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Tensor shapes, parameter counts and computational cost
Calculate output shapes, parameter counts and computation.
Compression, reconstruction and channel bottlenecks
Distinguish a smaller code from a cheaper operation.
Expansion, nonlinear transformation and projection
Build a nonlinear function through a wider intermediate layer.