1D CNN on Pytorch: mat1 and mat2 shapes cannot be multiplied (10x3 and 10x2)

Question

I have a time series with sample of 500 size and 2 types of labels and want to construct a 1D CNN with pytorch on them:

class Simple1DCNN(torch.nn.Module):
    de