LLM Hypterparameters optimization notebook #1237

Job	Run time
e2e (v1.29.2, long-running-resume,from-volume-resume,median-stop)	14m 59s
e2e (v1.29.2, grid,bayesian-optimization,tpe,multivariate-tpe,cma-es,hyperband)	20m 21s
e2e (v1.29.2, file-metrics-collector,pytorchjob-mnist)	13m 54s
e2e (v1.29.2, median-stop-with-json-format,file-metrics-collector-with-json-format)	12m 26s
e2e (v1.30.7, long-running-resume,from-volume-resume,median-stop)	14m 51s
e2e (v1.30.7, grid,bayesian-optimization,tpe,multivariate-tpe,cma-es,hyperband)	19m 13s
e2e (v1.30.7, file-metrics-collector,pytorchjob-mnist)	12m 17s
e2e (v1.30.7, median-stop-with-json-format,file-metrics-collector-with-json-format)	13m 20s
e2e (v1.31.3, long-running-resume,from-volume-resume,median-stop)	14m 54s
e2e (v1.31.3, grid,bayesian-optimization,tpe,multivariate-tpe,cma-es,hyperband)	18m 37s
e2e (v1.31.3, file-metrics-collector,pytorchjob-mnist)	13m 53s
e2e (v1.31.3, median-stop-with-json-format,file-metrics-collector-with-json-format)	12m 38s
	3h 1m 23s

Provide feedback