Is it our bowlers are not doing well or are SL batsmen really good?

I'm afraid you have a triple problem. Your bowlers really aren't that good. And, yes, the Sri Lankan batsmen are really good. And, while you may choose to ignore it, the pitch and the toss is also playing a significant part in the torture of your team.