Prediction using different Model

I have used Upsampling and various model to predict test data. In my case Random Forest works very well in training and validation data but it doesn't work well on test data categorizing almost every point as single class. Gradient boosting performs well in both training and validation data and on submitting it also gives highest point in leader board.