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e607986 · Jun 18, 2020

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cuda-oom

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OOM Sizes (GeForce RTX 2070 SUPER)

op = cudnn conv2d

set_to_none=True
req_grad clean_in_exception=True clean_in_exception=False
True5255 4340 4340 43405255 4340 4340 4340
False7690 6995 6995 69957690 6995 6995 6995
set_to_none=False
req_grad clean_in_exception=True clean_in_exception=False
True4775 4340 4340 43404775 3945 3945 3945
False5780 5255 5255 52555780 4340 4340 4340

op = cuda max_pool2d

set_to_none=True
req_grad clean_in_exception=True clean_in_exception=False
True6995 6355 6355 63556995 6355 6355 6355
False9310 9310 9310 93109310 8460 8460 8460
set_to_none=False
req_grad clean_in_exception=True clean_in_exception=False
True5780 5255 5780 52555780 5255 5255 5255
False7690 7690 7690 76907690 7690 7690 7690

op = torch.log

set_to_none=True
req_grad clean_in_exception=True clean_in_exception=False
True5255 5255 5255 52555255 5255 5255 5255
False7690 7690 7690 76907690 6995 6995 6995
set_to_none=False
req_grad clean_in_exception=True clean_in_exception=False
True4775 4775 4775 47754775 3945 3945 3945
False6355 6355 6355 63556355 6355 6355 6355

op = torch.nn.ReLU

set_to_none=True
req_grad clean_in_exception=True clean_in_exception=False
True5255 5255 5255 52555255 5255 5255 5255
False7690 6995 6995 69957690 6995 6995 6995
set_to_none=False
req_grad clean_in_exception=True clean_in_exception=False
True4775 4340 4775 43404775 3945 3945 3945
False6355 6355 6355 63556355 6355 6355 6355