PyTorch闪电训练控制台输出很奇怪
PyTorch闪电训练控制台输出很奇怪
提问于 2022-01-02 12:06:38
当在木星笔记本中训练PyTorch闪电模型时，控制台日志输出是很尴尬的：
Epoch 0: 100%|█████████▉| 2315/2318 [02:05<00:00, 18.41it/s, loss=1.69, v_num=26, acc=0.562]
Validating: 0it [00:00, ?it/s]
Validating: 0%| | 0/1 [00:00<?, ?it/s]
Epoch 0: 100%|██████████| 2318/2318 [02:09<00:00, 17.84it/s, loss=1.72, v_num=26, acc=0.500, val_loss=1.570, val_acc=0.564]
Epoch 1: 100%|█████████▉| 2315/2318 [02:04<00:00, 18.63it/s, loss=1.56, v_num=26, acc=0.594, val_loss=1.570, val_acc=0.564]
Validating: 0it [00:00, ?it/s]
Validating: 0%| | 0/1 [00:00<?, ?it/s]
Epoch 1: 100%|██████████| 2318/2318 [02:08<00:00, 18.07it/s, loss=1.59, v_num=26, acc=0.528, val_loss=1.490, val_acc=0.583]
Epoch 2: 100%|█████████▉| 2315/2318 [02:01<00:00, 19.02it/s, loss=1.53, v_num=26, acc=0.617, val_loss=1.490, val_acc=0.583]
Validating: 0it [00:00, ?it/s]
Validating: 0%| | 0/1 [00:00<?, ?it/s]
Epoch 2: 100%|██████████| 2318/2318 [02:05<00:00, 18.42it/s, loss=1.57, v_num=26, acc=0.500, val_loss=1.460, val_acc=0.589]同样的培训的“正确”输出应该是：
Epoch 0: 100%|██████████| 2318/2318 [02:09<00:00, 17.84it/s, loss=1.72, v_num=26, acc=0.500, val_loss=1.570, val_acc=0.564]
Epoch 1: 100%|██████████| 2318/2318 [02:08<00:00, 18.07it/s, loss=1.59, v_num=26, acc=0.528, val_loss=1.490, val_acc=0.583]
Epoch 2: 100%|██████████| 2318/2318 [02:05<00:00, 18.42it/s, loss=1.57, v_num=26, acc=0.500, val_loss=1.460, val_acc=0.589]为什么划时代的线条会以这种方式被无谓地重复和分裂？而且，我也不确定Validating行的用途是什么，因为它们似乎没有提供任何信息。
该模型的培训和验证步骤如下：
def training_step(self, train_batch, batch_idx):
x, y = train_batch
y_hat = self.forward(x)
loss = torch.nn.NLLLoss()(torch.log(y_hat), y.argmax(dim=1))
acc = tm.functional.accuracy(y_hat.argmax(dim=1), y.argmax(dim=1))
self.log("acc", acc, prog_bar=True)
return loss
def validation_step(self, valid_batch, batch_idx):
x, y = valid_batch
y_hat = self.forward(x)
loss = torch.nn.NLLLoss()(torch.log(y_hat), y.argmax(dim=1))
acc = tm.functional.accuracy(y_hat.argmax(dim=1), y.argmax(dim=1))
self.log("val_loss", loss, prog_bar=True)
self.log("val_acc", acc, prog_bar=True)回答 2
页面原文内容由Stack Overflow提供。腾讯云小微IT领域专用引擎提供翻译支持
原文链接：
https://stackoverflow.com/questions/70555815
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