public MaxPool2D(LayerData data) : base(data)
{
MP mp = JsonConvert.DeserializeObject <MP>(data.classData);
width = mp.width;
height = mp.height;
}
public override LayerData SaveJSON()
{
LayerData data = base.SaveJSON();
FullConData fd = new FullConData();
fd.weights = weights;
data.classData = JsonConvert.SerializeObject(fd);
return(data);
}
public Conv2D(LayerData data) : base(data)
{
Conv2DData cd = JsonConvert.DeserializeObject <Conv2DData>(data.classData);
weights = cd.weights;
width = cd.width;
height = cd.height;
count = cd.count;
chanels = cd.chanels;
}
public virtual LayerData SaveJSON()
{
LayerData data = new LayerData();
data.className = GetType().Name;
data.activationClass = func.GetType().Name;
data.input_size = input_size;
data.output_size = output_size;
return(data);
}
public TSConv2D(LayerData data) : base(data)
{
var ts = JsonConvert.DeserializeObject <TSData>(data.classData);
this.width_in = ts.width_in;
this.height_in = ts.height_in;
this.ch_out = ts.ch_out;
this.width_out = ts.width_out;
this.height_out = ts.height_out;
weights = ts.weights;
}
public virtual LayerData SaveJSON()
{
LayerData data = new LayerData();
data.className = GetType().Name;
data.activationClass = func.GetType().Name;
data.activationData = JsonConvert.SerializeObject(func);
data.input_size = input_size;
data.output_size = output_size;
return(data);
}
public override LayerData SaveJSON()
{
LayerData data = base.SaveJSON();
var mp = new MP
{
width = width,
height = height
};
data.classData = JsonConvert.SerializeObject(mp);
return(data);
}
public virtual string SaveJSON()
{
LayerData[] datas = new LayerData[layers.Count];
for (int i = 0; i < datas.Length; i++)
{
datas[i] = layers[i].SaveJSON();
}
LDArray ld = new LDArray
{
datas = datas
};
return(JsonConvert.SerializeObject(ld));
}
public static Layer CreateFromJSON(LayerData data)
{
var assembly = Assembly.GetExecutingAssembly();
var type = assembly.GetTypes()
.First(t => t.Name == data.className);
var act_type = assembly.GetTypes()
.First(t => t.Name == data.activationClass);
Layer l = (Layer)Activator.CreateInstance(type, data); //(Layer)Activator.CreateInstance(type, data);
l.func = (Activation)Activator.CreateInstance(act_type);
return(l);
}
public override LayerData SaveJSON()
{
LayerData data = base.SaveJSON();
var cd = new Conv2DData
{
weights = weights,
width = width,
height = height,
count = count,
chanels = chanels
};
data.classData = JsonConvert.SerializeObject(cd);
return(data);
}
public override LayerData SaveJSON()
{
LayerData dd = base.SaveJSON();
TSData ts = new TSData
{
width_in = width_in,
height_in = height_in,
ch_out = ch_out,
width_out = width_out,
height_out = height_out,
weights = weights
};
dd.classData = JsonConvert.SerializeObject(ts);
return(dd);
}
public Dropout(LayerData data) : base(data)
{
var ddata = JsonConvert.DeserializeObject <DData>(data.classData);
width = ddata.width;
}
public Layer(LayerData data)
{
input_size = data.input_size;
output_size = data.output_size;
}
public FullyConnLayar(LayerData data) : base(data)
{
FullConData fd = JsonConvert.DeserializeObject <FullConData>(data.classData);
weights = fd.weights;
}
public FCRecursiveLayer(LayerData data) : base(data)
{
}
