Add Tensor::unfold, ops::topk_last_dim
#2375
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These are a few utility functions which are often useful. Both implementations do not require operations on the CPU.
I plan on following up this PR with one for bitwise operations and
ops::nonzero. They will require CUDA/Metal kernels, so I will add those in a seperate PR.