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Fix profiler defects (Resolves #3544) - #3546
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Fixes#3544.
Knocked out those three minor profiler bugs mentioned in the issue:
options.cuso it properly errors out ondevice >= num_devicesinstead of letting it slip through and crashing later.device_allocation.cu,kTensorNCHWwas accidentally returningTensorNHWCdue to a copy-paste error. Swapped it out to use the correctTensorNCHWlayout.BlockFillRandomSparseMetainitialization functions so they both handle signed (kS16,kS32) and unsigned (kU16,kU32) type IDs. This stops the host initialization from silently falling through to all-zeros when the types don't line up.