[ torch 参数更多 ]torch.nn.L1Loss

torch.nn.L1Loss

torch.nn.L1Loss(size_average=None,
                reduce=None,
                reduction='mean')

paddle.nn.L1Loss

paddle.nn.L1Loss(reduction='mean',
                 name=None)

Pytorch 相比 Paddle 支持更多其他参数,具体如下:

参数映射

| PyTorch | PaddlePaddle | 备注 | | ————- | ———— | —————————————————— | | size_average | - | 已弃用。 | | reduce | - | 已弃用。 | | reduction | reduction | 表示对输出结果的计算方式。 |

转写示例

size_average

# Pytorch 的 size_average、reduce 参数转为 Paddle 的 reduction 参数
if size_average is None:
    size_average = True
if reduce is None:
    reduce = True

if size_average and reduce:
    reduction = 'mean'
elif reduce:
    reduction = 'sum'
else:
    reduction = 'none'