(*lstmGate)
outputGate, ok4 := slice[4].(*lstmGate)
initStateData, ok5 := slice[5].(serializer.Bytes)
if !ok || !ok1 || !ok2 || !ok3 || !ok4 || !ok5 {
return nil, errors.New("invalid types in LSTM slice")
}
var initState autofunc.Variable
if err := json.Unmarshal(initStateData, &initState); err != nil {
return nil, err
}
return &LSTM{
hiddenSize: int(hiddenSize),
inputValue: inputValue,
inputGate: inputGate,
rememberGate: rememberGate,
outputGate: outputGate,
initState: &initState,
}, nil
}
func deserializeLSTMGate(d []byte) (*lstmGate, error) {
list, err := serializer.DeserializeSlice(d)
if err != nil {
return nil, err
}
if len(list) != 2 && len(list) != 3 {
return nil, errors.New("invalid slice length for LSTM gate")
}
dense, ok := list[0].(*neuralnet.DenseLayer)
activ, ok1 := list[1].(neuralnet.Layer)
if !ok || !ok1 {
return nil, errors.New("invalid types for LSTM gate slice")
}
res := &lstmGate{Dense: dense, Activation: activ}
if len(list) == 3 {
peephole, ok := list[2].(serializer.Bytes)
if !ok {
return nil, errors.New("invalid types for LSTM gate slice")
}
if err := json.Unmarshal(peephole, &res.Peephole); err != nil {
return nil, fmt.Errorf("bad peephole data: %s", err)
}
}
return res, nil
}
// DeserializeGRU creates a GRU from some serialized
// data about the GRU.
func DeserializeGRU(d []byte) (*GRU, error) {
slice, err := serializer.DeserializeSlice(d)
if err != nil {
return nil, err
}
if len(slice) != 5 {
return nil, errors.New("invalid slice length in GRU")
}
hiddenSize, ok := slice[0].(serializer.Int)
inputValue, ok1 := slice[1].(*lstmGate)
resetGate, ok2 := slice[2].(*lstmGate)
updateGate, ok3 := slice[3].(*lstmGate)
initStateData, ok4 := slice[4].(serializer.Bytes)
if !ok || !ok1 || !ok2 || !ok3 || !ok4 {
return nil, errors.New("invalid types in GRU slice")
}
var initState autofunc.Variable
if err := json.Unmarshal(initStateData, &initState); err != nil {
return nil, errors.New("invalid init state in GRU slice")
}
return &GRU{
hiddenSize: int(hiddenSize),
inputValue: inputValue,
resetGate: resetGate,
updateGate: updateGate,
initState: &initState,
}, nil
}
// DeserializeStackedBlock deserializes a StackedBlock.
func DeserializeStackedBlock(d []byte) (StackedBlock, error) {
list, err := serializer.DeserializeSlice(d)
if err != nil {
return nil, err
}
res := make(StackedBlock, len(list))
for i, s := range list {
var ok bool
res[i], ok = s.(Block)
if !ok {
return nil, fmt.Errorf("layer %d (%T) is not Block", i, s)
}
}
return res, nil
}
// DeserializeBidirectional deserializes a previously
// serialized Bidirectional instance.
func DeserializeBidirectional(d []byte) (*Bidirectional, error) {
slice, err := serializer.DeserializeSlice(d)
if err != nil {
return nil, err
}
if len(slice) != 3 {
return nil, errors.New("invalid Bidirectional slice length")
}
s1, ok1 := slice[0].(seqfunc.RFunc)
s2, ok2 := slice[1].(seqfunc.RFunc)
s3, ok3 := slice[2].(seqfunc.RFunc)
if !ok1 || !ok2 || !ok3 {
return nil, errors.New("invalid Bidirectional slice types")
}
return &Bidirectional{s1, s2, s3}, nil
}
func DeserializeNetwork(data []byte) (Network, error) {
var res Network
slice, err := serializer.DeserializeSlice(data)
if err != nil {
return nil, err
}
for _, x := range slice {
if layer, ok := x.(Layer); ok {
res = append(res, layer)
} else {
return nil, errors.New("slice element is not a Layer")
}
}
return res, nil
}
// DeserializeNetworkBlock deserializes a NetworkBlock.
func DeserializeNetworkBlock(d []byte) (*NetworkBlock, error) {
list, err := serializer.DeserializeSlice(d)
if err != nil {
return nil, err
} else if len(list) != 3 {
return nil, errors.New("bad network list length")
}
stateSize, ok := list[0].(serializer.Int)
network, ok1 := list[1].(neuralnet.Network)
initData, ok2 := list[2].(serializer.Bytes)
if !ok || !ok1 || !ok2 {
return nil, errors.New("bad types in network list")
}
var initState autofunc.Variable
if err := json.Unmarshal(initData, &initState); err != nil {
return nil, err
}
res := NewNetworkBlock(network, int(stateSize))
res.batcherBlock.Start = &initState
return res, nil
}