Dot matrix of parameters of a neural network?

It looks like your params are on the GPU and big_matrix is not. Try moving them to be the same device:

gpu_big_matrix = gpu(matrix)
dot( params[1], gpu_big_matrix)

or

cpu_params = cpu(params[1])
dot(cpu_params, big_matrix)
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