max-pooling有很多种实现方式
(1)kmax-pooling
1 import torch 2 def kmax_pooling(x, dim, k): 3 index = x.topk(k, dim=dim)[1].sort(dim=dim)[0] 4 return x.gather(dim, index) 5 x = torch.rand(4, 5, 6, 10) 6 print(x) # [torch.FloatTensor of size 4x5x6x10] 7 y = kmax_pooling(x, 3, 5) 8 print(y) # # [torch.FloatTensor of size 4x5x6x5]