Implement AutoAugment for Detection #444

Job	Run time
linux (linux.12xlarge, cpu) / linux-job	4m 10s
linux (linux.g5.4xlarge.nvidia.gpu, cuda, 11.8) / linux-job	8m 41s
macos (macos-12) / macos-job	10m 12s
macos (macos-m1-12) / macos-job	3m 13s
windows (windows.4xlarge, cpu) / windows-job	13m 55s
windows (windows.g5.4xlarge.nvidia.gpu, cuda, 11.8) / windows-job	10m 25s
	50m 36s

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