Add sparse representation of tensors

[colescott]

In many cases a sparse implementation of tensors will improve performance. Dense can remain the default implementation used but all abstract-tensor calls should be made implementation-agnostic.

This would likely require subclasses from abstract-tensor: sparse-tensor and dense-tensor.