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Softmax: support multi-dimensional tensors and an arbitrary softmax axis #9

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@fthielke

Currently, softmax is only implemented on flat tensors and is thus only useful as the last layer of a classification model.

In the future, the softmax operation should allow multi-dimensional input and choosing an arbitrary axis along which the operation is applied.

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