Upgrade Kubernetes Version to 1.32.2 #1337

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Job	Run time
e2e (v1.30.7, long-running-resume,from-volume-resume,median-stop)	14m 9s
e2e (v1.30.7, grid,bayesian-optimization,tpe,multivariate-tpe,cma-es,hyperband)	15m 8s
e2e (v1.30.7, hyperopt-distribution,optuna-distribution)	7m 57s
e2e (v1.30.7, file-metrics-collector,pytorchjob-mnist)	13m 56s
e2e (v1.30.7, median-stop-with-json-format,file-metrics-collector-with-json-format)	13m 26s
e2e (v1.31.3, long-running-resume,from-volume-resume,median-stop)	14m 43s
e2e (v1.31.3, grid,bayesian-optimization,tpe,multivariate-tpe,cma-es,hyperband)	15m 7s
e2e (v1.31.3, hyperopt-distribution,optuna-distribution)	10m 4s
e2e (v1.31.3, file-metrics-collector,pytorchjob-mnist)	12m 41s
e2e (v1.31.3, median-stop-with-json-format,file-metrics-collector-with-json-format)	12m 29s
e2e (v1.32.2, long-running-resume,from-volume-resume,median-stop)	14m 18s
e2e (v1.32.2, grid,bayesian-optimization,tpe,multivariate-tpe,cma-es,hyperband)	15m 6s
e2e (v1.32.2, hyperopt-distribution,optuna-distribution)	13m 4s
e2e (v1.32.2, file-metrics-collector,pytorchjob-mnist)	12m 31s
e2e (v1.32.2, median-stop-with-json-format,file-metrics-collector-with-json-format)	14m 18s
	3h 18m 57s

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