torch.autograd.detect_anomaly()

import torch

# 正向传播时：开启自动求导的异常侦测
torch.autograd.set_detect_anomaly(True)

# 反向传播时：在求导时开启侦测
with torch.autograd.detect_anomaly():
    loss.backward()