xgboost predict takes a long time

[SoulH-qqq]

I upgraded the version of xgboost in the Scala project from 0.9 to 1.76. I found that the xgboost.predict method took more time. Model files were previously saved using version 0.9. The larger the qps of the service, the longer it will take compared to before the upgrade. Please tell me how to optimize it, thank you!

[hcho3]

Closing a duplicate of #10215