PR Test

add profile in offline benchmark & update doc (#2123) #2511

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Run time

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Job	Run time
unit-test-backend-part-2	14m 36s
performance-test-2-gpu	10m 23s
performance-test-1-gpu-part-1	10m 30s
performance-test-1-gpu-part-2	11m 57s
unit-test-backend-2-gpu-part-1	8m 50s
unit-test-backend-part-1	17m 13s
unit-test-backend-part-3	16m 49s
unit-test-backend-part-4	16m 26s
unit-test-frontend	3m 13s
accuracy-test-1-gpu	5m 33s
accuracy-test-2-gpu	6m 46s
finish	1s
	2h 2m 17s