How are the images shuffled within the batches?

I am following the ResNet paper settings for CIFAR10.
I think I give way more insights of what could be happening in this new question after I looked at my validation loss.

What is the meaning of the shape?
Could that be the problem why I can’t reach more than 92% of testing accuracy?