torch.nn.functional

API名称

是否支持

限制与说明

torch.nn.functional.conv1d

     

torch.nn.functional.conv2d

     

torch.nn.functional.conv3d

     

torch.nn.functional.conv_transpose1d

     

torch.nn.functional.conv_transpose2d

     

torch.nn.functional.conv_transpose3d

     

torch.nn.functional.unfold

     

torch.nn.functional.fold

     

torch.nn.functional.avg_pool1d

     

torch.nn.functional.avg_pool2d

     

torch.nn.functional.avg_pool3d

     

torch.nn.functional.max_pool1d

     

torch.nn.functional.max_pool2d

     

torch.nn.functional.max_pool3d

     

torch.nn.functional.max_unpool1d

     

torch.nn.functional.max_unpool2d

     

torch.nn.functional.max_unpool3d

     

torch.nn.functional.lp_pool1d

     

torch.nn.functional.lp_pool2d

     

torch.nn.functional.adaptive_max_pool1d

     

torch.nn.functional.adaptive_max_pool2d

     

torch.nn.functional.adaptive_max_pool3d

  

torch.nn.functional.adaptive_avg_pool1d

     

torch.nn.functional.adaptive_avg_pool2d

     

torch.nn.functional.adaptive_avg_pool3d

     

torch.nn.functional.fractional_max_pool2d

  

torch.nn.functional.fractional_max_pool3d

  

torch.nn.functional.scaled_dot_product_attention

  

torch.nn.functional.threshold

     

torch.nn.functional.threshold_

     

torch.nn.functional.relu

     

torch.nn.functional.relu_

     

torch.nn.functional.hardtanh

     

torch.nn.functional.hardtanh_

     

torch.nn.functional.hardswish

     

torch.nn.functional.relu6

     

torch.nn.functional.elu

     

torch.nn.functional.elu_

     

torch.nn.functional.selu

     

torch.nn.functional.celu

     

torch.nn.functional.leaky_relu

     

torch.nn.functional.leaky_relu_

     

torch.nn.functional.prelu

     

torch.nn.functional.rrelu

     

torch.nn.functional.rrelu_

     

torch.nn.functional.glu

     

torch.nn.functional.gelu

  

torch.nn.functional.logsigmoid

     

torch.nn.functional.hardshrink

     

torch.nn.functional.tanhshrink

     

torch.nn.functional.softsign

     

torch.nn.functional.softplus

     

torch.nn.functional.softmin

     

torch.nn.functional.softmax

     

torch.nn.functional.softshrink

     

torch.nn.functional.gumbel_softmax

     

torch.nn.functional.log_softmax

     

torch.nn.functional.tanh

     

torch.nn.functional.sigmoid

     

torch.nn.functional.hardsigmoid

     

torch.nn.functional.silu

     

torch.nn.functional.mish

  

torch.nn.functional.batch_norm

     

torch.nn.functional.group_norm

  

torch.nn.functional.instance_norm

     

torch.nn.functional.layer_norm

     

torch.nn.functional.local_response_norm

     

torch.nn.functional.normalize

     

torch.nn.functional.linear

     

torch.nn.functional.bilinear

     

torch.nn.functional.dropout

     

torch.nn.functional.alpha_dropout

     

torch.nn.functional.feature_alpha_dropout

     

torch.nn.functional.dropout1d

  

torch.nn.functional.dropout2d

     

torch.nn.functional.dropout3d

     

torch.nn.functional.embedding

     

torch.nn.functional.embedding_bag

     

torch.nn.functional.one_hot

     

torch.nn.functional.pairwise_distance

     

torch.nn.functional.cosine_similarity

     

torch.nn.functional.pdist

     

torch.nn.functional.binary_cross_entropy

     

torch.nn.functional.binary_cross_entropy_with_logits

     

torch.nn.functional.poisson_nll_loss

     

torch.nn.functional.cosine_embedding_loss

     

torch.nn.functional.cross_entropy

     

torch.nn.functional.ctc_loss

     

torch.nn.functional.gaussian_nll_loss

     

torch.nn.functional.hinge_embedding_loss

     

torch.nn.functional.kl_div

     

torch.nn.functional.l1_loss

     

torch.nn.functional.mse_loss

     

torch.nn.functional.margin_ranking_loss

     

torch.nn.functional.multilabel_margin_loss

     

torch.nn.functional.multilabel_soft_margin_loss

     

torch.nn.functional.multi_margin_loss

     

torch.nn.functional.nll_loss

     

torch.nn.functional.huber_loss

  

torch.nn.functional.smooth_l1_loss

     

torch.nn.functional.soft_margin_loss

     

torch.nn.functional.triplet_margin_loss

     

torch.nn.functional.triplet_margin_with_distance_loss

     

torch.nn.functional.pixel_shuffle

     

torch.nn.functional.pixel_unshuffle

     

torch.nn.functional.pad

     

torch.nn.functional.interpolate

     

torch.nn.functional.upsample

     

torch.nn.functional.upsample_nearest

     

torch.nn.functional.upsample_bilinear

     

torch.nn.functional.grid_sample

     

torch.nn.functional.affine_grid

     

torch.nn.parallel.data_parallel