RuntimeError: cuda runtime error (59) : device-side assert triggered at

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I am trying to train a image segmentation model with VGGNet19 backbone for the foreground and background data of nucleus. On trying to fit the model, I get the below error:

RuntimeError: cuda runtime error (59) : device-side assert triggered at /opt/conda/conda-bld/pytorch_1565272271120/work/aten/src/THC/THCCachingHostAllocator.cpp:296

The second part of the error post "at" is obtained due to addition of:

os.environ['CUDA_LAUNCH_BLOCKING'] = "1"

Before importing of torch.

But i fail to understand the error. I am running the code on a sample of 5 pairs of mask and images, and have defined the classes as:

classes_path = DATA_PATH / "class.txt"
classes = read_classes(classes_path)

The classes are defined as "0", "255" as there is only black and white in the masks of the images.

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