findTrainingData Phase Takes Over 40 Minutes and Fails After Second Run with 700k Records and 32GB RAM

I have 700k records, and running findTrainingData phase takes like > 40 minutes. I have given it 32g of ram. It is also failing after the second "findTrainingData" with the message in thread below