Add pickling methods to support TorchScript. #462

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Run time

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Job	Run time
check Python build (3.7)	3m 49s
check Python build (3.11)	4m 28s
Test on ubuntu-20.04	10m 20s
Test on macos-11	13m 22s
	31m 59s