[GSoC] Add unit tests for `tune` API #1055

Job	Run time
e2e (v1.27.11, long-running-resume,from-volume-resume,median-stop)	15m 29s
e2e (v1.27.11, grid,bayesian-optimization,tpe,multivariate-tpe,cma-es,hyperband)	18m 32s
e2e (v1.27.11, file-metrics-collector,pytorchjob-mnist)	12m 55s
e2e (v1.27.11, median-stop-with-json-format,file-metrics-collector-with-json-format)	12m 22s
e2e (v1.28.7, long-running-resume,from-volume-resume,median-stop)	10m 43s
e2e (v1.28.7, grid,bayesian-optimization,tpe,multivariate-tpe,cma-es,hyperband)	21m 18s
e2e (v1.28.7, file-metrics-collector,pytorchjob-mnist)	12m 51s
e2e (v1.28.7, median-stop-with-json-format,file-metrics-collector-with-json-format)	13m 8s
e2e (v1.29.2, long-running-resume,from-volume-resume,median-stop)	16m 19s
e2e (v1.29.2, grid,bayesian-optimization,tpe,multivariate-tpe,cma-es,hyperband)	18m 50s
e2e (v1.29.2, file-metrics-collector,pytorchjob-mnist)	15m 24s
e2e (v1.29.2, median-stop-with-json-format,file-metrics-collector-with-json-format)	15m 21s
	3h 3m 12s

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