fix device selection for compilation language model in vlm and model saving #3995

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Job	Run time
build (2.2.0, 4.39.0)	6m 6s
build (2.2.0, 4.44.*)	5m 20s
build (2.3.*, 4.39.0)	5m 40s
build (2.3., 4.44.)	5m 31s
build (2.4.*, 4.39.0)	3m 26s
build (2.4., 4.44.)	3m 34s
	29m 37s