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Add warning that sgd not in main branch version of PHATE, when sgd_solver='sgd' #162

@MattScicluna

Description

@MattScicluna

Describe the bug
sgd has been removed from main branch version of PHATE, see #156.
Currently, code silently runs smacof.

To Reproduce
Run PHATE with sgd_solver='sgd'.

Expected behavior
Should warn user that sgd is no longer available

Actual behavior
No warning, just runs MDS with smacof

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