About dcgan.py example running

when I run the dcgan.py example,I set the batch_size=32, my gpu type is 1080Ti,it runs 8 epochs ,then call CUDA out of memory, how can I solve this problem?then I set the batch_size=16, the code can run,but the generator image is poor,the sigma I set is 0.7.

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