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Problem with MemoryUsageError during Optuna study for a 3DCNN

I am optimizing some parameters in a 3D CNN for semantic segmentation using Optuna, and i am getting problems with the Memory usage during running some trails. I have run other and not get any problems but now i want do some more, and keep getting the same error. I am using MONAI, PyTorch and Optuna.