#use this one for 4d
class Net(nn.Module):
    def __init__(self, count1, count2, fs):
        super(Net, self).__init__()
        self.conv1 = nn.Conv2d(3, count1, fs)
        self.pool = nn.MaxPool2d(2, 2)
        self.conv2 = nn.Conv2d(count1, count2, fs)
        self.fc1 = nn.Linear(count2 * fs * fs, 120)
        self.fc2 = nn.Linear(120, 84)
        self.fc3 = nn.Linear(84, 10)

    def forward(self, x):
        x = self.pool(F.relu(self.conv1(x)))
        x = self.pool(F.relu(self.conv2(x)))
        x = x.view(-1, 16 * 3 * 3)
#        x = x.view(-1, 32 * 3 * 3)
#        x = x.view(-1, 64 * 3 * 3)
#        x = x.view(-1, 128 * 3 * 3)
#        x = x.view(-1, 256 * 3 * 3)
#        x = x.view(-1, 512 * 3 * 3)
#        x = x.view(-1, 1024 * 3 * 3)
        x = F.relu(self.fc1(x))
        x = F.relu(self.fc2(x))
        x = self.fc3(x)
        return x


#net = Net()

#net = Net(6, 16, 5)
#net = Net(12, 32, 5)
#net = Net(24, 64, 5)
#net = Net(48, 128, 5)
#net = Net(96, 256, 5)
#net = Net(192, 512, 5)
#net = Net(384, 1024, 5)

#use for 4d
net = Net(6, 16, 3)
#net = Net(12, 32, 3)
#net = Net(24, 64, 3)
#net = Net(48, 128, 3)
#net = Net(96, 256, 3)
#net = Net(192, 512, 3)
#net = Net(384, 1024, 3)