Autotuning - initial infra + a small optimization for pure depth tp (… #266

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Run time

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Job	Run time
formatting / formatting	7s
nvidia-gpu / inter-layer (1)	5m 55s
nvidia-gpu / intra-layer	3m 21s
nvidia-gpu / inter-layer (2)	6m 34s
	15m 57s